From 812d87a95ca5292c216e019d4c682488de1bbdc7 Mon Sep 17 00:00:00 2001
From: Kay Robbins <1189050+VisLab@users.noreply.github.com>
Date: Wed, 15 Jun 2022 10:05:56 -0500
Subject: [PATCH 1/4] Added definitions and software versions to the services
 examples in MATLAB

---
 hedcode/.coveragerc => .coveragerc            |    0
 .gitattributes                                |    1 +
 MANIFEST.in                                   |    2 +
 hedcode/__init__.py                           |    3 +
 hedcode/_version.py                           |  658 +++++
 .../bids_validate_dataset.ipynb               |    7 +
 ...bids_validate_dataset_with_libraries.ipynb |    2 +-
 .../hed_services/outputReport.m               |   10 +
 hedcode/matlab_scripts/hed_services/runTest.m |    5 +-
 hedcode/setup.py                              |   22 -
 hedcode/requirements.txt => requirements.txt  |    0
 setup.cfg                                     |   60 +
 setup.py                                      |    8 +
 versioneer.py                                 | 2140 +++++++++++++++++
 14 files changed, 2893 insertions(+), 25 deletions(-)
 rename hedcode/.coveragerc => .coveragerc (100%)
 create mode 100644 .gitattributes
 create mode 100644 MANIFEST.in
 create mode 100644 hedcode/__init__.py
 create mode 100644 hedcode/_version.py
 delete mode 100644 hedcode/setup.py
 rename hedcode/requirements.txt => requirements.txt (100%)
 create mode 100644 setup.cfg
 create mode 100644 setup.py
 create mode 100644 versioneer.py

diff --git a/hedcode/.coveragerc b/.coveragerc
similarity index 100%
rename from hedcode/.coveragerc
rename to .coveragerc
diff --git a/.gitattributes b/.gitattributes
new file mode 100644
index 0000000..26f747e
--- /dev/null
+++ b/.gitattributes
@@ -0,0 +1 @@
+hedcode/_version.py export-subst
diff --git a/MANIFEST.in b/MANIFEST.in
new file mode 100644
index 0000000..7dae13f
--- /dev/null
+++ b/MANIFEST.in
@@ -0,0 +1,2 @@
+include versioneer.py
+include hedcode/_version.py
diff --git a/hedcode/__init__.py b/hedcode/__init__.py
new file mode 100644
index 0000000..e735f79
--- /dev/null
+++ b/hedcode/__init__.py
@@ -0,0 +1,3 @@
+
+from . import _version
+__version__ = _version.get_versions()['version']
diff --git a/hedcode/_version.py b/hedcode/_version.py
new file mode 100644
index 0000000..dea3e1c
--- /dev/null
+++ b/hedcode/_version.py
@@ -0,0 +1,658 @@
+
+# This file helps to compute a version number in source trees obtained from
+# git-archive tarball (such as those provided by githubs download-from-tag
+# feature). Distribution tarballs (built by setup.py sdist) and build
+# directories (produced by setup.py build) will contain a much shorter file
+# that just contains the computed version number.
+
+# This file is released into the public domain. Generated by
+# versioneer-0.22 (https://github.com/python-versioneer/python-versioneer)
+
+"""Git implementation of _version.py."""
+
+import errno
+import os
+import re
+import subprocess
+import sys
+from typing import Callable, Dict
+import functools
+
+
+def get_keywords():
+    """Get the keywords needed to look up the version information."""
+    # these strings will be replaced by git during git-archive.
+    # setup.py/versioneer.py will grep for the variable names, so they must
+    # each be defined on a line of their own. _version.py will just call
+    # get_keywords().
+    git_refnames = "$Format:%d$"
+    git_full = "$Format:%H$"
+    git_date = "$Format:%ci$"
+    keywords = {"refnames": git_refnames, "full": git_full, "date": git_date}
+    return keywords
+
+
+class VersioneerConfig:
+    """Container for Versioneer configuration parameters."""
+
+
+def get_config():
+    """Create, populate and return the VersioneerConfig() object."""
+    # these strings are filled in when 'setup.py versioneer' creates
+    # _version.py
+    cfg = VersioneerConfig()
+    cfg.VCS = "git"
+    cfg.style = "pep440"
+    cfg.tag_prefix = ""
+    cfg.parentdir_prefix = "hedcode-"
+    cfg.versionfile_source = "hedcode/_version.py"
+    cfg.verbose = False
+    return cfg
+
+
+class NotThisMethod(Exception):
+    """Exception raised if a method is not valid for the current scenario."""
+
+
+LONG_VERSION_PY: Dict[str, str] = {}
+HANDLERS: Dict[str, Dict[str, Callable]] = {}
+
+
+def register_vcs_handler(vcs, method):  # decorator
+    """Create decorator to mark a method as the handler of a VCS."""
+    def decorate(f):
+        """Store f in HANDLERS[vcs][method]."""
+        if vcs not in HANDLERS:
+            HANDLERS[vcs] = {}
+        HANDLERS[vcs][method] = f
+        return f
+    return decorate
+
+
+def run_command(commands, args, cwd=None, verbose=False, hide_stderr=False,
+                env=None):
+    """Call the given command(s)."""
+    assert isinstance(commands, list)
+    process = None
+
+    popen_kwargs = {}
+    if sys.platform == "win32":
+        # This hides the console window if pythonw.exe is used
+        startupinfo = subprocess.STARTUPINFO()
+        startupinfo.dwFlags |= subprocess.STARTF_USESHOWWINDOW
+        popen_kwargs["startupinfo"] = startupinfo
+
+    for command in commands:
+        try:
+            dispcmd = str([command] + args)
+            # remember shell=False, so use git.cmd on windows, not just git
+            process = subprocess.Popen([command] + args, cwd=cwd, env=env,
+                                       stdout=subprocess.PIPE,
+                                       stderr=(subprocess.PIPE if hide_stderr
+                                               else None), **popen_kwargs)
+            break
+        except OSError:
+            e = sys.exc_info()[1]
+            if e.errno == errno.ENOENT:
+                continue
+            if verbose:
+                print("unable to run %s" % dispcmd)
+                print(e)
+            return None, None
+    else:
+        if verbose:
+            print("unable to find command, tried %s" % (commands,))
+        return None, None
+    stdout = process.communicate()[0].strip().decode()
+    if process.returncode != 0:
+        if verbose:
+            print("unable to run %s (error)" % dispcmd)
+            print("stdout was %s" % stdout)
+        return None, process.returncode
+    return stdout, process.returncode
+
+
+def versions_from_parentdir(parentdir_prefix, root, verbose):
+    """Try to determine the version from the parent directory name.
+
+    Source tarballs conventionally unpack into a directory that includes both
+    the project name and a version string. We will also support searching up
+    two directory levels for an appropriately named parent directory
+    """
+    rootdirs = []
+
+    for _ in range(3):
+        dirname = os.path.basename(root)
+        if dirname.startswith(parentdir_prefix):
+            return {"version": dirname[len(parentdir_prefix):],
+                    "full-revisionid": None,
+                    "dirty": False, "error": None, "date": None}
+        rootdirs.append(root)
+        root = os.path.dirname(root)  # up a level
+
+    if verbose:
+        print("Tried directories %s but none started with prefix %s" %
+              (str(rootdirs), parentdir_prefix))
+    raise NotThisMethod("rootdir doesn't start with parentdir_prefix")
+
+
+@register_vcs_handler("git", "get_keywords")
+def git_get_keywords(versionfile_abs):
+    """Extract version information from the given file."""
+    # the code embedded in _version.py can just fetch the value of these
+    # keywords. When used from setup.py, we don't want to import _version.py,
+    # so we do it with a regexp instead. This function is not used from
+    # _version.py.
+    keywords = {}
+    try:
+        with open(versionfile_abs, "r") as fobj:
+            for line in fobj:
+                if line.strip().startswith("git_refnames ="):
+                    mo = re.search(r'=\s*"(.*)"', line)
+                    if mo:
+                        keywords["refnames"] = mo.group(1)
+                if line.strip().startswith("git_full ="):
+                    mo = re.search(r'=\s*"(.*)"', line)
+                    if mo:
+                        keywords["full"] = mo.group(1)
+                if line.strip().startswith("git_date ="):
+                    mo = re.search(r'=\s*"(.*)"', line)
+                    if mo:
+                        keywords["date"] = mo.group(1)
+    except OSError:
+        pass
+    return keywords
+
+
+@register_vcs_handler("git", "keywords")
+def git_versions_from_keywords(keywords, tag_prefix, verbose):
+    """Get version information from git keywords."""
+    if "refnames" not in keywords:
+        raise NotThisMethod("Short version file found")
+    date = keywords.get("date")
+    if date is not None:
+        # Use only the last line.  Previous lines may contain GPG signature
+        # information.
+        date = date.splitlines()[-1]
+
+        # git-2.2.0 added "%cI", which expands to an ISO-8601 -compliant
+        # datestamp. However we prefer "%ci" (which expands to an "ISO-8601
+        # -like" string, which we must then edit to make compliant), because
+        # it's been around since git-1.5.3, and it's too difficult to
+        # discover which version we're using, or to work around using an
+        # older one.
+        date = date.strip().replace(" ", "T", 1).replace(" ", "", 1)
+    refnames = keywords["refnames"].strip()
+    if refnames.startswith("$Format"):
+        if verbose:
+            print("keywords are unexpanded, not using")
+        raise NotThisMethod("unexpanded keywords, not a git-archive tarball")
+    refs = {r.strip() for r in refnames.strip("()").split(",")}
+    # starting in git-1.8.3, tags are listed as "tag: foo-1.0" instead of
+    # just "foo-1.0". If we see a "tag: " prefix, prefer those.
+    TAG = "tag: "
+    tags = {r[len(TAG):] for r in refs if r.startswith(TAG)}
+    if not tags:
+        # Either we're using git < 1.8.3, or there really are no tags. We use
+        # a heuristic: assume all version tags have a digit. The old git %d
+        # expansion behaves like git log --decorate=short and strips out the
+        # refs/heads/ and refs/tags/ prefixes that would let us distinguish
+        # between branches and tags. By ignoring refnames without digits, we
+        # filter out many common branch names like "release" and
+        # "stabilization", as well as "HEAD" and "master".
+        tags = {r for r in refs if re.search(r'\d', r)}
+        if verbose:
+            print("discarding '%s', no digits" % ",".join(refs - tags))
+    if verbose:
+        print("likely tags: %s" % ",".join(sorted(tags)))
+    for ref in sorted(tags):
+        # sorting will prefer e.g. "2.0" over "2.0rc1"
+        if ref.startswith(tag_prefix):
+            r = ref[len(tag_prefix):]
+            # Filter out refs that exactly match prefix or that don't start
+            # with a number once the prefix is stripped (mostly a concern
+            # when prefix is '')
+            if not re.match(r'\d', r):
+                continue
+            if verbose:
+                print("picking %s" % r)
+            return {"version": r,
+                    "full-revisionid": keywords["full"].strip(),
+                    "dirty": False, "error": None,
+                    "date": date}
+    # no suitable tags, so version is "0+unknown", but full hex is still there
+    if verbose:
+        print("no suitable tags, using unknown + full revision id")
+    return {"version": "0+unknown",
+            "full-revisionid": keywords["full"].strip(),
+            "dirty": False, "error": "no suitable tags", "date": None}
+
+
+@register_vcs_handler("git", "pieces_from_vcs")
+def git_pieces_from_vcs(tag_prefix, root, verbose, runner=run_command):
+    """Get version from 'git describe' in the root of the source tree.
+
+    This only gets called if the git-archive 'subst' keywords were *not*
+    expanded, and _version.py hasn't already been rewritten with a short
+    version string, meaning we're inside a checked out source tree.
+    """
+    GITS = ["git"]
+    if sys.platform == "win32":
+        GITS = ["git.cmd", "git.exe"]
+
+    # GIT_DIR can interfere with correct operation of Versioneer.
+    # It may be intended to be passed to the Versioneer-versioned project,
+    # but that should not change where we get our version from.
+    env = os.environ.copy()
+    env.pop("GIT_DIR", None)
+    runner = functools.partial(runner, env=env)
+
+    _, rc = runner(GITS, ["rev-parse", "--git-dir"], cwd=root,
+                   hide_stderr=True)
+    if rc != 0:
+        if verbose:
+            print("Directory %s not under git control" % root)
+        raise NotThisMethod("'git rev-parse --git-dir' returned error")
+
+    MATCH_ARGS = ["--match", "%s*" % tag_prefix] if tag_prefix else []
+
+    # if there is a tag matching tag_prefix, this yields TAG-NUM-gHEX[-dirty]
+    # if there isn't one, this yields HEX[-dirty] (no NUM)
+    describe_out, rc = runner(GITS, ["describe", "--tags", "--dirty",
+                                     "--always", "--long", *MATCH_ARGS],
+                              cwd=root)
+    # --long was added in git-1.5.5
+    if describe_out is None:
+        raise NotThisMethod("'git describe' failed")
+    describe_out = describe_out.strip()
+    full_out, rc = runner(GITS, ["rev-parse", "HEAD"], cwd=root)
+    if full_out is None:
+        raise NotThisMethod("'git rev-parse' failed")
+    full_out = full_out.strip()
+
+    pieces = {}
+    pieces["long"] = full_out
+    pieces["short"] = full_out[:7]  # maybe improved later
+    pieces["error"] = None
+
+    branch_name, rc = runner(GITS, ["rev-parse", "--abbrev-ref", "HEAD"],
+                             cwd=root)
+    # --abbrev-ref was added in git-1.6.3
+    if rc != 0 or branch_name is None:
+        raise NotThisMethod("'git rev-parse --abbrev-ref' returned error")
+    branch_name = branch_name.strip()
+
+    if branch_name == "HEAD":
+        # If we aren't exactly on a branch, pick a branch which represents
+        # the current commit. If all else fails, we are on a branchless
+        # commit.
+        branches, rc = runner(GITS, ["branch", "--contains"], cwd=root)
+        # --contains was added in git-1.5.4
+        if rc != 0 or branches is None:
+            raise NotThisMethod("'git branch --contains' returned error")
+        branches = branches.split("\n")
+
+        # Remove the first line if we're running detached
+        if "(" in branches[0]:
+            branches.pop(0)
+
+        # Strip off the leading "* " from the list of branches.
+        branches = [branch[2:] for branch in branches]
+        if "master" in branches:
+            branch_name = "master"
+        elif not branches:
+            branch_name = None
+        else:
+            # Pick the first branch that is returned. Good or bad.
+            branch_name = branches[0]
+
+    pieces["branch"] = branch_name
+
+    # parse describe_out. It will be like TAG-NUM-gHEX[-dirty] or HEX[-dirty]
+    # TAG might have hyphens.
+    git_describe = describe_out
+
+    # look for -dirty suffix
+    dirty = git_describe.endswith("-dirty")
+    pieces["dirty"] = dirty
+    if dirty:
+        git_describe = git_describe[:git_describe.rindex("-dirty")]
+
+    # now we have TAG-NUM-gHEX or HEX
+
+    if "-" in git_describe:
+        # TAG-NUM-gHEX
+        mo = re.search(r'^(.+)-(\d+)-g([0-9a-f]+)$', git_describe)
+        if not mo:
+            # unparsable. Maybe git-describe is misbehaving?
+            pieces["error"] = ("unable to parse git-describe output: '%s'"
+                               % describe_out)
+            return pieces
+
+        # tag
+        full_tag = mo.group(1)
+        if not full_tag.startswith(tag_prefix):
+            if verbose:
+                fmt = "tag '%s' doesn't start with prefix '%s'"
+                print(fmt % (full_tag, tag_prefix))
+            pieces["error"] = ("tag '%s' doesn't start with prefix '%s'"
+                               % (full_tag, tag_prefix))
+            return pieces
+        pieces["closest-tag"] = full_tag[len(tag_prefix):]
+
+        # distance: number of commits since tag
+        pieces["distance"] = int(mo.group(2))
+
+        # commit: short hex revision ID
+        pieces["short"] = mo.group(3)
+
+    else:
+        # HEX: no tags
+        pieces["closest-tag"] = None
+        count_out, rc = runner(GITS, ["rev-list", "HEAD", "--count"], cwd=root)
+        pieces["distance"] = int(count_out)  # total number of commits
+
+    # commit date: see ISO-8601 comment in git_versions_from_keywords()
+    date = runner(GITS, ["show", "-s", "--format=%ci", "HEAD"], cwd=root)[0].strip()
+    # Use only the last line.  Previous lines may contain GPG signature
+    # information.
+    date = date.splitlines()[-1]
+    pieces["date"] = date.strip().replace(" ", "T", 1).replace(" ", "", 1)
+
+    return pieces
+
+
+def plus_or_dot(pieces):
+    """Return a + if we don't already have one, else return a ."""
+    if "+" in pieces.get("closest-tag", ""):
+        return "."
+    return "+"
+
+
+def render_pep440(pieces):
+    """Build up version string, with post-release "local version identifier".
+
+    Our goal: TAG[+DISTANCE.gHEX[.dirty]] . Note that if you
+    get a tagged build and then dirty it, you'll get TAG+0.gHEX.dirty
+
+    Exceptions:
+    1: no tags. git_describe was just HEX. 0+untagged.DISTANCE.gHEX[.dirty]
+    """
+    if pieces["closest-tag"]:
+        rendered = pieces["closest-tag"]
+        if pieces["distance"] or pieces["dirty"]:
+            rendered += plus_or_dot(pieces)
+            rendered += "%d.g%s" % (pieces["distance"], pieces["short"])
+            if pieces["dirty"]:
+                rendered += ".dirty"
+    else:
+        # exception #1
+        rendered = "0+untagged.%d.g%s" % (pieces["distance"],
+                                          pieces["short"])
+        if pieces["dirty"]:
+            rendered += ".dirty"
+    return rendered
+
+
+def render_pep440_branch(pieces):
+    """TAG[[.dev0]+DISTANCE.gHEX[.dirty]] .
+
+    The ".dev0" means not master branch. Note that .dev0 sorts backwards
+    (a feature branch will appear "older" than the master branch).
+
+    Exceptions:
+    1: no tags. 0[.dev0]+untagged.DISTANCE.gHEX[.dirty]
+    """
+    if pieces["closest-tag"]:
+        rendered = pieces["closest-tag"]
+        if pieces["distance"] or pieces["dirty"]:
+            if pieces["branch"] != "master":
+                rendered += ".dev0"
+            rendered += plus_or_dot(pieces)
+            rendered += "%d.g%s" % (pieces["distance"], pieces["short"])
+            if pieces["dirty"]:
+                rendered += ".dirty"
+    else:
+        # exception #1
+        rendered = "0"
+        if pieces["branch"] != "master":
+            rendered += ".dev0"
+        rendered += "+untagged.%d.g%s" % (pieces["distance"],
+                                          pieces["short"])
+        if pieces["dirty"]:
+            rendered += ".dirty"
+    return rendered
+
+
+def pep440_split_post(ver):
+    """Split pep440 version string at the post-release segment.
+
+    Returns the release segments before the post-release and the
+    post-release version number (or -1 if no post-release segment is present).
+    """
+    vc = str.split(ver, ".post")
+    return vc[0], int(vc[1] or 0) if len(vc) == 2 else None
+
+
+def render_pep440_pre(pieces):
+    """TAG[.postN.devDISTANCE] -- No -dirty.
+
+    Exceptions:
+    1: no tags. 0.post0.devDISTANCE
+    """
+    if pieces["closest-tag"]:
+        if pieces["distance"]:
+            # update the post release segment
+            tag_version, post_version = pep440_split_post(pieces["closest-tag"])
+            rendered = tag_version
+            if post_version is not None:
+                rendered += ".post%d.dev%d" % (post_version+1, pieces["distance"])
+            else:
+                rendered += ".post0.dev%d" % (pieces["distance"])
+        else:
+            # no commits, use the tag as the version
+            rendered = pieces["closest-tag"]
+    else:
+        # exception #1
+        rendered = "0.post0.dev%d" % pieces["distance"]
+    return rendered
+
+
+def render_pep440_post(pieces):
+    """TAG[.postDISTANCE[.dev0]+gHEX] .
+
+    The ".dev0" means dirty. Note that .dev0 sorts backwards
+    (a dirty tree will appear "older" than the corresponding clean one),
+    but you shouldn't be releasing software with -dirty anyways.
+
+    Exceptions:
+    1: no tags. 0.postDISTANCE[.dev0]
+    """
+    if pieces["closest-tag"]:
+        rendered = pieces["closest-tag"]
+        if pieces["distance"] or pieces["dirty"]:
+            rendered += ".post%d" % pieces["distance"]
+            if pieces["dirty"]:
+                rendered += ".dev0"
+            rendered += plus_or_dot(pieces)
+            rendered += "g%s" % pieces["short"]
+    else:
+        # exception #1
+        rendered = "0.post%d" % pieces["distance"]
+        if pieces["dirty"]:
+            rendered += ".dev0"
+        rendered += "+g%s" % pieces["short"]
+    return rendered
+
+
+def render_pep440_post_branch(pieces):
+    """TAG[.postDISTANCE[.dev0]+gHEX[.dirty]] .
+
+    The ".dev0" means not master branch.
+
+    Exceptions:
+    1: no tags. 0.postDISTANCE[.dev0]+gHEX[.dirty]
+    """
+    if pieces["closest-tag"]:
+        rendered = pieces["closest-tag"]
+        if pieces["distance"] or pieces["dirty"]:
+            rendered += ".post%d" % pieces["distance"]
+            if pieces["branch"] != "master":
+                rendered += ".dev0"
+            rendered += plus_or_dot(pieces)
+            rendered += "g%s" % pieces["short"]
+            if pieces["dirty"]:
+                rendered += ".dirty"
+    else:
+        # exception #1
+        rendered = "0.post%d" % pieces["distance"]
+        if pieces["branch"] != "master":
+            rendered += ".dev0"
+        rendered += "+g%s" % pieces["short"]
+        if pieces["dirty"]:
+            rendered += ".dirty"
+    return rendered
+
+
+def render_pep440_old(pieces):
+    """TAG[.postDISTANCE[.dev0]] .
+
+    The ".dev0" means dirty.
+
+    Exceptions:
+    1: no tags. 0.postDISTANCE[.dev0]
+    """
+    if pieces["closest-tag"]:
+        rendered = pieces["closest-tag"]
+        if pieces["distance"] or pieces["dirty"]:
+            rendered += ".post%d" % pieces["distance"]
+            if pieces["dirty"]:
+                rendered += ".dev0"
+    else:
+        # exception #1
+        rendered = "0.post%d" % pieces["distance"]
+        if pieces["dirty"]:
+            rendered += ".dev0"
+    return rendered
+
+
+def render_git_describe(pieces):
+    """TAG[-DISTANCE-gHEX][-dirty].
+
+    Like 'git describe --tags --dirty --always'.
+
+    Exceptions:
+    1: no tags. HEX[-dirty]  (note: no 'g' prefix)
+    """
+    if pieces["closest-tag"]:
+        rendered = pieces["closest-tag"]
+        if pieces["distance"]:
+            rendered += "-%d-g%s" % (pieces["distance"], pieces["short"])
+    else:
+        # exception #1
+        rendered = pieces["short"]
+    if pieces["dirty"]:
+        rendered += "-dirty"
+    return rendered
+
+
+def render_git_describe_long(pieces):
+    """TAG-DISTANCE-gHEX[-dirty].
+
+    Like 'git describe --tags --dirty --always -long'.
+    The distance/hash is unconditional.
+
+    Exceptions:
+    1: no tags. HEX[-dirty]  (note: no 'g' prefix)
+    """
+    if pieces["closest-tag"]:
+        rendered = pieces["closest-tag"]
+        rendered += "-%d-g%s" % (pieces["distance"], pieces["short"])
+    else:
+        # exception #1
+        rendered = pieces["short"]
+    if pieces["dirty"]:
+        rendered += "-dirty"
+    return rendered
+
+
+def render(pieces, style):
+    """Render the given version pieces into the requested style."""
+    if pieces["error"]:
+        return {"version": "unknown",
+                "full-revisionid": pieces.get("long"),
+                "dirty": None,
+                "error": pieces["error"],
+                "date": None}
+
+    if not style or style == "default":
+        style = "pep440"  # the default
+
+    if style == "pep440":
+        rendered = render_pep440(pieces)
+    elif style == "pep440-branch":
+        rendered = render_pep440_branch(pieces)
+    elif style == "pep440-pre":
+        rendered = render_pep440_pre(pieces)
+    elif style == "pep440-post":
+        rendered = render_pep440_post(pieces)
+    elif style == "pep440-post-branch":
+        rendered = render_pep440_post_branch(pieces)
+    elif style == "pep440-old":
+        rendered = render_pep440_old(pieces)
+    elif style == "git-describe":
+        rendered = render_git_describe(pieces)
+    elif style == "git-describe-long":
+        rendered = render_git_describe_long(pieces)
+    else:
+        raise ValueError("unknown style '%s'" % style)
+
+    return {"version": rendered, "full-revisionid": pieces["long"],
+            "dirty": pieces["dirty"], "error": None,
+            "date": pieces.get("date")}
+
+
+def get_versions():
+    """Get version information or return default if unable to do so."""
+    # I am in _version.py, which lives at ROOT/VERSIONFILE_SOURCE. If we have
+    # __file__, we can work backwards from there to the root. Some
+    # py2exe/bbfreeze/non-CPython implementations don't do __file__, in which
+    # case we can only use expanded keywords.
+
+    cfg = get_config()
+    verbose = cfg.verbose
+
+    try:
+        return git_versions_from_keywords(get_keywords(), cfg.tag_prefix,
+                                          verbose)
+    except NotThisMethod:
+        pass
+
+    try:
+        root = os.path.realpath(__file__)
+        # versionfile_source is the relative path from the top of the source
+        # tree (where the .git directory might live) to this file. Invert
+        # this to find the root from __file__.
+        for _ in cfg.versionfile_source.split('/'):
+            root = os.path.dirname(root)
+    except NameError:
+        return {"version": "0+unknown", "full-revisionid": None,
+                "dirty": None,
+                "error": "unable to find root of source tree",
+                "date": None}
+
+    try:
+        pieces = git_pieces_from_vcs(cfg.tag_prefix, root, verbose)
+        return render(pieces, cfg.style)
+    except NotThisMethod:
+        pass
+
+    try:
+        if cfg.parentdir_prefix:
+            return versions_from_parentdir(cfg.parentdir_prefix, root, verbose)
+    except NotThisMethod:
+        pass
+
+    return {"version": "0+unknown", "full-revisionid": None,
+            "dirty": None,
+            "error": "unable to compute version", "date": None}
diff --git a/hedcode/jupyter_notebooks/bids_processing/bids_validate_dataset.ipynb b/hedcode/jupyter_notebooks/bids_processing/bids_validate_dataset.ipynb
index 46c6b41..213eebd 100644
--- a/hedcode/jupyter_notebooks/bids_processing/bids_validate_dataset.ipynb
+++ b/hedcode/jupyter_notebooks/bids_processing/bids_validate_dataset.ipynb
@@ -53,6 +53,8 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
+      "Using HEDTOOLS version: {'date': '2022-06-12T16:54:14-0500', 'dirty': False, 'error': None, 'full-revisionid': '2059d92cc5d8b871e30bbdf9e965a6431a8f0285', 'version': '0+untagged.1164.g2059d92'}\n",
+      "HED Examples version: {'version': '0+untagged.216.gc1e0181.dirty', 'full-revisionid': 'c1e0181eb301e7f8b8b5e0dcef3155d1fa140eee', 'dirty': True, 'error': None, 'date': '2022-06-12T18:13:58-0500'}\n",
       "\n",
       "\n",
       "Bids root path: D:\\Research\\HED\\hed-examples\\datasets\\eeg_ds003654s_hed\n",
@@ -76,6 +78,11 @@
     "import os\n",
     "from hed.errors import get_printable_issue_string\n",
     "from hed.tools import BidsDataset\n",
+    "from hed import _version as vr\n",
+    "from hedcode._version import get_versions\n",
+    "\n",
+    "print(f\"Using HEDTOOLS version: {str(vr.get_versions())}\")\n",
+    "print(f\"HED Examples version: {str(get_versions())}\")\n",
     "\n",
     "## Set the dataset location and the check_for_warnings flag\n",
     "check_for_warnings = False\n",
diff --git a/hedcode/jupyter_notebooks/bids_processing/bids_validate_dataset_with_libraries.ipynb b/hedcode/jupyter_notebooks/bids_processing/bids_validate_dataset_with_libraries.ipynb
index 33b4f9d..6721208 100644
--- a/hedcode/jupyter_notebooks/bids_processing/bids_validate_dataset_with_libraries.ipynb
+++ b/hedcode/jupyter_notebooks/bids_processing/bids_validate_dataset_with_libraries.ipynb
@@ -92,7 +92,7 @@
     "schema_list = [load_schema_version(xml_version=base_version)]\n",
     "schema_list.append(load_schema(library1_url, library_prefix=\"sc\"))\n",
     "schema_list.append(load_schema(library2_url, library_prefix=\"test\"))\n",
-    "bids.schemas = HedSchemaGroup(schema_list)\n",
+    "bids.schema = HedSchemaGroup(schema_list)\n",
     "\n",
     "\n",
     "issue_list2 = bids.validate(check_for_warnings=check_for_warnings)\n",
diff --git a/hedcode/matlab_scripts/hed_services/outputReport.m b/hedcode/matlab_scripts/hed_services/outputReport.m
index d10fa8e..8229613 100644
--- a/hedcode/matlab_scripts/hed_services/outputReport.m
+++ b/hedcode/matlab_scripts/hed_services/outputReport.m
@@ -31,4 +31,14 @@
         fprintf('\n----Spreadsheet result----\n');
         fprintf(results.spreadsheet);
     end
+    
+    if isfield(results, 'definitions') && isstruct(results.definitions)
+        fprintf('\n\n----------definitions---------\n');
+        defNames = fieldnames(results.definitions);
+        for k=1:length(defNames)
+            name = defNames{k};
+            fprintf('\n%s: %s\n', defNames{k}, results.definitions.(name));
+        end
+    end
+        
 end
\ No newline at end of file
diff --git a/hedcode/matlab_scripts/hed_services/runTest.m b/hedcode/matlab_scripts/hed_services/runTest.m
index 9ab0c92..15e3051 100644
--- a/hedcode/matlab_scripts/hed_services/runTest.m
+++ b/hedcode/matlab_scripts/hed_services/runTest.m
@@ -1,2 +1,3 @@
-host = 'https://hedtools.ucsd.edu/hed';
-errors = testSidecarServices(host);
\ No newline at end of file
+%% Use this script to run an individual type of service.
+host = 'http://127.0.0.1:5000/';
+errors = testEventServices(host);
\ No newline at end of file
diff --git a/hedcode/setup.py b/hedcode/setup.py
deleted file mode 100644
index 37087ca..0000000
--- a/hedcode/setup.py
+++ /dev/null
@@ -1,22 +0,0 @@
-import setuptools
-
-with open("README.md", "r") as fh:
-    long_description = fh.read()
-
-setuptools.setup(
-    name="hed-examples",
-    version="1.0.0",
-    author="VisLab, Ian Callanan, Kay Robbins",
-    author_email="Kay.Robbins@utsa.edu",
-    description="Examples using the HED tools.",
-    long_description=long_description,
-    long_description_content_type="text/markdown",
-    url="https://github.com/hed-standard/hed-examples",
-    packages=setuptools.find_namespace_packages(include=["hed.*"]),
-    classifiers=[
-        "Programming Language :: Python :: 3",
-        "License :: OSI Approved :: MIT License",
-        "Operating System :: OS Independent",
-    ],
-    python_requires='>=3.7',
-)
diff --git a/hedcode/requirements.txt b/requirements.txt
similarity index 100%
rename from hedcode/requirements.txt
rename to requirements.txt
diff --git a/setup.cfg b/setup.cfg
new file mode 100644
index 0000000..ef6bad1
--- /dev/null
+++ b/setup.cfg
@@ -0,0 +1,60 @@
+[metadata]
+name = hed-examples
+author = VisLab, Ian Callanan, Kay Robbins
+author_email = Kay.Robbins@utsa.edu
+description = "Examples using HED tools and services.",
+long_description = file: README.md
+long_description_content_type = text/markdown
+url = https://github.com/hed-standard/hed-examples/
+# project_urls =
+bug Tracker = https://github.com/hed-standard/hed-examples/issues
+classifiers =
+    Programming Language :: Python :: 3
+    License :: OSI Approved :: MIT License
+    Operating System :: OS Independent
+
+
+
+[options]
+package_dir =
+    = .
+packages = find_namespace:
+python_requires = >=3.9
+install_requires =
+    click
+    coverage
+    defusedxml
+    et-xmlfile
+    Flask
+    Flask-WTF
+    inflect
+    itsdangerous
+    jdcal
+    Jinja2
+    MarkupSafe
+    numpy
+    openpyxl
+    pandas
+    portalocker
+    python-dateutil
+    pytz
+    semantic-version
+    six
+    Sphinx
+    SphinxExtensions
+    sphinx_rtd_theme
+    Werkzeug
+    xlrd
+    attrs
+
+
+[options.packages.find]
+include = hed*
+
+[versioneer]
+VCS = git
+style = pep440
+versionfile_source = hedcode/_version.py
+versionfile_build = hedcode/_version.py
+tag_prefix =
+parentdir_prefix = hedcode-
\ No newline at end of file
diff --git a/setup.py b/setup.py
new file mode 100644
index 0000000..2cf87eb
--- /dev/null
+++ b/setup.py
@@ -0,0 +1,8 @@
+# dummy setup file for versioneer
+
+import versioneer
+from setuptools import setup
+
+if __name__ == "__main__":
+    setup(version=versioneer.get_version(),
+          cmdclass=versioneer.get_cmdclass())
\ No newline at end of file
diff --git a/versioneer.py b/versioneer.py
new file mode 100644
index 0000000..a142bf5
--- /dev/null
+++ b/versioneer.py
@@ -0,0 +1,2140 @@
+
+# Version: 0.22
+
+"""The Versioneer - like a rocketeer, but for versions.
+
+The Versioneer
+==============
+
+* like a rocketeer, but for versions!
+* https://github.com/python-versioneer/python-versioneer
+* Brian Warner
+* License: Public Domain
+* Compatible with: Python 3.6, 3.7, 3.8, 3.9, 3.10 and pypy3
+* [![Latest Version][pypi-image]][pypi-url]
+* [![Build Status][travis-image]][travis-url]
+
+This is a tool for managing a recorded version number in distutils/setuptools-based
+python projects. The goal is to remove the tedious and error-prone "update
+the embedded version string" step from your release process. Making a new
+release should be as easy as recording a new tag in your version-control
+system, and maybe making new tarballs.
+
+
+## Quick Install
+
+* `pip install versioneer` to somewhere in your $PATH
+* add a `[versioneer]` section to your setup.cfg (see [Install](INSTALL.md))
+* run `versioneer install` in your source tree, commit the results
+* Verify version information with `python setup.py version`
+
+## Version Identifiers
+
+Source trees come from a variety of places:
+
+* a version-control system checkout (mostly used by developers)
+* a nightly tarball, produced by build automation
+* a snapshot tarball, produced by a web-based VCS browser, like github's
+  "tarball from tag" feature
+* a release tarball, produced by "setup.py sdist", distributed through PyPI
+
+Within each source tree, the version identifier (either a string or a number,
+this tool is format-agnostic) can come from a variety of places:
+
+* ask the VCS tool itself, e.g. "git describe" (for checkouts), which knows
+  about recent "tags" and an absolute revision-id
+* the name of the directory into which the tarball was unpacked
+* an expanded VCS keyword ($Id$, etc)
+* a `_version.py` created by some earlier build step
+
+For released software, the version identifier is closely related to a VCS
+tag. Some projects use tag names that include more than just the version
+string (e.g. "myproject-1.2" instead of just "1.2"), in which case the tool
+needs to strip the tag prefix to extract the version identifier. For
+unreleased software (between tags), the version identifier should provide
+enough information to help developers recreate the same tree, while also
+giving them an idea of roughly how old the tree is (after version 1.2, before
+version 1.3). Many VCS systems can report a description that captures this,
+for example `git describe --tags --dirty --always` reports things like
+"0.7-1-g574ab98-dirty" to indicate that the checkout is one revision past the
+0.7 tag, has a unique revision id of "574ab98", and is "dirty" (it has
+uncommitted changes).
+
+The version identifier is used for multiple purposes:
+
+* to allow the module to self-identify its version: `myproject.__version__`
+* to choose a name and prefix for a 'setup.py sdist' tarball
+
+## Theory of Operation
+
+Versioneer works by adding a special `_version.py` file into your source
+tree, where your `__init__.py` can import it. This `_version.py` knows how to
+dynamically ask the VCS tool for version information at import time.
+
+`_version.py` also contains `$Revision$` markers, and the installation
+process marks `_version.py` to have this marker rewritten with a tag name
+during the `git archive` command. As a result, generated tarballs will
+contain enough information to get the proper version.
+
+To allow `setup.py` to compute a version too, a `versioneer.py` is added to
+the top level of your source tree, next to `setup.py` and the `setup.cfg`
+that configures it. This overrides several distutils/setuptools commands to
+compute the version when invoked, and changes `setup.py build` and `setup.py
+sdist` to replace `_version.py` with a small static file that contains just
+the generated version data.
+
+## Installation
+
+See [INSTALL.md](./INSTALL.md) for detailed installation instructions.
+
+## Version-String Flavors
+
+Code which uses Versioneer can learn about its version string at runtime by
+importing `_version` from your main `__init__.py` file and running the
+`get_versions()` function. From the "outside" (e.g. in `setup.py`), you can
+import the top-level `versioneer.py` and run `get_versions()`.
+
+Both functions return a dictionary with different flavors of version
+information:
+
+* `['version']`: A condensed version string, rendered using the selected
+  style. This is the most commonly used value for the project's version
+  string. The default "pep440" style yields strings like `0.11`,
+  `0.11+2.g1076c97`, or `0.11+2.g1076c97.dirty`. See the "Styles" section
+  below for alternative styles.
+
+* `['full-revisionid']`: detailed revision identifier. For Git, this is the
+  full SHA1 commit id, e.g. "1076c978a8d3cfc70f408fe5974aa6c092c949ac".
+
+* `['date']`: Date and time of the latest `HEAD` commit. For Git, it is the
+  commit date in ISO 8601 format. This will be None if the date is not
+  available.
+
+* `['dirty']`: a boolean, True if the tree has uncommitted changes. Note that
+  this is only accurate if run in a VCS checkout, otherwise it is likely to
+  be False or None
+
+* `['error']`: if the version string could not be computed, this will be set
+  to a string describing the problem, otherwise it will be None. It may be
+  useful to throw an exception in setup.py if this is set, to avoid e.g.
+  creating tarballs with a version string of "unknown".
+
+Some variants are more useful than others. Including `full-revisionid` in a
+bug report should allow developers to reconstruct the exact code being tested
+(or indicate the presence of local changes that should be shared with the
+developers). `version` is suitable for display in an "about" box or a CLI
+`--version` output: it can be easily compared against release notes and lists
+of bugs fixed in various releases.
+
+The installer adds the following text to your `__init__.py` to place a basic
+version in `YOURPROJECT.__version__`:
+
+    from ._version import get_versions
+    __version__ = get_versions()['version']
+    del get_versions
+
+## Styles
+
+The setup.cfg `style=` configuration controls how the VCS information is
+rendered into a version string.
+
+The default style, "pep440", produces a PEP440-compliant string, equal to the
+un-prefixed tag name for actual releases, and containing an additional "local
+version" section with more detail for in-between builds. For Git, this is
+TAG[+DISTANCE.gHEX[.dirty]] , using information from `git describe --tags
+--dirty --always`. For example "0.11+2.g1076c97.dirty" indicates that the
+tree is like the "1076c97" commit but has uncommitted changes (".dirty"), and
+that this commit is two revisions ("+2") beyond the "0.11" tag. For released
+software (exactly equal to a known tag), the identifier will only contain the
+stripped tag, e.g. "0.11".
+
+Other styles are available. See [details.md](details.md) in the Versioneer
+source tree for descriptions.
+
+## Debugging
+
+Versioneer tries to avoid fatal errors: if something goes wrong, it will tend
+to return a version of "0+unknown". To investigate the problem, run `setup.py
+version`, which will run the version-lookup code in a verbose mode, and will
+display the full contents of `get_versions()` (including the `error` string,
+which may help identify what went wrong).
+
+## Known Limitations
+
+Some situations are known to cause problems for Versioneer. This details the
+most significant ones. More can be found on Github
+[issues page](https://github.com/python-versioneer/python-versioneer/issues).
+
+### Subprojects
+
+Versioneer has limited support for source trees in which `setup.py` is not in
+the root directory (e.g. `setup.py` and `.git/` are *not* siblings). The are
+two common reasons why `setup.py` might not be in the root:
+
+* Source trees which contain multiple subprojects, such as
+  [Buildbot](https://github.com/buildbot/buildbot), which contains both
+  "master" and "slave" subprojects, each with their own `setup.py`,
+  `setup.cfg`, and `tox.ini`. Projects like these produce multiple PyPI
+  distributions (and upload multiple independently-installable tarballs).
+* Source trees whose main purpose is to contain a C library, but which also
+  provide bindings to Python (and perhaps other languages) in subdirectories.
+
+Versioneer will look for `.git` in parent directories, and most operations
+should get the right version string. However `pip` and `setuptools` have bugs
+and implementation details which frequently cause `pip install .` from a
+subproject directory to fail to find a correct version string (so it usually
+defaults to `0+unknown`).
+
+`pip install --editable .` should work correctly. `setup.py install` might
+work too.
+
+Pip-8.1.1 is known to have this problem, but hopefully it will get fixed in
+some later version.
+
+[Bug #38](https://github.com/python-versioneer/python-versioneer/issues/38) is tracking
+this issue. The discussion in
+[PR #61](https://github.com/python-versioneer/python-versioneer/pull/61) describes the
+issue from the Versioneer side in more detail.
+[pip PR#3176](https://github.com/pypa/pip/pull/3176) and
+[pip PR#3615](https://github.com/pypa/pip/pull/3615) contain work to improve
+pip to let Versioneer work correctly.
+
+Versioneer-0.16 and earlier only looked for a `.git` directory next to the
+`setup.cfg`, so subprojects were completely unsupported with those releases.
+
+### Editable installs with setuptools <= 18.5
+
+`setup.py develop` and `pip install --editable .` allow you to install a
+project into a virtualenv once, then continue editing the source code (and
+test) without re-installing after every change.
+
+"Entry-point scripts" (`setup(entry_points={"console_scripts": ..})`) are a
+convenient way to specify executable scripts that should be installed along
+with the python package.
+
+These both work as expected when using modern setuptools. When using
+setuptools-18.5 or earlier, however, certain operations will cause
+`pkg_resources.DistributionNotFound` errors when running the entrypoint
+script, which must be resolved by re-installing the package. This happens
+when the install happens with one version, then the egg_info data is
+regenerated while a different version is checked out. Many setup.py commands
+cause egg_info to be rebuilt (including `sdist`, `wheel`, and installing into
+a different virtualenv), so this can be surprising.
+
+[Bug #83](https://github.com/python-versioneer/python-versioneer/issues/83) describes
+this one, but upgrading to a newer version of setuptools should probably
+resolve it.
+
+
+## Updating Versioneer
+
+To upgrade your project to a new release of Versioneer, do the following:
+
+* install the new Versioneer (`pip install -U versioneer` or equivalent)
+* edit `setup.cfg`, if necessary, to include any new configuration settings
+  indicated by the release notes. See [UPGRADING](./UPGRADING.md) for details.
+* re-run `versioneer install` in your source tree, to replace
+  `SRC/_version.py`
+* commit any changed files
+
+## Future Directions
+
+This tool is designed to make it easily extended to other version-control
+systems: all VCS-specific components are in separate directories like
+src/git/ . The top-level `versioneer.py` script is assembled from these
+components by running make-versioneer.py . In the future, make-versioneer.py
+will take a VCS name as an argument, and will construct a version of
+`versioneer.py` that is specific to the given VCS. It might also take the
+configuration arguments that are currently provided manually during
+installation by editing setup.py . Alternatively, it might go the other
+direction and include code from all supported VCS systems, reducing the
+number of intermediate scripts.
+
+## Similar projects
+
+* [setuptools_scm](https://github.com/pypa/setuptools_scm/) - a non-vendored build-time
+  dependency
+* [minver](https://github.com/jbweston/miniver) - a lightweight reimplementation of
+  versioneer
+* [versioningit](https://github.com/jwodder/versioningit) - a PEP 518-based setuptools
+  plugin
+
+## License
+
+To make Versioneer easier to embed, all its code is dedicated to the public
+domain. The `_version.py` that it creates is also in the public domain.
+Specifically, both are released under the Creative Commons "Public Domain
+Dedication" license (CC0-1.0), as described in
+https://creativecommons.org/publicdomain/zero/1.0/ .
+
+[pypi-image]: https://img.shields.io/pypi/v/versioneer.svg
+[pypi-url]: https://pypi.python.org/pypi/versioneer/
+[travis-image]:
+https://img.shields.io/travis/com/python-versioneer/python-versioneer.svg
+[travis-url]: https://travis-ci.com/github/python-versioneer/python-versioneer
+
+"""
+# pylint:disable=invalid-name,import-outside-toplevel,missing-function-docstring
+# pylint:disable=missing-class-docstring,too-many-branches,too-many-statements
+# pylint:disable=raise-missing-from,too-many-lines,too-many-locals,import-error
+# pylint:disable=too-few-public-methods,redefined-outer-name,consider-using-with
+# pylint:disable=attribute-defined-outside-init,too-many-arguments
+
+import configparser
+import errno
+import json
+import os
+import re
+import subprocess
+import sys
+from typing import Callable, Dict
+import functools
+
+
+class VersioneerConfig:
+    """Container for Versioneer configuration parameters."""
+
+
+def get_root():
+    """Get the project root directory.
+
+    We require that all commands are run from the project root, i.e. the
+    directory that contains setup.py, setup.cfg, and versioneer.py .
+    """
+    root = os.path.realpath(os.path.abspath(os.getcwd()))
+    setup_py = os.path.join(root, "setup.py")
+    versioneer_py = os.path.join(root, "versioneer.py")
+    if not (os.path.exists(setup_py) or os.path.exists(versioneer_py)):
+        # allow 'python path/to/setup.py COMMAND'
+        root = os.path.dirname(os.path.realpath(os.path.abspath(sys.argv[0])))
+        setup_py = os.path.join(root, "setup.py")
+        versioneer_py = os.path.join(root, "versioneer.py")
+    if not (os.path.exists(setup_py) or os.path.exists(versioneer_py)):
+        err = ("Versioneer was unable to run the project root directory. "
+               "Versioneer requires setup.py to be executed from "
+               "its immediate directory (like 'python setup.py COMMAND'), "
+               "or in a way that lets it use sys.argv[0] to find the root "
+               "(like 'python path/to/setup.py COMMAND').")
+        raise VersioneerBadRootError(err)
+    try:
+        # Certain runtime workflows (setup.py install/develop in a setuptools
+        # tree) execute all dependencies in a single python process, so
+        # "versioneer" may be imported multiple times, and python's shared
+        # module-import table will cache the first one. So we can't use
+        # os.path.dirname(__file__), as that will find whichever
+        # versioneer.py was first imported, even in later projects.
+        my_path = os.path.realpath(os.path.abspath(__file__))
+        me_dir = os.path.normcase(os.path.splitext(my_path)[0])
+        vsr_dir = os.path.normcase(os.path.splitext(versioneer_py)[0])
+        if me_dir != vsr_dir:
+            print("Warning: build in %s is using versioneer.py from %s"
+                  % (os.path.dirname(my_path), versioneer_py))
+    except NameError:
+        pass
+    return root
+
+
+def get_config_from_root(root):
+    """Read the project setup.cfg file to determine Versioneer config."""
+    # This might raise OSError (if setup.cfg is missing), or
+    # configparser.NoSectionError (if it lacks a [versioneer] section), or
+    # configparser.NoOptionError (if it lacks "VCS="). See the docstring at
+    # the top of versioneer.py for instructions on writing your setup.cfg .
+    setup_cfg = os.path.join(root, "setup.cfg")
+    parser = configparser.ConfigParser()
+    with open(setup_cfg, "r") as cfg_file:
+        parser.read_file(cfg_file)
+    VCS = parser.get("versioneer", "VCS")  # mandatory
+
+    # Dict-like interface for non-mandatory entries
+    section = parser["versioneer"]
+
+    cfg = VersioneerConfig()
+    cfg.VCS = VCS
+    cfg.style = section.get("style", "")
+    cfg.versionfile_source = section.get("versionfile_source")
+    cfg.versionfile_build = section.get("versionfile_build")
+    cfg.tag_prefix = section.get("tag_prefix")
+    if cfg.tag_prefix in ("''", '""'):
+        cfg.tag_prefix = ""
+    cfg.parentdir_prefix = section.get("parentdir_prefix")
+    cfg.verbose = section.get("verbose")
+    return cfg
+
+
+class NotThisMethod(Exception):
+    """Exception raised if a method is not valid for the current scenario."""
+
+
+# these dictionaries contain VCS-specific tools
+LONG_VERSION_PY: Dict[str, str] = {}
+HANDLERS: Dict[str, Dict[str, Callable]] = {}
+
+
+def register_vcs_handler(vcs, method):  # decorator
+    """Create decorator to mark a method as the handler of a VCS."""
+    def decorate(f):
+        """Store f in HANDLERS[vcs][method]."""
+        HANDLERS.setdefault(vcs, {})[method] = f
+        return f
+    return decorate
+
+
+def run_command(commands, args, cwd=None, verbose=False, hide_stderr=False,
+                env=None):
+    """Call the given command(s)."""
+    assert isinstance(commands, list)
+    process = None
+
+    popen_kwargs = {}
+    if sys.platform == "win32":
+        # This hides the console window if pythonw.exe is used
+        startupinfo = subprocess.STARTUPINFO()
+        startupinfo.dwFlags |= subprocess.STARTF_USESHOWWINDOW
+        popen_kwargs["startupinfo"] = startupinfo
+
+    for command in commands:
+        try:
+            dispcmd = str([command] + args)
+            # remember shell=False, so use git.cmd on windows, not just git
+            process = subprocess.Popen([command] + args, cwd=cwd, env=env,
+                                       stdout=subprocess.PIPE,
+                                       stderr=(subprocess.PIPE if hide_stderr
+                                               else None), **popen_kwargs)
+            break
+        except OSError:
+            e = sys.exc_info()[1]
+            if e.errno == errno.ENOENT:
+                continue
+            if verbose:
+                print("unable to run %s" % dispcmd)
+                print(e)
+            return None, None
+    else:
+        if verbose:
+            print("unable to find command, tried %s" % (commands,))
+        return None, None
+    stdout = process.communicate()[0].strip().decode()
+    if process.returncode != 0:
+        if verbose:
+            print("unable to run %s (error)" % dispcmd)
+            print("stdout was %s" % stdout)
+        return None, process.returncode
+    return stdout, process.returncode
+
+
+LONG_VERSION_PY['git'] = r'''
+# This file helps to compute a version number in source trees obtained from
+# git-archive tarball (such as those provided by githubs download-from-tag
+# feature). Distribution tarballs (built by setup.py sdist) and build
+# directories (produced by setup.py build) will contain a much shorter file
+# that just contains the computed version number.
+
+# This file is released into the public domain. Generated by
+# versioneer-0.22 (https://github.com/python-versioneer/python-versioneer)
+
+"""Git implementation of _version.py."""
+
+import errno
+import os
+import re
+import subprocess
+import sys
+from typing import Callable, Dict
+import functools
+
+
+def get_keywords():
+    """Get the keywords needed to look up the version information."""
+    # these strings will be replaced by git during git-archive.
+    # setup.py/versioneer.py will grep for the variable names, so they must
+    # each be defined on a line of their own. _version.py will just call
+    # get_keywords().
+    git_refnames = "%(DOLLAR)sFormat:%%d%(DOLLAR)s"
+    git_full = "%(DOLLAR)sFormat:%%H%(DOLLAR)s"
+    git_date = "%(DOLLAR)sFormat:%%ci%(DOLLAR)s"
+    keywords = {"refnames": git_refnames, "full": git_full, "date": git_date}
+    return keywords
+
+
+class VersioneerConfig:
+    """Container for Versioneer configuration parameters."""
+
+
+def get_config():
+    """Create, populate and return the VersioneerConfig() object."""
+    # these strings are filled in when 'setup.py versioneer' creates
+    # _version.py
+    cfg = VersioneerConfig()
+    cfg.VCS = "git"
+    cfg.style = "%(STYLE)s"
+    cfg.tag_prefix = "%(TAG_PREFIX)s"
+    cfg.parentdir_prefix = "%(PARENTDIR_PREFIX)s"
+    cfg.versionfile_source = "%(VERSIONFILE_SOURCE)s"
+    cfg.verbose = False
+    return cfg
+
+
+class NotThisMethod(Exception):
+    """Exception raised if a method is not valid for the current scenario."""
+
+
+LONG_VERSION_PY: Dict[str, str] = {}
+HANDLERS: Dict[str, Dict[str, Callable]] = {}
+
+
+def register_vcs_handler(vcs, method):  # decorator
+    """Create decorator to mark a method as the handler of a VCS."""
+    def decorate(f):
+        """Store f in HANDLERS[vcs][method]."""
+        if vcs not in HANDLERS:
+            HANDLERS[vcs] = {}
+        HANDLERS[vcs][method] = f
+        return f
+    return decorate
+
+
+def run_command(commands, args, cwd=None, verbose=False, hide_stderr=False,
+                env=None):
+    """Call the given command(s)."""
+    assert isinstance(commands, list)
+    process = None
+
+    popen_kwargs = {}
+    if sys.platform == "win32":
+        # This hides the console window if pythonw.exe is used
+        startupinfo = subprocess.STARTUPINFO()
+        startupinfo.dwFlags |= subprocess.STARTF_USESHOWWINDOW
+        popen_kwargs["startupinfo"] = startupinfo
+
+    for command in commands:
+        try:
+            dispcmd = str([command] + args)
+            # remember shell=False, so use git.cmd on windows, not just git
+            process = subprocess.Popen([command] + args, cwd=cwd, env=env,
+                                       stdout=subprocess.PIPE,
+                                       stderr=(subprocess.PIPE if hide_stderr
+                                               else None), **popen_kwargs)
+            break
+        except OSError:
+            e = sys.exc_info()[1]
+            if e.errno == errno.ENOENT:
+                continue
+            if verbose:
+                print("unable to run %%s" %% dispcmd)
+                print(e)
+            return None, None
+    else:
+        if verbose:
+            print("unable to find command, tried %%s" %% (commands,))
+        return None, None
+    stdout = process.communicate()[0].strip().decode()
+    if process.returncode != 0:
+        if verbose:
+            print("unable to run %%s (error)" %% dispcmd)
+            print("stdout was %%s" %% stdout)
+        return None, process.returncode
+    return stdout, process.returncode
+
+
+def versions_from_parentdir(parentdir_prefix, root, verbose):
+    """Try to determine the version from the parent directory name.
+
+    Source tarballs conventionally unpack into a directory that includes both
+    the project name and a version string. We will also support searching up
+    two directory levels for an appropriately named parent directory
+    """
+    rootdirs = []
+
+    for _ in range(3):
+        dirname = os.path.basename(root)
+        if dirname.startswith(parentdir_prefix):
+            return {"version": dirname[len(parentdir_prefix):],
+                    "full-revisionid": None,
+                    "dirty": False, "error": None, "date": None}
+        rootdirs.append(root)
+        root = os.path.dirname(root)  # up a level
+
+    if verbose:
+        print("Tried directories %%s but none started with prefix %%s" %%
+              (str(rootdirs), parentdir_prefix))
+    raise NotThisMethod("rootdir doesn't start with parentdir_prefix")
+
+
+@register_vcs_handler("git", "get_keywords")
+def git_get_keywords(versionfile_abs):
+    """Extract version information from the given file."""
+    # the code embedded in _version.py can just fetch the value of these
+    # keywords. When used from setup.py, we don't want to import _version.py,
+    # so we do it with a regexp instead. This function is not used from
+    # _version.py.
+    keywords = {}
+    try:
+        with open(versionfile_abs, "r") as fobj:
+            for line in fobj:
+                if line.strip().startswith("git_refnames ="):
+                    mo = re.search(r'=\s*"(.*)"', line)
+                    if mo:
+                        keywords["refnames"] = mo.group(1)
+                if line.strip().startswith("git_full ="):
+                    mo = re.search(r'=\s*"(.*)"', line)
+                    if mo:
+                        keywords["full"] = mo.group(1)
+                if line.strip().startswith("git_date ="):
+                    mo = re.search(r'=\s*"(.*)"', line)
+                    if mo:
+                        keywords["date"] = mo.group(1)
+    except OSError:
+        pass
+    return keywords
+
+
+@register_vcs_handler("git", "keywords")
+def git_versions_from_keywords(keywords, tag_prefix, verbose):
+    """Get version information from git keywords."""
+    if "refnames" not in keywords:
+        raise NotThisMethod("Short version file found")
+    date = keywords.get("date")
+    if date is not None:
+        # Use only the last line.  Previous lines may contain GPG signature
+        # information.
+        date = date.splitlines()[-1]
+
+        # git-2.2.0 added "%%cI", which expands to an ISO-8601 -compliant
+        # datestamp. However we prefer "%%ci" (which expands to an "ISO-8601
+        # -like" string, which we must then edit to make compliant), because
+        # it's been around since git-1.5.3, and it's too difficult to
+        # discover which version we're using, or to work around using an
+        # older one.
+        date = date.strip().replace(" ", "T", 1).replace(" ", "", 1)
+    refnames = keywords["refnames"].strip()
+    if refnames.startswith("$Format"):
+        if verbose:
+            print("keywords are unexpanded, not using")
+        raise NotThisMethod("unexpanded keywords, not a git-archive tarball")
+    refs = {r.strip() for r in refnames.strip("()").split(",")}
+    # starting in git-1.8.3, tags are listed as "tag: foo-1.0" instead of
+    # just "foo-1.0". If we see a "tag: " prefix, prefer those.
+    TAG = "tag: "
+    tags = {r[len(TAG):] for r in refs if r.startswith(TAG)}
+    if not tags:
+        # Either we're using git < 1.8.3, or there really are no tags. We use
+        # a heuristic: assume all version tags have a digit. The old git %%d
+        # expansion behaves like git log --decorate=short and strips out the
+        # refs/heads/ and refs/tags/ prefixes that would let us distinguish
+        # between branches and tags. By ignoring refnames without digits, we
+        # filter out many common branch names like "release" and
+        # "stabilization", as well as "HEAD" and "master".
+        tags = {r for r in refs if re.search(r'\d', r)}
+        if verbose:
+            print("discarding '%%s', no digits" %% ",".join(refs - tags))
+    if verbose:
+        print("likely tags: %%s" %% ",".join(sorted(tags)))
+    for ref in sorted(tags):
+        # sorting will prefer e.g. "2.0" over "2.0rc1"
+        if ref.startswith(tag_prefix):
+            r = ref[len(tag_prefix):]
+            # Filter out refs that exactly match prefix or that don't start
+            # with a number once the prefix is stripped (mostly a concern
+            # when prefix is '')
+            if not re.match(r'\d', r):
+                continue
+            if verbose:
+                print("picking %%s" %% r)
+            return {"version": r,
+                    "full-revisionid": keywords["full"].strip(),
+                    "dirty": False, "error": None,
+                    "date": date}
+    # no suitable tags, so version is "0+unknown", but full hex is still there
+    if verbose:
+        print("no suitable tags, using unknown + full revision id")
+    return {"version": "0+unknown",
+            "full-revisionid": keywords["full"].strip(),
+            "dirty": False, "error": "no suitable tags", "date": None}
+
+
+@register_vcs_handler("git", "pieces_from_vcs")
+def git_pieces_from_vcs(tag_prefix, root, verbose, runner=run_command):
+    """Get version from 'git describe' in the root of the source tree.
+
+    This only gets called if the git-archive 'subst' keywords were *not*
+    expanded, and _version.py hasn't already been rewritten with a short
+    version string, meaning we're inside a checked out source tree.
+    """
+    GITS = ["git"]
+    if sys.platform == "win32":
+        GITS = ["git.cmd", "git.exe"]
+
+    # GIT_DIR can interfere with correct operation of Versioneer.
+    # It may be intended to be passed to the Versioneer-versioned project,
+    # but that should not change where we get our version from.
+    env = os.environ.copy()
+    env.pop("GIT_DIR", None)
+    runner = functools.partial(runner, env=env)
+
+    _, rc = runner(GITS, ["rev-parse", "--git-dir"], cwd=root,
+                   hide_stderr=True)
+    if rc != 0:
+        if verbose:
+            print("Directory %%s not under git control" %% root)
+        raise NotThisMethod("'git rev-parse --git-dir' returned error")
+
+    MATCH_ARGS = ["--match", "%%s*" %% tag_prefix] if tag_prefix else []
+
+    # if there is a tag matching tag_prefix, this yields TAG-NUM-gHEX[-dirty]
+    # if there isn't one, this yields HEX[-dirty] (no NUM)
+    describe_out, rc = runner(GITS, ["describe", "--tags", "--dirty",
+                                     "--always", "--long", *MATCH_ARGS],
+                              cwd=root)
+    # --long was added in git-1.5.5
+    if describe_out is None:
+        raise NotThisMethod("'git describe' failed")
+    describe_out = describe_out.strip()
+    full_out, rc = runner(GITS, ["rev-parse", "HEAD"], cwd=root)
+    if full_out is None:
+        raise NotThisMethod("'git rev-parse' failed")
+    full_out = full_out.strip()
+
+    pieces = {}
+    pieces["long"] = full_out
+    pieces["short"] = full_out[:7]  # maybe improved later
+    pieces["error"] = None
+
+    branch_name, rc = runner(GITS, ["rev-parse", "--abbrev-ref", "HEAD"],
+                             cwd=root)
+    # --abbrev-ref was added in git-1.6.3
+    if rc != 0 or branch_name is None:
+        raise NotThisMethod("'git rev-parse --abbrev-ref' returned error")
+    branch_name = branch_name.strip()
+
+    if branch_name == "HEAD":
+        # If we aren't exactly on a branch, pick a branch which represents
+        # the current commit. If all else fails, we are on a branchless
+        # commit.
+        branches, rc = runner(GITS, ["branch", "--contains"], cwd=root)
+        # --contains was added in git-1.5.4
+        if rc != 0 or branches is None:
+            raise NotThisMethod("'git branch --contains' returned error")
+        branches = branches.split("\n")
+
+        # Remove the first line if we're running detached
+        if "(" in branches[0]:
+            branches.pop(0)
+
+        # Strip off the leading "* " from the list of branches.
+        branches = [branch[2:] for branch in branches]
+        if "master" in branches:
+            branch_name = "master"
+        elif not branches:
+            branch_name = None
+        else:
+            # Pick the first branch that is returned. Good or bad.
+            branch_name = branches[0]
+
+    pieces["branch"] = branch_name
+
+    # parse describe_out. It will be like TAG-NUM-gHEX[-dirty] or HEX[-dirty]
+    # TAG might have hyphens.
+    git_describe = describe_out
+
+    # look for -dirty suffix
+    dirty = git_describe.endswith("-dirty")
+    pieces["dirty"] = dirty
+    if dirty:
+        git_describe = git_describe[:git_describe.rindex("-dirty")]
+
+    # now we have TAG-NUM-gHEX or HEX
+
+    if "-" in git_describe:
+        # TAG-NUM-gHEX
+        mo = re.search(r'^(.+)-(\d+)-g([0-9a-f]+)$', git_describe)
+        if not mo:
+            # unparsable. Maybe git-describe is misbehaving?
+            pieces["error"] = ("unable to parse git-describe output: '%%s'"
+                               %% describe_out)
+            return pieces
+
+        # tag
+        full_tag = mo.group(1)
+        if not full_tag.startswith(tag_prefix):
+            if verbose:
+                fmt = "tag '%%s' doesn't start with prefix '%%s'"
+                print(fmt %% (full_tag, tag_prefix))
+            pieces["error"] = ("tag '%%s' doesn't start with prefix '%%s'"
+                               %% (full_tag, tag_prefix))
+            return pieces
+        pieces["closest-tag"] = full_tag[len(tag_prefix):]
+
+        # distance: number of commits since tag
+        pieces["distance"] = int(mo.group(2))
+
+        # commit: short hex revision ID
+        pieces["short"] = mo.group(3)
+
+    else:
+        # HEX: no tags
+        pieces["closest-tag"] = None
+        count_out, rc = runner(GITS, ["rev-list", "HEAD", "--count"], cwd=root)
+        pieces["distance"] = int(count_out)  # total number of commits
+
+    # commit date: see ISO-8601 comment in git_versions_from_keywords()
+    date = runner(GITS, ["show", "-s", "--format=%%ci", "HEAD"], cwd=root)[0].strip()
+    # Use only the last line.  Previous lines may contain GPG signature
+    # information.
+    date = date.splitlines()[-1]
+    pieces["date"] = date.strip().replace(" ", "T", 1).replace(" ", "", 1)
+
+    return pieces
+
+
+def plus_or_dot(pieces):
+    """Return a + if we don't already have one, else return a ."""
+    if "+" in pieces.get("closest-tag", ""):
+        return "."
+    return "+"
+
+
+def render_pep440(pieces):
+    """Build up version string, with post-release "local version identifier".
+
+    Our goal: TAG[+DISTANCE.gHEX[.dirty]] . Note that if you
+    get a tagged build and then dirty it, you'll get TAG+0.gHEX.dirty
+
+    Exceptions:
+    1: no tags. git_describe was just HEX. 0+untagged.DISTANCE.gHEX[.dirty]
+    """
+    if pieces["closest-tag"]:
+        rendered = pieces["closest-tag"]
+        if pieces["distance"] or pieces["dirty"]:
+            rendered += plus_or_dot(pieces)
+            rendered += "%%d.g%%s" %% (pieces["distance"], pieces["short"])
+            if pieces["dirty"]:
+                rendered += ".dirty"
+    else:
+        # exception #1
+        rendered = "0+untagged.%%d.g%%s" %% (pieces["distance"],
+                                          pieces["short"])
+        if pieces["dirty"]:
+            rendered += ".dirty"
+    return rendered
+
+
+def render_pep440_branch(pieces):
+    """TAG[[.dev0]+DISTANCE.gHEX[.dirty]] .
+
+    The ".dev0" means not master branch. Note that .dev0 sorts backwards
+    (a feature branch will appear "older" than the master branch).
+
+    Exceptions:
+    1: no tags. 0[.dev0]+untagged.DISTANCE.gHEX[.dirty]
+    """
+    if pieces["closest-tag"]:
+        rendered = pieces["closest-tag"]
+        if pieces["distance"] or pieces["dirty"]:
+            if pieces["branch"] != "master":
+                rendered += ".dev0"
+            rendered += plus_or_dot(pieces)
+            rendered += "%%d.g%%s" %% (pieces["distance"], pieces["short"])
+            if pieces["dirty"]:
+                rendered += ".dirty"
+    else:
+        # exception #1
+        rendered = "0"
+        if pieces["branch"] != "master":
+            rendered += ".dev0"
+        rendered += "+untagged.%%d.g%%s" %% (pieces["distance"],
+                                          pieces["short"])
+        if pieces["dirty"]:
+            rendered += ".dirty"
+    return rendered
+
+
+def pep440_split_post(ver):
+    """Split pep440 version string at the post-release segment.
+
+    Returns the release segments before the post-release and the
+    post-release version number (or -1 if no post-release segment is present).
+    """
+    vc = str.split(ver, ".post")
+    return vc[0], int(vc[1] or 0) if len(vc) == 2 else None
+
+
+def render_pep440_pre(pieces):
+    """TAG[.postN.devDISTANCE] -- No -dirty.
+
+    Exceptions:
+    1: no tags. 0.post0.devDISTANCE
+    """
+    if pieces["closest-tag"]:
+        if pieces["distance"]:
+            # update the post release segment
+            tag_version, post_version = pep440_split_post(pieces["closest-tag"])
+            rendered = tag_version
+            if post_version is not None:
+                rendered += ".post%%d.dev%%d" %% (post_version+1, pieces["distance"])
+            else:
+                rendered += ".post0.dev%%d" %% (pieces["distance"])
+        else:
+            # no commits, use the tag as the version
+            rendered = pieces["closest-tag"]
+    else:
+        # exception #1
+        rendered = "0.post0.dev%%d" %% pieces["distance"]
+    return rendered
+
+
+def render_pep440_post(pieces):
+    """TAG[.postDISTANCE[.dev0]+gHEX] .
+
+    The ".dev0" means dirty. Note that .dev0 sorts backwards
+    (a dirty tree will appear "older" than the corresponding clean one),
+    but you shouldn't be releasing software with -dirty anyways.
+
+    Exceptions:
+    1: no tags. 0.postDISTANCE[.dev0]
+    """
+    if pieces["closest-tag"]:
+        rendered = pieces["closest-tag"]
+        if pieces["distance"] or pieces["dirty"]:
+            rendered += ".post%%d" %% pieces["distance"]
+            if pieces["dirty"]:
+                rendered += ".dev0"
+            rendered += plus_or_dot(pieces)
+            rendered += "g%%s" %% pieces["short"]
+    else:
+        # exception #1
+        rendered = "0.post%%d" %% pieces["distance"]
+        if pieces["dirty"]:
+            rendered += ".dev0"
+        rendered += "+g%%s" %% pieces["short"]
+    return rendered
+
+
+def render_pep440_post_branch(pieces):
+    """TAG[.postDISTANCE[.dev0]+gHEX[.dirty]] .
+
+    The ".dev0" means not master branch.
+
+    Exceptions:
+    1: no tags. 0.postDISTANCE[.dev0]+gHEX[.dirty]
+    """
+    if pieces["closest-tag"]:
+        rendered = pieces["closest-tag"]
+        if pieces["distance"] or pieces["dirty"]:
+            rendered += ".post%%d" %% pieces["distance"]
+            if pieces["branch"] != "master":
+                rendered += ".dev0"
+            rendered += plus_or_dot(pieces)
+            rendered += "g%%s" %% pieces["short"]
+            if pieces["dirty"]:
+                rendered += ".dirty"
+    else:
+        # exception #1
+        rendered = "0.post%%d" %% pieces["distance"]
+        if pieces["branch"] != "master":
+            rendered += ".dev0"
+        rendered += "+g%%s" %% pieces["short"]
+        if pieces["dirty"]:
+            rendered += ".dirty"
+    return rendered
+
+
+def render_pep440_old(pieces):
+    """TAG[.postDISTANCE[.dev0]] .
+
+    The ".dev0" means dirty.
+
+    Exceptions:
+    1: no tags. 0.postDISTANCE[.dev0]
+    """
+    if pieces["closest-tag"]:
+        rendered = pieces["closest-tag"]
+        if pieces["distance"] or pieces["dirty"]:
+            rendered += ".post%%d" %% pieces["distance"]
+            if pieces["dirty"]:
+                rendered += ".dev0"
+    else:
+        # exception #1
+        rendered = "0.post%%d" %% pieces["distance"]
+        if pieces["dirty"]:
+            rendered += ".dev0"
+    return rendered
+
+
+def render_git_describe(pieces):
+    """TAG[-DISTANCE-gHEX][-dirty].
+
+    Like 'git describe --tags --dirty --always'.
+
+    Exceptions:
+    1: no tags. HEX[-dirty]  (note: no 'g' prefix)
+    """
+    if pieces["closest-tag"]:
+        rendered = pieces["closest-tag"]
+        if pieces["distance"]:
+            rendered += "-%%d-g%%s" %% (pieces["distance"], pieces["short"])
+    else:
+        # exception #1
+        rendered = pieces["short"]
+    if pieces["dirty"]:
+        rendered += "-dirty"
+    return rendered
+
+
+def render_git_describe_long(pieces):
+    """TAG-DISTANCE-gHEX[-dirty].
+
+    Like 'git describe --tags --dirty --always -long'.
+    The distance/hash is unconditional.
+
+    Exceptions:
+    1: no tags. HEX[-dirty]  (note: no 'g' prefix)
+    """
+    if pieces["closest-tag"]:
+        rendered = pieces["closest-tag"]
+        rendered += "-%%d-g%%s" %% (pieces["distance"], pieces["short"])
+    else:
+        # exception #1
+        rendered = pieces["short"]
+    if pieces["dirty"]:
+        rendered += "-dirty"
+    return rendered
+
+
+def render(pieces, style):
+    """Render the given version pieces into the requested style."""
+    if pieces["error"]:
+        return {"version": "unknown",
+                "full-revisionid": pieces.get("long"),
+                "dirty": None,
+                "error": pieces["error"],
+                "date": None}
+
+    if not style or style == "default":
+        style = "pep440"  # the default
+
+    if style == "pep440":
+        rendered = render_pep440(pieces)
+    elif style == "pep440-branch":
+        rendered = render_pep440_branch(pieces)
+    elif style == "pep440-pre":
+        rendered = render_pep440_pre(pieces)
+    elif style == "pep440-post":
+        rendered = render_pep440_post(pieces)
+    elif style == "pep440-post-branch":
+        rendered = render_pep440_post_branch(pieces)
+    elif style == "pep440-old":
+        rendered = render_pep440_old(pieces)
+    elif style == "git-describe":
+        rendered = render_git_describe(pieces)
+    elif style == "git-describe-long":
+        rendered = render_git_describe_long(pieces)
+    else:
+        raise ValueError("unknown style '%%s'" %% style)
+
+    return {"version": rendered, "full-revisionid": pieces["long"],
+            "dirty": pieces["dirty"], "error": None,
+            "date": pieces.get("date")}
+
+
+def get_versions():
+    """Get version information or return default if unable to do so."""
+    # I am in _version.py, which lives at ROOT/VERSIONFILE_SOURCE. If we have
+    # __file__, we can work backwards from there to the root. Some
+    # py2exe/bbfreeze/non-CPython implementations don't do __file__, in which
+    # case we can only use expanded keywords.
+
+    cfg = get_config()
+    verbose = cfg.verbose
+
+    try:
+        return git_versions_from_keywords(get_keywords(), cfg.tag_prefix,
+                                          verbose)
+    except NotThisMethod:
+        pass
+
+    try:
+        root = os.path.realpath(__file__)
+        # versionfile_source is the relative path from the top of the source
+        # tree (where the .git directory might live) to this file. Invert
+        # this to find the root from __file__.
+        for _ in cfg.versionfile_source.split('/'):
+            root = os.path.dirname(root)
+    except NameError:
+        return {"version": "0+unknown", "full-revisionid": None,
+                "dirty": None,
+                "error": "unable to find root of source tree",
+                "date": None}
+
+    try:
+        pieces = git_pieces_from_vcs(cfg.tag_prefix, root, verbose)
+        return render(pieces, cfg.style)
+    except NotThisMethod:
+        pass
+
+    try:
+        if cfg.parentdir_prefix:
+            return versions_from_parentdir(cfg.parentdir_prefix, root, verbose)
+    except NotThisMethod:
+        pass
+
+    return {"version": "0+unknown", "full-revisionid": None,
+            "dirty": None,
+            "error": "unable to compute version", "date": None}
+'''
+
+
+@register_vcs_handler("git", "get_keywords")
+def git_get_keywords(versionfile_abs):
+    """Extract version information from the given file."""
+    # the code embedded in _version.py can just fetch the value of these
+    # keywords. When used from setup.py, we don't want to import _version.py,
+    # so we do it with a regexp instead. This function is not used from
+    # _version.py.
+    keywords = {}
+    try:
+        with open(versionfile_abs, "r") as fobj:
+            for line in fobj:
+                if line.strip().startswith("git_refnames ="):
+                    mo = re.search(r'=\s*"(.*)"', line)
+                    if mo:
+                        keywords["refnames"] = mo.group(1)
+                if line.strip().startswith("git_full ="):
+                    mo = re.search(r'=\s*"(.*)"', line)
+                    if mo:
+                        keywords["full"] = mo.group(1)
+                if line.strip().startswith("git_date ="):
+                    mo = re.search(r'=\s*"(.*)"', line)
+                    if mo:
+                        keywords["date"] = mo.group(1)
+    except OSError:
+        pass
+    return keywords
+
+
+@register_vcs_handler("git", "keywords")
+def git_versions_from_keywords(keywords, tag_prefix, verbose):
+    """Get version information from git keywords."""
+    if "refnames" not in keywords:
+        raise NotThisMethod("Short version file found")
+    date = keywords.get("date")
+    if date is not None:
+        # Use only the last line.  Previous lines may contain GPG signature
+        # information.
+        date = date.splitlines()[-1]
+
+        # git-2.2.0 added "%cI", which expands to an ISO-8601 -compliant
+        # datestamp. However we prefer "%ci" (which expands to an "ISO-8601
+        # -like" string, which we must then edit to make compliant), because
+        # it's been around since git-1.5.3, and it's too difficult to
+        # discover which version we're using, or to work around using an
+        # older one.
+        date = date.strip().replace(" ", "T", 1).replace(" ", "", 1)
+    refnames = keywords["refnames"].strip()
+    if refnames.startswith("$Format"):
+        if verbose:
+            print("keywords are unexpanded, not using")
+        raise NotThisMethod("unexpanded keywords, not a git-archive tarball")
+    refs = {r.strip() for r in refnames.strip("()").split(",")}
+    # starting in git-1.8.3, tags are listed as "tag: foo-1.0" instead of
+    # just "foo-1.0". If we see a "tag: " prefix, prefer those.
+    TAG = "tag: "
+    tags = {r[len(TAG):] for r in refs if r.startswith(TAG)}
+    if not tags:
+        # Either we're using git < 1.8.3, or there really are no tags. We use
+        # a heuristic: assume all version tags have a digit. The old git %d
+        # expansion behaves like git log --decorate=short and strips out the
+        # refs/heads/ and refs/tags/ prefixes that would let us distinguish
+        # between branches and tags. By ignoring refnames without digits, we
+        # filter out many common branch names like "release" and
+        # "stabilization", as well as "HEAD" and "master".
+        tags = {r for r in refs if re.search(r'\d', r)}
+        if verbose:
+            print("discarding '%s', no digits" % ",".join(refs - tags))
+    if verbose:
+        print("likely tags: %s" % ",".join(sorted(tags)))
+    for ref in sorted(tags):
+        # sorting will prefer e.g. "2.0" over "2.0rc1"
+        if ref.startswith(tag_prefix):
+            r = ref[len(tag_prefix):]
+            # Filter out refs that exactly match prefix or that don't start
+            # with a number once the prefix is stripped (mostly a concern
+            # when prefix is '')
+            if not re.match(r'\d', r):
+                continue
+            if verbose:
+                print("picking %s" % r)
+            return {"version": r,
+                    "full-revisionid": keywords["full"].strip(),
+                    "dirty": False, "error": None,
+                    "date": date}
+    # no suitable tags, so version is "0+unknown", but full hex is still there
+    if verbose:
+        print("no suitable tags, using unknown + full revision id")
+    return {"version": "0+unknown",
+            "full-revisionid": keywords["full"].strip(),
+            "dirty": False, "error": "no suitable tags", "date": None}
+
+
+@register_vcs_handler("git", "pieces_from_vcs")
+def git_pieces_from_vcs(tag_prefix, root, verbose, runner=run_command):
+    """Get version from 'git describe' in the root of the source tree.
+
+    This only gets called if the git-archive 'subst' keywords were *not*
+    expanded, and _version.py hasn't already been rewritten with a short
+    version string, meaning we're inside a checked out source tree.
+    """
+    GITS = ["git"]
+    if sys.platform == "win32":
+        GITS = ["git.cmd", "git.exe"]
+
+    # GIT_DIR can interfere with correct operation of Versioneer.
+    # It may be intended to be passed to the Versioneer-versioned project,
+    # but that should not change where we get our version from.
+    env = os.environ.copy()
+    env.pop("GIT_DIR", None)
+    runner = functools.partial(runner, env=env)
+
+    _, rc = runner(GITS, ["rev-parse", "--git-dir"], cwd=root,
+                   hide_stderr=True)
+    if rc != 0:
+        if verbose:
+            print("Directory %s not under git control" % root)
+        raise NotThisMethod("'git rev-parse --git-dir' returned error")
+
+    MATCH_ARGS = ["--match", "%s*" % tag_prefix] if tag_prefix else []
+
+    # if there is a tag matching tag_prefix, this yields TAG-NUM-gHEX[-dirty]
+    # if there isn't one, this yields HEX[-dirty] (no NUM)
+    describe_out, rc = runner(GITS, ["describe", "--tags", "--dirty",
+                                     "--always", "--long", *MATCH_ARGS],
+                              cwd=root)
+    # --long was added in git-1.5.5
+    if describe_out is None:
+        raise NotThisMethod("'git describe' failed")
+    describe_out = describe_out.strip()
+    full_out, rc = runner(GITS, ["rev-parse", "HEAD"], cwd=root)
+    if full_out is None:
+        raise NotThisMethod("'git rev-parse' failed")
+    full_out = full_out.strip()
+
+    pieces = {}
+    pieces["long"] = full_out
+    pieces["short"] = full_out[:7]  # maybe improved later
+    pieces["error"] = None
+
+    branch_name, rc = runner(GITS, ["rev-parse", "--abbrev-ref", "HEAD"],
+                             cwd=root)
+    # --abbrev-ref was added in git-1.6.3
+    if rc != 0 or branch_name is None:
+        raise NotThisMethod("'git rev-parse --abbrev-ref' returned error")
+    branch_name = branch_name.strip()
+
+    if branch_name == "HEAD":
+        # If we aren't exactly on a branch, pick a branch which represents
+        # the current commit. If all else fails, we are on a branchless
+        # commit.
+        branches, rc = runner(GITS, ["branch", "--contains"], cwd=root)
+        # --contains was added in git-1.5.4
+        if rc != 0 or branches is None:
+            raise NotThisMethod("'git branch --contains' returned error")
+        branches = branches.split("\n")
+
+        # Remove the first line if we're running detached
+        if "(" in branches[0]:
+            branches.pop(0)
+
+        # Strip off the leading "* " from the list of branches.
+        branches = [branch[2:] for branch in branches]
+        if "master" in branches:
+            branch_name = "master"
+        elif not branches:
+            branch_name = None
+        else:
+            # Pick the first branch that is returned. Good or bad.
+            branch_name = branches[0]
+
+    pieces["branch"] = branch_name
+
+    # parse describe_out. It will be like TAG-NUM-gHEX[-dirty] or HEX[-dirty]
+    # TAG might have hyphens.
+    git_describe = describe_out
+
+    # look for -dirty suffix
+    dirty = git_describe.endswith("-dirty")
+    pieces["dirty"] = dirty
+    if dirty:
+        git_describe = git_describe[:git_describe.rindex("-dirty")]
+
+    # now we have TAG-NUM-gHEX or HEX
+
+    if "-" in git_describe:
+        # TAG-NUM-gHEX
+        mo = re.search(r'^(.+)-(\d+)-g([0-9a-f]+)$', git_describe)
+        if not mo:
+            # unparsable. Maybe git-describe is misbehaving?
+            pieces["error"] = ("unable to parse git-describe output: '%s'"
+                               % describe_out)
+            return pieces
+
+        # tag
+        full_tag = mo.group(1)
+        if not full_tag.startswith(tag_prefix):
+            if verbose:
+                fmt = "tag '%s' doesn't start with prefix '%s'"
+                print(fmt % (full_tag, tag_prefix))
+            pieces["error"] = ("tag '%s' doesn't start with prefix '%s'"
+                               % (full_tag, tag_prefix))
+            return pieces
+        pieces["closest-tag"] = full_tag[len(tag_prefix):]
+
+        # distance: number of commits since tag
+        pieces["distance"] = int(mo.group(2))
+
+        # commit: short hex revision ID
+        pieces["short"] = mo.group(3)
+
+    else:
+        # HEX: no tags
+        pieces["closest-tag"] = None
+        count_out, rc = runner(GITS, ["rev-list", "HEAD", "--count"], cwd=root)
+        pieces["distance"] = int(count_out)  # total number of commits
+
+    # commit date: see ISO-8601 comment in git_versions_from_keywords()
+    date = runner(GITS, ["show", "-s", "--format=%ci", "HEAD"], cwd=root)[0].strip()
+    # Use only the last line.  Previous lines may contain GPG signature
+    # information.
+    date = date.splitlines()[-1]
+    pieces["date"] = date.strip().replace(" ", "T", 1).replace(" ", "", 1)
+
+    return pieces
+
+
+def do_vcs_install(manifest_in, versionfile_source, ipy):
+    """Git-specific installation logic for Versioneer.
+
+    For Git, this means creating/changing .gitattributes to mark _version.py
+    for export-subst keyword substitution.
+    """
+    GITS = ["git"]
+    if sys.platform == "win32":
+        GITS = ["git.cmd", "git.exe"]
+    files = [manifest_in, versionfile_source]
+    if ipy:
+        files.append(ipy)
+    try:
+        my_path = __file__
+        if my_path.endswith(".pyc") or my_path.endswith(".pyo"):
+            my_path = os.path.splitext(my_path)[0] + ".py"
+        versioneer_file = os.path.relpath(my_path)
+    except NameError:
+        versioneer_file = "versioneer.py"
+    files.append(versioneer_file)
+    present = False
+    try:
+        with open(".gitattributes", "r") as fobj:
+            for line in fobj:
+                if line.strip().startswith(versionfile_source):
+                    if "export-subst" in line.strip().split()[1:]:
+                        present = True
+                        break
+    except OSError:
+        pass
+    if not present:
+        with open(".gitattributes", "a+") as fobj:
+            fobj.write(f"{versionfile_source} export-subst\n")
+        files.append(".gitattributes")
+    run_command(GITS, ["add", "--"] + files)
+
+
+def versions_from_parentdir(parentdir_prefix, root, verbose):
+    """Try to determine the version from the parent directory name.
+
+    Source tarballs conventionally unpack into a directory that includes both
+    the project name and a version string. We will also support searching up
+    two directory levels for an appropriately named parent directory
+    """
+    rootdirs = []
+
+    for _ in range(3):
+        dirname = os.path.basename(root)
+        if dirname.startswith(parentdir_prefix):
+            return {"version": dirname[len(parentdir_prefix):],
+                    "full-revisionid": None,
+                    "dirty": False, "error": None, "date": None}
+        rootdirs.append(root)
+        root = os.path.dirname(root)  # up a level
+
+    if verbose:
+        print("Tried directories %s but none started with prefix %s" %
+              (str(rootdirs), parentdir_prefix))
+    raise NotThisMethod("rootdir doesn't start with parentdir_prefix")
+
+
+SHORT_VERSION_PY = """
+# This file was generated by 'versioneer.py' (0.22) from
+# revision-control system data, or from the parent directory name of an
+# unpacked source archive. Distribution tarballs contain a pre-generated copy
+# of this file.
+
+import json
+
+version_json = '''
+%s
+'''  # END VERSION_JSON
+
+
+def get_versions():
+    return json.loads(version_json)
+"""
+
+
+def versions_from_file(filename):
+    """Try to determine the version from _version.py if present."""
+    try:
+        with open(filename) as f:
+            contents = f.read()
+    except OSError:
+        raise NotThisMethod("unable to read _version.py")
+    mo = re.search(r"version_json = '''\n(.*)'''  # END VERSION_JSON",
+                   contents, re.M | re.S)
+    if not mo:
+        mo = re.search(r"version_json = '''\r\n(.*)'''  # END VERSION_JSON",
+                       contents, re.M | re.S)
+    if not mo:
+        raise NotThisMethod("no version_json in _version.py")
+    return json.loads(mo.group(1))
+
+
+def write_to_version_file(filename, versions):
+    """Write the given version number to the given _version.py file."""
+    os.unlink(filename)
+    contents = json.dumps(versions, sort_keys=True,
+                          indent=1, separators=(",", ": "))
+    with open(filename, "w") as f:
+        f.write(SHORT_VERSION_PY % contents)
+
+    print("set %s to '%s'" % (filename, versions["version"]))
+
+
+def plus_or_dot(pieces):
+    """Return a + if we don't already have one, else return a ."""
+    if "+" in pieces.get("closest-tag", ""):
+        return "."
+    return "+"
+
+
+def render_pep440(pieces):
+    """Build up version string, with post-release "local version identifier".
+
+    Our goal: TAG[+DISTANCE.gHEX[.dirty]] . Note that if you
+    get a tagged build and then dirty it, you'll get TAG+0.gHEX.dirty
+
+    Exceptions:
+    1: no tags. git_describe was just HEX. 0+untagged.DISTANCE.gHEX[.dirty]
+    """
+    if pieces["closest-tag"]:
+        rendered = pieces["closest-tag"]
+        if pieces["distance"] or pieces["dirty"]:
+            rendered += plus_or_dot(pieces)
+            rendered += "%d.g%s" % (pieces["distance"], pieces["short"])
+            if pieces["dirty"]:
+                rendered += ".dirty"
+    else:
+        # exception #1
+        rendered = "0+untagged.%d.g%s" % (pieces["distance"],
+                                          pieces["short"])
+        if pieces["dirty"]:
+            rendered += ".dirty"
+    return rendered
+
+
+def render_pep440_branch(pieces):
+    """TAG[[.dev0]+DISTANCE.gHEX[.dirty]] .
+
+    The ".dev0" means not master branch. Note that .dev0 sorts backwards
+    (a feature branch will appear "older" than the master branch).
+
+    Exceptions:
+    1: no tags. 0[.dev0]+untagged.DISTANCE.gHEX[.dirty]
+    """
+    if pieces["closest-tag"]:
+        rendered = pieces["closest-tag"]
+        if pieces["distance"] or pieces["dirty"]:
+            if pieces["branch"] != "master":
+                rendered += ".dev0"
+            rendered += plus_or_dot(pieces)
+            rendered += "%d.g%s" % (pieces["distance"], pieces["short"])
+            if pieces["dirty"]:
+                rendered += ".dirty"
+    else:
+        # exception #1
+        rendered = "0"
+        if pieces["branch"] != "master":
+            rendered += ".dev0"
+        rendered += "+untagged.%d.g%s" % (pieces["distance"],
+                                          pieces["short"])
+        if pieces["dirty"]:
+            rendered += ".dirty"
+    return rendered
+
+
+def pep440_split_post(ver):
+    """Split pep440 version string at the post-release segment.
+
+    Returns the release segments before the post-release and the
+    post-release version number (or -1 if no post-release segment is present).
+    """
+    vc = str.split(ver, ".post")
+    return vc[0], int(vc[1] or 0) if len(vc) == 2 else None
+
+
+def render_pep440_pre(pieces):
+    """TAG[.postN.devDISTANCE] -- No -dirty.
+
+    Exceptions:
+    1: no tags. 0.post0.devDISTANCE
+    """
+    if pieces["closest-tag"]:
+        if pieces["distance"]:
+            # update the post release segment
+            tag_version, post_version = pep440_split_post(pieces["closest-tag"])
+            rendered = tag_version
+            if post_version is not None:
+                rendered += ".post%d.dev%d" % (post_version+1, pieces["distance"])
+            else:
+                rendered += ".post0.dev%d" % (pieces["distance"])
+        else:
+            # no commits, use the tag as the version
+            rendered = pieces["closest-tag"]
+    else:
+        # exception #1
+        rendered = "0.post0.dev%d" % pieces["distance"]
+    return rendered
+
+
+def render_pep440_post(pieces):
+    """TAG[.postDISTANCE[.dev0]+gHEX] .
+
+    The ".dev0" means dirty. Note that .dev0 sorts backwards
+    (a dirty tree will appear "older" than the corresponding clean one),
+    but you shouldn't be releasing software with -dirty anyways.
+
+    Exceptions:
+    1: no tags. 0.postDISTANCE[.dev0]
+    """
+    if pieces["closest-tag"]:
+        rendered = pieces["closest-tag"]
+        if pieces["distance"] or pieces["dirty"]:
+            rendered += ".post%d" % pieces["distance"]
+            if pieces["dirty"]:
+                rendered += ".dev0"
+            rendered += plus_or_dot(pieces)
+            rendered += "g%s" % pieces["short"]
+    else:
+        # exception #1
+        rendered = "0.post%d" % pieces["distance"]
+        if pieces["dirty"]:
+            rendered += ".dev0"
+        rendered += "+g%s" % pieces["short"]
+    return rendered
+
+
+def render_pep440_post_branch(pieces):
+    """TAG[.postDISTANCE[.dev0]+gHEX[.dirty]] .
+
+    The ".dev0" means not master branch.
+
+    Exceptions:
+    1: no tags. 0.postDISTANCE[.dev0]+gHEX[.dirty]
+    """
+    if pieces["closest-tag"]:
+        rendered = pieces["closest-tag"]
+        if pieces["distance"] or pieces["dirty"]:
+            rendered += ".post%d" % pieces["distance"]
+            if pieces["branch"] != "master":
+                rendered += ".dev0"
+            rendered += plus_or_dot(pieces)
+            rendered += "g%s" % pieces["short"]
+            if pieces["dirty"]:
+                rendered += ".dirty"
+    else:
+        # exception #1
+        rendered = "0.post%d" % pieces["distance"]
+        if pieces["branch"] != "master":
+            rendered += ".dev0"
+        rendered += "+g%s" % pieces["short"]
+        if pieces["dirty"]:
+            rendered += ".dirty"
+    return rendered
+
+
+def render_pep440_old(pieces):
+    """TAG[.postDISTANCE[.dev0]] .
+
+    The ".dev0" means dirty.
+
+    Exceptions:
+    1: no tags. 0.postDISTANCE[.dev0]
+    """
+    if pieces["closest-tag"]:
+        rendered = pieces["closest-tag"]
+        if pieces["distance"] or pieces["dirty"]:
+            rendered += ".post%d" % pieces["distance"]
+            if pieces["dirty"]:
+                rendered += ".dev0"
+    else:
+        # exception #1
+        rendered = "0.post%d" % pieces["distance"]
+        if pieces["dirty"]:
+            rendered += ".dev0"
+    return rendered
+
+
+def render_git_describe(pieces):
+    """TAG[-DISTANCE-gHEX][-dirty].
+
+    Like 'git describe --tags --dirty --always'.
+
+    Exceptions:
+    1: no tags. HEX[-dirty]  (note: no 'g' prefix)
+    """
+    if pieces["closest-tag"]:
+        rendered = pieces["closest-tag"]
+        if pieces["distance"]:
+            rendered += "-%d-g%s" % (pieces["distance"], pieces["short"])
+    else:
+        # exception #1
+        rendered = pieces["short"]
+    if pieces["dirty"]:
+        rendered += "-dirty"
+    return rendered
+
+
+def render_git_describe_long(pieces):
+    """TAG-DISTANCE-gHEX[-dirty].
+
+    Like 'git describe --tags --dirty --always -long'.
+    The distance/hash is unconditional.
+
+    Exceptions:
+    1: no tags. HEX[-dirty]  (note: no 'g' prefix)
+    """
+    if pieces["closest-tag"]:
+        rendered = pieces["closest-tag"]
+        rendered += "-%d-g%s" % (pieces["distance"], pieces["short"])
+    else:
+        # exception #1
+        rendered = pieces["short"]
+    if pieces["dirty"]:
+        rendered += "-dirty"
+    return rendered
+
+
+def render(pieces, style):
+    """Render the given version pieces into the requested style."""
+    if pieces["error"]:
+        return {"version": "unknown",
+                "full-revisionid": pieces.get("long"),
+                "dirty": None,
+                "error": pieces["error"],
+                "date": None}
+
+    if not style or style == "default":
+        style = "pep440"  # the default
+
+    if style == "pep440":
+        rendered = render_pep440(pieces)
+    elif style == "pep440-branch":
+        rendered = render_pep440_branch(pieces)
+    elif style == "pep440-pre":
+        rendered = render_pep440_pre(pieces)
+    elif style == "pep440-post":
+        rendered = render_pep440_post(pieces)
+    elif style == "pep440-post-branch":
+        rendered = render_pep440_post_branch(pieces)
+    elif style == "pep440-old":
+        rendered = render_pep440_old(pieces)
+    elif style == "git-describe":
+        rendered = render_git_describe(pieces)
+    elif style == "git-describe-long":
+        rendered = render_git_describe_long(pieces)
+    else:
+        raise ValueError("unknown style '%s'" % style)
+
+    return {"version": rendered, "full-revisionid": pieces["long"],
+            "dirty": pieces["dirty"], "error": None,
+            "date": pieces.get("date")}
+
+
+class VersioneerBadRootError(Exception):
+    """The project root directory is unknown or missing key files."""
+
+
+def get_versions(verbose=False):
+    """Get the project version from whatever source is available.
+
+    Returns dict with two keys: 'version' and 'full'.
+    """
+    if "versioneer" in sys.modules:
+        # see the discussion in cmdclass.py:get_cmdclass()
+        del sys.modules["versioneer"]
+
+    root = get_root()
+    cfg = get_config_from_root(root)
+
+    assert cfg.VCS is not None, "please set [versioneer]VCS= in setup.cfg"
+    handlers = HANDLERS.get(cfg.VCS)
+    assert handlers, "unrecognized VCS '%s'" % cfg.VCS
+    verbose = verbose or cfg.verbose
+    assert cfg.versionfile_source is not None, \
+        "please set versioneer.versionfile_source"
+    assert cfg.tag_prefix is not None, "please set versioneer.tag_prefix"
+
+    versionfile_abs = os.path.join(root, cfg.versionfile_source)
+
+    # extract version from first of: _version.py, VCS command (e.g. 'git
+    # describe'), parentdir. This is meant to work for developers using a
+    # source checkout, for users of a tarball created by 'setup.py sdist',
+    # and for users of a tarball/zipball created by 'git archive' or github's
+    # download-from-tag feature or the equivalent in other VCSes.
+
+    get_keywords_f = handlers.get("get_keywords")
+    from_keywords_f = handlers.get("keywords")
+    if get_keywords_f and from_keywords_f:
+        try:
+            keywords = get_keywords_f(versionfile_abs)
+            ver = from_keywords_f(keywords, cfg.tag_prefix, verbose)
+            if verbose:
+                print("got version from expanded keyword %s" % ver)
+            return ver
+        except NotThisMethod:
+            pass
+
+    try:
+        ver = versions_from_file(versionfile_abs)
+        if verbose:
+            print("got version from file %s %s" % (versionfile_abs, ver))
+        return ver
+    except NotThisMethod:
+        pass
+
+    from_vcs_f = handlers.get("pieces_from_vcs")
+    if from_vcs_f:
+        try:
+            pieces = from_vcs_f(cfg.tag_prefix, root, verbose)
+            ver = render(pieces, cfg.style)
+            if verbose:
+                print("got version from VCS %s" % ver)
+            return ver
+        except NotThisMethod:
+            pass
+
+    try:
+        if cfg.parentdir_prefix:
+            ver = versions_from_parentdir(cfg.parentdir_prefix, root, verbose)
+            if verbose:
+                print("got version from parentdir %s" % ver)
+            return ver
+    except NotThisMethod:
+        pass
+
+    if verbose:
+        print("unable to compute version")
+
+    return {"version": "0+unknown", "full-revisionid": None,
+            "dirty": None, "error": "unable to compute version",
+            "date": None}
+
+
+def get_version():
+    """Get the short version string for this project."""
+    return get_versions()["version"]
+
+
+def get_cmdclass(cmdclass=None):
+    """Get the custom setuptools/distutils subclasses used by Versioneer.
+
+    If the package uses a different cmdclass (e.g. one from numpy), it
+    should be provide as an argument.
+    """
+    if "versioneer" in sys.modules:
+        del sys.modules["versioneer"]
+        # this fixes the "python setup.py develop" case (also 'install' and
+        # 'easy_install .'), in which subdependencies of the main project are
+        # built (using setup.py bdist_egg) in the same python process. Assume
+        # a main project A and a dependency B, which use different versions
+        # of Versioneer. A's setup.py imports A's Versioneer, leaving it in
+        # sys.modules by the time B's setup.py is executed, causing B to run
+        # with the wrong versioneer. Setuptools wraps the sub-dep builds in a
+        # sandbox that restores sys.modules to it's pre-build state, so the
+        # parent is protected against the child's "import versioneer". By
+        # removing ourselves from sys.modules here, before the child build
+        # happens, we protect the child from the parent's versioneer too.
+        # Also see https://github.com/python-versioneer/python-versioneer/issues/52
+
+    cmds = {} if cmdclass is None else cmdclass.copy()
+
+    # we add "version" to both distutils and setuptools
+    try:
+        from setuptools import Command
+    except ImportError:
+        from distutils.core import Command
+
+    class cmd_version(Command):
+        description = "report generated version string"
+        user_options = []
+        boolean_options = []
+
+        def initialize_options(self):
+            pass
+
+        def finalize_options(self):
+            pass
+
+        def run(self):
+            vers = get_versions(verbose=True)
+            print("Version: %s" % vers["version"])
+            print(" full-revisionid: %s" % vers.get("full-revisionid"))
+            print(" dirty: %s" % vers.get("dirty"))
+            print(" date: %s" % vers.get("date"))
+            if vers["error"]:
+                print(" error: %s" % vers["error"])
+    cmds["version"] = cmd_version
+
+    # we override "build_py" in both distutils and setuptools
+    #
+    # most invocation pathways end up running build_py:
+    #  distutils/build -> build_py
+    #  distutils/install -> distutils/build ->..
+    #  setuptools/bdist_wheel -> distutils/install ->..
+    #  setuptools/bdist_egg -> distutils/install_lib -> build_py
+    #  setuptools/install -> bdist_egg ->..
+    #  setuptools/develop -> ?
+    #  pip install:
+    #   copies source tree to a tempdir before running egg_info/etc
+    #   if .git isn't copied too, 'git describe' will fail
+    #   then does setup.py bdist_wheel, or sometimes setup.py install
+    #  setup.py egg_info -> ?
+
+    # we override different "build_py" commands for both environments
+    if 'build_py' in cmds:
+        _build_py = cmds['build_py']
+    elif "setuptools" in sys.modules:
+        from setuptools.command.build_py import build_py as _build_py
+    else:
+        from distutils.command.build_py import build_py as _build_py
+
+    class cmd_build_py(_build_py):
+        def run(self):
+            root = get_root()
+            cfg = get_config_from_root(root)
+            versions = get_versions()
+            _build_py.run(self)
+            # now locate _version.py in the new build/ directory and replace
+            # it with an updated value
+            if cfg.versionfile_build:
+                target_versionfile = os.path.join(self.build_lib,
+                                                  cfg.versionfile_build)
+                print("UPDATING %s" % target_versionfile)
+                write_to_version_file(target_versionfile, versions)
+    cmds["build_py"] = cmd_build_py
+
+    if 'build_ext' in cmds:
+        _build_ext = cmds['build_ext']
+    elif "setuptools" in sys.modules:
+        from setuptools.command.build_ext import build_ext as _build_ext
+    else:
+        from distutils.command.build_ext import build_ext as _build_ext
+
+    class cmd_build_ext(_build_ext):
+        def run(self):
+            root = get_root()
+            cfg = get_config_from_root(root)
+            versions = get_versions()
+            _build_ext.run(self)
+            if self.inplace:
+                # build_ext --inplace will only build extensions in
+                # build/lib<..> dir with no _version.py to write to.
+                # As in place builds will already have a _version.py
+                # in the module dir, we do not need to write one.
+                return
+            # now locate _version.py in the new build/ directory and replace
+            # it with an updated value
+            target_versionfile = os.path.join(self.build_lib,
+                                              cfg.versionfile_build)
+            print("UPDATING %s" % target_versionfile)
+            write_to_version_file(target_versionfile, versions)
+    cmds["build_ext"] = cmd_build_ext
+
+    if "cx_Freeze" in sys.modules:  # cx_freeze enabled?
+        from cx_Freeze.dist import build_exe as _build_exe
+        # nczeczulin reports that py2exe won't like the pep440-style string
+        # as FILEVERSION, but it can be used for PRODUCTVERSION, e.g.
+        # setup(console=[{
+        #   "version": versioneer.get_version().split("+", 1)[0], # FILEVERSION
+        #   "product_version": versioneer.get_version(),
+        #   ...
+
+        class cmd_build_exe(_build_exe):
+            def run(self):
+                root = get_root()
+                cfg = get_config_from_root(root)
+                versions = get_versions()
+                target_versionfile = cfg.versionfile_source
+                print("UPDATING %s" % target_versionfile)
+                write_to_version_file(target_versionfile, versions)
+
+                _build_exe.run(self)
+                os.unlink(target_versionfile)
+                with open(cfg.versionfile_source, "w") as f:
+                    LONG = LONG_VERSION_PY[cfg.VCS]
+                    f.write(LONG %
+                            {"DOLLAR": "$",
+                             "STYLE": cfg.style,
+                             "TAG_PREFIX": cfg.tag_prefix,
+                             "PARENTDIR_PREFIX": cfg.parentdir_prefix,
+                             "VERSIONFILE_SOURCE": cfg.versionfile_source,
+                             })
+        cmds["build_exe"] = cmd_build_exe
+        del cmds["build_py"]
+
+    if 'py2exe' in sys.modules:  # py2exe enabled?
+        from py2exe.distutils_buildexe import py2exe as _py2exe
+
+        class cmd_py2exe(_py2exe):
+            def run(self):
+                root = get_root()
+                cfg = get_config_from_root(root)
+                versions = get_versions()
+                target_versionfile = cfg.versionfile_source
+                print("UPDATING %s" % target_versionfile)
+                write_to_version_file(target_versionfile, versions)
+
+                _py2exe.run(self)
+                os.unlink(target_versionfile)
+                with open(cfg.versionfile_source, "w") as f:
+                    LONG = LONG_VERSION_PY[cfg.VCS]
+                    f.write(LONG %
+                            {"DOLLAR": "$",
+                             "STYLE": cfg.style,
+                             "TAG_PREFIX": cfg.tag_prefix,
+                             "PARENTDIR_PREFIX": cfg.parentdir_prefix,
+                             "VERSIONFILE_SOURCE": cfg.versionfile_source,
+                             })
+        cmds["py2exe"] = cmd_py2exe
+
+    # we override different "sdist" commands for both environments
+    if 'sdist' in cmds:
+        _sdist = cmds['sdist']
+    elif "setuptools" in sys.modules:
+        from setuptools.command.sdist import sdist as _sdist
+    else:
+        from distutils.command.sdist import sdist as _sdist
+
+    class cmd_sdist(_sdist):
+        def run(self):
+            versions = get_versions()
+            self._versioneer_generated_versions = versions
+            # unless we update this, the command will keep using the old
+            # version
+            self.distribution.metadata.version = versions["version"]
+            return _sdist.run(self)
+
+        def make_release_tree(self, base_dir, files):
+            root = get_root()
+            cfg = get_config_from_root(root)
+            _sdist.make_release_tree(self, base_dir, files)
+            # now locate _version.py in the new base_dir directory
+            # (remembering that it may be a hardlink) and replace it with an
+            # updated value
+            target_versionfile = os.path.join(base_dir, cfg.versionfile_source)
+            print("UPDATING %s" % target_versionfile)
+            write_to_version_file(target_versionfile,
+                                  self._versioneer_generated_versions)
+    cmds["sdist"] = cmd_sdist
+
+    return cmds
+
+
+CONFIG_ERROR = """
+setup.cfg is missing the necessary Versioneer configuration. You need
+a section like:
+
+ [versioneer]
+ VCS = git
+ style = pep440
+ versionfile_source = src/myproject/_version.py
+ versionfile_build = myproject/_version.py
+ tag_prefix =
+ parentdir_prefix = myproject-
+
+You will also need to edit your setup.py to use the results:
+
+ import versioneer
+ setup(version=versioneer.get_version(),
+       cmdclass=versioneer.get_cmdclass(), ...)
+
+Please read the docstring in ./versioneer.py for configuration instructions,
+edit setup.cfg, and re-run the installer or 'python versioneer.py setup'.
+"""
+
+SAMPLE_CONFIG = """
+# See the docstring in versioneer.py for instructions. Note that you must
+# re-run 'versioneer.py setup' after changing this section, and commit the
+# resulting files.
+
+[versioneer]
+#VCS = git
+#style = pep440
+#versionfile_source =
+#versionfile_build =
+#tag_prefix =
+#parentdir_prefix =
+
+"""
+
+OLD_SNIPPET = """
+from ._version import get_versions
+__version__ = get_versions()['version']
+del get_versions
+"""
+
+INIT_PY_SNIPPET = """
+from . import {0}
+__version__ = {0}.get_versions()['version']
+"""
+
+
+def do_setup():
+    """Do main VCS-independent setup function for installing Versioneer."""
+    root = get_root()
+    try:
+        cfg = get_config_from_root(root)
+    except (OSError, configparser.NoSectionError,
+            configparser.NoOptionError) as e:
+        if isinstance(e, (OSError, configparser.NoSectionError)):
+            print("Adding sample versioneer config to setup.cfg",
+                  file=sys.stderr)
+            with open(os.path.join(root, "setup.cfg"), "a") as f:
+                f.write(SAMPLE_CONFIG)
+        print(CONFIG_ERROR, file=sys.stderr)
+        return 1
+
+    print(" creating %s" % cfg.versionfile_source)
+    with open(cfg.versionfile_source, "w") as f:
+        LONG = LONG_VERSION_PY[cfg.VCS]
+        f.write(LONG % {"DOLLAR": "$",
+                        "STYLE": cfg.style,
+                        "TAG_PREFIX": cfg.tag_prefix,
+                        "PARENTDIR_PREFIX": cfg.parentdir_prefix,
+                        "VERSIONFILE_SOURCE": cfg.versionfile_source,
+                        })
+
+    ipy = os.path.join(os.path.dirname(cfg.versionfile_source),
+                       "__init__.py")
+    if os.path.exists(ipy):
+        try:
+            with open(ipy, "r") as f:
+                old = f.read()
+        except OSError:
+            old = ""
+        module = os.path.splitext(os.path.basename(cfg.versionfile_source))[0]
+        snippet = INIT_PY_SNIPPET.format(module)
+        if OLD_SNIPPET in old:
+            print(" replacing boilerplate in %s" % ipy)
+            with open(ipy, "w") as f:
+                f.write(old.replace(OLD_SNIPPET, snippet))
+        elif snippet not in old:
+            print(" appending to %s" % ipy)
+            with open(ipy, "a") as f:
+                f.write(snippet)
+        else:
+            print(" %s unmodified" % ipy)
+    else:
+        print(" %s doesn't exist, ok" % ipy)
+        ipy = None
+
+    # Make sure both the top-level "versioneer.py" and versionfile_source
+    # (PKG/_version.py, used by runtime code) are in MANIFEST.in, so
+    # they'll be copied into source distributions. Pip won't be able to
+    # install the package without this.
+    manifest_in = os.path.join(root, "MANIFEST.in")
+    simple_includes = set()
+    try:
+        with open(manifest_in, "r") as f:
+            for line in f:
+                if line.startswith("include "):
+                    for include in line.split()[1:]:
+                        simple_includes.add(include)
+    except OSError:
+        pass
+    # That doesn't cover everything MANIFEST.in can do
+    # (http://docs.python.org/2/distutils/sourcedist.html#commands), so
+    # it might give some false negatives. Appending redundant 'include'
+    # lines is safe, though.
+    if "versioneer.py" not in simple_includes:
+        print(" appending 'versioneer.py' to MANIFEST.in")
+        with open(manifest_in, "a") as f:
+            f.write("include versioneer.py\n")
+    else:
+        print(" 'versioneer.py' already in MANIFEST.in")
+    if cfg.versionfile_source not in simple_includes:
+        print(" appending versionfile_source ('%s') to MANIFEST.in" %
+              cfg.versionfile_source)
+        with open(manifest_in, "a") as f:
+            f.write("include %s\n" % cfg.versionfile_source)
+    else:
+        print(" versionfile_source already in MANIFEST.in")
+
+    # Make VCS-specific changes. For git, this means creating/changing
+    # .gitattributes to mark _version.py for export-subst keyword
+    # substitution.
+    do_vcs_install(manifest_in, cfg.versionfile_source, ipy)
+    return 0
+
+
+def scan_setup_py():
+    """Validate the contents of setup.py against Versioneer's expectations."""
+    found = set()
+    setters = False
+    errors = 0
+    with open("setup.py", "r") as f:
+        for line in f.readlines():
+            if "import versioneer" in line:
+                found.add("import")
+            if "versioneer.get_cmdclass()" in line:
+                found.add("cmdclass")
+            if "versioneer.get_version()" in line:
+                found.add("get_version")
+            if "versioneer.VCS" in line:
+                setters = True
+            if "versioneer.versionfile_source" in line:
+                setters = True
+    if len(found) != 3:
+        print("")
+        print("Your setup.py appears to be missing some important items")
+        print("(but I might be wrong). Please make sure it has something")
+        print("roughly like the following:")
+        print("")
+        print(" import versioneer")
+        print(" setup( version=versioneer.get_version(),")
+        print("        cmdclass=versioneer.get_cmdclass(),  ...)")
+        print("")
+        errors += 1
+    if setters:
+        print("You should remove lines like 'versioneer.VCS = ' and")
+        print("'versioneer.versionfile_source = ' . This configuration")
+        print("now lives in setup.cfg, and should be removed from setup.py")
+        print("")
+        errors += 1
+    return errors
+
+
+if __name__ == "__main__":
+    cmd = sys.argv[1]
+    if cmd == "setup":
+        errors = do_setup()
+        errors += scan_setup_py()
+        if errors:
+            sys.exit(1)

From a9cdef13f7a4ede920d5382c371d0558e462e547 Mon Sep 17 00:00:00 2001
From: Kay Robbins <1189050+VisLab@users.noreply.github.com>
Date: Thu, 16 Jun 2022 13:07:51 -0500
Subject: [PATCH 2/4] Updated the examples with dataset_description

---
 .../eeg_ds003654s_hed_library/dataset_description.json    | 8 +-------
 .../bids_processing/bids_validate_dataset.ipynb           | 4 ++--
 .../bids_validate_dataset_with_libraries.ipynb            | 6 +++---
 hedcode/matlab_scripts/hed_services/runTest.m             | 2 +-
 4 files changed, 7 insertions(+), 13 deletions(-)

diff --git a/datasets/eeg_ds003654s_hed_library/dataset_description.json b/datasets/eeg_ds003654s_hed_library/dataset_description.json
index 0c485df..d6a763a 100644
--- a/datasets/eeg_ds003654s_hed_library/dataset_description.json
+++ b/datasets/eeg_ds003654s_hed_library/dataset_description.json
@@ -1,13 +1,7 @@
 {
     "Name": "Face processing MEEG dataset with HED annotation",
     "BIDSVersion": "1.8.4",
-    "HEDVersion": {
-        "base": "8.0.0",
-        "libraries": {
-            "sc": "score_0.0.1",
-            "test": "testlib_1.0.2"
-        }
-    },
+    "HEDVersion": ["8.0.0", "sc:score_0.0.1",  "test:testlib_1.0.2"],
     "License": "CC0",
     "Authors": [
         "Daniel G. Wakeman",
diff --git a/hedcode/jupyter_notebooks/bids_processing/bids_validate_dataset.ipynb b/hedcode/jupyter_notebooks/bids_processing/bids_validate_dataset.ipynb
index 213eebd..2127a26 100644
--- a/hedcode/jupyter_notebooks/bids_processing/bids_validate_dataset.ipynb
+++ b/hedcode/jupyter_notebooks/bids_processing/bids_validate_dataset.ipynb
@@ -53,8 +53,8 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Using HEDTOOLS version: {'date': '2022-06-12T16:54:14-0500', 'dirty': False, 'error': None, 'full-revisionid': '2059d92cc5d8b871e30bbdf9e965a6431a8f0285', 'version': '0+untagged.1164.g2059d92'}\n",
-      "HED Examples version: {'version': '0+untagged.216.gc1e0181.dirty', 'full-revisionid': 'c1e0181eb301e7f8b8b5e0dcef3155d1fa140eee', 'dirty': True, 'error': None, 'date': '2022-06-12T18:13:58-0500'}\n",
+      "Using HEDTOOLS version: {'date': '2022-06-15T10:07:31-0500', 'dirty': False, 'error': None, 'full-revisionid': 'a4768260d57ea76b36e039fb3abb8ac91ea172d0', 'version': '0+untagged.1170.ga476826'}\n",
+      "HED Examples version: {'version': '0+untagged.220.g2ac3f7f.dirty', 'full-revisionid': '2ac3f7fba0fa6f34ea1e7d29328dc000d82b0304', 'dirty': True, 'error': None, 'date': '2022-06-15T10:06:07-0500'}\n",
       "\n",
       "\n",
       "Bids root path: D:\\Research\\HED\\hed-examples\\datasets\\eeg_ds003654s_hed\n",
diff --git a/hedcode/jupyter_notebooks/bids_processing/bids_validate_dataset_with_libraries.ipynb b/hedcode/jupyter_notebooks/bids_processing/bids_validate_dataset_with_libraries.ipynb
index 6721208..df400a7 100644
--- a/hedcode/jupyter_notebooks/bids_processing/bids_validate_dataset_with_libraries.ipynb
+++ b/hedcode/jupyter_notebooks/bids_processing/bids_validate_dataset_with_libraries.ipynb
@@ -47,7 +47,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 3,
    "outputs": [
     {
      "name": "stdout",
@@ -90,8 +90,8 @@
     "library2_url = \"https://raw.githubusercontent.com/hed-standard/hed-schema-library/main/\" + \\\n",
     "               \"library_schemas/testlib/hedxml/HED_testlib_1.0.2.xml\"\n",
     "schema_list = [load_schema_version(xml_version=base_version)]\n",
-    "schema_list.append(load_schema(library1_url, library_prefix=\"sc\"))\n",
-    "schema_list.append(load_schema(library2_url, library_prefix=\"test\"))\n",
+    "schema_list.append(load_schema(library1_url, schema_prefix=\"sc\"))\n",
+    "schema_list.append(load_schema(library2_url, schema_prefix=\"test\"))\n",
     "bids.schema = HedSchemaGroup(schema_list)\n",
     "\n",
     "\n",
diff --git a/hedcode/matlab_scripts/hed_services/runTest.m b/hedcode/matlab_scripts/hed_services/runTest.m
index 15e3051..0c85bb2 100644
--- a/hedcode/matlab_scripts/hed_services/runTest.m
+++ b/hedcode/matlab_scripts/hed_services/runTest.m
@@ -1,3 +1,3 @@
 %% Use this script to run an individual type of service.
-host = 'http://127.0.0.1:5000/';
+host = 'https://hedtools.ucsd.edu/hed';
 errors = testEventServices(host);
\ No newline at end of file

From bac9ada1db80a010eb4c3c19a22ac87ca0824610 Mon Sep 17 00:00:00 2001
From: Kay Robbins <1189050+VisLab@users.noreply.github.com>
Date: Fri, 17 Jun 2022 10:02:24 -0500
Subject: [PATCH 3/4] Added the Sternberg working memory as an example

---
 datasets/README.md                            |   1 +
 datasets/eeg_ds004117s_hed_sternberg/README   |  85 +++++
 .../dataset_description.json                  |  21 ++
 .../participants.json                         |  26 ++
 .../participants.tsv                          |   3 +
 ...s-01_task-WorkingMemory_run-1_channels.tsv |  72 ++++
 ..._task-WorkingMemory_run-1_coordsystem.json |   1 +
 ...01_ses-01_task-WorkingMemory_run-1_eeg.fdt |   0
 ...1_ses-01_task-WorkingMemory_run-1_eeg.json |  11 +
 ...01_ses-01_task-WorkingMemory_run-1_eeg.set |   0
 ...01_task-WorkingMemory_run-1_electrodes.tsv |  72 ++++
 ...ses-01_task-WorkingMemory_run-1_events.tsv | 351 +++++++++++++++++
 ...s-01_task-WorkingMemory_run-2_channels.tsv |  72 ++++
 ..._task-WorkingMemory_run-2_coordsystem.json |   1 +
 ...01_ses-01_task-WorkingMemory_run-2_eeg.fdt |   0
 ...1_ses-01_task-WorkingMemory_run-2_eeg.json |  11 +
 ...01_ses-01_task-WorkingMemory_run-2_eeg.set |   0
 ...01_task-WorkingMemory_run-2_electrodes.tsv |  72 ++++
 ...ses-01_task-WorkingMemory_run-2_events.tsv | 351 +++++++++++++++++
 ...s-01_task-WorkingMemory_run-3_channels.tsv |  72 ++++
 ..._task-WorkingMemory_run-3_coordsystem.json |   1 +
 ...01_ses-01_task-WorkingMemory_run-3_eeg.fdt |   0
 ...1_ses-01_task-WorkingMemory_run-3_eeg.json |  11 +
 ...01_ses-01_task-WorkingMemory_run-3_eeg.set |   0
 ...01_task-WorkingMemory_run-3_electrodes.tsv |  72 ++++
 ...ses-01_task-WorkingMemory_run-3_events.tsv | 351 +++++++++++++++++
 ...s-01_task-WorkingMemory_run-4_channels.tsv |  72 ++++
 ..._task-WorkingMemory_run-4_coordsystem.json |   1 +
 ...01_ses-01_task-WorkingMemory_run-4_eeg.fdt |   0
 ...1_ses-01_task-WorkingMemory_run-4_eeg.json |  11 +
 ...01_ses-01_task-WorkingMemory_run-4_eeg.set |   0
 ...01_task-WorkingMemory_run-4_electrodes.tsv |  72 ++++
 ...ses-01_task-WorkingMemory_run-4_events.tsv | 351 +++++++++++++++++
 ...s-01_task-WorkingMemory_run-1_channels.tsv |  72 ++++
 ..._task-WorkingMemory_run-1_coordsystem.json |   1 +
 ...03_ses-01_task-WorkingMemory_run-1_eeg.fdt |   0
 ...3_ses-01_task-WorkingMemory_run-1_eeg.json |  11 +
 ...03_ses-01_task-WorkingMemory_run-1_eeg.set |   0
 ...01_task-WorkingMemory_run-1_electrodes.tsv |  72 ++++
 ...ses-01_task-WorkingMemory_run-1_events.tsv | 351 +++++++++++++++++
 ...s-01_task-WorkingMemory_run-2_channels.tsv |  72 ++++
 ..._task-WorkingMemory_run-2_coordsystem.json |   1 +
 ...03_ses-01_task-WorkingMemory_run-2_eeg.fdt |   0
 ...3_ses-01_task-WorkingMemory_run-2_eeg.json |  11 +
 ...03_ses-01_task-WorkingMemory_run-2_eeg.set |   0
 ...01_task-WorkingMemory_run-2_electrodes.tsv |  72 ++++
 ...ses-01_task-WorkingMemory_run-2_events.tsv | 351 +++++++++++++++++
 ...s-01_task-WorkingMemory_run-3_channels.tsv |  72 ++++
 ..._task-WorkingMemory_run-3_coordsystem.json |   1 +
 ...03_ses-01_task-WorkingMemory_run-3_eeg.fdt |   0
 ...3_ses-01_task-WorkingMemory_run-3_eeg.json |  11 +
 ...03_ses-01_task-WorkingMemory_run-3_eeg.set |   0
 ...01_task-WorkingMemory_run-3_electrodes.tsv |  72 ++++
 ...ses-01_task-WorkingMemory_run-3_events.tsv | 352 ++++++++++++++++++
 ...s-01_task-WorkingMemory_run-4_channels.tsv |  72 ++++
 ..._task-WorkingMemory_run-4_coordsystem.json |   1 +
 ...03_ses-01_task-WorkingMemory_run-4_eeg.fdt |   0
 ...3_ses-01_task-WorkingMemory_run-4_eeg.json |  11 +
 ...03_ses-01_task-WorkingMemory_run-4_eeg.set |   0
 ...01_task-WorkingMemory_run-4_electrodes.tsv |  72 ++++
 ...ses-01_task-WorkingMemory_run-4_events.tsv | 351 +++++++++++++++++
 .../task-WorkingMemory_events.json            |  71 ++++
 .../event_restructuring/zero_data_files.ipynb |  22 +-
 63 files changed, 4282 insertions(+), 4 deletions(-)
 create mode 100644 datasets/eeg_ds004117s_hed_sternberg/README
 create mode 100644 datasets/eeg_ds004117s_hed_sternberg/dataset_description.json
 create mode 100644 datasets/eeg_ds004117s_hed_sternberg/participants.json
 create mode 100644 datasets/eeg_ds004117s_hed_sternberg/participants.tsv
 create mode 100644 datasets/eeg_ds004117s_hed_sternberg/sub-001/ses-01/eeg/sub-001_ses-01_task-WorkingMemory_run-1_channels.tsv
 create mode 100644 datasets/eeg_ds004117s_hed_sternberg/sub-001/ses-01/eeg/sub-001_ses-01_task-WorkingMemory_run-1_coordsystem.json
 create mode 100644 datasets/eeg_ds004117s_hed_sternberg/sub-001/ses-01/eeg/sub-001_ses-01_task-WorkingMemory_run-1_eeg.fdt
 create mode 100644 datasets/eeg_ds004117s_hed_sternberg/sub-001/ses-01/eeg/sub-001_ses-01_task-WorkingMemory_run-1_eeg.json
 create mode 100644 datasets/eeg_ds004117s_hed_sternberg/sub-001/ses-01/eeg/sub-001_ses-01_task-WorkingMemory_run-1_eeg.set
 create mode 100644 datasets/eeg_ds004117s_hed_sternberg/sub-001/ses-01/eeg/sub-001_ses-01_task-WorkingMemory_run-1_electrodes.tsv
 create mode 100644 datasets/eeg_ds004117s_hed_sternberg/sub-001/ses-01/eeg/sub-001_ses-01_task-WorkingMemory_run-1_events.tsv
 create mode 100644 datasets/eeg_ds004117s_hed_sternberg/sub-001/ses-01/eeg/sub-001_ses-01_task-WorkingMemory_run-2_channels.tsv
 create mode 100644 datasets/eeg_ds004117s_hed_sternberg/sub-001/ses-01/eeg/sub-001_ses-01_task-WorkingMemory_run-2_coordsystem.json
 create mode 100644 datasets/eeg_ds004117s_hed_sternberg/sub-001/ses-01/eeg/sub-001_ses-01_task-WorkingMemory_run-2_eeg.fdt
 create mode 100644 datasets/eeg_ds004117s_hed_sternberg/sub-001/ses-01/eeg/sub-001_ses-01_task-WorkingMemory_run-2_eeg.json
 create mode 100644 datasets/eeg_ds004117s_hed_sternberg/sub-001/ses-01/eeg/sub-001_ses-01_task-WorkingMemory_run-2_eeg.set
 create mode 100644 datasets/eeg_ds004117s_hed_sternberg/sub-001/ses-01/eeg/sub-001_ses-01_task-WorkingMemory_run-2_electrodes.tsv
 create mode 100644 datasets/eeg_ds004117s_hed_sternberg/sub-001/ses-01/eeg/sub-001_ses-01_task-WorkingMemory_run-2_events.tsv
 create mode 100644 datasets/eeg_ds004117s_hed_sternberg/sub-001/ses-01/eeg/sub-001_ses-01_task-WorkingMemory_run-3_channels.tsv
 create mode 100644 datasets/eeg_ds004117s_hed_sternberg/sub-001/ses-01/eeg/sub-001_ses-01_task-WorkingMemory_run-3_coordsystem.json
 create mode 100644 datasets/eeg_ds004117s_hed_sternberg/sub-001/ses-01/eeg/sub-001_ses-01_task-WorkingMemory_run-3_eeg.fdt
 create mode 100644 datasets/eeg_ds004117s_hed_sternberg/sub-001/ses-01/eeg/sub-001_ses-01_task-WorkingMemory_run-3_eeg.json
 create mode 100644 datasets/eeg_ds004117s_hed_sternberg/sub-001/ses-01/eeg/sub-001_ses-01_task-WorkingMemory_run-3_eeg.set
 create mode 100644 datasets/eeg_ds004117s_hed_sternberg/sub-001/ses-01/eeg/sub-001_ses-01_task-WorkingMemory_run-3_electrodes.tsv
 create mode 100644 datasets/eeg_ds004117s_hed_sternberg/sub-001/ses-01/eeg/sub-001_ses-01_task-WorkingMemory_run-3_events.tsv
 create mode 100644 datasets/eeg_ds004117s_hed_sternberg/sub-001/ses-01/eeg/sub-001_ses-01_task-WorkingMemory_run-4_channels.tsv
 create mode 100644 datasets/eeg_ds004117s_hed_sternberg/sub-001/ses-01/eeg/sub-001_ses-01_task-WorkingMemory_run-4_coordsystem.json
 create mode 100644 datasets/eeg_ds004117s_hed_sternberg/sub-001/ses-01/eeg/sub-001_ses-01_task-WorkingMemory_run-4_eeg.fdt
 create mode 100644 datasets/eeg_ds004117s_hed_sternberg/sub-001/ses-01/eeg/sub-001_ses-01_task-WorkingMemory_run-4_eeg.json
 create mode 100644 datasets/eeg_ds004117s_hed_sternberg/sub-001/ses-01/eeg/sub-001_ses-01_task-WorkingMemory_run-4_eeg.set
 create mode 100644 datasets/eeg_ds004117s_hed_sternberg/sub-001/ses-01/eeg/sub-001_ses-01_task-WorkingMemory_run-4_electrodes.tsv
 create mode 100644 datasets/eeg_ds004117s_hed_sternberg/sub-001/ses-01/eeg/sub-001_ses-01_task-WorkingMemory_run-4_events.tsv
 create mode 100644 datasets/eeg_ds004117s_hed_sternberg/sub-003/ses-01/eeg/sub-003_ses-01_task-WorkingMemory_run-1_channels.tsv
 create mode 100644 datasets/eeg_ds004117s_hed_sternberg/sub-003/ses-01/eeg/sub-003_ses-01_task-WorkingMemory_run-1_coordsystem.json
 create mode 100644 datasets/eeg_ds004117s_hed_sternberg/sub-003/ses-01/eeg/sub-003_ses-01_task-WorkingMemory_run-1_eeg.fdt
 create mode 100644 datasets/eeg_ds004117s_hed_sternberg/sub-003/ses-01/eeg/sub-003_ses-01_task-WorkingMemory_run-1_eeg.json
 create mode 100644 datasets/eeg_ds004117s_hed_sternberg/sub-003/ses-01/eeg/sub-003_ses-01_task-WorkingMemory_run-1_eeg.set
 create mode 100644 datasets/eeg_ds004117s_hed_sternberg/sub-003/ses-01/eeg/sub-003_ses-01_task-WorkingMemory_run-1_electrodes.tsv
 create mode 100644 datasets/eeg_ds004117s_hed_sternberg/sub-003/ses-01/eeg/sub-003_ses-01_task-WorkingMemory_run-1_events.tsv
 create mode 100644 datasets/eeg_ds004117s_hed_sternberg/sub-003/ses-01/eeg/sub-003_ses-01_task-WorkingMemory_run-2_channels.tsv
 create mode 100644 datasets/eeg_ds004117s_hed_sternberg/sub-003/ses-01/eeg/sub-003_ses-01_task-WorkingMemory_run-2_coordsystem.json
 create mode 100644 datasets/eeg_ds004117s_hed_sternberg/sub-003/ses-01/eeg/sub-003_ses-01_task-WorkingMemory_run-2_eeg.fdt
 create mode 100644 datasets/eeg_ds004117s_hed_sternberg/sub-003/ses-01/eeg/sub-003_ses-01_task-WorkingMemory_run-2_eeg.json
 create mode 100644 datasets/eeg_ds004117s_hed_sternberg/sub-003/ses-01/eeg/sub-003_ses-01_task-WorkingMemory_run-2_eeg.set
 create mode 100644 datasets/eeg_ds004117s_hed_sternberg/sub-003/ses-01/eeg/sub-003_ses-01_task-WorkingMemory_run-2_electrodes.tsv
 create mode 100644 datasets/eeg_ds004117s_hed_sternberg/sub-003/ses-01/eeg/sub-003_ses-01_task-WorkingMemory_run-2_events.tsv
 create mode 100644 datasets/eeg_ds004117s_hed_sternberg/sub-003/ses-01/eeg/sub-003_ses-01_task-WorkingMemory_run-3_channels.tsv
 create mode 100644 datasets/eeg_ds004117s_hed_sternberg/sub-003/ses-01/eeg/sub-003_ses-01_task-WorkingMemory_run-3_coordsystem.json
 create mode 100644 datasets/eeg_ds004117s_hed_sternberg/sub-003/ses-01/eeg/sub-003_ses-01_task-WorkingMemory_run-3_eeg.fdt
 create mode 100644 datasets/eeg_ds004117s_hed_sternberg/sub-003/ses-01/eeg/sub-003_ses-01_task-WorkingMemory_run-3_eeg.json
 create mode 100644 datasets/eeg_ds004117s_hed_sternberg/sub-003/ses-01/eeg/sub-003_ses-01_task-WorkingMemory_run-3_eeg.set
 create mode 100644 datasets/eeg_ds004117s_hed_sternberg/sub-003/ses-01/eeg/sub-003_ses-01_task-WorkingMemory_run-3_electrodes.tsv
 create mode 100644 datasets/eeg_ds004117s_hed_sternberg/sub-003/ses-01/eeg/sub-003_ses-01_task-WorkingMemory_run-3_events.tsv
 create mode 100644 datasets/eeg_ds004117s_hed_sternberg/sub-003/ses-01/eeg/sub-003_ses-01_task-WorkingMemory_run-4_channels.tsv
 create mode 100644 datasets/eeg_ds004117s_hed_sternberg/sub-003/ses-01/eeg/sub-003_ses-01_task-WorkingMemory_run-4_coordsystem.json
 create mode 100644 datasets/eeg_ds004117s_hed_sternberg/sub-003/ses-01/eeg/sub-003_ses-01_task-WorkingMemory_run-4_eeg.fdt
 create mode 100644 datasets/eeg_ds004117s_hed_sternberg/sub-003/ses-01/eeg/sub-003_ses-01_task-WorkingMemory_run-4_eeg.json
 create mode 100644 datasets/eeg_ds004117s_hed_sternberg/sub-003/ses-01/eeg/sub-003_ses-01_task-WorkingMemory_run-4_eeg.set
 create mode 100644 datasets/eeg_ds004117s_hed_sternberg/sub-003/ses-01/eeg/sub-003_ses-01_task-WorkingMemory_run-4_electrodes.tsv
 create mode 100644 datasets/eeg_ds004117s_hed_sternberg/sub-003/ses-01/eeg/sub-003_ses-01_task-WorkingMemory_run-4_events.tsv
 create mode 100644 datasets/eeg_ds004117s_hed_sternberg/task-WorkingMemory_events.json

diff --git a/datasets/README.md b/datasets/README.md
index fa4b0b6..e08029d 100644
--- a/datasets/README.md
+++ b/datasets/README.md
@@ -30,6 +30,7 @@ The suffix modifier indicates what this dataset is designed to test.
 | eeg_ds003654s_hed_longform |  Wakeman-Henson face processing data.<br>HED tags in long form with definitions. |
 | eeg_ds004105s_hed | BCIT Driving with auditory cueing data.<br> Part of a test data corpus for BIDS-MEGA testing. |
 | eeg_ds004106s_hed | BCIT Advanced guard duty data.<br> Part of a test data corpus for BIDS-MEGA testing. |
+| eeg_ds004117s_hed_sternberg | Sternberg working memory task.<br>. Chosen as a replication study for (EEGManyLabs)[https://osf.io/yb3pq/].|
 | fmri_soccer21_hed | HED tags using a single column |
 
 
diff --git a/datasets/eeg_ds004117s_hed_sternberg/README b/datasets/eeg_ds004117s_hed_sternberg/README
new file mode 100644
index 0000000..0c0002a
--- /dev/null
+++ b/datasets/eeg_ds004117s_hed_sternberg/README
@@ -0,0 +1,85 @@
+## Modified Sternberg Working Memory Experiment
+
+**Project name:** EEG and working memory
+
+**Years the project ran:** 2004-05
+
+**Brief overview of experiment task:** The purpose of this Modified Sternberg task study was to
+explore source-resolved EEG brain dynamics associated with selectively committing a series of letters to memory,
+then after a brief maintenance period responding by button press either yes or no to the question of whether
+a presented query letter had been in the just-presented set of to-be-memorized letters.
+
+The task is a modified version of the classic Sternberg working memory task, with two added features:
+(1) interspersing the sequence of presented (black) letters to be memorized with (green) letters to be ignored,
+and (2) delivering auditory feedback on each trial as to the correctness of the participant response
+(beep = correct, buzz = incorrect).
+
+**Data collection:** Scalp EEG data were collected from 71 scalp electrode channels,
+each referred to a right mastoid electrode, at a sampling rate of 250 Hz/channel within an
+analog passband of 0.1 to 100 Hz.
+
+**Contact person:   Julie Onton <julieonton@gmail.com>, ORCID#:0000-0002-5602-3557.
+
+**Access information:**  Contributed to OpenNeuro.org and NEMAR.org in BIDS format
+following annotation using HED 8.0.0 in April, 2022.
+
+**Independent variables:** Letter category (to_memorize, to_ignore);
+numbers of presented letters to_memorize/to_ignore (3/5, 5/3, 7/1);
+probe letter category (in/not in the presented set). Note, only letters to be memorized appear as in set probe letters.
+
+**Dependent variables:**  EEG; button press response latency;  participant response (correct/incorrect).
+
+**Participant pool:** The dataset includes data collected from 23 healthy young adult subjects
+(7 male, 6 female, 11 unidentified) between the ages of 19 and 40 years of age.
+
+**Apparatus:** A Neurobehavioral Systems, Inc. EEG system running under Window98 acquired the data.
+The experiment control program was Presentation (Neurobehavioral Systems, Inc.).
+
+**Initial setup:** EEG data were collected from 71 channels (69 scalp and two periocular electrodes,
+all referred to right mastoid) with an analog pass band of 0.01 to 100 Hz (SA Instrumentation, San Diego).
+Input impedances were brought under 5 kOhms by careful scalp preparation.
+
+Data for subjects 1-12 was acquired at a sampling rate of 250Hz. The data for subject 14 was acquired at
+1000 Hz and the data for subjects 15-24 was a acquired using a 500 Hz sampling rate.
+
+**Task organization:**  Data was organized into runs of 25 trials each followed by a rest.
+Each block was a separate run in the BIDS dataset.
+
+**Task details:** Each trial consisted of the following sequence of events:
+
+**[Trial initiation]**. After a self-selected, variable delay,
+the subject initiated the next trial by pressing either response button,
+triggering the reappearance of the fixation cross.
+
+**[Letter sequence presentation]**. In these experiments, following a 5s presentation of a central
+fixation cross cue, a series of 8 visual letters (~2 deg of visual angle) were presented at
+screen center for 1.2s followed by a 0.2s ISI:
+
+- Either 3, 5, or 7 of these were colored black.
+- The participant was to memorize as letters in this set.
+- The other 5, 3, or 1 letters in the sequence were colored green and participants were to ignore these.
+- The letters were drawn without substitution from the English alphabet (omitting only A, E, I, O, and U).
+- The presentation order of black and green letters was pseudo-random.
+
+**[Memory maintenance]**. In place of a ninth letter, a dash appeared on the screen to signal the
+beginning of a Memory Maintenance period lasting between 2 to 4 s.
+During this period subjects were to silently rehearse the identities of the memorized letters.
+
+**[Memory probe]**. A (red) probe letter then appeared, prompting the subject to respond by
+pressing one of two buttons (with the thumb or index finger of their dominant hand)
+to indicate whether or not the probe letter had been in the trial?s to-be-memorized letter set.
+
+**[Response feedback]**. An auditory feedback signal (a confirmatory beep or cautionary buzz),
+then presented beginning at 400 ms after the button press, informed the subject whether their
+response was correct or incorrect. Note: responses in the task were largely correct.
+
+**[Session time structure]**. Each task session comprised of 3 or 4 task blocks of 25 trials each
+separated into individual run files.
+
+**Experiment location**:  Swartz Center for Neural Computation (SCCN), University of California San Diego, La Jolla CA (USA).
+
+**Note 1**: Results presented in Onton, J., Delorme, A. and Makeig, S., 2005.
+Frontal midline EEG dynamics during working memory. Neuroimage, 27(2), pp.341-356.
+
+**Note 2**: This paradigm is one of 20 event-related EEG task paradigms selected for replication by the EEGManyLabs project.
+For details, see https://psyarxiv.com/528nr/. Contact: Yuri Pavlov <pavlovug@gmail.com>.
diff --git a/datasets/eeg_ds004117s_hed_sternberg/dataset_description.json b/datasets/eeg_ds004117s_hed_sternberg/dataset_description.json
new file mode 100644
index 0000000..46dc69f
--- /dev/null
+++ b/datasets/eeg_ds004117s_hed_sternberg/dataset_description.json
@@ -0,0 +1,21 @@
+{
+    "Name": "Sternberg Working Memory",
+    "BIDSVersion": "1.7.0",
+    "HEDVersion": "8.0.0",
+    "License": "CC0",
+    "Authors": [
+        "Julie Onton (data)",
+        "Scott Makeig (data and curation)",
+        "Arnaud Delorme (data and curation)",
+        "Dung Truong (curation)",
+        "Kay Robbins (curation)"
+    ],
+    "ReferencesAndLinks": [
+        "Onton, J., Delorme, A., and Makeig, S. (2005). Frontal midline EEG dynamics during working memory. Neuroimage 27, 241-356. https://doi.org/10.1016/j.neuroimage.2005.04.014."
+    ],
+    "Funding": [
+        "National Institutes of Health NS047293",
+        "Swartz Foundation"
+    ],
+    "HowToAcknowledge": "Cite this paper: https://pubmed.ncbi.nlm.nih.gov/15927487/ and consider including the following message: 'This data was obtained from the OpenNeuro database. Its accession number is ds00xxxx.'"
+}
\ No newline at end of file
diff --git a/datasets/eeg_ds004117s_hed_sternberg/participants.json b/datasets/eeg_ds004117s_hed_sternberg/participants.json
new file mode 100644
index 0000000..5e53fe2
--- /dev/null
+++ b/datasets/eeg_ds004117s_hed_sternberg/participants.json
@@ -0,0 +1,26 @@
+{
+    "participant_id": {
+        "Description": "Unique participant label",
+        "Units": "n/a"
+    },
+    "age": {
+        "Description": "Participant age (years).",
+        "Units": "years"
+    },
+    "year_of_birth": {
+        "Description": "Year participant was born in.",
+        "Units": "years"
+    },
+    "sex": {
+        "Description": "Participant sex",
+        "Units": "n/a",
+        "Levels": {
+            "F": "Female",
+            "M": "Male"
+        }
+    },
+    "subject_notes": {
+        "Description": "Experimenter text notes about the experiment and participants.",
+        "Units": "n/a"
+    }
+}
\ No newline at end of file
diff --git a/datasets/eeg_ds004117s_hed_sternberg/participants.tsv b/datasets/eeg_ds004117s_hed_sternberg/participants.tsv
new file mode 100644
index 0000000..c152699
--- /dev/null
+++ b/datasets/eeg_ds004117s_hed_sternberg/participants.tsv
@@ -0,0 +1,3 @@
+participant_id	age	year_of_birth	sex	subject_notes
+sub-001	20	1982	n/a	n/a
+sub-003	26	1976	n/a	n/a
diff --git a/datasets/eeg_ds004117s_hed_sternberg/sub-001/ses-01/eeg/sub-001_ses-01_task-WorkingMemory_run-1_channels.tsv b/datasets/eeg_ds004117s_hed_sternberg/sub-001/ses-01/eeg/sub-001_ses-01_task-WorkingMemory_run-1_channels.tsv
new file mode 100644
index 0000000..8ae999a
--- /dev/null
+++ b/datasets/eeg_ds004117s_hed_sternberg/sub-001/ses-01/eeg/sub-001_ses-01_task-WorkingMemory_run-1_channels.tsv
@@ -0,0 +1,72 @@
+name	type	units
+FP1	EEG	microV
+FPZ	EEG	microV
+FP2	EEG	microV
+AF7	EEG	microV
+AF3	EEG	microV
+AFZ	EEG	microV
+AF4	EEG	microV
+AF8	EEG	microV
+F9	EEG	microV
+F7	EEG	microV
+F5	EEG	microV
+F3	EEG	microV
+F1	EEG	microV
+FZ	EEG	microV
+F2	EEG	microV
+F4	EEG	microV
+F6	EEG	microV
+F8	EEG	microV
+F10	EEG	microV
+FT9	EEG	microV
+FT7	EEG	microV
+FC5	EEG	microV
+FC3	EEG	microV
+FC1	EEG	microV
+FCZ	EEG	microV
+FC2	EEG	microV
+FC4	EEG	microV
+FC6	EEG	microV
+FT8	EEG	microV
+FT10	EEG	microV
+T7	EEG	microV
+C5	EEG	microV
+C3	EEG	microV
+C1	EEG	microV
+CZ	EEG	microV
+C2	EEG	microV
+C4	EEG	microV
+C6	EEG	microV
+T8	EEG	microV
+TP9	EEG	microV
+TP7	EEG	microV
+CP5	EEG	microV
+CP3	EEG	microV
+CP1	EEG	microV
+CPZ	EEG	microV
+CP2	EEG	microV
+CP4	EEG	microV
+CP6	EEG	microV
+TP8	EEG	microV
+TP10	EEG	microV
+P7	EEG	microV
+P5	EEG	microV
+P3	EEG	microV
+P1	EEG	microV
+PZ	EEG	microV
+P2	EEG	microV
+P4	EEG	microV
+P6	EEG	microV
+P8	EEG	microV
+PO9	EEG	microV
+PO7	EEG	microV
+PO3	EEG	microV
+POZ	EEG	microV
+PO4	EEG	microV
+PO8	EEG	microV
+PO10	EEG	microV
+O1	EEG	microV
+OZ	EEG	microV
+O2	EEG	microV
+LEYE	EOG	microV
+REYE	EOG	microV
diff --git a/datasets/eeg_ds004117s_hed_sternberg/sub-001/ses-01/eeg/sub-001_ses-01_task-WorkingMemory_run-1_coordsystem.json b/datasets/eeg_ds004117s_hed_sternberg/sub-001/ses-01/eeg/sub-001_ses-01_task-WorkingMemory_run-1_coordsystem.json
new file mode 100644
index 0000000..564b437
--- /dev/null
+++ b/datasets/eeg_ds004117s_hed_sternberg/sub-001/ses-01/eeg/sub-001_ses-01_task-WorkingMemory_run-1_coordsystem.json
@@ -0,0 +1 @@
+{"EEGCoordinateUnits": "n/a", "EEGCoordinateSystem": "CTF", "EEGCoordinateSystemDescription": "EEGLAB"}
\ No newline at end of file
diff --git a/datasets/eeg_ds004117s_hed_sternberg/sub-001/ses-01/eeg/sub-001_ses-01_task-WorkingMemory_run-1_eeg.fdt b/datasets/eeg_ds004117s_hed_sternberg/sub-001/ses-01/eeg/sub-001_ses-01_task-WorkingMemory_run-1_eeg.fdt
new file mode 100644
index 0000000..e69de29
diff --git a/datasets/eeg_ds004117s_hed_sternberg/sub-001/ses-01/eeg/sub-001_ses-01_task-WorkingMemory_run-1_eeg.json b/datasets/eeg_ds004117s_hed_sternberg/sub-001/ses-01/eeg/sub-001_ses-01_task-WorkingMemory_run-1_eeg.json
new file mode 100644
index 0000000..e793019
--- /dev/null
+++ b/datasets/eeg_ds004117s_hed_sternberg/sub-001/ses-01/eeg/sub-001_ses-01_task-WorkingMemory_run-1_eeg.json
@@ -0,0 +1,11 @@
+{
+    "TaskName": "WorkingMemory",
+    "EEGReference": "common",
+    "RecordingType": "continuous",
+    "RecordingDuration": 652.952,
+    "SamplingFrequency": 250.0,
+    "EEGChannelCount": 69,
+    "EOGChannelCount": 2,
+    "PowerLineFrequency": 60,
+    "SoftwareFilters": "n/a"
+}
\ No newline at end of file
diff --git a/datasets/eeg_ds004117s_hed_sternberg/sub-001/ses-01/eeg/sub-001_ses-01_task-WorkingMemory_run-1_eeg.set b/datasets/eeg_ds004117s_hed_sternberg/sub-001/ses-01/eeg/sub-001_ses-01_task-WorkingMemory_run-1_eeg.set
new file mode 100644
index 0000000..e69de29
diff --git a/datasets/eeg_ds004117s_hed_sternberg/sub-001/ses-01/eeg/sub-001_ses-01_task-WorkingMemory_run-1_electrodes.tsv b/datasets/eeg_ds004117s_hed_sternberg/sub-001/ses-01/eeg/sub-001_ses-01_task-WorkingMemory_run-1_electrodes.tsv
new file mode 100644
index 0000000..92eba2b
--- /dev/null
+++ b/datasets/eeg_ds004117s_hed_sternberg/sub-001/ses-01/eeg/sub-001_ses-01_task-WorkingMemory_run-1_electrodes.tsv
@@ -0,0 +1,72 @@
+name	x	y	z
+FP1	0.950400	0.307447	-0.047075
+FPZ	0.999779	-0.000000	-0.021016
+FP2	0.950400	-0.307447	-0.047075
+AF7	0.808131	0.584817	-0.070094
+AF3	0.895916	0.370386	0.245250
+AFZ	0.929707	-0.000000	0.368300
+AF4	0.895916	-0.370386	0.245250
+AF8	0.808481	-0.584340	-0.070032
+F9	0.523344	0.702453	-0.482359
+F7	0.586723	0.804981	-0.088102
+F5	0.635738	0.741859	0.213266
+F3	0.677066	0.567060	0.469068
+F1	0.704860	0.306379	0.639769
+FZ	0.714575	-0.000000	0.699559
+F2	0.704399	-0.306179	0.640372
+F4	0.677459	-0.566383	0.469317
+F6	0.635602	-0.741701	0.214217
+F8	0.587370	-0.804512	-0.088070
+F10	0.523344	-0.702453	-0.482359
+FT9	0.274136	0.824420	-0.495158
+FT7	0.308323	0.945999	-0.100112
+FC5	0.338385	0.897025	0.284327
+FC3	0.364178	0.697349	0.617316
+FC1	0.381596	0.380598	0.842336
+FCZ	0.387380	-0.000000	0.921920
+FC2	0.381596	-0.380598	0.842336
+FC4	0.364178	-0.697349	0.617316
+FC6	0.338385	-0.897025	0.284327
+FT8	0.308323	-0.945999	-0.100112
+FT10	0.274136	-0.824420	-0.495158
+T7	0.000000	0.994572	-0.104049
+C5	0.000000	0.950959	0.309316
+C3	0.000000	0.743194	0.669076
+C1	0.000000	0.406325	0.913729
+CZ	0.000000	-0.000000	1.000000
+C2	0.000000	-0.407158	0.913358
+C4	0.000000	-0.743152	0.669123
+C6	0.000000	-0.950959	0.309316
+T8	0.000000	-0.994572	-0.104049
+TP9	-0.274093	0.824434	-0.495158
+TP7	-0.308290	0.946010	-0.100112
+CP5	-0.338416	0.897013	0.284327
+CP3	-0.364117	0.697381	0.617316
+CP1	-0.381563	0.380632	0.842336
+CPZ	-0.387380	-0.000000	0.921920
+CP2	-0.381563	-0.380632	0.842336
+CP4	-0.364117	-0.697381	0.617316
+CP6	-0.338416	-0.897013	0.284327
+TP8	-0.309282	-0.945690	-0.100080
+TP10	-0.274093	-0.824434	-0.495158
+P7	-0.586765	0.804950	-0.088102
+P5	-0.635673	0.741915	0.213266
+P3	-0.677037	0.567095	0.469068
+P1	-0.704876	0.306342	0.639769
+PZ	-0.714575	-0.000000	0.699559
+P2	-0.704415	-0.306142	0.640372
+P4	-0.677429	-0.566419	0.469317
+P6	-0.635538	-0.741757	0.214217
+P8	-0.587328	-0.804543	-0.088070
+PO9	-0.723570	0.512506	-0.462368
+PO7	-0.808151	0.584789	-0.070094
+PO3	-0.895923	0.370371	0.245250
+POZ	-0.929707	-0.000000	0.368300
+PO4	-0.895923	-0.370371	0.245250
+PO8	-0.808461	-0.584368	-0.070032
+PO10	-0.724058	-0.512093	-0.462061
+O1	-0.950379	0.307514	-0.047075
+OZ	-0.999779	-0.000000	-0.021016
+O2	-0.950379	-0.307514	-0.047075
+LEYE	0.670689	0.674304	-0.309017
+REYE	0.809995	-0.295999	-0.506254
diff --git a/datasets/eeg_ds004117s_hed_sternberg/sub-001/ses-01/eeg/sub-001_ses-01_task-WorkingMemory_run-1_events.tsv b/datasets/eeg_ds004117s_hed_sternberg/sub-001/ses-01/eeg/sub-001_ses-01_task-WorkingMemory_run-1_events.tsv
new file mode 100644
index 0000000..0dae07a
--- /dev/null
+++ b/datasets/eeg_ds004117s_hed_sternberg/sub-001/ses-01/eeg/sub-001_ses-01_task-WorkingMemory_run-1_events.tsv
@@ -0,0 +1,351 @@
+onset	duration	sample	event_type	task_role	letter	trial	memory_cond	value
+5.716	1257.05	1430	show_cross	fixate	+	1	3	nonWM
+10.9622210133	305.95	2742	show_letter	to_ignore	D	1	3	gD
+12.4039267879	305.725	3102	show_letter	to_ignore	M	1	3	gM
+13.844732559	305.95	3462	show_letter	to_ignore	B	1	3	gB
+15.286538334	305.95	3823	show_letter	to_remember	Y	1	3	Y
+16.728344109	305.95	4183	show_letter	to_ignore	H	1	3	gH
+18.1701498841	305.7	4544	show_letter	to_remember	Q	1	3	Q
+19.6109556551	305.95	4904	show_letter	to_remember	C	1	3	C
+21.0529614309	305.9	5264	show_letter	to_ignore	G	1	3	gG
+22.4944672047	842.125	5625	show_dash	work_memory	-	1	3	WM
+26.0809815702	305.95	6521	show_letter	probe_target	C	1	3	rC
+27.4389870096	0.0	6861	right_click	remembered_correct	n/a	1	3	1
+27.8390886122	0.0	6961	sound_beep	feedback_correct	n/a	1	3	correct
+30.4180989422	0.0	7606	right_click	indicate_ready	n/a	1	3	1
+30.4392990271	1257.075	7611	show_cross	fixate	+	2	7	nonWM
+35.6855200404	305.95	8922	show_letter	to_remember	J	2	7	J
+37.1274258158	305.925	9283	show_letter	to_remember	C	2	7	C
+38.5691315905	305.7	9643	show_letter	to_remember	F	2	7	F
+40.0099373615	305.95	10003	show_letter	to_remember	M	2	7	M
+41.4517431365	305.95	10364	show_letter	to_ignore	L	2	7	gL
+42.8934489112	305.95	10724	show_letter	to_remember	K	2	7	K
+44.3342546822	305.95	11085	show_letter	to_remember	Q	2	7	Q
+45.7760604572	305.95	11445	show_letter	to_remember	W	2	7	W
+47.2178662322	569.925	11805	show_dash	work_memory	-	2	7	WM
+49.7154762362	276.475	12430	show_letter	probe_not_shown	B	2	7	rB
+50.7969805681	0.0	12700	left_click	ignored_correct	n/a	2	7	255
+51.1970821707	0.0	12800	sound_beep	feedback_correct	n/a	2	7	correct
+53.4069910223	0.0	13353	right_click	indicate_ready	n/a	2	7	1
+53.4359911384	1257.3	13360	show_cross	fixate	+	3	3	nonWM
+58.6832121557	305.7	14672	show_letter	to_ignore	D	3	3	gD
+60.1239179263	305.975	15032	show_letter	to_remember	Y	3	3	Y
+61.5657237014	306.0	15392	show_letter	to_ignore	T	3	3	gT
+63.0076294768	305.925	15753	show_letter	to_ignore	J	3	3	gJ
+64.4493352514	305.675	16113	show_letter	to_ignore	M	3	3	gM
+65.8901410225	305.95	16474	show_letter	to_remember	K	3	3	K
+67.3319467975	305.95	16834	show_letter	to_remember	B	3	3	B
+68.7736525721	305.7	17194	show_letter	to_ignore	F	3	3	gF
+70.2144583432	813.125	17555	show_dash	work_memory	-	3	3	WM
+73.684972244	280.725	18422	show_letter	probe_target	B	3	3	rB
+74.7876766608	0.0	18698	right_click	remembered_correct	n/a	3	3	1
+75.1878782638	0.0	18798	sound_beep	feedback_correct	n/a	3	3	correct
+75.9476813071	0.0	18988	left_click	indicate_ready	n/a	3	3	255
+75.9805814389	1257.325	18996	show_cross	fixate	+	4	7	nonWM
+81.2269024526	305.95	20308	show_letter	to_ignore	C	4	7	gC
+82.6686082272	305.975	20668	show_letter	to_remember	Z	4	7	Z
+84.1104140022	305.925	21029	show_letter	to_remember	L	4	7	L
+85.5522197773	305.7	21389	show_letter	to_remember	K	4	7	K
+86.9930255483	305.95	21749	show_letter	to_remember	R	4	7	R
+88.4348313233	305.95	22110	show_letter	to_remember	G	4	7	G
+89.8767370988	305.925	22470	show_letter	to_remember	B	4	7	B
+91.318342873	305.725	22831	show_letter	to_remember	T	4	7	T
+92.759148644	519.675	23191	show_dash	work_memory	-	4	7	WM
+95.0558578433	276.45	23765	show_letter	probe_target	Z	4	7	rZ
+96.142062194	0.0	24037	right_click	remembered_correct	n/a	4	7	1
+96.542263797	0.0	24137	sound_beep	feedback_correct	n/a	4	7	correct
+99.7538766608	0.0	24939	right_click	indicate_ready	n/a	4	7	1
+99.7821767742	1257.3	24947	show_cross	fixate	+	5	7	nonWM
+105.0293977915	305.7	26258	show_letter	to_remember	X	5	7	X
+106.4701035621	305.975	26619	show_letter	to_ignore	C	5	7	gC
+107.9119093371	305.975	26979	show_letter	to_remember	J	5	7	J
+109.3538151126	305.925	27339	show_letter	to_remember	H	5	7	H
+110.7955208872	305.7	27700	show_letter	to_remember	N	5	7	N
+112.2363266582	305.95	28060	show_letter	to_remember	D	5	7	D
+113.6781324333	305.975	28421	show_letter	to_remember	P	5	7	P
+115.1198382079	305.975	28781	show_letter	to_remember	S	5	7	S
+116.5606439789	884.375	29141	show_dash	work_memory	-	5	7	WM
+120.3161590213	305.7	30080	show_letter	probe_not_shown	L	5	7	rL
+121.7145646225	0.0	30430	left_click	ignored_correct	n/a	5	7	255
+122.1146662251	0.0	30530	sound_beep	feedback_correct	n/a	5	7	correct
+122.8481691631	0.0	30713	right_click	indicate_ready	n/a	5	7	1
+122.8807692937	1257.05	30721	show_cross	fixate	+	6	3	nonWM
+128.1269903069	305.95	32033	show_letter	to_ignore	F	6	3	gF
+129.567796078	305.95	32393	show_letter	to_ignore	B	6	3	gB
+131.0095018526	305.975	32753	show_letter	to_ignore	C	6	3	gC
+132.4513076276	305.975	33114	show_letter	to_remember	R	6	3	R
+133.8931134027	305.7	33474	show_letter	to_remember	M	6	3	M
+135.3339191737	305.95	33834	show_letter	to_ignore	J	6	3	gJ
+136.7757249487	305.95	34195	show_letter	to_ignore	H	6	3	gH
+138.2176307242	305.925	34555	show_letter	to_remember	T	6	3	T
+139.6592364984	578.175	34916	show_dash	work_memory	-	6	3	WM
+142.1899466349	293.2	35548	show_letter	probe_not_shown	S	6	3	rS
+143.3325512115	0.0	35834	left_click	ignored_correct	n/a	6	3	255
+143.7326528141	0.0	35934	sound_beep	feedback_correct	n/a	6	3	correct
+145.7843610321	0.0	36447	right_click	indicate_ready	n/a	6	3	1
+145.8103611362	1257.075	36454	show_cross	fixate	+	7	3	nonWM
+151.0565821495	305.95	37765	show_letter	to_ignore	S	7	3	gS
+152.4983879245	305.95	38126	show_letter	to_remember	Z	7	3	Z
+153.9401936996	305.7	38486	show_letter	to_remember	F	7	3	F
+155.3809994706	305.95	38846	show_letter	to_ignore	D	7	3	gD
+156.8227052452	305.975	39207	show_letter	to_ignore	G	7	3	gG
+158.2646110207	305.95	39567	show_letter	to_remember	W	7	3	W
+159.7063167953	305.7	39928	show_letter	to_ignore	V	7	3	gV
+161.1471225663	305.95	40288	show_letter	to_ignore	Q	7	3	gQ
+162.5889283414	787.875	40648	show_dash	work_memory	-	7	3	WM
+165.9584418377	255.45	41491	show_letter	probe_not_shown	L	7	3	rL
+166.9540458255	0.0	41740	left_click	ignored_correct	n/a	7	3	255
+167.354147428	0.0	41840	sound_beep	feedback_correct	n/a	7	3	correct
+171.0931624043	0.0	42774	right_click	indicate_ready	n/a	7	3	1
+171.1206625145	1257.05	42781	show_cross	fixate	+	8	3	nonWM
+176.3668835278	305.95	44093	show_letter	to_ignore	J	8	3	gJ
+177.8086893028	305.95	44453	show_letter	to_ignore	C	8	3	gC
+179.2504950779	305.7	44814	show_letter	to_ignore	L	8	3	gL
+180.6912008485	305.975	45174	show_letter	to_remember	S	8	3	S
+182.1330066235	306.0	45534	show_letter	to_remember	G	8	3	G
+183.5748123985	305.95	45895	show_letter	to_remember	V	8	3	V
+185.0166181736	305.7	46255	show_letter	to_ignore	R	8	3	gR
+186.4574239446	305.95	46615	show_letter	to_ignore	T	8	3	gT
+187.8992297196	557.4	46976	show_dash	work_memory	-	8	3	WM
+190.3468395233	305.7	47588	show_letter	probe_target	V	8	3	rV
+191.8413455095	0.0	47961	right_click	remembered_correct	n/a	8	3	1
+192.241447112	0.0	48061	sound_beep	feedback_correct	n/a	8	3	correct
+196.3759636725	0.0	49095	left_click	indicate_ready	n/a	8	3	255
+196.3969637566	1257.3	49100	show_cross	fixate	+	9	3	nonWM
+201.6441847739	305.7	50412	show_letter	to_remember	Q	9	3	Q
+203.0849905449	305.95	50772	show_letter	to_ignore	P	9	3	gP
+204.5266963196	306.0	51133	show_letter	to_remember	J	9	3	J
+205.968602095	305.95	51493	show_letter	to_ignore	T	9	3	gT
+207.4103078696	305.7	51854	show_letter	to_ignore	Z	9	3	gZ
+208.8511136407	305.95	52214	show_letter	to_ignore	K	9	3	gK
+210.2929194157	305.95	52574	show_letter	to_remember	D	9	3	D
+211.7347251907	305.7	52935	show_letter	to_ignore	C	9	3	gC
+213.1755309617	745.875	53295	show_dash	work_memory	-	9	3	WM
+216.3770437851	305.95	54095	show_letter	probe_target	J	9	3	rJ
+217.5723485728	0.0	54394	right_click	remembered_correct	n/a	9	3	1
+217.9724501754	0.0	54494	sound_beep	feedback_correct	n/a	9	3	correct
+223.2932714875	0.0	55824	right_click	indicate_ready	n/a	9	3	1
+223.3169715824	1257.05	55830	show_cross	fixate	+	10	3	nonWM
+228.5631925957	305.975	57142	show_letter	to_remember	P	10	3	P
+230.0049983708	305.7	57502	show_letter	to_ignore	T	10	3	gT
+231.4458041418	305.95	57862	show_letter	to_ignore	Z	10	3	gZ
+232.8876099168	305.95	58223	show_letter	to_ignore	Q	10	3	gQ
+234.3295156923	305.925	58583	show_letter	to_remember	V	10	3	V
+235.7711214665	305.725	58944	show_letter	to_ignore	B	10	3	gB
+237.2119272375	305.95	59304	show_letter	to_remember	X	10	3	X
+238.6537330125	305.975	59664	show_letter	to_ignore	G	10	3	gG
+240.0955387876	678.9	60025	show_dash	work_memory	-	10	3	WM
+243.0280505335	305.975	60758	show_letter	probe_target	V	10	3	rV
+244.2261553324	0.0	61058	right_click	remembered_correct	n/a	10	3	1
+244.626256935	0.0	61158	sound_beep	feedback_correct	n/a	10	3	correct
+253.9807944038	0.0	63496	right_click	indicate_ready	n/a	10	3	1
+254.0074945107	1257.05	63503	show_cross	fixate	+	11	5	nonWM
+259.253715524	305.95	64814	show_letter	to_remember	L	11	5	L
+260.6955212991	305.95	65175	show_letter	to_ignore	G	11	5	gG
+262.1373270741	305.7	65535	show_letter	to_remember	Q	11	5	Q
+263.5780328447	305.975	65896	show_letter	to_remember	F	11	5	F
+265.0198386198	305.95	66256	show_letter	to_remember	Z	11	5	Z
+266.4617443952	305.925	66616	show_letter	to_remember	T	11	5	T
+267.9034501698	305.7	66977	show_letter	to_ignore	R	11	5	gR
+269.3442559409	305.95	67337	show_letter	to_ignore	M	11	5	gM
+270.7860617159	926.1	67698	show_dash	work_memory	-	11	5	WM
+274.7085774272	255.425	68678	show_letter	probe_target	L	11	5	rL
+275.704681417	0.0	68927	right_click	remembered_correct	n/a	11	5	1
+276.1047830196	0.0	69027	sound_beep	feedback_correct	n/a	11	5	correct
+284.1673153134	0.0	71043	right_click	indicate_ready	n/a	11	5	1
+284.1950154243	1257.325	71050	show_cross	fixate	+	12	5	nonWM
+289.4422364416	305.725	72362	show_letter	to_ignore	S	12	5	gS
+290.8830422127	305.95	72722	show_letter	to_remember	C	12	5	C
+292.3248479877	305.975	73082	show_letter	to_remember	G	12	5	G
+293.7666537627	305.95	73443	show_letter	to_remember	P	12	5	P
+295.2074595337	305.95	73803	show_letter	to_ignore	F	12	5	gF
+296.6492653088	305.95	74163	show_letter	to_remember	M	12	5	M
+298.0909710834	305.95	74524	show_letter	to_ignore	J	12	5	gJ
+299.5327768584	305.7	74884	show_letter	to_remember	L	12	5	L
+300.9735826295	750.15	75244	show_dash	work_memory	-	12	5	WM
+304.192095521	247.225	76049	show_letter	probe_target	G	12	5	rG
+305.1525993682	0.0	76289	right_click	remembered_correct	n/a	12	5	1
+305.5527009707	0.0	76389	sound_beep	feedback_correct	n/a	12	5	correct
+310.1354193264	0.0	77535	right_click	indicate_ready	n/a	12	5	1
+310.1592194218	1257.075	77541	show_cross	fixate	+	13	5	nonWM
+315.4054404351	305.95	78852	show_letter	to_ignore	B	13	5	gB
+316.8472462101	305.95	79213	show_letter	to_ignore	H	13	5	gH
+318.2890519851	305.95	79573	show_letter	to_remember	D	13	5	D
+319.7308577602	305.7	79934	show_letter	to_remember	R	13	5	R
+321.1716635312	305.95	80294	show_letter	to_remember	N	13	5	N
+322.6133693058	305.975	80654	show_letter	to_remember	Z	13	5	Z
+324.0551750809	305.7	81015	show_letter	to_remember	V	13	5	V
+325.4959808519	305.95	81375	show_letter	to_ignore	L	13	5	gL
+326.9377866269	750.125	81735	show_dash	work_memory	-	13	5	WM
+330.1563995188	201.2	82540	show_letter	probe_target	R	13	5	rR
+330.936402643	0.0	82735	right_click	remembered_correct	n/a	13	5	1
+331.3365042456	0.0	82835	sound_beep	feedback_correct	n/a	13	5	correct
+340.9545427699	0.0	85240	right_click	indicate_ready	n/a	13	5	1
+340.9847428908	1257.075	85247	show_cross	fixate	+	14	7	nonWM
+346.2308639037	305.975	86559	show_letter	to_remember	W	14	7	W
+347.6716696747	305.975	86919	show_letter	to_remember	Z	14	7	Z
+349.1134754498	305.95	87279	show_letter	to_remember	V	14	7	V
+350.5552812248	305.95	87640	show_letter	to_remember	D	14	7	D
+351.9970869998	305.7	88000	show_letter	to_ignore	F	14	7	gF
+353.4378927709	305.95	88360	show_letter	to_remember	X	14	7	X
+354.8796985459	305.975	88721	show_letter	to_remember	M	14	7	M
+356.3215043209	305.95	89081	show_letter	to_remember	Y	14	7	Y
+357.7632100956	620.175	89442	show_dash	work_memory	-	14	7	WM
+360.4618209046	309.95	90116	show_letter	probe_not_shown	G	14	7	rG
+361.6767257708	0.0	90420	left_click	ignored_correct	n/a	14	7	255
+362.0769273738	0.0	90520	sound_beep	feedback_correct	n/a	14	7	correct
+369.4016567124	0.0	92351	right_click	indicate_ready	n/a	14	7	1
+369.4285568201	1257.3	92358	show_cross	fixate	+	15	3	nonWM
+374.6757778374	305.7	93670	show_letter	to_ignore	J	15	3	gJ
+376.1165836085	305.95	94030	show_letter	to_ignore	Q	15	3	gQ
+377.5582893831	306.0	94391	show_letter	to_remember	D	15	3	D
+379.0000951581	305.975	94751	show_letter	to_remember	H	15	3	H
+380.4419009332	305.7	95111	show_letter	to_ignore	X	15	3	gX
+381.8827067042	305.95	95472	show_letter	to_remember	G	15	3	G
+383.3245124792	305.95	95832	show_letter	to_ignore	C	15	3	gC
+384.7663182542	305.7	96193	show_letter	to_ignore	W	15	3	gW
+386.2071240253	838.1	96553	show_dash	work_memory	-	15	3	WM
+389.7775383263	196.975	97445	show_letter	probe_target	D	15	3	rD
+390.5458414036	0.0	97637	right_click	remembered_correct	n/a	15	3	1
+390.9460430066	0.0	97738	sound_beep	feedback_correct	n/a	15	3	correct
+399.2461762521	0.0	99813	right_click	indicate_ready	n/a	15	3	1
+399.2651763282	1257.05	99817	show_cross	fixate	+	16	5	nonWM
+404.5115973423	305.9	101129	show_letter	to_remember	K	16	5	K
+405.9532031165	305.7	101489	show_letter	to_ignore	W	16	5	gW
+407.3940088876	305.95	101850	show_letter	to_remember	Z	16	5	Z
+408.8357146622	305.95	102210	show_letter	to_ignore	Q	16	5	gQ
+410.2775204372	305.95	102570	show_letter	to_remember	D	16	5	D
+411.7193262123	305.7	102931	show_letter	to_remember	C	16	5	C
+413.1601319833	305.95	103291	show_letter	to_ignore	M	16	5	gM
+414.6019377583	305.95	103651	show_letter	to_remember	P	16	5	P
+416.0436435329	599.175	104012	show_dash	work_memory	-	16	5	WM
+418.6583540059	305.95	104666	show_letter	probe_not_shown	J	16	5	rJ
+420.1269598883	0.0	105033	left_click	ignored_correct	n/a	16	5	255
+420.5270614909	0.0	105133	sound_beep	feedback_correct	n/a	16	5	correct
+425.9799833321	0.0	106496	right_click	indicate_ready	n/a	16	5	1
+426.000183413	1257.075	106501	show_cross	fixate	+	17	5	nonWM
+431.2466044271	305.9	107813	show_letter	to_remember	D	17	5	D
+432.6882102014	305.7	108173	show_letter	to_ignore	C	17	5	gC
+434.1290159724	305.95	108533	show_letter	to_remember	L	17	5	L
+435.5708217474	305.95	108894	show_letter	to_remember	S	17	5	S
+437.0126275224	305.95	109254	show_letter	to_remember	J	17	5	J
+438.4533332931	305.975	109614	show_letter	to_ignore	K	17	5	gK
+439.8951390681	305.975	109975	show_letter	to_remember	H	17	5	H
+441.3369448431	305.95	110335	show_letter	to_ignore	V	17	5	gV
+442.7787506182	863.125	110696	show_dash	work_memory	-	17	5	WM
+446.4492653201	234.7	111613	show_letter	probe_target	L	17	5	rL
+447.3618689755	0.0	111841	right_click	remembered_correct	n/a	17	5	1
+447.7621705788	0.0	111942	sound_beep	feedback_correct	n/a	17	5	correct
+450.156480169	0.0	112540	left_click	indicate_ready	n/a	17	5	255
+450.18668029	1257.3	112548	show_cross	fixate	+	18	7	nonWM
+455.4339013073	305.7	113859	show_letter	to_remember	W	18	7	W
+456.8747070783	305.95	114220	show_letter	to_remember	K	18	7	K
+458.3165128534	305.975	114580	show_letter	to_remember	M	18	7	M
+459.758218628	305.975	114941	show_letter	to_remember	C	18	7	C
+461.199024399	305.95	115301	show_letter	to_remember	Q	18	7	Q
+462.6408301741	305.95	115661	show_letter	to_ignore	G	18	7	gG
+464.0826359491	305.95	116022	show_letter	to_remember	B	18	7	B
+465.5244417241	305.7	116382	show_letter	to_remember	T	18	7	T
+466.9651474948	578.45	116742	show_dash	work_memory	-	18	7	WM
+469.4968576353	293.2	117375	show_letter	probe_target	B	18	7	rB
+470.6416622207	0.0	117661	right_click	remembered_correct	n/a	18	7	1
+471.0418638237	0.0	117761	sound_beep	feedback_correct	n/a	18	7	correct
+472.7507706686	0.0	118189	left_click	indicate_ready	n/a	18	7	255
+472.7823707952	1257.075	118197	show_cross	fixate	+	19	5	nonWM
+478.0285918085	305.95	119508	show_letter	to_remember	M	19	5	M
+479.4693975795	305.95	119868	show_letter	to_ignore	G	19	5	gG
+480.9110033537	306.0	120229	show_letter	to_remember	L	19	5	L
+482.3529091291	305.975	120589	show_letter	to_remember	Z	19	5	Z
+483.7947149042	305.7	120950	show_letter	to_remember	B	19	5	B
+485.2355206752	305.95	121310	show_letter	to_remember	Y	19	5	Y
+486.6773264502	305.95	121670	show_letter	to_ignore	R	19	5	gR
+488.1191322253	305.95	122031	show_letter	to_ignore	C	19	5	gC
+489.5609380003	603.4	122391	show_dash	work_memory	-	19	5	WM
+492.1924485406	305.725	123049	show_letter	probe_not_shown	T	19	5	rT
+493.5260538822	0.0	123383	left_click	ignored_correct	n/a	19	5	255
+493.9261554848	0.0	123483	sound_beep	feedback_correct	n/a	19	5	correct
+498.2189726793	0.0	124556	right_click	indicate_ready	n/a	19	5	1
+498.2425727739	1257.325	124562	show_cross	fixate	+	20	5	nonWM
+503.4898937916	305.7	125873	show_letter	to_remember	K	20	5	K
+504.9305995622	305.975	126234	show_letter	to_ignore	C	20	5	gC
+506.3724053372	305.975	126594	show_letter	to_remember	J	20	5	J
+507.8142111123	305.95	126955	show_letter	to_ignore	Y	20	5	gY
+509.2550168833	305.95	127315	show_letter	to_remember	L	20	5	L
+510.6968226583	305.95	127675	show_letter	to_remember	D	20	5	D
+512.1385284329	305.975	128036	show_letter	to_remember	M	20	5	M
+513.580334208	305.7	128396	show_letter	to_ignore	S	20	5	gS
+515.021139979	515.425	128756	show_dash	work_memory	-	20	5	WM
+517.3008491102	284.95	129326	show_letter	probe_target	J	20	5	rJ
+518.4144535706	0.0	129605	left_click	ignored_incorrect	n/a	20	5	255
+518.814755174	0.0	129705	sound_buzz	feedback_incorrect	n/a	20	5	wrong
+522.1318684604	0.0	130534	right_click	indicate_ready	n/a	20	5	1
+522.1620685814	1257.075	130542	show_cross	fixate	+	21	5	nonWM
+527.4082895947	305.975	131853	show_letter	to_remember	K	21	5	K
+528.8501953701	305.925	132214	show_letter	to_ignore	Z	21	5	gZ
+530.2919011448	305.7	132574	show_letter	to_remember	J	21	5	J
+531.7327069158	305.95	132934	show_letter	to_remember	V	21	5	V
+533.1745126908	305.975	133295	show_letter	to_remember	R	21	5	R
+534.6162184654	305.975	133655	show_letter	to_ignore	H	21	5	gH
+536.0570242365	305.95	134015	show_letter	to_ignore	M	21	5	gM
+537.4988300115	305.95	134376	show_letter	to_remember	S	21	5	S
+538.9406357865	754.125	134736	show_dash	work_memory	-	21	5	WM
+542.1751487421	243.225	135545	show_letter	probe_target	R	21	5	rR
+543.1180525188	0.0	135781	right_click	remembered_correct	n/a	21	5	1
+543.5182541218	0.0	135881	sound_beep	feedback_correct	n/a	21	5	correct
+544.990060017	0.0	136249	left_click	indicate_ready	n/a	21	5	255
+545.0087600919	1257.075	136253	show_cross	fixate	+	22	7	nonWM
+550.2549811052	305.95	137565	show_letter	to_ignore	X	22	7	gX
+551.6957868762	305.95	137925	show_letter	to_remember	J	22	7	J
+553.1374926509	305.975	138285	show_letter	to_remember	N	22	7	N
+554.5792984259	305.975	138646	show_letter	to_remember	R	22	7	R
+556.0211042009	305.7	139006	show_letter	to_remember	S	22	7	S
+557.4619099719	305.95	139366	show_letter	to_remember	V	22	7	V
+558.903715747	305.95	139727	show_letter	to_remember	Y	22	7	Y
+560.3456215224	305.925	140087	show_letter	to_remember	H	22	7	H
+561.787327297	536.15	140448	show_dash	work_memory	-	22	7	WM
+564.1499367603	272.45	141038	show_letter	probe_not_shown	C	22	7	rC
+565.2116410128	0.0	141304	left_click	ignored_correct	n/a	22	7	255
+565.6118426158	0.0	141404	sound_beep	feedback_correct	n/a	22	7	correct
+568.2436531573	0.0	142062	right_click	indicate_ready	n/a	22	7	1
+568.2733532763	1257.3	142069	show_cross	fixate	+	23	7	nonWM
+573.5195742896	305.95	143381	show_letter	to_remember	W	23	7	W
+574.9613800646	305.95	143741	show_letter	to_ignore	T	23	7	gT
+576.4031858396	305.95	144102	show_letter	to_remember	M	23	7	M
+577.8448916143	305.725	144462	show_letter	to_remember	P	23	7	P
+579.2856973853	305.95	144822	show_letter	to_remember	G	23	7	G
+580.7275031603	305.95	145183	show_letter	to_remember	H	23	7	H
+582.1694089358	305.925	145543	show_letter	to_remember	Z	23	7	Z
+583.6111147104	305.7	145904	show_letter	to_remember	N	23	7	N
+585.051820481	766.9	146264	show_dash	work_memory	-	23	7	WM
+588.3374336413	201.2	147085	show_letter	probe_target	M	23	7	rM
+589.1246367943	0.0	147282	right_click	remembered_correct	n/a	23	7	1
+589.5247383969	0.0	147382	sound_beep	feedback_correct	n/a	23	7	correct
+592.5256504168	0.0	148132	left_click	indicate_ready	n/a	23	7	255
+592.5447504933	1257.05	148137	show_cross	fixate	+	24	5	nonWM
+597.7909715066	305.95	149449	show_letter	to_ignore	Z	24	5	gZ
+599.2327772816	305.95	149809	show_letter	to_remember	T	24	5	T
+600.6745830567	305.7	150170	show_letter	to_remember	M	24	5	M
+602.1153888277	305.95	150530	show_letter	to_remember	S	24	5	S
+603.5571946027	305.95	150890	show_letter	to_ignore	Y	24	5	gY
+604.9989003774	305.7	151251	show_letter	to_remember	V	24	5	V
+606.4397061484	305.95	151611	show_letter	to_remember	N	24	5	N
+607.8815119234	305.95	151971	show_letter	to_ignore	H	24	5	gH
+609.3233176985	544.675	152332	show_dash	work_memory	-	24	5	WM
+611.7199272979	297.45	152931	show_letter	probe_not_shown	Q	24	5	rQ
+612.8792319414	0.0	153221	left_click	ignored_correct	n/a	24	5	255
+613.2793335439	0.0	153321	sound_beep	feedback_correct	n/a	24	5	correct
+615.3838419734	0.0	153847	right_click	indicate_ready	n/a	24	5	1
+615.4074420679	1257.3	153853	show_cross	fixate	+	25	7	nonWM
+620.6536630812	305.95	155164	show_letter	to_remember	T	25	7	T
+622.0954688562	305.95	155525	show_letter	to_ignore	H	25	7	gH
+623.5371746309	305.95	155885	show_letter	to_remember	X	25	7	X
+624.9789804059	305.7	156246	show_letter	to_remember	S	25	7	S
+626.4197861769	305.95	156606	show_letter	to_remember	W	25	7	W
+627.861591952	305.95	156966	show_letter	to_remember	Q	25	7	Q
+629.303397727	305.95	157327	show_letter	to_remember	K	25	7	K
+630.7451035016	305.725	157687	show_letter	to_remember	D	25	7	D
+632.1859092727	582.425	158047	show_dash	work_memory	-	25	7	WM
+634.7336194773	284.95	158684	show_letter	probe_not_shown	F	25	7	rF
+635.8431239213	0.0	158962	left_click	ignored_correct	n/a	25	7	255
+636.2432255239	0.0	159062	sound_beep	feedback_correct	n/a	25	7	correct
+642.3288498993	0.0	160583	right_click	indicate_ready	n/a	25	7	1
diff --git a/datasets/eeg_ds004117s_hed_sternberg/sub-001/ses-01/eeg/sub-001_ses-01_task-WorkingMemory_run-2_channels.tsv b/datasets/eeg_ds004117s_hed_sternberg/sub-001/ses-01/eeg/sub-001_ses-01_task-WorkingMemory_run-2_channels.tsv
new file mode 100644
index 0000000..8ae999a
--- /dev/null
+++ b/datasets/eeg_ds004117s_hed_sternberg/sub-001/ses-01/eeg/sub-001_ses-01_task-WorkingMemory_run-2_channels.tsv
@@ -0,0 +1,72 @@
+name	type	units
+FP1	EEG	microV
+FPZ	EEG	microV
+FP2	EEG	microV
+AF7	EEG	microV
+AF3	EEG	microV
+AFZ	EEG	microV
+AF4	EEG	microV
+AF8	EEG	microV
+F9	EEG	microV
+F7	EEG	microV
+F5	EEG	microV
+F3	EEG	microV
+F1	EEG	microV
+FZ	EEG	microV
+F2	EEG	microV
+F4	EEG	microV
+F6	EEG	microV
+F8	EEG	microV
+F10	EEG	microV
+FT9	EEG	microV
+FT7	EEG	microV
+FC5	EEG	microV
+FC3	EEG	microV
+FC1	EEG	microV
+FCZ	EEG	microV
+FC2	EEG	microV
+FC4	EEG	microV
+FC6	EEG	microV
+FT8	EEG	microV
+FT10	EEG	microV
+T7	EEG	microV
+C5	EEG	microV
+C3	EEG	microV
+C1	EEG	microV
+CZ	EEG	microV
+C2	EEG	microV
+C4	EEG	microV
+C6	EEG	microV
+T8	EEG	microV
+TP9	EEG	microV
+TP7	EEG	microV
+CP5	EEG	microV
+CP3	EEG	microV
+CP1	EEG	microV
+CPZ	EEG	microV
+CP2	EEG	microV
+CP4	EEG	microV
+CP6	EEG	microV
+TP8	EEG	microV
+TP10	EEG	microV
+P7	EEG	microV
+P5	EEG	microV
+P3	EEG	microV
+P1	EEG	microV
+PZ	EEG	microV
+P2	EEG	microV
+P4	EEG	microV
+P6	EEG	microV
+P8	EEG	microV
+PO9	EEG	microV
+PO7	EEG	microV
+PO3	EEG	microV
+POZ	EEG	microV
+PO4	EEG	microV
+PO8	EEG	microV
+PO10	EEG	microV
+O1	EEG	microV
+OZ	EEG	microV
+O2	EEG	microV
+LEYE	EOG	microV
+REYE	EOG	microV
diff --git a/datasets/eeg_ds004117s_hed_sternberg/sub-001/ses-01/eeg/sub-001_ses-01_task-WorkingMemory_run-2_coordsystem.json b/datasets/eeg_ds004117s_hed_sternberg/sub-001/ses-01/eeg/sub-001_ses-01_task-WorkingMemory_run-2_coordsystem.json
new file mode 100644
index 0000000..564b437
--- /dev/null
+++ b/datasets/eeg_ds004117s_hed_sternberg/sub-001/ses-01/eeg/sub-001_ses-01_task-WorkingMemory_run-2_coordsystem.json
@@ -0,0 +1 @@
+{"EEGCoordinateUnits": "n/a", "EEGCoordinateSystem": "CTF", "EEGCoordinateSystemDescription": "EEGLAB"}
\ No newline at end of file
diff --git a/datasets/eeg_ds004117s_hed_sternberg/sub-001/ses-01/eeg/sub-001_ses-01_task-WorkingMemory_run-2_eeg.fdt b/datasets/eeg_ds004117s_hed_sternberg/sub-001/ses-01/eeg/sub-001_ses-01_task-WorkingMemory_run-2_eeg.fdt
new file mode 100644
index 0000000..e69de29
diff --git a/datasets/eeg_ds004117s_hed_sternberg/sub-001/ses-01/eeg/sub-001_ses-01_task-WorkingMemory_run-2_eeg.json b/datasets/eeg_ds004117s_hed_sternberg/sub-001/ses-01/eeg/sub-001_ses-01_task-WorkingMemory_run-2_eeg.json
new file mode 100644
index 0000000..a741659
--- /dev/null
+++ b/datasets/eeg_ds004117s_hed_sternberg/sub-001/ses-01/eeg/sub-001_ses-01_task-WorkingMemory_run-2_eeg.json
@@ -0,0 +1,11 @@
+{
+    "TaskName": "WorkingMemory",
+    "EEGReference": "common",
+    "RecordingType": "continuous",
+    "RecordingDuration": 615.048,
+    "SamplingFrequency": 250.0,
+    "EEGChannelCount": 69,
+    "EOGChannelCount": 2,
+    "PowerLineFrequency": 60,
+    "SoftwareFilters": "n/a"
+}
\ No newline at end of file
diff --git a/datasets/eeg_ds004117s_hed_sternberg/sub-001/ses-01/eeg/sub-001_ses-01_task-WorkingMemory_run-2_eeg.set b/datasets/eeg_ds004117s_hed_sternberg/sub-001/ses-01/eeg/sub-001_ses-01_task-WorkingMemory_run-2_eeg.set
new file mode 100644
index 0000000..e69de29
diff --git a/datasets/eeg_ds004117s_hed_sternberg/sub-001/ses-01/eeg/sub-001_ses-01_task-WorkingMemory_run-2_electrodes.tsv b/datasets/eeg_ds004117s_hed_sternberg/sub-001/ses-01/eeg/sub-001_ses-01_task-WorkingMemory_run-2_electrodes.tsv
new file mode 100644
index 0000000..92eba2b
--- /dev/null
+++ b/datasets/eeg_ds004117s_hed_sternberg/sub-001/ses-01/eeg/sub-001_ses-01_task-WorkingMemory_run-2_electrodes.tsv
@@ -0,0 +1,72 @@
+name	x	y	z
+FP1	0.950400	0.307447	-0.047075
+FPZ	0.999779	-0.000000	-0.021016
+FP2	0.950400	-0.307447	-0.047075
+AF7	0.808131	0.584817	-0.070094
+AF3	0.895916	0.370386	0.245250
+AFZ	0.929707	-0.000000	0.368300
+AF4	0.895916	-0.370386	0.245250
+AF8	0.808481	-0.584340	-0.070032
+F9	0.523344	0.702453	-0.482359
+F7	0.586723	0.804981	-0.088102
+F5	0.635738	0.741859	0.213266
+F3	0.677066	0.567060	0.469068
+F1	0.704860	0.306379	0.639769
+FZ	0.714575	-0.000000	0.699559
+F2	0.704399	-0.306179	0.640372
+F4	0.677459	-0.566383	0.469317
+F6	0.635602	-0.741701	0.214217
+F8	0.587370	-0.804512	-0.088070
+F10	0.523344	-0.702453	-0.482359
+FT9	0.274136	0.824420	-0.495158
+FT7	0.308323	0.945999	-0.100112
+FC5	0.338385	0.897025	0.284327
+FC3	0.364178	0.697349	0.617316
+FC1	0.381596	0.380598	0.842336
+FCZ	0.387380	-0.000000	0.921920
+FC2	0.381596	-0.380598	0.842336
+FC4	0.364178	-0.697349	0.617316
+FC6	0.338385	-0.897025	0.284327
+FT8	0.308323	-0.945999	-0.100112
+FT10	0.274136	-0.824420	-0.495158
+T7	0.000000	0.994572	-0.104049
+C5	0.000000	0.950959	0.309316
+C3	0.000000	0.743194	0.669076
+C1	0.000000	0.406325	0.913729
+CZ	0.000000	-0.000000	1.000000
+C2	0.000000	-0.407158	0.913358
+C4	0.000000	-0.743152	0.669123
+C6	0.000000	-0.950959	0.309316
+T8	0.000000	-0.994572	-0.104049
+TP9	-0.274093	0.824434	-0.495158
+TP7	-0.308290	0.946010	-0.100112
+CP5	-0.338416	0.897013	0.284327
+CP3	-0.364117	0.697381	0.617316
+CP1	-0.381563	0.380632	0.842336
+CPZ	-0.387380	-0.000000	0.921920
+CP2	-0.381563	-0.380632	0.842336
+CP4	-0.364117	-0.697381	0.617316
+CP6	-0.338416	-0.897013	0.284327
+TP8	-0.309282	-0.945690	-0.100080
+TP10	-0.274093	-0.824434	-0.495158
+P7	-0.586765	0.804950	-0.088102
+P5	-0.635673	0.741915	0.213266
+P3	-0.677037	0.567095	0.469068
+P1	-0.704876	0.306342	0.639769
+PZ	-0.714575	-0.000000	0.699559
+P2	-0.704415	-0.306142	0.640372
+P4	-0.677429	-0.566419	0.469317
+P6	-0.635538	-0.741757	0.214217
+P8	-0.587328	-0.804543	-0.088070
+PO9	-0.723570	0.512506	-0.462368
+PO7	-0.808151	0.584789	-0.070094
+PO3	-0.895923	0.370371	0.245250
+POZ	-0.929707	-0.000000	0.368300
+PO4	-0.895923	-0.370371	0.245250
+PO8	-0.808461	-0.584368	-0.070032
+PO10	-0.724058	-0.512093	-0.462061
+O1	-0.950379	0.307514	-0.047075
+OZ	-0.999779	-0.000000	-0.021016
+O2	-0.950379	-0.307514	-0.047075
+LEYE	0.670689	0.674304	-0.309017
+REYE	0.809995	-0.295999	-0.506254
diff --git a/datasets/eeg_ds004117s_hed_sternberg/sub-001/ses-01/eeg/sub-001_ses-01_task-WorkingMemory_run-2_events.tsv b/datasets/eeg_ds004117s_hed_sternberg/sub-001/ses-01/eeg/sub-001_ses-01_task-WorkingMemory_run-2_events.tsv
new file mode 100644
index 0000000..9072f9f
--- /dev/null
+++ b/datasets/eeg_ds004117s_hed_sternberg/sub-001/ses-01/eeg/sub-001_ses-01_task-WorkingMemory_run-2_events.tsv
@@ -0,0 +1,351 @@
+onset	duration	sample	event_type	task_role	letter	trial	memory_cond	value
+3.496	1257.05	875	show_cross	fixate	+	1	7	nonWM
+8.7421769854	305.95	2187	show_letter	to_remember	M	1	7	M
+10.1838706608	305.975	2547	show_letter	to_ignore	Q	1	7	gQ
+11.6246643402	305.95	2907	show_letter	to_remember	W	1	7	W
+13.0664580152	305.95	3268	show_letter	to_remember	B	1	7	B
+14.5082516901	305.95	3628	show_letter	to_remember	Z	1	7	Z
+15.9500453651	305.7	3989	show_letter	to_remember	D	1	7	D
+17.3907390449	305.975	4349	show_letter	to_remember	R	1	7	R
+18.8325327198	306.0	4709	show_letter	to_remember	L	1	7	L
+20.2743263948	770.9	5070	show_dash	work_memory	-	1	7	WM
+23.5758119114	184.475	5895	show_letter	probe_not_shown	Y	1	7	rY
+24.2923087682	0.0	6074	left_click	ignored_correct	n/a	1	7	255
+24.692407013	0.0	6174	sound_beep	feedback_correct	n/a	1	7	correct
+26.1642005564	0.0	6542	left_click	indicate_ready	n/a	1	7	255
+26.1914004371	1257.1	6549	show_cross	fixate	+	2	3	nonWM
+31.4375774225	305.95	7860	show_letter	to_remember	P	2	3	P
+32.8783711019	305.95	8221	show_letter	to_ignore	K	2	3	gK
+34.3201647768	305.95	8581	show_letter	to_remember	B	2	3	B
+35.7619584518	305.95	8941	show_letter	to_ignore	Y	2	3	gY
+37.2037521268	305.7	9302	show_letter	to_remember	D	2	3	D
+38.6444458065	305.975	9662	show_letter	to_ignore	M	2	3	gM
+40.0862394815	305.95	10023	show_letter	to_ignore	C	2	3	gC
+41.528133156	305.925	10383	show_letter	to_ignore	F	2	3	gF
+42.9698268314	783.375	10743	show_dash	work_memory	-	2	3	WM
+46.3213121287	155.225	11581	show_letter	probe_target	P	2	3	rP
+46.9135095308	0.0	11729	right_click	remembered_correct	n/a	2	3	1
+47.3137077752	0.0	11829	sound_beep	feedback_correct	n/a	2	3	correct
+47.9418050198	0.0	11986	left_click	indicate_ready	n/a	2	3	255
+47.9640049224	1257.325	11992	show_cross	fixate	+	3	5	nonWM
+53.2101819078	305.975	13304	show_letter	to_remember	V	3	5	V
+54.6519755828	305.95	13664	show_letter	to_ignore	C	3	5	gC
+56.0937692577	305.95	14024	show_letter	to_ignore	H	3	5	gH
+57.5355629327	305.7	14385	show_letter	to_remember	M	3	5	M
+58.9763566121	305.95	14745	show_letter	to_ignore	D	3	5	gD
+60.418150287	305.95	15106	show_letter	to_remember	Q	3	5	Q
+61.859943962	305.95	15466	show_letter	to_remember	Z	3	5	Z
+63.3016376374	305.7	15826	show_letter	to_remember	Y	3	5	Y
+64.7424313167	947.1	16187	show_dash	work_memory	-	3	5	WM
+68.7488137411	175.975	17188	show_letter	probe_not_shown	J	3	5	rJ
+69.4295107549	0.0	17358	left_click	ignored_correct	n/a	3	5	255
+69.8296089997	0.0	17458	sound_beep	feedback_correct	n/a	3	5	correct
+71.1696031212	0.0	17793	right_click	indicate_ready	n/a	3	5	1
+71.1954030081	1257.3	17800	show_cross	fixate	+	4	5	nonWM
+76.4426799887	305.675	19112	show_letter	to_remember	R	4	5	R
+77.8833736685	305.975	19472	show_letter	to_remember	C	4	5	C
+79.3251673434	305.95	19832	show_letter	to_ignore	X	4	5	gX
+80.767061018	305.925	20193	show_letter	to_remember	H	4	5	H
+82.2087546934	305.7	20553	show_letter	to_remember	N	4	5	N
+83.6494483731	305.975	20913	show_letter	to_remember	P	4	5	P
+85.0912420481	305.975	21274	show_letter	to_ignore	M	4	5	gM
+86.5330357231	305.95	21634	show_letter	to_ignore	L	4	5	gL
+87.9738294024	787.875	21994	show_dash	work_memory	-	4	5	WM
+91.3433146208	209.475	22837	show_letter	probe_target	P	4	5	rP
+92.1564110538	0.0	23040	left_click	ignored_incorrect	n/a	4	5	255
+92.5565092986	0.0	23140	sound_buzz	feedback_incorrect	n/a	4	5	wrong
+95.3465970587	0.0	23838	right_click	indicate_ready	n/a	4	5	1
+95.3656969749	1257.3	23842	show_cross	fixate	+	5	5	nonWM
+100.6128739559	305.7	25154	show_letter	to_ignore	H	5	5	gH
+102.0536676353	305.95	25514	show_letter	to_remember	T	5	5	T
+103.4954613103	305.95	25875	show_letter	to_remember	X	5	5	X
+104.9373549848	305.9	26235	show_letter	to_remember	V	5	5	V
+106.3789486606	305.7	26596	show_letter	to_ignore	F	5	5	gF
+107.81974234	305.95	26956	show_letter	to_remember	K	5	5	K
+109.2615360149	305.975	27316	show_letter	to_ignore	C	5	5	gC
+110.7033296899	305.95	27677	show_letter	to_remember	G	5	5	G
+112.1439233701	532.45	28037	show_dash	work_memory	-	5	5	WM
+114.490713075	268.2	28624	show_letter	probe_target	X	5	5	rX
+115.5425084608	0.0	28887	right_click	remembered_correct	n/a	5	5	1
+115.9426067056	0.0	28987	sound_beep	feedback_correct	n/a	5	5	correct
+119.7082901859	0.0	29928	left_click	indicate_ready	n/a	5	5	255
+119.737890056	1257.05	29935	show_cross	fixate	+	6	5	nonWM
+124.9840670414	305.95	31247	show_letter	to_remember	T	6	5	T
+126.4258607164	305.7	31607	show_letter	to_remember	Y	6	5	Y
+127.8666543958	305.95	31968	show_letter	to_remember	K	6	5	K
+129.3084480707	305.975	32328	show_letter	to_remember	Z	6	5	Z
+130.7502417457	305.95	32689	show_letter	to_remember	F	6	5	F
+132.1909354255	305.975	33049	show_letter	to_ignore	Q	6	5	gQ
+133.6327291004	305.95	33409	show_letter	to_ignore	G	6	5	gG
+135.0745227754	305.95	33770	show_letter	to_ignore	W	6	5	gW
+136.5163164504	921.85	34130	show_dash	work_memory	-	6	5	WM
+140.4216993178	213.725	35106	show_letter	probe_not_shown	L	6	5	rL
+141.2488956889	0.0	35313	left_click	ignored_correct	n/a	6	5	255
+141.6489939337	0.0	35413	sound_beep	feedback_correct	n/a	6	5	correct
+143.4108862044	0.0	35854	right_click	indicate_ready	n/a	6	5	1
+143.4381860847	1257.325	35861	show_cross	fixate	+	7	7	nonWM
+148.6843630701	305.975	37172	show_letter	to_remember	H	7	7	H
+150.1261567451	305.95	37533	show_letter	to_remember	D	7	7	D
+151.56795042	305.95	37893	show_letter	to_remember	W	7	7	W
+153.009744095	305.7	38253	show_letter	to_remember	Y	7	7	Y
+154.4505377744	305.95	38614	show_letter	to_ignore	K	7	7	gK
+155.8923314493	305.95	38974	show_letter	to_remember	P	7	7	P
+157.3341251243	305.925	39335	show_letter	to_remember	X	7	7	X
+158.7758187997	305.7	39695	show_letter	to_remember	V	7	7	V
+160.216612479	783.625	40055	show_dash	work_memory	-	7	7	WM
+163.5690977719	226.225	40893	show_letter	probe_target	X	7	7	rX
+164.4504939053	0.0	41114	right_click	remembered_correct	n/a	7	7	1
+164.8506921497	0.0	41214	sound_beep	feedback_correct	n/a	7	7	correct
+166.2697859242	0.0	41568	left_click	indicate_ready	n/a	7	7	255
+166.3016857843	1257.05	41576	show_cross	fixate	+	8	3	nonWM
+171.5479627693	305.925	42888	show_letter	to_remember	V	8	3	V
+172.9896564447	305.7	43248	show_letter	to_ignore	W	8	3	gW
+174.4303501245	305.975	43609	show_letter	to_ignore	S	8	3	gS
+175.8721437995	305.975	43969	show_letter	to_remember	R	8	3	R
+177.3139374744	305.95	44329	show_letter	to_ignore	B	8	3	gB
+178.7547311538	305.95	44690	show_letter	to_remember	N	8	3	N
+180.1965248287	305.95	45050	show_letter	to_ignore	P	8	3	gP
+181.6383185037	305.95	45411	show_letter	to_ignore	Z	8	3	gZ
+183.0801121787	967.85	45771	show_dash	work_memory	-	8	3	WM
+187.1693942393	263.975	46793	show_letter	probe_not_shown	X	8	3	rX
+188.2048896967	0.0	47052	left_click	ignored_correct	n/a	8	3	255
+188.6049879415	0.0	47152	sound_beep	feedback_correct	n/a	8	3	correct
+189.8922822942	0.0	47474	right_click	indicate_ready	n/a	8	3	1
+189.9179821815	1257.325	47480	show_cross	fixate	+	9	3	nonWM
+195.1651591625	305.7	48792	show_letter	to_remember	C	9	3	C
+196.6059528419	305.95	49152	show_letter	to_ignore	V	9	3	gV
+198.0477465168	305.975	49513	show_letter	to_ignore	W	9	3	gW
+199.4895401918	305.95	49873	show_letter	to_remember	H	9	3	H
+200.9312338672	305.725	50234	show_letter	to_ignore	N	9	3	gN
+202.3720275466	305.95	50594	show_letter	to_ignore	X	9	3	gX
+203.8138212215	305.95	50954	show_letter	to_remember	R	9	3	R
+205.2556148965	305.7	51315	show_letter	to_ignore	M	9	3	gM
+206.6964085758	561.675	51675	show_dash	work_memory	-	9	3	WM
+209.1609977639	238.725	52291	show_letter	probe_target	R	9	3	rR
+210.0871937007	0.0	52523	right_click	remembered_correct	n/a	9	3	1
+210.4873919451	0.0	52623	sound_beep	feedback_correct	n/a	9	3	correct
+213.8309772771	0.0	53459	left_click	indicate_ready	n/a	9	3	255
+213.8542771748	1257.125	53465	show_cross	fixate	+	10	7	nonWM
+219.1004541603	305.95	54776	show_letter	to_remember	W	10	7	W
+220.5422478352	305.7	55137	show_letter	to_remember	L	10	7	L
+221.9830415146	305.95	55497	show_letter	to_remember	D	10	7	D
+223.4248351896	305.95	55857	show_letter	to_remember	J	10	7	J
+224.8666288645	305.95	56218	show_letter	to_remember	C	10	7	C
+226.3083225399	305.7	56578	show_letter	to_ignore	F	10	7	gF
+227.7491162193	305.95	56938	show_letter	to_remember	V	10	7	V
+229.1908098947	305.975	57299	show_letter	to_remember	S	10	7	S
+230.6327035692	766.875	57659	show_dash	work_memory	-	10	7	WM
+233.9171891604	238.95	58480	show_letter	probe_target	S	10	7	rS
+234.8431850982	0.0	58712	right_click	remembered_correct	n/a	10	7	1
+235.2433833425	0.0	58812	sound_beep	feedback_correct	n/a	10	7	correct
+237.2950743419	0.0	59325	left_click	indicate_ready	n/a	10	7	255
+237.3206742296	1257.05	59331	show_cross	fixate	+	11	3	nonWM
+242.5669512146	305.925	60643	show_letter	to_ignore	D	11	3	gD
+244.0085448904	305.725	61003	show_letter	to_ignore	B	11	3	gB
+245.4493385698	305.95	61363	show_letter	to_ignore	G	11	3	gG
+246.8911322448	305.975	61724	show_letter	to_remember	J	11	3	J
+248.3329259197	305.95	62084	show_letter	to_ignore	W	11	3	gW
+249.7737195991	305.925	62444	show_letter	to_remember	L	11	3	L
+251.215513274	305.95	62805	show_letter	to_ignore	K	11	3	gK
+252.657306949	305.95	63165	show_letter	to_remember	C	11	3	C
+254.0990006244	569.925	63526	show_dash	work_memory	-	11	3	WM
+256.5956896716	196.95	64150	show_letter	probe_target	L	11	3	rL
+257.3581863266	0.0	64341	right_click	remembered_correct	n/a	11	3	1
+257.7582845714	0.0	64441	sound_beep	feedback_correct	n/a	11	3	correct
+258.623680775	0.0	64657	left_click	indicate_ready	n/a	11	3	255
+258.6412806978	1257.075	64661	show_cross	fixate	+	12	7	nonWM
+263.8875576828	305.95	65973	show_letter	to_ignore	P	12	7	gP
+265.3292513582	305.725	66333	show_letter	to_remember	W	12	7	W
+266.7700450375	305.95	66694	show_letter	to_remember	F	12	7	F
+268.2118387125	306.0	67054	show_letter	to_remember	S	12	7	S
+269.653732387	305.925	67414	show_letter	to_remember	Z	12	7	Z
+271.0954260624	305.7	67775	show_letter	to_remember	T	12	7	T
+272.5361197422	305.975	68135	show_letter	to_remember	K	12	7	K
+273.9779134172	305.975	68495	show_letter	to_remember	Q	12	7	Q
+275.4197070922	636.95	68856	show_dash	work_memory	-	12	7	WM
+278.1852949597	305.95	69547	show_letter	probe_not_shown	L	12	7	rL
+279.6883883658	0.0	69923	left_click	ignored_correct	n/a	12	7	255
+280.0884866106	0.0	70023	sound_beep	feedback_correct	n/a	12	7	correct
+284.4338675477	0.0	71109	right_click	indicate_ready	n/a	12	7	1
+284.4543674578	1257.075	71115	show_cross	fixate	+	13	7	nonWM
+289.7005444432	305.95	72426	show_letter	to_remember	B	13	7	B
+291.1422381186	305.7	72787	show_letter	to_remember	N	13	7	N
+292.583031798	305.975	73147	show_letter	to_remember	R	13	7	R
+294.024825473	305.95	73507	show_letter	to_remember	G	13	7	G
+295.4666191479	305.7	73868	show_letter	to_remember	Y	13	7	Y
+296.9074128273	305.95	74228	show_letter	to_remember	Z	13	7	Z
+298.3492065022	305.95	74588	show_letter	to_remember	M	13	7	M
+299.7909001777	305.975	74949	show_letter	to_ignore	X	13	7	gX
+301.2326938526	586.675	75309	show_dash	work_memory	-	13	7	WM
+303.797282602	234.475	75950	show_letter	probe_target	Z	13	7	rZ
+304.7078786073	0.0	76178	right_click	remembered_correct	n/a	13	7	1
+305.1079768521	0.0	76278	sound_beep	feedback_correct	n/a	13	7	correct
+311.4570489992	0.0	77865	left_click	indicate_ready	n/a	13	7	255
+311.490148854	1257.3	77874	show_cross	fixate	+	14	3	nonWM
+316.7363258394	305.95	79185	show_letter	to_remember	Y	14	3	Y
+318.1781195144	305.95	79546	show_letter	to_ignore	C	14	3	gC
+319.6199131893	305.95	79906	show_letter	to_ignore	P	14	3	gP
+321.0616068647	305.725	80266	show_letter	to_remember	K	14	3	K
+322.5024005441	305.95	80627	show_letter	to_ignore	R	14	3	gR
+323.9441942191	305.95	80987	show_letter	to_ignore	W	14	3	gW
+325.3860878936	305.925	81348	show_letter	to_ignore	H	14	3	gH
+326.827781569	305.7	81708	show_letter	to_remember	L	14	3	L
+328.2684752488	871.625	82068	show_dash	work_memory	-	14	3	WM
+331.9729589975	171.725	82994	show_letter	probe_target	K	14	3	rK
+332.6273561267	0.0	83158	right_click	remembered_correct	n/a	14	3	1
+333.0274543715	0.0	83258	sound_beep	feedback_correct	n/a	14	3	correct
+336.3446398193	0.0	84087	left_click	indicate_ready	n/a	14	3	255
+336.3642397333	1257.325	84092	show_cross	fixate	+	15	5	nonWM
+341.6114167143	305.7	85404	show_letter	to_remember	K	15	5	K
+343.0522103937	305.95	85764	show_letter	to_ignore	S	15	5	gS
+344.4940040687	305.975	86125	show_letter	to_ignore	P	15	5	gP
+345.9357977436	305.95	86485	show_letter	to_remember	F	15	5	F
+347.376591423	305.95	86845	show_letter	to_remember	D	15	5	D
+348.8182850984	305.975	87206	show_letter	to_remember	L	15	5	L
+350.2600787733	305.975	87566	show_letter	to_ignore	T	15	5	gT
+351.7018724483	305.7	87926	show_letter	to_remember	Z	15	5	Z
+353.1426661277	507.2	88287	show_dash	work_memory	-	15	5	WM
+355.3893562716	200.95	88848	show_letter	probe_not_shown	Q	15	5	rQ
+356.1703528454	0.0	89044	left_click	ignored_correct	n/a	15	5	255
+356.5705510898	0.0	89144	sound_beep	feedback_correct	n/a	15	5	correct
+357.4358472938	0.0	89360	right_click	indicate_ready	n/a	15	5	1
+357.4680471526	1257.05	89368	show_cross	fixate	+	16	5	nonWM
+362.7141241384	305.975	90680	show_letter	to_remember	F	16	5	F
+364.1549178178	305.95	91040	show_letter	to_ignore	C	16	5	gC
+365.5967114927	305.95	91400	show_letter	to_remember	J	16	5	J
+367.0385051677	305.95	91761	show_letter	to_ignore	Q	16	5	gQ
+368.4802988427	305.7	92121	show_letter	to_ignore	T	16	5	gT
+369.9209925225	305.975	92481	show_letter	to_remember	S	16	5	S
+371.362886197	305.975	92842	show_letter	to_remember	M	16	5	M
+372.8045798724	305.925	93202	show_letter	to_remember	N	16	5	N
+374.2463735474	997.1	93563	show_dash	work_memory	-	16	5	WM
+378.4527550943	247.2	94614	show_letter	probe_not_shown	Z	16	5	rZ
+379.4234508359	0.0	94857	left_click	ignored_correct	n/a	16	5	255
+379.8235490807	0.0	94957	sound_beep	feedback_correct	n/a	16	5	correct
+381.8225403113	0.0	95457	right_click	indicate_ready	n/a	16	5	1
+381.8552401679	1257.3	95465	show_cross	fixate	+	17	7	nonWM
+387.1024171489	305.7	96777	show_letter	to_remember	Y	17	7	Y
+388.5431108287	305.975	97137	show_letter	to_remember	D	17	7	D
+389.9849045037	305.975	97497	show_letter	to_remember	Q	17	7	Q
+391.4267981782	305.925	97858	show_letter	to_ignore	V	17	7	gV
+392.8684918536	305.7	98218	show_letter	to_remember	G	17	7	G
+394.309285533	305.95	98578	show_letter	to_remember	L	17	7	L
+395.7510792079	305.95	98939	show_letter	to_remember	F	17	7	F
+397.1927728833	305.95	99299	show_letter	to_remember	S	17	7	S
+398.6335665627	620.425	99659	show_dash	work_memory	-	17	7	WM
+401.3321547242	289.2	100334	show_letter	probe_target	G	17	7	rG
+402.4655497521	0.0	100617	right_click	remembered_correct	n/a	17	7	1
+402.8656479969	0.0	100717	sound_beep	feedback_correct	n/a	17	7	correct
+408.5293231508	0.0	102133	right_click	indicate_ready	n/a	17	7	1
+408.5571230288	1257.05	102140	show_cross	fixate	+	18	3	nonWM
+413.8032000147	306.0	103452	show_letter	to_ignore	S	18	3	gS
+415.2450936892	305.925	103812	show_letter	to_ignore	N	18	3	gN
+416.685787369	305.95	104172	show_letter	to_remember	R	18	3	R
+418.127581044	305.95	104533	show_letter	to_remember	X	18	3	X
+419.5693747189	305.95	104893	show_letter	to_remember	M	18	3	M
+421.0110683943	305.725	105254	show_letter	to_ignore	T	18	3	gT
+422.4518620737	305.95	105614	show_letter	to_ignore	B	18	3	gB
+423.8936557487	305.95	105974	show_letter	to_ignore	G	18	3	gG
+425.3355494232	817.125	106335	show_dash	work_memory	-	18	3	WM
+428.8219341287	146.725	107206	show_letter	probe_target	R	18	3	rR
+429.3832316663	0.0	107347	right_click	remembered_correct	n/a	18	3	1
+429.7833299111	0.0	107447	sound_beep	feedback_correct	n/a	18	3	correct
+433.9705115423	0.0	108494	left_click	indicate_ready	n/a	18	3	255
+434.001111408	1257.05	108501	show_cross	fixate	+	19	3	nonWM
+439.2472883935	305.95	109813	show_letter	to_ignore	N	19	3	gN
+440.689182068	305.925	110173	show_letter	to_ignore	B	19	3	gB
+442.1308757434	305.7	110534	show_letter	to_remember	T	19	3	T
+443.5715694232	305.975	110894	show_letter	to_remember	S	19	3	S
+445.0133630982	305.975	111254	show_letter	to_remember	X	19	3	X
+446.4551567731	305.95	111615	show_letter	to_ignore	C	19	3	gC
+447.8959504525	305.95	111975	show_letter	to_ignore	Q	19	3	gQ
+449.3377441274	305.95	112335	show_letter	to_ignore	R	19	3	gR
+450.7794378028	804.65	112696	show_dash	work_memory	-	19	3	WM
+454.2159227273	263.975	113555	show_letter	probe_target	S	19	3	rS
+455.2459182088	0.0	113812	right_click	remembered_correct	n/a	19	3	1
+455.6460164536	0.0	113913	sound_beep	feedback_correct	n/a	19	3	correct
+457.6186077999	0.0	114406	right_click	indicate_ready	n/a	19	3	1
+457.6514076561	1257.325	114414	show_cross	fixate	+	20	3	nonWM
+462.8975846415	305.95	115725	show_letter	to_ignore	P	20	3	gP
+464.3393783165	306.0	116086	show_letter	to_remember	X	20	3	X
+465.7811719914	305.95	116446	show_letter	to_ignore	B	20	3	gB
+467.2229656664	305.7	116807	show_letter	to_remember	Z	20	3	Z
+468.6637593457	305.95	117167	show_letter	to_ignore	H	20	3	gH
+470.1055530207	305.975	117527	show_letter	to_ignore	V	20	3	gV
+471.5472466961	305.95	117888	show_letter	to_ignore	R	20	3	gR
+472.9880403755	305.95	118248	show_letter	to_remember	F	20	3	F
+474.4298340504	695.65	118608	show_dash	work_memory	-	20	3	WM
+477.4303208875	201.225	119359	show_letter	probe_not_shown	Q	20	3	rQ
+478.2085174736	0.0	119553	left_click	ignored_correct	n/a	20	3	255
+478.6086157184	0.0	119653	sound_beep	feedback_correct	n/a	20	3	correct
+480.844905908	0.0	120212	right_click	indicate_ready	n/a	20	3	1
+480.8668058119	1257.075	120218	show_cross	fixate	+	21	7	nonWM
+486.1129827974	305.975	121529	show_letter	to_remember	P	21	7	P
+487.5547764723	305.7	121890	show_letter	to_ignore	Q	21	7	gQ
+488.9955701517	305.95	122250	show_letter	to_remember	S	21	7	S
+490.4373638267	305.975	122610	show_letter	to_remember	W	21	7	W
+491.8791575016	305.95	122971	show_letter	to_remember	D	21	7	D
+493.3198511814	305.95	123331	show_letter	to_remember	F	21	7	F
+494.7616448564	305.95	123691	show_letter	to_remember	C	21	7	C
+496.2034385313	305.95	124052	show_letter	to_remember	H	21	7	H
+497.6452322063	519.425	124412	show_dash	work_memory	-	21	7	WM
+499.9408221357	255.725	124986	show_letter	probe_not_shown	X	21	7	rX
+500.93371778	0.0	125234	left_click	ignored_correct	n/a	21	7	255
+501.3338160248	0.0	125334	sound_beep	feedback_correct	n/a	21	7	correct
+507.9199871318	0.0	126981	right_click	indicate_ready	n/a	21	7	1
+507.9535869844	1257.075	126989	show_cross	fixate	+	22	5	nonWM
+513.1999639689	305.925	128301	show_letter	to_ignore	M	22	5	gM
+514.6415576448	305.7	128661	show_letter	to_remember	F	22	5	F
+516.0823513241	305.95	129022	show_letter	to_remember	G	22	5	G
+517.5241449991	305.975	129382	show_letter	to_remember	K	22	5	K
+518.965938674	305.95	129742	show_letter	to_remember	Z	22	5	Z
+520.4066323538	305.975	130103	show_letter	to_ignore	Q	22	5	gQ
+521.8484260288	305.975	130463	show_letter	to_ignore	Y	22	5	gY
+523.2902197038	305.95	130824	show_letter	to_remember	N	22	5	N
+524.7320133787	783.625	131184	show_dash	work_memory	-	22	5	WM
+528.083498676	209.725	132022	show_letter	probe_target	K	22	5	rK
+528.9050950718	0.0	132227	right_click	remembered_correct	n/a	22	5	1
+529.3051933166	0.0	132327	sound_beep	feedback_correct	n/a	22	5	correct
+532.3850798053	0.0	133097	left_click	indicate_ready	n/a	22	5	255
+532.4087797014	1257.125	133103	show_cross	fixate	+	23	7	nonWM
+537.6550566864	305.95	134415	show_letter	to_ignore	Q	23	7	gQ
+539.0967503618	305.7	134775	show_letter	to_remember	P	23	7	P
+540.5375440411	305.95	135135	show_letter	to_remember	H	23	7	H
+541.9793377161	305.95	135496	show_letter	to_remember	R	23	7	R
+543.421131391	305.95	135856	show_letter	to_remember	X	23	7	X
+544.8619250704	305.95	136216	show_letter	to_remember	C	23	7	C
+546.3036187458	305.975	136577	show_letter	to_remember	S	23	7	S
+547.7454124208	305.975	136937	show_letter	to_remember	V	23	7	V
+549.1872060957	741.65	137298	show_dash	work_memory	-	23	7	WM
+552.3717921252	314.2	138094	show_letter	probe_not_shown	Z	23	7	rZ
+553.5809868206	0.0	138396	right_click	remembered_incorrect	n/a	23	7	1
+553.9810850654	0.0	138496	sound_buzz	feedback_incorrect	n/a	23	7	wrong
+559.2490619552	0.0	139813	left_click	indicate_ready	n/a	23	7	255
+559.2776618297	1257.05	139820	show_cross	fixate	+	24	3	nonWM
+564.5238388151	305.95	141132	show_letter	to_ignore	P	24	3	gP
+565.9656324901	305.7	141492	show_letter	to_ignore	R	24	3	gR
+567.4064261695	305.95	141853	show_letter	to_remember	K	24	3	K
+568.8480198453	306.025	142213	show_letter	to_ignore	W	24	3	gW
+570.2899135198	305.95	142573	show_letter	to_remember	C	24	3	C
+571.7307071992	305.95	142934	show_letter	to_ignore	Z	24	3	gZ
+573.1725008741	305.95	143294	show_letter	to_ignore	Y	24	3	gY
+574.6142945491	305.95	143655	show_letter	to_remember	X	24	3	X
+576.0559882245	536.175	144015	show_dash	work_memory	-	24	3	WM
+578.3187782978	301.7	144581	show_letter	probe_not_shown	B	24	3	rB
+579.495873134	0.0	144875	left_click	ignored_correct	n/a	24	3	255
+579.8959713788	0.0	144975	sound_beep	feedback_correct	n/a	24	3	correct
+580.6557680456	0.0	145165	right_click	indicate_ready	n/a	24	3	1
+580.6823679289	1257.075	145172	show_cross	fixate	+	25	5	nonWM
+585.9285449144	305.95	146483	show_letter	to_remember	Q	25	5	Q
+587.3703385893	305.7	146844	show_letter	to_remember	M	25	5	M
+588.8110322691	305.95	147204	show_letter	to_ignore	C	25	5	gC
+590.2528259441	305.95	147564	show_letter	to_ignore	X	25	5	gX
+591.6946196191	305.7	147925	show_letter	to_ignore	S	25	5	gS
+593.1354132984	305.95	148285	show_letter	to_remember	W	25	5	W
+594.5772069734	305.95	148645	show_letter	to_remember	R	25	5	R
+596.0190006483	305.95	149006	show_letter	to_remember	H	25	5	H
+597.4606943237	921.85	149366	show_dash	work_memory	-	25	5	WM
+601.3660771911	238.725	150343	show_letter	probe_target	Q	25	5	rQ
+602.3000730938	0.0	150576	right_click	remembered_correct	n/a	25	5	1
+602.7001713386	0.0	150676	sound_beep	feedback_correct	n/a	25	5	correct
+609.6554408264	0.0	152415	right_click	indicate_ready	n/a	25	5	1
diff --git a/datasets/eeg_ds004117s_hed_sternberg/sub-001/ses-01/eeg/sub-001_ses-01_task-WorkingMemory_run-3_channels.tsv b/datasets/eeg_ds004117s_hed_sternberg/sub-001/ses-01/eeg/sub-001_ses-01_task-WorkingMemory_run-3_channels.tsv
new file mode 100644
index 0000000..8ae999a
--- /dev/null
+++ b/datasets/eeg_ds004117s_hed_sternberg/sub-001/ses-01/eeg/sub-001_ses-01_task-WorkingMemory_run-3_channels.tsv
@@ -0,0 +1,72 @@
+name	type	units
+FP1	EEG	microV
+FPZ	EEG	microV
+FP2	EEG	microV
+AF7	EEG	microV
+AF3	EEG	microV
+AFZ	EEG	microV
+AF4	EEG	microV
+AF8	EEG	microV
+F9	EEG	microV
+F7	EEG	microV
+F5	EEG	microV
+F3	EEG	microV
+F1	EEG	microV
+FZ	EEG	microV
+F2	EEG	microV
+F4	EEG	microV
+F6	EEG	microV
+F8	EEG	microV
+F10	EEG	microV
+FT9	EEG	microV
+FT7	EEG	microV
+FC5	EEG	microV
+FC3	EEG	microV
+FC1	EEG	microV
+FCZ	EEG	microV
+FC2	EEG	microV
+FC4	EEG	microV
+FC6	EEG	microV
+FT8	EEG	microV
+FT10	EEG	microV
+T7	EEG	microV
+C5	EEG	microV
+C3	EEG	microV
+C1	EEG	microV
+CZ	EEG	microV
+C2	EEG	microV
+C4	EEG	microV
+C6	EEG	microV
+T8	EEG	microV
+TP9	EEG	microV
+TP7	EEG	microV
+CP5	EEG	microV
+CP3	EEG	microV
+CP1	EEG	microV
+CPZ	EEG	microV
+CP2	EEG	microV
+CP4	EEG	microV
+CP6	EEG	microV
+TP8	EEG	microV
+TP10	EEG	microV
+P7	EEG	microV
+P5	EEG	microV
+P3	EEG	microV
+P1	EEG	microV
+PZ	EEG	microV
+P2	EEG	microV
+P4	EEG	microV
+P6	EEG	microV
+P8	EEG	microV
+PO9	EEG	microV
+PO7	EEG	microV
+PO3	EEG	microV
+POZ	EEG	microV
+PO4	EEG	microV
+PO8	EEG	microV
+PO10	EEG	microV
+O1	EEG	microV
+OZ	EEG	microV
+O2	EEG	microV
+LEYE	EOG	microV
+REYE	EOG	microV
diff --git a/datasets/eeg_ds004117s_hed_sternberg/sub-001/ses-01/eeg/sub-001_ses-01_task-WorkingMemory_run-3_coordsystem.json b/datasets/eeg_ds004117s_hed_sternberg/sub-001/ses-01/eeg/sub-001_ses-01_task-WorkingMemory_run-3_coordsystem.json
new file mode 100644
index 0000000..564b437
--- /dev/null
+++ b/datasets/eeg_ds004117s_hed_sternberg/sub-001/ses-01/eeg/sub-001_ses-01_task-WorkingMemory_run-3_coordsystem.json
@@ -0,0 +1 @@
+{"EEGCoordinateUnits": "n/a", "EEGCoordinateSystem": "CTF", "EEGCoordinateSystemDescription": "EEGLAB"}
\ No newline at end of file
diff --git a/datasets/eeg_ds004117s_hed_sternberg/sub-001/ses-01/eeg/sub-001_ses-01_task-WorkingMemory_run-3_eeg.fdt b/datasets/eeg_ds004117s_hed_sternberg/sub-001/ses-01/eeg/sub-001_ses-01_task-WorkingMemory_run-3_eeg.fdt
new file mode 100644
index 0000000..e69de29
diff --git a/datasets/eeg_ds004117s_hed_sternberg/sub-001/ses-01/eeg/sub-001_ses-01_task-WorkingMemory_run-3_eeg.json b/datasets/eeg_ds004117s_hed_sternberg/sub-001/ses-01/eeg/sub-001_ses-01_task-WorkingMemory_run-3_eeg.json
new file mode 100644
index 0000000..d58cc0b
--- /dev/null
+++ b/datasets/eeg_ds004117s_hed_sternberg/sub-001/ses-01/eeg/sub-001_ses-01_task-WorkingMemory_run-3_eeg.json
@@ -0,0 +1,11 @@
+{
+    "TaskName": "WorkingMemory",
+    "EEGReference": "common",
+    "RecordingType": "continuous",
+    "RecordingDuration": 617.024,
+    "SamplingFrequency": 250.0,
+    "EEGChannelCount": 69,
+    "EOGChannelCount": 2,
+    "PowerLineFrequency": 60,
+    "SoftwareFilters": "n/a"
+}
\ No newline at end of file
diff --git a/datasets/eeg_ds004117s_hed_sternberg/sub-001/ses-01/eeg/sub-001_ses-01_task-WorkingMemory_run-3_eeg.set b/datasets/eeg_ds004117s_hed_sternberg/sub-001/ses-01/eeg/sub-001_ses-01_task-WorkingMemory_run-3_eeg.set
new file mode 100644
index 0000000..e69de29
diff --git a/datasets/eeg_ds004117s_hed_sternberg/sub-001/ses-01/eeg/sub-001_ses-01_task-WorkingMemory_run-3_electrodes.tsv b/datasets/eeg_ds004117s_hed_sternberg/sub-001/ses-01/eeg/sub-001_ses-01_task-WorkingMemory_run-3_electrodes.tsv
new file mode 100644
index 0000000..92eba2b
--- /dev/null
+++ b/datasets/eeg_ds004117s_hed_sternberg/sub-001/ses-01/eeg/sub-001_ses-01_task-WorkingMemory_run-3_electrodes.tsv
@@ -0,0 +1,72 @@
+name	x	y	z
+FP1	0.950400	0.307447	-0.047075
+FPZ	0.999779	-0.000000	-0.021016
+FP2	0.950400	-0.307447	-0.047075
+AF7	0.808131	0.584817	-0.070094
+AF3	0.895916	0.370386	0.245250
+AFZ	0.929707	-0.000000	0.368300
+AF4	0.895916	-0.370386	0.245250
+AF8	0.808481	-0.584340	-0.070032
+F9	0.523344	0.702453	-0.482359
+F7	0.586723	0.804981	-0.088102
+F5	0.635738	0.741859	0.213266
+F3	0.677066	0.567060	0.469068
+F1	0.704860	0.306379	0.639769
+FZ	0.714575	-0.000000	0.699559
+F2	0.704399	-0.306179	0.640372
+F4	0.677459	-0.566383	0.469317
+F6	0.635602	-0.741701	0.214217
+F8	0.587370	-0.804512	-0.088070
+F10	0.523344	-0.702453	-0.482359
+FT9	0.274136	0.824420	-0.495158
+FT7	0.308323	0.945999	-0.100112
+FC5	0.338385	0.897025	0.284327
+FC3	0.364178	0.697349	0.617316
+FC1	0.381596	0.380598	0.842336
+FCZ	0.387380	-0.000000	0.921920
+FC2	0.381596	-0.380598	0.842336
+FC4	0.364178	-0.697349	0.617316
+FC6	0.338385	-0.897025	0.284327
+FT8	0.308323	-0.945999	-0.100112
+FT10	0.274136	-0.824420	-0.495158
+T7	0.000000	0.994572	-0.104049
+C5	0.000000	0.950959	0.309316
+C3	0.000000	0.743194	0.669076
+C1	0.000000	0.406325	0.913729
+CZ	0.000000	-0.000000	1.000000
+C2	0.000000	-0.407158	0.913358
+C4	0.000000	-0.743152	0.669123
+C6	0.000000	-0.950959	0.309316
+T8	0.000000	-0.994572	-0.104049
+TP9	-0.274093	0.824434	-0.495158
+TP7	-0.308290	0.946010	-0.100112
+CP5	-0.338416	0.897013	0.284327
+CP3	-0.364117	0.697381	0.617316
+CP1	-0.381563	0.380632	0.842336
+CPZ	-0.387380	-0.000000	0.921920
+CP2	-0.381563	-0.380632	0.842336
+CP4	-0.364117	-0.697381	0.617316
+CP6	-0.338416	-0.897013	0.284327
+TP8	-0.309282	-0.945690	-0.100080
+TP10	-0.274093	-0.824434	-0.495158
+P7	-0.586765	0.804950	-0.088102
+P5	-0.635673	0.741915	0.213266
+P3	-0.677037	0.567095	0.469068
+P1	-0.704876	0.306342	0.639769
+PZ	-0.714575	-0.000000	0.699559
+P2	-0.704415	-0.306142	0.640372
+P4	-0.677429	-0.566419	0.469317
+P6	-0.635538	-0.741757	0.214217
+P8	-0.587328	-0.804543	-0.088070
+PO9	-0.723570	0.512506	-0.462368
+PO7	-0.808151	0.584789	-0.070094
+PO3	-0.895923	0.370371	0.245250
+POZ	-0.929707	-0.000000	0.368300
+PO4	-0.895923	-0.370371	0.245250
+PO8	-0.808461	-0.584368	-0.070032
+PO10	-0.724058	-0.512093	-0.462061
+O1	-0.950379	0.307514	-0.047075
+OZ	-0.999779	-0.000000	-0.021016
+O2	-0.950379	-0.307514	-0.047075
+LEYE	0.670689	0.674304	-0.309017
+REYE	0.809995	-0.295999	-0.506254
diff --git a/datasets/eeg_ds004117s_hed_sternberg/sub-001/ses-01/eeg/sub-001_ses-01_task-WorkingMemory_run-3_events.tsv b/datasets/eeg_ds004117s_hed_sternberg/sub-001/ses-01/eeg/sub-001_ses-01_task-WorkingMemory_run-3_events.tsv
new file mode 100644
index 0000000..ad3539b
--- /dev/null
+++ b/datasets/eeg_ds004117s_hed_sternberg/sub-001/ses-01/eeg/sub-001_ses-01_task-WorkingMemory_run-3_events.tsv
@@ -0,0 +1,351 @@
+onset	duration	sample	event_type	task_role	letter	trial	memory_cond	value
+5.268	1257.05	1318	show_cross	fixate	+	1	7	nonWM
+10.5143070046	305.925	2630	show_letter	to_remember	Z	1	7	Z
+11.9559089293	305.725	2990	show_letter	to_remember	X	1	7	X
+13.396710853	305.95	3350	show_letter	to_remember	S	1	7	S
+14.838512778	305.975	3711	show_letter	to_remember	Y	1	7	Y
+16.280314703	305.95	4071	show_letter	to_remember	C	1	7	C
+17.7211166267	305.95	4431	show_letter	to_remember	V	1	7	V
+19.1629185517	305.95	4792	show_letter	to_remember	T	1	7	T
+20.6046204766	305.95	5152	show_letter	to_ignore	W	1	7	gW
+22.0464224016	645.15	5513	show_dash	work_memory	-	1	7	WM
+24.8450261381	201.225	6212	show_letter	probe_target	V	1	7	rV
+25.6328271899	0.0	6409	right_click	remembered_correct	n/a	1	7	1
+26.0329277241	0.0	6509	sound_beep	feedback_correct	n/a	1	7	correct
+27.742030006	0.0	6937	left_click	indicate_ready	n/a	1	7	255
+27.7615300321	1257.075	6941	show_cross	fixate	+	2	7	nonWM
+33.0077370365	305.975	8253	show_letter	to_remember	F	2	7	F
+34.4495389615	305.975	8613	show_letter	to_remember	M	2	7	M
+35.8913408865	305.975	8974	show_letter	to_remember	B	2	7	B
+37.3331428115	305.7	9334	show_letter	to_ignore	N	2	7	gN
+38.7739447352	305.95	9694	show_letter	to_remember	L	2	7	L
+40.2157466602	305.975	10055	show_letter	to_remember	X	2	7	X
+41.6575485852	305.95	10415	show_letter	to_remember	J	2	7	J
+43.0982505088	305.975	10776	show_letter	to_remember	Y	2	7	Y
+44.5400524338	880.125	11136	show_dash	work_memory	-	2	7	WM
+48.2785574252	284.95	12071	show_letter	probe_not_shown	P	2	7	rP
+49.387658906	0.0	12348	left_click	ignored_correct	n/a	2	7	255
+49.7877594402	0.0	12448	sound_beep	feedback_correct	n/a	2	7	correct
+55.5570671431	0.0	13890	right_click	indicate_ready	n/a	2	7	1
+55.5865671824	1257.025	13898	show_cross	fixate	+	3	3	nonWM
+60.8326741867	305.975	15209	show_letter	to_ignore	R	3	3	gR
+62.2743761116	305.975	15570	show_letter	to_ignore	X	3	3	gX
+63.7151780353	305.975	15930	show_letter	to_remember	S	3	3	S
+65.1569799603	305.95	16290	show_letter	to_remember	P	3	3	P
+66.5987818853	305.95	16651	show_letter	to_remember	N	3	3	N
+68.0405838103	305.7	17011	show_letter	to_ignore	D	3	3	gD
+69.481385734	305.95	17371	show_letter	to_ignore	G	3	3	gG
+70.9230876589	305.975	17732	show_letter	to_ignore	J	3	3	gJ
+72.364989584	691.375	18092	show_dash	work_memory	-	3	3	WM
+75.3485935676	217.925	18838	show_letter	probe_not_shown	M	3	3	rM
+76.2009947056	0.0	19051	left_click	ignored_correct	n/a	3	3	255
+76.6010952398	0.0	19151	sound_beep	feedback_correct	n/a	3	3	correct
+81.236701429	0.0	20310	right_click	indicate_ready	n/a	3	3	1
+81.2656014676	1257.1	20317	show_cross	fixate	+	4	3	nonWM
+86.5119084722	305.925	21629	show_letter	to_ignore	D	4	3	gD
+87.9536103971	305.7	21989	show_letter	to_ignore	V	4	3	gV
+89.3944123207	305.95	22350	show_letter	to_remember	G	4	3	G
+90.8361142456	305.975	22710	show_letter	to_ignore	H	4	3	gH
+92.2779161706	305.7	23070	show_letter	to_ignore	P	4	3	gP
+93.7187180943	305.95	23431	show_letter	to_ignore	J	4	3	gJ
+95.1605200193	305.95	23791	show_letter	to_remember	M	4	3	M
+96.6023219443	305.95	24152	show_letter	to_remember	Z	4	3	Z
+98.0441238693	586.65	24512	show_dash	work_memory	-	4	3	WM
+100.6087272934	179.975	25153	show_letter	probe_not_shown	Y	4	3	rY
+101.3007282174	0.0	25326	left_click	ignored_correct	n/a	4	3	255
+101.7008287515	0.0	25426	sound_beep	feedback_correct	n/a	4	3	correct
+102.5135298366	0.0	25629	right_click	indicate_ready	n/a	4	3	1
+102.5354298659	1257.3	25635	show_cross	fixate	+	5	7	nonWM
+107.7826368716	305.7	26947	show_letter	to_remember	Y	5	7	Y
+109.2234387953	305.95	27307	show_letter	to_ignore	W	5	7	gW
+110.6652407203	305.975	27667	show_letter	to_remember	S	5	7	S
+112.1069426452	305.95	28028	show_letter	to_remember	J	5	7	J
+113.5477445689	305.95	28388	show_letter	to_remember	P	5	7	P
+114.9895464939	305.95	28748	show_letter	to_remember	C	5	7	C
+116.4313484189	305.95	29109	show_letter	to_remember	D	5	7	D
+117.8731503439	305.7	29469	show_letter	to_remember	K	5	7	K
+119.3138522674	884.375	29829	show_dash	work_memory	-	5	7	WM
+123.0693572816	171.725	30768	show_letter	probe_target	C	5	7	rC
+123.737758174	0.0	30935	right_click	remembered_correct	n/a	5	7	1
+124.1378587082	0.0	31035	sound_beep	feedback_correct	n/a	5	7	correct
+127.4289631023	0.0	31858	left_click	indicate_ready	n/a	5	7	255
+127.4606631446	1257.075	31866	show_cross	fixate	+	6	5	nonWM
+132.706870149	305.975	33178	show_letter	to_ignore	Z	6	5	gZ
+134.148672074	305.95	33538	show_letter	to_remember	W	6	5	W
+135.5894739977	305.95	33898	show_letter	to_ignore	T	6	5	gT
+137.0312759227	305.95	34259	show_letter	to_remember	R	6	5	R
+138.4729778476	305.975	34619	show_letter	to_remember	H	6	5	H
+139.9147797726	305.725	34980	show_letter	to_remember	L	6	5	L
+141.3555816963	305.95	35340	show_letter	to_remember	D	6	5	D
+142.7973836213	305.975	35700	show_letter	to_ignore	J	6	5	gJ
+144.2391855463	712.35	36061	show_dash	work_memory	-	6	5	WM
+147.3066896419	159.225	36828	show_letter	probe_target	H	6	5	rH
+147.914990454	0.0	36980	left_click	ignored_incorrect	n/a	6	5	255
+148.3150909882	0.0	37080	sound_buzz	feedback_incorrect	n/a	6	5	wrong
+156.4046017889	0.0	39102	right_click	indicate_ready	n/a	6	5	1
+156.4243018152	1257.325	39107	show_cross	fixate	+	7	3	nonWM
+161.6716088211	305.7	40419	show_letter	to_ignore	K	7	3	gK
+163.1123107446	305.95	40779	show_letter	to_ignore	H	7	3	gH
+164.5541126696	305.975	41140	show_letter	to_remember	L	7	3	L
+165.9959145946	305.95	41500	show_letter	to_remember	V	7	3	V
+167.4367165183	305.95	41860	show_letter	to_remember	R	7	3	R
+168.8785184433	305.95	42221	show_letter	to_ignore	C	7	3	gC
+170.3202203682	305.975	42581	show_letter	to_ignore	J	7	3	gJ
+171.7620222932	305.7	42942	show_letter	to_ignore	Y	7	3	gY
+173.2028242169	507.2	43302	show_dash	work_memory	-	7	3	WM
+175.4495272165	234.7	43863	show_letter	probe_target	R	7	3	rR
+176.3629284361	0.0	44092	right_click	remembered_correct	n/a	7	3	1
+176.7630289703	0.0	44192	sound_beep	feedback_correct	n/a	7	3	correct
+181.214034913	0.0	45305	right_click	indicate_ready	n/a	7	3	1
+181.2316349365	1257.3	45309	show_cross	fixate	+	8	3	nonWM
+186.4788419423	305.7	46621	show_letter	to_remember	B	8	3	B
+187.9196438659	305.95	46981	show_letter	to_ignore	F	8	3	gF
+189.3614457909	305.975	47341	show_letter	to_ignore	H	8	3	gH
+190.803247716	305.95	47702	show_letter	to_remember	R	8	3	R
+192.2439496395	305.95	48062	show_letter	to_ignore	Z	8	3	gZ
+193.6857515645	305.95	48422	show_letter	to_remember	G	8	3	G
+195.1275534895	305.95	48783	show_letter	to_ignore	M	8	3	gM
+196.5693554145	305.7	49143	show_letter	to_ignore	V	8	3	gV
+198.0101573382	825.625	49504	show_dash	work_memory	-	8	3	WM
+201.5305620384	171.725	50384	show_letter	probe_target	B	8	3	rB
+202.2002629326	0.0	50551	right_click	remembered_correct	n/a	8	3	1
+202.600563467	0.0	50651	sound_beep	feedback_correct	n/a	8	3	correct
+203.439364587	0.0	50861	left_click	indicate_ready	n/a	8	3	255
+203.4582646122	1257.075	50866	show_cross	fixate	+	9	3	nonWM
+208.7045716168	305.95	52177	show_letter	to_ignore	P	9	3	gP
+210.1462735416	305.7	52538	show_letter	to_ignore	M	9	3	gM
+211.5870754653	305.95	52898	show_letter	to_remember	D	9	3	D
+213.0288773903	305.95	53258	show_letter	to_ignore	Z	9	3	gZ
+214.4707793155	305.925	53619	show_letter	to_ignore	B	9	3	gB
+215.9124812403	305.7	53979	show_letter	to_remember	R	9	3	R
+217.3531831639	305.975	54339	show_letter	to_ignore	N	9	3	gN
+218.7949850889	305.975	54700	show_letter	to_remember	G	9	3	G
+220.2367870139	716.4	55060	show_dash	work_memory	-	9	3	WM
+223.3202911308	276.725	55831	show_letter	probe_not_shown	F	9	3	rF
+224.3995925718	0.0	56101	left_click	ignored_correct	n/a	9	3	255
+224.799693106	0.0	56201	sound_beep	feedback_correct	n/a	9	3	correct
+225.5595941206	0.0	56391	right_click	indicate_ready	n/a	9	3	1
+225.5839941532	1257.075	56397	show_cross	fixate	+	10	7	nonWM
+230.8302011576	305.95	57709	show_letter	to_remember	W	10	7	W
+232.2710030813	305.95	58069	show_letter	to_remember	D	10	7	D
+233.7128050063	305.95	58429	show_letter	to_remember	R	10	7	R
+235.1546069313	305.95	58790	show_letter	to_remember	Z	10	7	Z
+236.5964088563	305.7	59150	show_letter	to_remember	M	10	7	M
+238.0371107799	305.95	59510	show_letter	to_ignore	T	10	7	gT
+239.4789127049	305.975	59871	show_letter	to_remember	H	10	7	H
+240.9207146299	305.95	60231	show_letter	to_remember	L	10	7	L
+242.3625165549	976.35	60592	show_dash	work_memory	-	10	7	WM
+246.4849220589	155.225	61622	show_letter	probe_target	W	10	7	rW
+247.073722845	0.0	61769	right_click	remembered_correct	n/a	10	7	1
+247.4738233792	0.0	61869	sound_beep	feedback_correct	n/a	10	7	correct
+248.6292249219	0.0	62158	left_click	indicate_ready	n/a	10	7	255
+248.6475249463	1257.075	62163	show_cross	fixate	+	11	7	nonWM
+253.8937319507	305.975	63474	show_letter	to_remember	K	11	7	K
+255.3355338757	305.975	63835	show_letter	to_remember	G	11	7	G
+256.7772358006	305.975	64195	show_letter	to_remember	J	11	7	J
+258.2191377258	305.7	64556	show_letter	to_remember	Z	11	7	Z
+259.6599396494	305.95	64916	show_letter	to_remember	H	11	7	H
+261.1017415744	305.95	65276	show_letter	to_remember	D	11	7	D
+262.5434434993	305.725	65637	show_letter	to_ignore	P	11	7	gP
+263.984245423	305.95	65997	show_letter	to_remember	V	11	7	V
+265.426047348	838.125	66358	show_dash	work_memory	-	11	7	WM
+268.9966521153	226.175	67250	show_letter	probe_target	G	11	7	rG
+269.8794532939	0.0	67471	right_click	remembered_correct	n/a	11	7	1
+270.2795538281	0.0	67571	sound_beep	feedback_correct	n/a	11	7	correct
+272.1994563915	0.0	68051	left_click	indicate_ready	n/a	11	7	255
+272.2310564337	1257.3	68059	show_cross	fixate	+	12	5	nonWM
+277.4782634394	305.7	69371	show_letter	to_ignore	C	12	5	gC
+278.9190653631	305.95	69731	show_letter	to_ignore	P	12	5	gP
+280.360767288	305.975	70091	show_letter	to_remember	X	12	5	X
+281.802569213	305.7	70452	show_letter	to_ignore	Z	12	5	gZ
+283.2433711367	305.95	70812	show_letter	to_remember	T	12	5	T
+284.6851730617	305.95	71172	show_letter	to_remember	Y	12	5	Y
+286.1270749868	305.925	71533	show_letter	to_remember	J	12	5	J
+287.5686769116	305.725	71893	show_letter	to_remember	B	12	5	B
+289.0094788352	792.15	72253	show_dash	work_memory	-	12	5	WM
+292.3959833567	209.475	73100	show_letter	probe_not_shown	H	12	5	rH
+293.2122844466	0.0	73304	left_click	ignored_correct	n/a	12	5	255
+293.6123849808	0.0	73404	sound_beep	feedback_correct	n/a	12	5	correct
+296.0069881779	0.0	74003	right_click	indicate_ready	n/a	12	5	1
+296.0334882133	1257.075	74009	show_cross	fixate	+	13	7	nonWM
+301.2796952177	305.95	75321	show_letter	to_remember	P	13	7	P
+302.7204971414	305.95	75681	show_letter	to_ignore	Y	13	7	gY
+304.1622990664	305.95	76042	show_letter	to_remember	R	13	7	R
+305.6040009913	305.95	76402	show_letter	to_remember	T	13	7	T
+307.0458029163	305.7	76762	show_letter	to_remember	B	13	7	B
+308.48660484	305.95	77123	show_letter	to_remember	G	13	7	G
+309.928406765	305.975	77483	show_letter	to_remember	V	13	7	V
+311.37020869	305.95	77844	show_letter	to_remember	M	13	7	M
+312.812010615	716.375	78204	show_dash	work_memory	-	13	7	WM
+315.8955147319	209.45	78975	show_letter	probe_target	P	13	7	rP
+316.7031158102	0.0	79177	right_click	remembered_correct	n/a	13	7	1
+317.1032163444	0.0	79277	sound_beep	feedback_correct	n/a	13	7	correct
+321.2377218645	0.0	80310	right_click	indicate_ready	n/a	13	7	1
+321.2597218939	1257.05	80316	show_cross	fixate	+	14	3	nonWM
+326.5060288985	305.925	81628	show_letter	to_ignore	D	14	3	gD
+327.9477308233	305.7	81988	show_letter	to_ignore	C	14	3	gC
+329.388532747	305.95	82348	show_letter	to_remember	R	14	3	R
+330.8302346719	305.975	82709	show_letter	to_ignore	G	14	3	gG
+332.2720365969	305.95	83069	show_letter	to_remember	Z	14	3	Z
+333.7128385206	305.95	83429	show_letter	to_ignore	X	14	3	gX
+335.1546404456	305.95	83790	show_letter	to_ignore	L	14	3	gL
+336.5964423706	305.95	84150	show_letter	to_remember	K	14	3	K
+338.0382442956	796.15	84511	show_dash	work_memory	-	14	3	WM
+341.4406488383	221.975	85361	show_letter	probe_target	K	14	3	rK
+342.3029499896	0.0	85577	right_click	remembered_correct	n/a	14	3	1
+342.7030505238	0.0	85677	sound_beep	feedback_correct	n/a	14	3	correct
+348.4458581913	0.0	87112	right_click	indicate_ready	n/a	14	3	1
+348.463658215	1257.05	87117	show_cross	fixate	+	15	3	nonWM
+353.7098652195	305.95	88428	show_letter	to_ignore	G	15	3	gG
+355.1516671445	305.95	88789	show_letter	to_remember	L	15	3	L
+356.5933690693	305.725	89149	show_letter	to_remember	X	15	3	X
+358.034170993	305.95	89510	show_letter	to_ignore	P	15	3	gP
+359.475972918	305.95	89870	show_letter	to_ignore	H	15	3	gH
+360.9178748432	305.925	90230	show_letter	to_ignore	M	15	3	gM
+362.3595767681	305.7	90591	show_letter	to_remember	N	15	3	N
+363.8003786917	305.95	90951	show_letter	to_ignore	R	15	3	gR
+365.2421806167	683.125	91312	show_dash	work_memory	-	15	3	WM
+368.1916845547	205.475	92049	show_letter	probe_not_shown	Z	15	3	rZ
+368.9838856124	0.0	92247	left_click	ignored_correct	n/a	15	3	255
+369.3839861466	0.0	92347	sound_beep	feedback_correct	n/a	15	3	correct
+371.5938890972	0.0	92899	right_click	indicate_ready	n/a	15	3	1
+371.6111891203	1257.3	92904	show_cross	fixate	+	16	5	nonWM
+376.858396126	305.7	94216	show_letter	to_remember	D	16	5	D
+378.2991980497	305.95	94576	show_letter	to_remember	Q	16	5	Q
+379.7409999747	305.95	94936	show_letter	to_remember	G	16	5	G
+381.1827018996	305.975	95297	show_letter	to_ignore	M	16	5	gM
+382.6235038233	305.95	95657	show_letter	to_remember	P	16	5	P
+384.0653057483	305.95	96017	show_letter	to_ignore	V	16	5	gV
+385.5071076733	305.95	96378	show_letter	to_ignore	F	16	5	gF
+386.9489095983	305.7	96738	show_letter	to_remember	T	16	5	T
+388.3896115219	523.925	97098	show_dash	work_memory	-	16	5	WM
+390.7034146111	297.425	97677	show_letter	probe_not_shown	B	16	5	rB
+391.8682161663	0.0	97968	right_click	remembered_incorrect	n/a	16	5	1
+392.2683167005	0.0	98068	sound_buzz	feedback_incorrect	n/a	16	5	wrong
+395.9284215872	0.0	98983	left_click	indicate_ready	n/a	16	5	255
+395.9495216154	1257.05	98988	show_cross	fixate	+	17	7	nonWM
+401.1957286198	305.95	100300	show_letter	to_remember	J	17	7	J
+402.6375305449	305.95	100660	show_letter	to_remember	T	17	7	T
+404.0793324699	305.7	101021	show_letter	to_remember	L	17	7	L
+405.5201343935	305.95	101381	show_letter	to_remember	X	17	7	X
+406.9618363184	305.95	101741	show_letter	to_remember	S	17	7	S
+408.4036382434	305.95	102102	show_letter	to_remember	G	17	7	G
+409.8454401684	305.7	102462	show_letter	to_remember	Q	17	7	Q
+411.2862420921	305.95	102823	show_letter	to_ignore	R	17	7	gR
+412.7280440171	611.9	103183	show_dash	work_memory	-	17	7	WM
+415.3936475761	188.45	103849	show_letter	probe_not_shown	Y	17	7	rY
+416.1239485511	0.0	104032	left_click	ignored_correct	n/a	17	7	255
+416.5241490855	0.0	104132	sound_beep	feedback_correct	n/a	17	7	correct
+418.6813519656	0.0	104671	right_click	indicate_ready	n/a	17	7	1
+418.7121520068	1257.05	104679	show_cross	fixate	+	18	5	nonWM
+423.9583590112	305.975	105991	show_letter	to_ignore	Z	18	5	gZ
+425.4001609362	305.95	106351	show_letter	to_ignore	C	18	5	gC
+426.8408628597	305.95	106711	show_letter	to_remember	R	18	5	R
+428.2826647848	305.95	107072	show_letter	to_remember	F	18	5	F
+429.7244667098	305.95	107432	show_letter	to_remember	Q	18	5	Q
+431.1661686346	305.725	107793	show_letter	to_remember	V	18	5	V
+432.6070705585	305.95	108153	show_letter	to_remember	P	18	5	P
+434.0487724833	305.975	108513	show_letter	to_ignore	N	18	5	gN
+435.4906744085	900.85	108874	show_dash	work_memory	-	18	5	WM
+439.3120795106	205.2	109829	show_letter	probe_target	F	18	5	rF
+440.1159805839	0.0	110030	right_click	remembered_correct	n/a	18	5	1
+440.5161811182	0.0	110130	sound_beep	feedback_correct	n/a	18	5	correct
+442.8579842449	0.0	110715	left_click	indicate_ready	n/a	18	5	255
+442.8825842777	1257.05	110722	show_cross	fixate	+	19	5	nonWM
+448.128691282	305.975	112033	show_letter	to_remember	H	19	5	H
+449.570493207	305.95	112394	show_letter	to_remember	B	19	5	B
+451.0112951307	305.95	112754	show_letter	to_remember	Q	19	5	Q
+452.4530970557	305.95	113114	show_letter	to_ignore	K	19	5	gK
+453.8948989807	305.95	113475	show_letter	to_remember	S	19	5	S
+455.3366009056	305.7	113835	show_letter	to_remember	R	19	5	R
+456.7774028293	305.95	114195	show_letter	to_ignore	T	19	5	gT
+458.2192047543	306.0	114556	show_letter	to_ignore	J	19	5	gJ
+459.6610066793	825.375	114916	show_dash	work_memory	-	19	5	WM
+463.1805113783	167.75	115796	show_letter	probe_target	Q	19	5	rQ
+463.8179122294	0.0	115955	right_click	remembered_correct	n/a	19	5	1
+464.2181127637	0.0	116056	sound_beep	feedback_correct	n/a	19	5	correct
+469.9610204313	0.0	117491	right_click	indicate_ready	n/a	19	5	1
+469.9864204652	1257.1	117498	show_cross	fixate	+	20	7	nonWM
+475.2326274696	305.975	118809	show_letter	to_remember	Y	20	7	Y
+476.6734293933	305.95	119169	show_letter	to_remember	S	20	7	S
+478.1152313183	305.95	119530	show_letter	to_remember	N	20	7	N
+479.5570332433	305.95	119890	show_letter	to_remember	M	20	7	M
+480.9988351683	305.7	120251	show_letter	to_remember	F	20	7	F
+482.439637092	305.95	120611	show_letter	to_remember	Q	20	7	Q
+483.8813390169	305.975	120971	show_letter	to_remember	H	20	7	H
+485.323240942	305.925	121332	show_letter	to_ignore	W	20	7	gW
+486.7649428669	615.9	121692	show_dash	work_memory	-	20	7	WM
+489.4465464472	221.975	122363	show_letter	probe_target	N	20	7	rN
+490.3148476065	0.0	122580	right_click	remembered_correct	n/a	20	7	1
+490.7149481407	0.0	122680	sound_beep	feedback_correct	n/a	20	7	correct
+492.608550669	0.0	123153	left_click	indicate_ready	n/a	20	7	255
+492.631050699	1257.075	123159	show_cross	fixate	+	21	5	nonWM
+497.8772577034	305.975	124470	show_letter	to_remember	J	21	5	J
+499.3190596284	305.95	124831	show_letter	to_remember	S	21	5	S
+500.7608615535	305.7	125191	show_letter	to_remember	Y	21	5	Y
+502.2016634771	305.95	125551	show_letter	to_ignore	T	21	5	gT
+503.6434654021	305.95	125912	show_letter	to_ignore	P	21	5	gP
+505.0852673272	305.95	126272	show_letter	to_remember	F	21	5	F
+506.526969252	305.7	126633	show_letter	to_ignore	M	21	5	gM
+507.9677711757	305.95	126993	show_letter	to_remember	K	21	5	K
+509.4095731007	536.425	127353	show_dash	work_memory	-	21	5	WM
+511.7731762565	230.475	127944	show_letter	probe_not_shown	V	21	5	rV
+512.672377457	0.0	128169	left_click	ignored_correct	n/a	21	5	255
+513.0724779912	0.0	128269	sound_beep	feedback_correct	n/a	21	5	correct
+513.990579217	0.0	128499	right_click	indicate_ready	n/a	21	5	1
+514.0188792548	1257.05	128506	show_cross	fixate	+	22	5	nonWM
+519.2650862592	305.95	129817	show_letter	to_remember	L	22	5	L
+520.7068881842	305.95	130178	show_letter	to_remember	F	22	5	F
+522.1486901093	305.95	130538	show_letter	to_ignore	M	22	5	gM
+523.5903920341	305.725	130899	show_letter	to_ignore	J	22	5	gJ
+525.0311939578	305.95	131259	show_letter	to_remember	K	22	5	K
+526.4729958828	305.95	131619	show_letter	to_ignore	N	22	5	gN
+527.9147978078	305.7	131980	show_letter	to_remember	R	22	5	R
+529.3555997315	305.95	132340	show_letter	to_remember	H	22	5	H
+530.7974016565	880.1	132700	show_dash	work_memory	-	22	5	WM
+534.5357066477	201.0	133635	show_letter	probe_not_shown	G	22	5	rG
+535.3197076944	0.0	133831	left_click	ignored_correct	n/a	22	5	255
+535.7198082286	0.0	133931	sound_beep	feedback_correct	n/a	22	5	correct
+538.9580125521	0.0	134741	right_click	indicate_ready	n/a	22	5	1
+538.9771125776	1257.075	134745	show_cross	fixate	+	23	7	nonWM
+544.223319582	305.95	136057	show_letter	to_ignore	J	23	7	gJ
+545.665121507	305.95	136417	show_letter	to_remember	T	23	7	T
+547.106923432	305.95	136778	show_letter	to_remember	V	23	7	V
+548.5477253557	305.95	137138	show_letter	to_remember	D	23	7	D
+549.9895272807	305.95	137498	show_letter	to_remember	X	23	7	X
+551.4312292056	305.975	137859	show_letter	to_remember	G	23	7	G
+552.8730311306	305.725	138219	show_letter	to_remember	N	23	7	N
+554.3138330543	305.95	138579	show_letter	to_remember	R	23	7	R
+555.7556349793	846.375	138940	show_dash	work_memory	-	23	7	WM
+559.3590397904	180.225	139841	show_letter	probe_target	R	23	7	rR
+560.0495407123	0.0	140013	right_click	remembered_correct	n/a	23	7	1
+560.4496412465	0.0	140113	sound_beep	feedback_correct	n/a	23	7	correct
+560.9986419795	0.0	140251	left_click	indicate_ready	n/a	23	7	255
+561.0188420064	1257.05	140256	show_cross	fixate	+	24	3	nonWM
+566.2650490109	305.95	141567	show_letter	to_ignore	H	24	3	gH
+567.7068509359	305.95	141928	show_letter	to_remember	M	24	3	M
+569.1486528609	305.7	142288	show_letter	to_ignore	W	24	3	gW
+570.5893547844	305.975	142648	show_letter	to_ignore	N	24	3	gN
+572.0311567094	305.975	143009	show_letter	to_remember	G	24	3	G
+573.4730586346	305.925	143369	show_letter	to_ignore	B	24	3	gB
+574.9147605595	305.7	143730	show_letter	to_remember	T	24	3	T
+576.3555624831	305.95	144090	show_letter	to_ignore	L	24	3	gL
+577.7973644081	519.675	144450	show_dash	work_memory	-	24	3	WM
+580.0939674744	150.725	145024	show_letter	probe_target	T	24	3	rT
+580.6663682387	0.0	145168	right_click	remembered_correct	n/a	24	3	1
+581.066568773	0.0	145268	sound_beep	feedback_correct	n/a	24	3	correct
+588.180378271	0.0	147046	right_click	indicate_ready	n/a	24	3	1
+588.2067783062	1257.075	147053	show_cross	fixate	+	25	5	nonWM
+593.4529853106	305.95	148364	show_letter	to_remember	V	25	5	V
+594.8937872343	305.95	148724	show_letter	to_remember	W	25	5	W
+596.3355891593	305.95	149085	show_letter	to_ignore	Q	25	5	gQ
+597.7773910843	305.95	149445	show_letter	to_remember	S	25	5	S
+599.2190930092	305.95	149806	show_letter	to_ignore	T	25	5	gT
+600.6598949329	305.95	150166	show_letter	to_remember	Z	25	5	Z
+602.1016968579	305.95	150526	show_letter	to_remember	K	25	5	K
+603.543598783	305.925	150887	show_letter	to_ignore	X	25	5	gX
+604.9853007079	749.875	151247	show_dash	work_memory	-	25	5	WM
+608.2028050037	238.975	152052	show_letter	probe_target	W	25	5	rW
+609.1402062553	0.0	152286	right_click	remembered_correct	n/a	25	5	1
+609.5404067896	0.0	152386	sound_beep	feedback_correct	n/a	25	5	correct
+611.987610057	0.0	152998	left_click	indicate_ready	n/a	25	5	255
diff --git a/datasets/eeg_ds004117s_hed_sternberg/sub-001/ses-01/eeg/sub-001_ses-01_task-WorkingMemory_run-4_channels.tsv b/datasets/eeg_ds004117s_hed_sternberg/sub-001/ses-01/eeg/sub-001_ses-01_task-WorkingMemory_run-4_channels.tsv
new file mode 100644
index 0000000..8ae999a
--- /dev/null
+++ b/datasets/eeg_ds004117s_hed_sternberg/sub-001/ses-01/eeg/sub-001_ses-01_task-WorkingMemory_run-4_channels.tsv
@@ -0,0 +1,72 @@
+name	type	units
+FP1	EEG	microV
+FPZ	EEG	microV
+FP2	EEG	microV
+AF7	EEG	microV
+AF3	EEG	microV
+AFZ	EEG	microV
+AF4	EEG	microV
+AF8	EEG	microV
+F9	EEG	microV
+F7	EEG	microV
+F5	EEG	microV
+F3	EEG	microV
+F1	EEG	microV
+FZ	EEG	microV
+F2	EEG	microV
+F4	EEG	microV
+F6	EEG	microV
+F8	EEG	microV
+F10	EEG	microV
+FT9	EEG	microV
+FT7	EEG	microV
+FC5	EEG	microV
+FC3	EEG	microV
+FC1	EEG	microV
+FCZ	EEG	microV
+FC2	EEG	microV
+FC4	EEG	microV
+FC6	EEG	microV
+FT8	EEG	microV
+FT10	EEG	microV
+T7	EEG	microV
+C5	EEG	microV
+C3	EEG	microV
+C1	EEG	microV
+CZ	EEG	microV
+C2	EEG	microV
+C4	EEG	microV
+C6	EEG	microV
+T8	EEG	microV
+TP9	EEG	microV
+TP7	EEG	microV
+CP5	EEG	microV
+CP3	EEG	microV
+CP1	EEG	microV
+CPZ	EEG	microV
+CP2	EEG	microV
+CP4	EEG	microV
+CP6	EEG	microV
+TP8	EEG	microV
+TP10	EEG	microV
+P7	EEG	microV
+P5	EEG	microV
+P3	EEG	microV
+P1	EEG	microV
+PZ	EEG	microV
+P2	EEG	microV
+P4	EEG	microV
+P6	EEG	microV
+P8	EEG	microV
+PO9	EEG	microV
+PO7	EEG	microV
+PO3	EEG	microV
+POZ	EEG	microV
+PO4	EEG	microV
+PO8	EEG	microV
+PO10	EEG	microV
+O1	EEG	microV
+OZ	EEG	microV
+O2	EEG	microV
+LEYE	EOG	microV
+REYE	EOG	microV
diff --git a/datasets/eeg_ds004117s_hed_sternberg/sub-001/ses-01/eeg/sub-001_ses-01_task-WorkingMemory_run-4_coordsystem.json b/datasets/eeg_ds004117s_hed_sternberg/sub-001/ses-01/eeg/sub-001_ses-01_task-WorkingMemory_run-4_coordsystem.json
new file mode 100644
index 0000000..564b437
--- /dev/null
+++ b/datasets/eeg_ds004117s_hed_sternberg/sub-001/ses-01/eeg/sub-001_ses-01_task-WorkingMemory_run-4_coordsystem.json
@@ -0,0 +1 @@
+{"EEGCoordinateUnits": "n/a", "EEGCoordinateSystem": "CTF", "EEGCoordinateSystemDescription": "EEGLAB"}
\ No newline at end of file
diff --git a/datasets/eeg_ds004117s_hed_sternberg/sub-001/ses-01/eeg/sub-001_ses-01_task-WorkingMemory_run-4_eeg.fdt b/datasets/eeg_ds004117s_hed_sternberg/sub-001/ses-01/eeg/sub-001_ses-01_task-WorkingMemory_run-4_eeg.fdt
new file mode 100644
index 0000000..e69de29
diff --git a/datasets/eeg_ds004117s_hed_sternberg/sub-001/ses-01/eeg/sub-001_ses-01_task-WorkingMemory_run-4_eeg.json b/datasets/eeg_ds004117s_hed_sternberg/sub-001/ses-01/eeg/sub-001_ses-01_task-WorkingMemory_run-4_eeg.json
new file mode 100644
index 0000000..33cf63c
--- /dev/null
+++ b/datasets/eeg_ds004117s_hed_sternberg/sub-001/ses-01/eeg/sub-001_ses-01_task-WorkingMemory_run-4_eeg.json
@@ -0,0 +1,11 @@
+{
+    "TaskName": "WorkingMemory",
+    "EEGReference": "common",
+    "RecordingType": "continuous",
+    "RecordingDuration": 583.284,
+    "SamplingFrequency": 250.0,
+    "EEGChannelCount": 69,
+    "EOGChannelCount": 2,
+    "PowerLineFrequency": 60,
+    "SoftwareFilters": "n/a"
+}
\ No newline at end of file
diff --git a/datasets/eeg_ds004117s_hed_sternberg/sub-001/ses-01/eeg/sub-001_ses-01_task-WorkingMemory_run-4_eeg.set b/datasets/eeg_ds004117s_hed_sternberg/sub-001/ses-01/eeg/sub-001_ses-01_task-WorkingMemory_run-4_eeg.set
new file mode 100644
index 0000000..e69de29
diff --git a/datasets/eeg_ds004117s_hed_sternberg/sub-001/ses-01/eeg/sub-001_ses-01_task-WorkingMemory_run-4_electrodes.tsv b/datasets/eeg_ds004117s_hed_sternberg/sub-001/ses-01/eeg/sub-001_ses-01_task-WorkingMemory_run-4_electrodes.tsv
new file mode 100644
index 0000000..92eba2b
--- /dev/null
+++ b/datasets/eeg_ds004117s_hed_sternberg/sub-001/ses-01/eeg/sub-001_ses-01_task-WorkingMemory_run-4_electrodes.tsv
@@ -0,0 +1,72 @@
+name	x	y	z
+FP1	0.950400	0.307447	-0.047075
+FPZ	0.999779	-0.000000	-0.021016
+FP2	0.950400	-0.307447	-0.047075
+AF7	0.808131	0.584817	-0.070094
+AF3	0.895916	0.370386	0.245250
+AFZ	0.929707	-0.000000	0.368300
+AF4	0.895916	-0.370386	0.245250
+AF8	0.808481	-0.584340	-0.070032
+F9	0.523344	0.702453	-0.482359
+F7	0.586723	0.804981	-0.088102
+F5	0.635738	0.741859	0.213266
+F3	0.677066	0.567060	0.469068
+F1	0.704860	0.306379	0.639769
+FZ	0.714575	-0.000000	0.699559
+F2	0.704399	-0.306179	0.640372
+F4	0.677459	-0.566383	0.469317
+F6	0.635602	-0.741701	0.214217
+F8	0.587370	-0.804512	-0.088070
+F10	0.523344	-0.702453	-0.482359
+FT9	0.274136	0.824420	-0.495158
+FT7	0.308323	0.945999	-0.100112
+FC5	0.338385	0.897025	0.284327
+FC3	0.364178	0.697349	0.617316
+FC1	0.381596	0.380598	0.842336
+FCZ	0.387380	-0.000000	0.921920
+FC2	0.381596	-0.380598	0.842336
+FC4	0.364178	-0.697349	0.617316
+FC6	0.338385	-0.897025	0.284327
+FT8	0.308323	-0.945999	-0.100112
+FT10	0.274136	-0.824420	-0.495158
+T7	0.000000	0.994572	-0.104049
+C5	0.000000	0.950959	0.309316
+C3	0.000000	0.743194	0.669076
+C1	0.000000	0.406325	0.913729
+CZ	0.000000	-0.000000	1.000000
+C2	0.000000	-0.407158	0.913358
+C4	0.000000	-0.743152	0.669123
+C6	0.000000	-0.950959	0.309316
+T8	0.000000	-0.994572	-0.104049
+TP9	-0.274093	0.824434	-0.495158
+TP7	-0.308290	0.946010	-0.100112
+CP5	-0.338416	0.897013	0.284327
+CP3	-0.364117	0.697381	0.617316
+CP1	-0.381563	0.380632	0.842336
+CPZ	-0.387380	-0.000000	0.921920
+CP2	-0.381563	-0.380632	0.842336
+CP4	-0.364117	-0.697381	0.617316
+CP6	-0.338416	-0.897013	0.284327
+TP8	-0.309282	-0.945690	-0.100080
+TP10	-0.274093	-0.824434	-0.495158
+P7	-0.586765	0.804950	-0.088102
+P5	-0.635673	0.741915	0.213266
+P3	-0.677037	0.567095	0.469068
+P1	-0.704876	0.306342	0.639769
+PZ	-0.714575	-0.000000	0.699559
+P2	-0.704415	-0.306142	0.640372
+P4	-0.677429	-0.566419	0.469317
+P6	-0.635538	-0.741757	0.214217
+P8	-0.587328	-0.804543	-0.088070
+PO9	-0.723570	0.512506	-0.462368
+PO7	-0.808151	0.584789	-0.070094
+PO3	-0.895923	0.370371	0.245250
+POZ	-0.929707	-0.000000	0.368300
+PO4	-0.895923	-0.370371	0.245250
+PO8	-0.808461	-0.584368	-0.070032
+PO10	-0.724058	-0.512093	-0.462061
+O1	-0.950379	0.307514	-0.047075
+OZ	-0.999779	-0.000000	-0.021016
+O2	-0.950379	-0.307514	-0.047075
+LEYE	0.670689	0.674304	-0.309017
+REYE	0.809995	-0.295999	-0.506254
diff --git a/datasets/eeg_ds004117s_hed_sternberg/sub-001/ses-01/eeg/sub-001_ses-01_task-WorkingMemory_run-4_events.tsv b/datasets/eeg_ds004117s_hed_sternberg/sub-001/ses-01/eeg/sub-001_ses-01_task-WorkingMemory_run-4_events.tsv
new file mode 100644
index 0000000..fc8e02a
--- /dev/null
+++ b/datasets/eeg_ds004117s_hed_sternberg/sub-001/ses-01/eeg/sub-001_ses-01_task-WorkingMemory_run-4_events.tsv
@@ -0,0 +1,351 @@
+onset	duration	sample	event_type	task_role	letter	trial	memory_cond	value
+5.348	1257.05	1338	show_cross	fixate	+	1	7	nonWM
+10.5941869918	305.95	2650	show_letter	to_remember	L	1	7	L
+12.035883417	305.975	3010	show_letter	to_remember	C	1	7	C
+13.4778798415	305.9	3370	show_letter	to_ignore	Z	1	7	gZ
+14.919476267	305.7	3731	show_letter	to_remember	M	1	7	M
+16.3602726944	305.95	4091	show_letter	to_remember	T	1	7	T
+17.8020691194	305.975	4452	show_letter	to_remember	B	1	7	B
+19.2438655444	309.95	4812	show_letter	to_remember	G	1	7	G
+20.7015619299	305.975	5176	show_letter	to_remember	K	1	7	K
+22.1433583549	775.15	5537	show_dash	work_memory	-	1	7	WM
+25.4618501265	188.725	6366	show_letter	probe_not_shown	D	1	7	rD
+26.1935483122	0.0	6549	left_click	ignored_correct	n/a	1	7	255
+26.5936473202	0.0	6649	sound_beep	feedback_correct	n/a	1	7	correct
+27.696344586	0.0	6925	right_click	indicate_ready	n/a	1	7	1
+27.724544516	1257.3	6932	show_cross	fixate	+	2	5	nonWM
+32.9717315053	305.7	8244	show_letter	to_ignore	J	2	5	gJ
+34.4125279328	305.95	8604	show_letter	to_remember	Q	2	5	Q
+35.8543243578	305.9	8965	show_letter	to_ignore	K	2	5	gK
+37.2961207827	305.925	9325	show_letter	to_remember	F	2	5	F
+38.737817208	305.7	9685	show_letter	to_remember	Z	2	5	Z
+40.1786136354	305.95	10046	show_letter	to_remember	W	2	5	W
+41.6204100604	305.95	10406	show_letter	to_ignore	M	2	5	gM
+43.0622064854	305.95	10767	show_letter	to_remember	H	2	5	H
+44.5029029131	699.9	11127	show_dash	work_memory	-	2	5	WM
+47.5204954308	163.5	11881	show_letter	probe_not_shown	B	2	5	rB
+48.1549938575	0.0	12040	left_click	ignored_correct	n/a	2	5	255
+48.5550928654	0.0	12140	sound_beep	feedback_correct	n/a	2	5	correct
+49.6577901312	0.0	12415	right_click	indicate_ready	n/a	2	5	1
+49.6831900683	1257.05	12422	show_cross	fixate	+	3	5	nonWM
+54.92937706	305.95	13733	show_letter	to_remember	K	3	5	K
+56.3710734853	305.725	14094	show_letter	to_ignore	C	3	5	gC
+57.8118699127	305.975	14454	show_letter	to_ignore	Z	3	5	gZ
+59.2536663377	305.95	14814	show_letter	to_remember	M	3	5	M
+60.6954627627	305.7	15175	show_letter	to_remember	L	3	5	L
+62.1362591901	305.95	15535	show_letter	to_ignore	F	3	5	gF
+63.5780556151	305.95	15896	show_letter	to_remember	G	3	5	G
+65.0199520399	305.925	16256	show_letter	to_remember	Y	3	5	Y
+66.4615484653	921.875	16616	show_dash	work_memory	-	3	5	WM
+70.3669387817	205.225	17593	show_letter	probe_target	L	3	5	rL
+71.1709367881	0.0	17794	right_click	remembered_correct	n/a	3	5	1
+71.5710357961	0.0	17894	sound_beep	feedback_correct	n/a	3	5	correct
+72.251834108	0.0	18064	left_click	indicate_ready	n/a	3	5	255
+72.277634044	1257.075	18070	show_cross	fixate	+	4	3	nonWM
+77.5239210355	305.95	19382	show_letter	to_ignore	D	4	3	gD
+78.9656174607	305.725	19742	show_letter	to_ignore	N	4	3	gN
+80.4064138882	305.95	20103	show_letter	to_ignore	K	4	3	gK
+81.8482103132	305.95	20463	show_letter	to_remember	H	4	3	H
+83.2901067379	305.925	20824	show_letter	to_ignore	J	4	3	gJ
+84.7318031631	305.7	21184	show_letter	to_remember	C	4	3	C
+86.1725995906	305.95	21544	show_letter	to_ignore	B	4	3	gB
+87.6142960158	305.975	21905	show_letter	to_remember	M	4	3	M
+89.0560924408	754.15	22265	show_dash	work_memory	-	4	3	WM
+92.2905844207	205.475	23074	show_letter	probe_not_shown	S	4	3	rS
+93.0791824653	0.0	23271	left_click	ignored_correct	n/a	4	3	255
+93.4792814733	0.0	23371	sound_beep	feedback_correct	n/a	4	3	correct
+94.3709792622	0.0	23594	right_click	indicate_ready	n/a	4	3	1
+94.4032791821	1257.075	23602	show_cross	fixate	+	5	3	nonWM
+99.6494661739	305.7	24913	show_letter	to_ignore	S	5	3	gS
+101.0902626014	305.95	25274	show_letter	to_ignore	T	5	3	gT
+102.5320590264	305.95	25634	show_letter	to_ignore	G	5	3	gG
+103.9738554513	305.95	25994	show_letter	to_remember	N	5	3	N
+105.4156518763	305.7	26355	show_letter	to_remember	W	5	3	W
+106.856348304	305.975	26715	show_letter	to_remember	J	5	3	J
+108.298144729	305.975	27076	show_letter	to_ignore	F	5	3	gF
+109.739941154	309.95	27436	show_letter	to_ignore	H	5	3	gH
+111.1977375393	884.1	27800	show_dash	work_memory	-	5	3	WM
+114.9521282301	192.975	28739	show_letter	probe_target	N	5	3	rN
+115.6992263776	0.0	28926	right_click	remembered_correct	n/a	5	3	1
+116.0993253855	0.0	29026	sound_beep	feedback_correct	n/a	5	3	correct
+116.674623959	0.0	29170	left_click	indicate_ready	n/a	5	3	255
+116.6959239062	1257.05	29175	show_cross	fixate	+	6	7	nonWM
+121.942110898	305.95	30487	show_letter	to_remember	Z	6	7	Z
+123.383907323	305.95	30847	show_letter	to_remember	N	6	7	N
+124.8256037482	305.7	31207	show_letter	to_remember	K	6	7	K
+126.2664001756	305.95	31568	show_letter	to_remember	G	6	7	G
+127.7081966006	305.95	31928	show_letter	to_remember	B	6	7	B
+129.1499930256	305.95	32288	show_letter	to_remember	M	6	7	M
+130.5907894531	305.95	32649	show_letter	to_remember	Y	6	7	Y
+132.0324858783	305.95	33009	show_letter	to_ignore	R	6	7	gR
+133.4742823033	766.9	33370	show_dash	work_memory	-	6	7	WM
+136.7597741567	146.475	34191	show_letter	probe_target	K	6	7	rK
+137.3172727744	0.0	34330	right_click	remembered_correct	n/a	6	7	1
+137.7173717823	0.0	34430	sound_beep	feedback_correct	n/a	6	7	correct
+141.5617622499	0.0	35391	left_click	indicate_ready	n/a	6	7	255
+141.5870621872	1257.05	35398	show_cross	fixate	+	7	7	nonWM
+146.8332491789	305.95	36709	show_letter	to_remember	F	7	7	F
+148.2750456039	305.7	37070	show_letter	to_remember	W	7	7	W
+149.7158420314	305.95	37430	show_letter	to_remember	C	7	7	C
+151.1575384566	305.975	37790	show_letter	to_ignore	R	7	7	gR
+152.5995348811	305.925	38151	show_letter	to_remember	N	7	7	N
+154.0411313066	305.7	38511	show_letter	to_remember	Q	7	7	Q
+155.481927734	305.95	38871	show_letter	to_remember	H	7	7	H
+156.923724159	305.975	39232	show_letter	to_remember	S	7	7	S
+158.365520584	993.125	39592	show_dash	work_memory	-	7	7	WM
+162.5559101937	301.7	40640	show_letter	probe_not_shown	J	7	7	rJ
+163.733407274	0.0	40934	left_click	ignored_correct	n/a	7	7	255
+164.1337062814	0.0	41034	sound_beep	feedback_correct	n/a	7	7	correct
+165.3415032866	0.0	41336	right_click	indicate_ready	n/a	7	7	1
+165.3714032125	1257.05	41344	show_cross	fixate	+	8	7	nonWM
+170.6175902042	305.95	42655	show_letter	to_remember	K	8	7	K
+172.0593866292	305.95	43016	show_letter	to_ignore	G	8	7	gG
+173.501283054	305.925	43376	show_letter	to_remember	D	8	7	D
+174.9429794792	305.7	43737	show_letter	to_remember	H	8	7	H
+176.3836759069	305.975	44097	show_letter	to_remember	R	8	7	R
+177.8254723319	305.975	44457	show_letter	to_remember	T	8	7	T
+179.2672687568	305.95	44818	show_letter	to_remember	V	8	7	V
+180.7080651843	305.95	45178	show_letter	to_remember	N	8	7	N
+182.1498616093	611.9	45538	show_dash	work_memory	-	8	7	WM
+184.8154549998	226.2	46205	show_letter	probe_target	D	8	7	rD
+185.6939528215	0.0	46424	right_click	remembered_correct	n/a	8	7	1
+186.0940518294	0.0	46525	sound_beep	feedback_correct	n/a	8	7	correct
+187.5920481151	0.0	46899	left_click	indicate_ready	n/a	8	7	255
+187.6139480608	1257.325	46904	show_cross	fixate	+	9	3	nonWM
+192.8601350525	305.975	48216	show_letter	to_ignore	Y	9	3	gY
+194.3019314775	305.95	48576	show_letter	to_remember	T	9	3	T
+195.7437279025	305.95	48937	show_letter	to_ignore	W	9	3	gW
+197.1855243275	305.7	49297	show_letter	to_ignore	N	9	3	gN
+198.6263207549	305.95	49658	show_letter	to_ignore	J	9	3	gJ
+200.0681171799	305.95	50018	show_letter	to_remember	V	9	3	V
+201.5099136049	305.95	50378	show_letter	to_remember	Z	9	3	Z
+202.9516100301	305.7	50739	show_letter	to_ignore	C	9	3	gC
+204.3924064576	942.85	51099	show_dash	work_memory	-	9	3	WM
+208.3817965656	188.725	52096	show_letter	probe_not_shown	B	9	3	rB
+209.1042947742	0.0	52277	left_click	ignored_correct	n/a	9	3	255
+209.5043937821	0.0	52377	sound_beep	feedback_correct	n/a	9	3	correct
+210.527991244	0.0	52633	right_click	indicate_ready	n/a	9	3	1
+210.561491161	1257.05	52641	show_cross	fixate	+	10	5	nonWM
+215.8076781527	305.7	53953	show_letter	to_remember	V	10	5	V
+217.2484745802	305.95	54313	show_letter	to_remember	L	10	5	L
+218.6902710052	305.95	54674	show_letter	to_remember	S	10	5	S
+220.1321674299	305.925	55034	show_letter	to_ignore	M	10	5	gM
+221.5737638554	305.7	55394	show_letter	to_remember	R	10	5	R
+223.0145602828	305.95	55755	show_letter	to_ignore	D	10	5	gD
+224.4563567078	305.975	56115	show_letter	to_remember	N	10	5	N
+225.8981531328	305.95	56476	show_letter	to_ignore	Q	10	5	gQ
+227.3389495603	532.4	56836	show_dash	work_memory	-	10	5	WM
+229.6855437417	217.975	57422	show_letter	probe_not_shown	K	10	5	rK
+230.5374416294	0.0	57635	left_click	ignored_correct	n/a	10	5	255
+230.9375406373	0.0	57735	sound_beep	feedback_correct	n/a	10	5	correct
+232.0137379688	0.0	58004	right_click	indicate_ready	n/a	10	5	1
+232.032237923	1257.3	58009	show_cross	fixate	+	11	5	nonWM
+237.2794249123	305.7	59321	show_letter	to_remember	M	11	5	M
+238.72012134	305.975	59681	show_letter	to_remember	R	11	5	R
+240.1619177649	305.95	60041	show_letter	to_remember	L	11	5	L
+241.6038141897	305.925	60402	show_letter	to_ignore	X	11	5	gX
+243.0455106149	305.7	60762	show_letter	to_ignore	G	11	5	gG
+244.4863070424	305.95	61123	show_letter	to_remember	W	11	5	W
+245.9280034676	305.975	61483	show_letter	to_remember	F	11	5	F
+247.3697998926	305.975	61843	show_letter	to_ignore	D	11	5	gD
+248.81059632	549.175	62204	show_dash	work_memory	-	11	5	WM
+251.2241903354	159.5	62807	show_letter	probe_target	F	11	5	rF
+251.8386888117	0.0	62961	right_click	remembered_correct	n/a	11	5	1
+252.2387878196	0.0	63061	sound_beep	feedback_correct	n/a	11	5	correct
+252.7086866545	0.0	63178	left_click	indicate_ready	n/a	11	5	255
+252.7329865942	1257.325	63184	show_cross	fixate	+	12	5	nonWM
+257.979173586	305.95	64496	show_letter	to_remember	R	12	5	R
+259.420970011	305.95	64856	show_letter	to_ignore	B	12	5	gB
+260.862766436	305.95	65217	show_letter	to_remember	Y	12	5	Y
+262.3045628609	305.7	65577	show_letter	to_remember	C	12	5	C
+263.7453592884	305.95	65937	show_letter	to_ignore	Q	12	5	gQ
+265.1870557136	306.0	66298	show_letter	to_ignore	F	12	5	gF
+266.6289521384	305.925	66658	show_letter	to_remember	N	12	5	N
+268.0706485636	305.7	67019	show_letter	to_remember	L	12	5	L
+269.5114449911	628.675	67379	show_dash	work_memory	-	12	5	WM
+272.2441382152	159.225	68062	show_letter	probe_not_shown	Z	12	5	rZ
+272.8498367133	0.0	68213	left_click	ignored_correct	n/a	12	5	255
+273.2499357212	0.0	68313	sound_beep	feedback_correct	n/a	12	5	correct
+275.6970296535	0.0	68925	left_click	indicate_ready	n/a	12	5	255
+275.7305295705	1257.05	68934	show_cross	fixate	+	13	7	nonWM
+280.9767165622	305.95	70245	show_letter	to_remember	P	13	7	P
+282.4185129872	305.7	70606	show_letter	to_remember	L	13	7	L
+283.8592094149	305.95	70966	show_letter	to_remember	H	13	7	H
+285.3010058399	305.95	71326	show_letter	to_remember	K	13	7	K
+286.7429022646	305.925	71687	show_letter	to_remember	B	13	7	B
+288.1845986899	305.7	72047	show_letter	to_remember	Q	13	7	Q
+289.6252951176	305.975	72407	show_letter	to_ignore	T	13	7	gT
+291.0670915425	305.975	72768	show_letter	to_remember	J	13	7	J
+292.5088879675	993.125	73128	show_dash	work_memory	-	13	7	WM
+296.6992775772	146.725	74176	show_letter	probe_target	H	13	7	rH
+297.2616761827	0.0	74316	right_click	remembered_correct	n/a	13	7	1
+297.6618751904	0.0	74416	sound_beep	feedback_correct	n/a	13	7	correct
+302.2442638281	0.0	75562	left_click	indicate_ready	n/a	13	7	255
+302.264463778	1257.05	75567	show_cross	fixate	+	14	5	nonWM
+307.5106507698	305.7	76879	show_letter	to_remember	G	14	5	G
+308.9513471975	305.975	77239	show_letter	to_ignore	K	14	5	gK
+310.3931436225	305.975	77599	show_letter	to_remember	M	14	5	M
+311.8350400472	305.925	77960	show_letter	to_remember	D	14	5	D
+313.2767364724	305.7	78320	show_letter	to_ignore	R	14	5	gR
+314.7175328999	305.95	78680	show_letter	to_ignore	C	14	5	gC
+316.1592293251	306.0	79041	show_letter	to_remember	B	14	5	B
+317.6010257501	305.95	79401	show_letter	to_remember	Y	14	5	Y
+319.0418221775	854.875	79761	show_dash	work_memory	-	14	5	WM
+322.6793131582	175.975	80671	show_letter	probe_target	Y	14	5	rY
+323.3608114684	0.0	80841	right_click	remembered_correct	n/a	14	5	1
+323.7609104763	0.0	80941	sound_beep	feedback_correct	n/a	14	5	correct
+324.9688074812	0.0	81243	left_click	indicate_ready	n/a	14	5	255
+324.9929074215	1257.075	81249	show_cross	fixate	+	15	7	nonWM
+330.2390944132	305.975	82561	show_letter	to_remember	L	15	7	L
+331.6808908382	305.7	82921	show_letter	to_remember	K	15	7	K
+333.1216872657	305.95	83281	show_letter	to_remember	G	15	7	G
+334.5634836907	305.95	83642	show_letter	to_remember	Z	15	7	Z
+336.0051801159	305.975	84002	show_letter	to_remember	H	15	7	H
+337.4469765409	305.725	84363	show_letter	to_remember	W	15	7	W
+338.8877729683	305.95	84723	show_letter	to_ignore	M	15	7	gM
+340.3295693933	305.975	85083	show_letter	to_remember	D	15	7	D
+341.7713658183	951.1	85444	show_dash	work_memory	-	15	7	WM
+345.7937558445	163.475	86449	show_letter	probe_not_shown	Q	15	7	rQ
+346.4280542718	0.0	86608	right_click	remembered_incorrect	n/a	15	7	1
+346.8281532797	0.0	86708	sound_buzz	feedback_incorrect	n/a	15	7	wrong
+348.6688487156	0.0	87168	left_click	indicate_ready	n/a	15	7	255
+348.6932486551	1257.325	87174	show_cross	fixate	+	16	3	nonWM
+353.9405356441	305.7	88486	show_letter	to_ignore	D	16	3	gD
+355.3812320718	305.975	88846	show_letter	to_ignore	H	16	3	gH
+356.8230284968	305.975	89207	show_letter	to_ignore	G	16	3	gG
+358.2648249218	305.95	89567	show_letter	to_remember	C	16	3	C
+359.7056213492	305.95	89927	show_letter	to_remember	S	16	3	S
+361.1474177742	305.95	90288	show_letter	to_remember	N	16	3	N
+362.5892141992	305.95	90648	show_letter	to_ignore	M	16	3	gM
+364.0309106244	305.7	91009	show_letter	to_ignore	F	16	3	gF
+365.4717070519	930.35	91369	show_dash	work_memory	-	16	3	WM
+369.4110972839	184.475	92354	show_letter	probe_target	S	16	3	rS
+370.1279955063	0.0	92533	right_click	remembered_correct	n/a	16	3	1
+370.5280945143	0.0	92633	sound_beep	feedback_correct	n/a	16	3	correct
+374.319585113	0.0	93581	left_click	indicate_ready	n/a	16	3	255
+374.339385064	1257.05	93586	show_cross	fixate	+	17	3	nonWM
+379.5856720555	305.925	94897	show_letter	to_ignore	S	17	3	gS
+381.0273684807	305.7	95258	show_letter	to_remember	G	17	3	G
+382.4681649082	305.95	95618	show_letter	to_ignore	N	17	3	gN
+383.9098613334	305.95	95978	show_letter	to_ignore	B	17	3	gB
+385.3516577584	305.7	96339	show_letter	to_remember	L	17	3	L
+386.7924541858	305.95	96699	show_letter	to_ignore	Q	17	3	gQ
+388.2342506108	305.95	97060	show_letter	to_ignore	Z	17	3	gZ
+389.6761470355	305.925	97420	show_letter	to_remember	P	17	3	P
+391.1178434608	800.375	97780	show_dash	work_memory	-	17	3	WM
+394.5362349847	172.0	98635	show_letter	probe_not_shown	X	17	3	rX
+395.1986333422	0.0	98801	left_click	ignored_correct	n/a	17	3	255
+395.5988323499	0.0	98901	sound_beep	feedback_correct	n/a	17	3	correct
+396.4640302046	0.0	99117	right_click	indicate_ready	n/a	17	3	1
+396.4979301205	1257.075	99125	show_cross	fixate	+	18	3	nonWM
+401.7441171123	305.95	100437	show_letter	to_ignore	F	18	3	gF
+403.186013537	305.925	100798	show_letter	to_remember	S	18	3	S
+404.6277099623	305.7	101158	show_letter	to_ignore	M	18	3	gM
+406.0685063897	305.95	101518	show_letter	to_ignore	D	18	3	gD
+407.5103028147	305.95	101879	show_letter	to_remember	Y	18	3	Y
+408.9519992399	305.725	102239	show_letter	to_remember	N	18	3	N
+410.3927956674	305.975	102599	show_letter	to_ignore	Q	18	3	gQ
+411.8345920924	305.95	102960	show_letter	to_ignore	K	18	3	gK
+413.2763885173	691.4	103320	show_dash	work_memory	-	18	3	WM
+416.2599811193	242.95	104066	show_letter	probe_not_shown	R	18	3	rR
+417.2112787605	0.0	104304	left_click	ignored_correct	n/a	18	3	255
+417.6113777685	0.0	104404	sound_beep	feedback_correct	n/a	18	3	correct
+418.9511744464	0.0	104739	right_click	indicate_ready	n/a	18	3	1
+418.9754743861	1257.075	104745	show_cross	fixate	+	19	5	nonWM
+424.2216613779	305.975	106056	show_letter	to_ignore	M	19	5	gM
+425.6634578029	305.725	106417	show_letter	to_remember	V	19	5	V
+427.1042542303	305.95	106777	show_letter	to_remember	G	19	5	G
+428.5460506553	305.975	107138	show_letter	to_remember	F	19	5	F
+429.9878470803	305.95	107498	show_letter	to_ignore	R	19	5	gR
+431.4296435053	305.675	107858	show_letter	to_remember	X	19	5	X
+432.8704399327	305.95	108219	show_letter	to_remember	W	19	5	W
+434.312136358	305.975	108579	show_letter	to_ignore	Y	19	5	gY
+435.7539327829	758.4	108939	show_dash	work_memory	-	19	5	WM
+439.0054247207	213.725	109752	show_letter	probe_not_shown	J	19	5	rJ
+439.8301226758	0.0	109959	left_click	ignored_correct	n/a	19	5	255
+440.2303216835	0.0	110059	sound_beep	feedback_correct	n/a	19	5	correct
+441.2801190804	0.0	110321	right_click	indicate_ready	n/a	19	5	1
+441.3021190259	1257.025	110327	show_cross	fixate	+	20	7	nonWM
+446.5484060174	305.925	111638	show_letter	to_remember	Y	20	7	Y
+447.9901024426	305.7	111999	show_letter	to_ignore	V	20	7	gV
+449.4307988703	305.975	112359	show_letter	to_remember	F	20	7	F
+450.8725952953	305.975	112719	show_letter	to_remember	R	20	7	R
+452.3142917205	305.975	113080	show_letter	to_remember	C	20	7	C
+453.7551881478	305.95	113440	show_letter	to_remember	Z	20	7	Z
+455.1969845727	305.95	113800	show_letter	to_remember	Q	20	7	Q
+456.638680998	305.975	114161	show_letter	to_remember	D	20	7	D
+458.0805774227	972.1	114521	show_dash	work_memory	-	20	7	WM
+462.1869672407	221.95	115548	show_letter	probe_not_shown	K	20	7	rK
+463.0553650874	0.0	115765	left_click	ignored_correct	n/a	20	7	255
+463.4554640953	0.0	115865	sound_beep	feedback_correct	n/a	20	7	correct
+465.1379599235	0.0	116285	right_click	indicate_ready	n/a	20	7	1
+465.1704598429	1257.05	116294	show_cross	fixate	+	21	5	nonWM
+470.4166468347	305.975	117605	show_letter	to_ignore	Q	21	5	gQ
+471.8584432597	305.95	117966	show_letter	to_ignore	W	21	5	gW
+473.3001396849	305.725	118326	show_letter	to_remember	C	21	5	C
+474.7409361123	305.95	118686	show_letter	to_remember	K	21	5	K
+476.1827325373	305.95	119047	show_letter	to_remember	J	21	5	J
+477.6245289623	305.7	119407	show_letter	to_ignore	P	21	5	gP
+479.06522539	305.975	119767	show_letter	to_remember	V	21	5	V
+480.5071218147	305.95	120128	show_letter	to_remember	M	21	5	M
+481.9490182395	708.1	120488	show_dash	work_memory	-	21	5	WM
+484.9994106758	142.475	121251	show_letter	probe_target	M	21	5	rM
+485.5423093297	0.0	121387	right_click	remembered_correct	n/a	21	5	1
+485.9424083376	0.0	121487	sound_beep	feedback_correct	n/a	21	5	correct
+486.5704067805	0.0	121644	left_click	indicate_ready	n/a	21	5	255
+486.5921067267	1257.075	121649	show_cross	fixate	+	22	3	nonWM
+491.8382937184	305.975	122961	show_letter	to_ignore	Z	22	3	gZ
+493.2800901434	305.725	123321	show_letter	to_remember	M	22	3	M
+494.7208865709	305.95	123681	show_letter	to_ignore	P	22	3	gP
+496.1626829959	305.95	124042	show_letter	to_ignore	N	22	3	gN
+497.6044794208	305.7	124402	show_letter	to_remember	F	22	3	F
+499.0452758483	305.95	124762	show_letter	to_remember	L	22	3	L
+500.4869722735	306.0	125123	show_letter	to_ignore	D	22	3	gD
+501.9287686985	305.95	125483	show_letter	to_ignore	H	22	3	gH
+503.3705651235	544.7	125844	show_dash	work_memory	-	22	3	WM
+505.7672591807	221.95	126443	show_letter	probe_not_shown	J	22	3	rJ
+506.6320570364	0.0	126659	left_click	ignored_correct	n/a	22	3	255
+507.0321560444	0.0	126759	sound_beep	feedback_correct	n/a	22	3	correct
+508.1083533759	0.0	127028	right_click	indicate_ready	n/a	22	3	1
+508.1308533201	1257.075	127034	show_cross	fixate	+	23	5	nonWM
+513.3770403118	305.95	128345	show_letter	to_remember	H	23	5	H
+514.8178367393	305.95	128705	show_letter	to_remember	W	23	5	W
+516.2596331643	305.95	129066	show_letter	to_ignore	Z	23	5	gZ
+517.7013295895	305.975	129426	show_letter	to_ignore	Q	23	5	gQ
+519.1431260145	305.725	129787	show_letter	to_ignore	F	23	5	gF
+520.5839224419	305.95	130147	show_letter	to_remember	T	23	5	T
+522.0257188669	305.975	130507	show_letter	to_remember	S	23	5	S
+523.4675152919	305.95	130868	show_letter	to_remember	M	23	5	M
+524.9093117169	649.4	131228	show_dash	work_memory	-	23	5	WM
+527.7248047357	263.975	131932	show_letter	probe_not_shown	B	23	5	rB
+528.7500021937	0.0	132189	left_click	ignored_correct	n/a	23	5	255
+529.1501012016	0.0	132289	sound_beep	feedback_correct	n/a	23	5	correct
+530.7798971604	0.0	132696	right_click	indicate_ready	n/a	23	5	1
+530.8093970873	1257.05	132703	show_cross	fixate	+	24	7	nonWM
+536.055584079	305.95	134015	show_letter	to_remember	Z	24	7	Z
+537.4963805065	305.95	134375	show_letter	to_remember	P	24	7	P
+538.9380769317	305.95	134736	show_letter	to_remember	W	24	7	W
+540.3798733567	305.95	135096	show_letter	to_remember	Q	24	7	Q
+541.8216697817	305.7	135456	show_letter	to_ignore	B	24	7	gB
+543.2624662091	305.95	135817	show_letter	to_remember	G	24	7	G
+544.7042626341	305.975	136177	show_letter	to_remember	J	24	7	J
+546.1460590591	305.95	136538	show_letter	to_remember	M	24	7	M
+547.5867554868	557.425	136898	show_dash	work_memory	-	24	7	WM
+550.0344494176	234.7	137510	show_letter	probe_not_shown	V	24	7	rV
+550.9470471548	0.0	137738	left_click	ignored_correct	n/a	24	7	255
+551.3471461627	0.0	137838	sound_beep	feedback_correct	n/a	24	7	correct
+556.8522325125	0.0	139214	right_click	indicate_ready	n/a	24	7	1
+556.8733324602	1257.075	139219	show_cross	fixate	+	25	3	nonWM
+562.119519452	306.0	140531	show_letter	to_ignore	Z	25	3	gZ
+563.5614158767	305.925	140891	show_letter	to_remember	K	25	3	K
+565.0031123019	305.7	141252	show_letter	to_ignore	H	25	3	gH
+566.4439087294	305.95	141612	show_letter	to_remember	P	25	3	P
+567.8857051544	305.95	141972	show_letter	to_remember	C	25	3	C
+569.3275015793	305.7	142333	show_letter	to_ignore	S	25	3	gS
+570.768198007	305.975	142693	show_letter	to_ignore	V	25	3	gV
+572.209994432	305.95	143053	show_letter	to_ignore	X	25	3	gX
+573.6518908568	720.625	143414	show_dash	work_memory	-	25	3	WM
+576.7522831692	180.225	144189	show_letter	probe_target	C	25	3	rC
+577.441181461	0.0	144361	right_click	remembered_correct	n/a	25	3	1
+577.8412804689	0.0	144461	sound_beep	feedback_correct	n/a	25	3	correct
+579.9191753167	0.0	144981	left_click	indicate_ready	n/a	25	3	255
diff --git a/datasets/eeg_ds004117s_hed_sternberg/sub-003/ses-01/eeg/sub-003_ses-01_task-WorkingMemory_run-1_channels.tsv b/datasets/eeg_ds004117s_hed_sternberg/sub-003/ses-01/eeg/sub-003_ses-01_task-WorkingMemory_run-1_channels.tsv
new file mode 100644
index 0000000..8ae999a
--- /dev/null
+++ b/datasets/eeg_ds004117s_hed_sternberg/sub-003/ses-01/eeg/sub-003_ses-01_task-WorkingMemory_run-1_channels.tsv
@@ -0,0 +1,72 @@
+name	type	units
+FP1	EEG	microV
+FPZ	EEG	microV
+FP2	EEG	microV
+AF7	EEG	microV
+AF3	EEG	microV
+AFZ	EEG	microV
+AF4	EEG	microV
+AF8	EEG	microV
+F9	EEG	microV
+F7	EEG	microV
+F5	EEG	microV
+F3	EEG	microV
+F1	EEG	microV
+FZ	EEG	microV
+F2	EEG	microV
+F4	EEG	microV
+F6	EEG	microV
+F8	EEG	microV
+F10	EEG	microV
+FT9	EEG	microV
+FT7	EEG	microV
+FC5	EEG	microV
+FC3	EEG	microV
+FC1	EEG	microV
+FCZ	EEG	microV
+FC2	EEG	microV
+FC4	EEG	microV
+FC6	EEG	microV
+FT8	EEG	microV
+FT10	EEG	microV
+T7	EEG	microV
+C5	EEG	microV
+C3	EEG	microV
+C1	EEG	microV
+CZ	EEG	microV
+C2	EEG	microV
+C4	EEG	microV
+C6	EEG	microV
+T8	EEG	microV
+TP9	EEG	microV
+TP7	EEG	microV
+CP5	EEG	microV
+CP3	EEG	microV
+CP1	EEG	microV
+CPZ	EEG	microV
+CP2	EEG	microV
+CP4	EEG	microV
+CP6	EEG	microV
+TP8	EEG	microV
+TP10	EEG	microV
+P7	EEG	microV
+P5	EEG	microV
+P3	EEG	microV
+P1	EEG	microV
+PZ	EEG	microV
+P2	EEG	microV
+P4	EEG	microV
+P6	EEG	microV
+P8	EEG	microV
+PO9	EEG	microV
+PO7	EEG	microV
+PO3	EEG	microV
+POZ	EEG	microV
+PO4	EEG	microV
+PO8	EEG	microV
+PO10	EEG	microV
+O1	EEG	microV
+OZ	EEG	microV
+O2	EEG	microV
+LEYE	EOG	microV
+REYE	EOG	microV
diff --git a/datasets/eeg_ds004117s_hed_sternberg/sub-003/ses-01/eeg/sub-003_ses-01_task-WorkingMemory_run-1_coordsystem.json b/datasets/eeg_ds004117s_hed_sternberg/sub-003/ses-01/eeg/sub-003_ses-01_task-WorkingMemory_run-1_coordsystem.json
new file mode 100644
index 0000000..564b437
--- /dev/null
+++ b/datasets/eeg_ds004117s_hed_sternberg/sub-003/ses-01/eeg/sub-003_ses-01_task-WorkingMemory_run-1_coordsystem.json
@@ -0,0 +1 @@
+{"EEGCoordinateUnits": "n/a", "EEGCoordinateSystem": "CTF", "EEGCoordinateSystemDescription": "EEGLAB"}
\ No newline at end of file
diff --git a/datasets/eeg_ds004117s_hed_sternberg/sub-003/ses-01/eeg/sub-003_ses-01_task-WorkingMemory_run-1_eeg.fdt b/datasets/eeg_ds004117s_hed_sternberg/sub-003/ses-01/eeg/sub-003_ses-01_task-WorkingMemory_run-1_eeg.fdt
new file mode 100644
index 0000000..e69de29
diff --git a/datasets/eeg_ds004117s_hed_sternberg/sub-003/ses-01/eeg/sub-003_ses-01_task-WorkingMemory_run-1_eeg.json b/datasets/eeg_ds004117s_hed_sternberg/sub-003/ses-01/eeg/sub-003_ses-01_task-WorkingMemory_run-1_eeg.json
new file mode 100644
index 0000000..cf63ab0
--- /dev/null
+++ b/datasets/eeg_ds004117s_hed_sternberg/sub-003/ses-01/eeg/sub-003_ses-01_task-WorkingMemory_run-1_eeg.json
@@ -0,0 +1,11 @@
+{
+    "TaskName": "WorkingMemory",
+    "EEGReference": "common",
+    "RecordingType": "continuous",
+    "RecordingDuration": 727.164,
+    "SamplingFrequency": 250.0,
+    "EEGChannelCount": 69,
+    "EOGChannelCount": 2,
+    "PowerLineFrequency": 60,
+    "SoftwareFilters": "n/a"
+}
\ No newline at end of file
diff --git a/datasets/eeg_ds004117s_hed_sternberg/sub-003/ses-01/eeg/sub-003_ses-01_task-WorkingMemory_run-1_eeg.set b/datasets/eeg_ds004117s_hed_sternberg/sub-003/ses-01/eeg/sub-003_ses-01_task-WorkingMemory_run-1_eeg.set
new file mode 100644
index 0000000..e69de29
diff --git a/datasets/eeg_ds004117s_hed_sternberg/sub-003/ses-01/eeg/sub-003_ses-01_task-WorkingMemory_run-1_electrodes.tsv b/datasets/eeg_ds004117s_hed_sternberg/sub-003/ses-01/eeg/sub-003_ses-01_task-WorkingMemory_run-1_electrodes.tsv
new file mode 100644
index 0000000..92eba2b
--- /dev/null
+++ b/datasets/eeg_ds004117s_hed_sternberg/sub-003/ses-01/eeg/sub-003_ses-01_task-WorkingMemory_run-1_electrodes.tsv
@@ -0,0 +1,72 @@
+name	x	y	z
+FP1	0.950400	0.307447	-0.047075
+FPZ	0.999779	-0.000000	-0.021016
+FP2	0.950400	-0.307447	-0.047075
+AF7	0.808131	0.584817	-0.070094
+AF3	0.895916	0.370386	0.245250
+AFZ	0.929707	-0.000000	0.368300
+AF4	0.895916	-0.370386	0.245250
+AF8	0.808481	-0.584340	-0.070032
+F9	0.523344	0.702453	-0.482359
+F7	0.586723	0.804981	-0.088102
+F5	0.635738	0.741859	0.213266
+F3	0.677066	0.567060	0.469068
+F1	0.704860	0.306379	0.639769
+FZ	0.714575	-0.000000	0.699559
+F2	0.704399	-0.306179	0.640372
+F4	0.677459	-0.566383	0.469317
+F6	0.635602	-0.741701	0.214217
+F8	0.587370	-0.804512	-0.088070
+F10	0.523344	-0.702453	-0.482359
+FT9	0.274136	0.824420	-0.495158
+FT7	0.308323	0.945999	-0.100112
+FC5	0.338385	0.897025	0.284327
+FC3	0.364178	0.697349	0.617316
+FC1	0.381596	0.380598	0.842336
+FCZ	0.387380	-0.000000	0.921920
+FC2	0.381596	-0.380598	0.842336
+FC4	0.364178	-0.697349	0.617316
+FC6	0.338385	-0.897025	0.284327
+FT8	0.308323	-0.945999	-0.100112
+FT10	0.274136	-0.824420	-0.495158
+T7	0.000000	0.994572	-0.104049
+C5	0.000000	0.950959	0.309316
+C3	0.000000	0.743194	0.669076
+C1	0.000000	0.406325	0.913729
+CZ	0.000000	-0.000000	1.000000
+C2	0.000000	-0.407158	0.913358
+C4	0.000000	-0.743152	0.669123
+C6	0.000000	-0.950959	0.309316
+T8	0.000000	-0.994572	-0.104049
+TP9	-0.274093	0.824434	-0.495158
+TP7	-0.308290	0.946010	-0.100112
+CP5	-0.338416	0.897013	0.284327
+CP3	-0.364117	0.697381	0.617316
+CP1	-0.381563	0.380632	0.842336
+CPZ	-0.387380	-0.000000	0.921920
+CP2	-0.381563	-0.380632	0.842336
+CP4	-0.364117	-0.697381	0.617316
+CP6	-0.338416	-0.897013	0.284327
+TP8	-0.309282	-0.945690	-0.100080
+TP10	-0.274093	-0.824434	-0.495158
+P7	-0.586765	0.804950	-0.088102
+P5	-0.635673	0.741915	0.213266
+P3	-0.677037	0.567095	0.469068
+P1	-0.704876	0.306342	0.639769
+PZ	-0.714575	-0.000000	0.699559
+P2	-0.704415	-0.306142	0.640372
+P4	-0.677429	-0.566419	0.469317
+P6	-0.635538	-0.741757	0.214217
+P8	-0.587328	-0.804543	-0.088070
+PO9	-0.723570	0.512506	-0.462368
+PO7	-0.808151	0.584789	-0.070094
+PO3	-0.895923	0.370371	0.245250
+POZ	-0.929707	-0.000000	0.368300
+PO4	-0.895923	-0.370371	0.245250
+PO8	-0.808461	-0.584368	-0.070032
+PO10	-0.724058	-0.512093	-0.462061
+O1	-0.950379	0.307514	-0.047075
+OZ	-0.999779	-0.000000	-0.021016
+O2	-0.950379	-0.307514	-0.047075
+LEYE	0.670689	0.674304	-0.309017
+REYE	0.809995	-0.295999	-0.506254
diff --git a/datasets/eeg_ds004117s_hed_sternberg/sub-003/ses-01/eeg/sub-003_ses-01_task-WorkingMemory_run-1_events.tsv b/datasets/eeg_ds004117s_hed_sternberg/sub-003/ses-01/eeg/sub-003_ses-01_task-WorkingMemory_run-1_events.tsv
new file mode 100644
index 0000000..0b7b4f7
--- /dev/null
+++ b/datasets/eeg_ds004117s_hed_sternberg/sub-003/ses-01/eeg/sub-003_ses-01_task-WorkingMemory_run-1_events.tsv
@@ -0,0 +1,351 @@
+onset	duration	sample	event_type	task_role	letter	trial	memory_cond	value
+3.084	1257.05	772	show_cross	fixate	+	1	5	nonWM
+8.3300839902	305.975	2084	show_letter	to_ignore	B	1	5	gB
+9.7719795898	309.95	2444	show_letter	to_ignore	H	1	5	gH
+11.2296751413	305.95	2808	show_letter	to_remember	D	1	5	D
+12.6714707413	305.975	3169	show_letter	to_remember	R	1	5	R
+14.1132663412	305.95	3529	show_letter	to_remember	N	1	5	N
+15.5540619443	305.95	3890	show_letter	to_remember	Z	1	5	Z
+16.9957575446	305.975	4250	show_letter	to_remember	V	1	5	V
+18.4375531445	305.95	4610	show_letter	to_ignore	L	1	5	gL
+19.8793487445	749.9	4971	show_dash	work_memory	-	1	5	WM
+23.0968389255	305.95	5775	show_letter	probe_target	R	1	5	rR
+24.959533241	0.0	6241	right_click	remembered_correct	n/a	1	5	1
+25.35963202	0.0	6341	sound_beep	feedback_correct	n/a	1	5	correct
+31.8671121606	0.0	7968	right_click	indicate_ready	n/a	1	5	1
+31.8975120679	1257.075	7975	show_cross	fixate	+	2	3	nonWM
+37.1436960577	305.95	9287	show_letter	to_ignore	D	2	3	gD
+38.5844916608	305.95	9647	show_letter	to_ignore	M	2	3	gM
+40.0262872607	305.95	10008	show_letter	to_ignore	B	2	3	gB
+41.4680828607	305.95	10368	show_letter	to_remember	Y	2	3	Y
+42.909778461	305.725	10728	show_letter	to_ignore	H	2	3	gH
+44.350574064	305.95	11089	show_letter	to_remember	Q	2	3	Q
+45.792369664	305.95	11449	show_letter	to_remember	C	2	3	C
+47.2342652637	305.925	11810	show_letter	to_ignore	G	2	3	gG
+48.675960864	842.125	12170	show_dash	work_memory	-	2	3	WM
+52.2623499191	305.95	13067	show_letter	probe_target	C	2	3	rC
+53.855245058	0.0	13465	right_click	remembered_correct	n/a	2	3	1
+54.255343837	0.0	13565	sound_beep	feedback_correct	n/a	2	3	correct
+62.1865196329	0.0	15548	right_click	indicate_ready	n/a	2	3	1
+62.2188195343	1257.075	15556	show_cross	fixate	+	3	7	nonWM
+67.4650035242	305.975	16867	show_letter	to_remember	W	3	7	W
+68.9067991241	305.95	17228	show_letter	to_ignore	T	3	7	gT
+70.3485947241	305.7	17588	show_letter	to_remember	M	3	7	M
+71.7893903271	305.95	17948	show_letter	to_remember	P	3	7	P
+73.2311859271	305.95	18309	show_letter	to_remember	G	3	7	G
+74.6728815274	305.975	18669	show_letter	to_remember	H	3	7	H
+76.1146771274	305.725	19030	show_letter	to_remember	Z	3	7	Z
+77.5554727304	305.95	19390	show_letter	to_remember	N	3	7	N
+78.9972683304	766.875	19750	show_dash	work_memory	-	3	7	WM
+82.2828583035	247.2	20572	show_letter	probe_target	M	3	7	rM
+83.2520553458	0.0	20814	right_click	remembered_correct	n/a	3	7	1
+83.6524541238	0.0	20914	sound_beep	feedback_correct	n/a	3	7	correct
+88.2878399777	0.0	22073	right_click	indicate_ready	n/a	3	7	1
+88.3168398892	1257.05	22080	show_cross	fixate	+	4	7	nonWM
+93.5630238791	305.95	23392	show_letter	to_remember	W	4	7	W
+95.0049194788	305.925	23752	show_letter	to_remember	Z	4	7	Z
+96.4465150793	305.725	24113	show_letter	to_remember	V	4	7	V
+97.8874106821	305.925	24473	show_letter	to_remember	D	4	7	D
+99.3291062823	305.975	24833	show_letter	to_ignore	F	4	7	gF
+100.7709018823	305.95	25194	show_letter	to_remember	X	4	7	X
+102.2116974854	305.95	25554	show_letter	to_remember	M	4	7	M
+103.6534930853	305.95	25914	show_letter	to_remember	Y	4	7	Y
+105.0952886853	620.15	26275	show_dash	work_memory	-	4	7	WM
+107.7937804501	305.975	26949	show_letter	probe_not_shown	G	4	7	rG
+109.4061755295	0.0	27353	left_click	ignored_correct	n/a	4	7	255
+109.8062743085	0.0	27453	sound_beep	feedback_correct	n/a	4	7	correct
+116.8148529199	0.0	29205	right_click	indicate_ready	n/a	4	7	1
+116.8454528265	1257.05	29212	show_cross	fixate	+	5	3	nonWM
+122.0917368161	305.925	30524	show_letter	to_ignore	S	5	3	gS
+123.5494323676	305.95	30888	show_letter	to_remember	Z	5	3	Z
+124.9912279675	305.975	31249	show_letter	to_remember	F	5	3	F
+126.4329235678	305.975	31609	show_letter	to_ignore	D	5	3	gD
+127.8737191708	305.95	31969	show_letter	to_ignore	G	5	3	gG
+129.3155147708	305.95	32330	show_letter	to_remember	W	5	3	W
+130.7573103708	305.95	32690	show_letter	to_ignore	V	5	3	gV
+132.1991059708	305.7	33051	show_letter	to_ignore	Q	5	3	gQ
+133.6398015741	787.9	33411	show_dash	work_memory	-	5	3	WM
+137.0092912912	251.5	34253	show_letter	probe_not_shown	L	5	3	rL
+137.9860883102	0.0	34498	left_click	ignored_correct	n/a	5	3	255
+138.3861870892	0.0	34598	sound_beep	feedback_correct	n/a	5	3	correct
+143.0218729422	0.0	35756	right_click	indicate_ready	n/a	5	3	1
+143.0433728766	1257.075	35762	show_cross	fixate	+	6	5	nonWM
+148.2895568665	305.975	37073	show_letter	to_ignore	S	6	5	gS
+149.7313524664	305.975	37434	show_letter	to_remember	C	6	5	C
+151.1731480664	305.95	37794	show_letter	to_remember	G	6	5	G
+152.6139436694	305.95	38154	show_letter	to_remember	P	6	5	P
+154.0557392694	305.95	38515	show_letter	to_ignore	F	6	5	gF
+155.4975348694	305.95	38875	show_letter	to_remember	M	6	5	M
+156.9392304697	305.7	39236	show_letter	to_ignore	J	6	5	gJ
+158.3800260727	305.95	39596	show_letter	to_remember	L	6	5	L
+159.8218216727	750.15	39956	show_dash	work_memory	-	6	5	WM
+163.0404118503	305.925	40761	show_letter	probe_target	G	6	5	rG
+164.430507608	0.0	41109	right_click	remembered_correct	n/a	6	5	1
+164.830606387	0.0	41209	sound_beep	feedback_correct	n/a	6	5	correct
+173.8956787225	0.0	43475	right_click	indicate_ready	n/a	6	5	1
+173.9186786523	1257.05	43481	show_cross	fixate	+	7	3	nonWM
+179.1648626422	305.95	44792	show_letter	to_remember	Q	7	3	Q
+180.6066582422	305.7	45153	show_letter	to_ignore	P	7	3	gP
+182.0473538455	305.975	45513	show_letter	to_remember	J	7	3	J
+183.4891494455	305.95	45873	show_letter	to_ignore	T	7	3	gT
+184.9309450455	305.95	46234	show_letter	to_ignore	Z	7	3	gZ
+186.3727406454	305.7	46594	show_letter	to_ignore	K	7	3	gK
+187.8135362485	305.95	46954	show_letter	to_remember	D	7	3	D
+189.2553318484	305.95	47315	show_letter	to_ignore	C	7	3	gC
+190.6971274484	745.875	47675	show_dash	work_memory	-	7	3	WM
+193.8986176782	314.2	48476	show_letter	probe_target	J	7	3	rJ
+195.1199139511	0.0	48781	right_click	remembered_correct	n/a	7	3	1
+195.5201127298	0.0	48881	sound_beep	feedback_correct	n/a	7	3	correct
+200.1821985022	0.0	50047	right_click	indicate_ready	n/a	7	3	1
+200.200598446	1257.05	50051	show_cross	fixate	+	8	7	nonWM
+205.4467824359	305.95	51363	show_letter	to_ignore	C	8	7	gC
+206.8885780359	305.975	51723	show_letter	to_remember	Z	8	7	Z
+208.3303736359	305.95	52084	show_letter	to_remember	L	8	7	L
+209.7711692389	305.95	52444	show_letter	to_remember	K	8	7	K
+211.2128648392	305.975	52804	show_letter	to_remember	R	8	7	R
+212.6546604391	305.95	53165	show_letter	to_remember	G	8	7	G
+214.0964560391	305.7	53525	show_letter	to_remember	B	8	7	B
+215.5372516422	305.95	53885	show_letter	to_remember	T	8	7	T
+216.9790472421	519.7	54246	show_dash	work_memory	-	8	7	WM
+219.2756402335	305.95	54820	show_letter	probe_target	Z	8	7	rZ
+220.5628363052	0.0	55142	right_click	remembered_correct	n/a	8	7	1
+220.9629350842	0.0	55242	sound_beep	feedback_correct	n/a	8	7	correct
+225.8096202933	0.0	56453	right_click	indicate_ready	n/a	8	7	1
+225.8296202322	1257.1	56458	show_cross	fixate	+	9	5	nonWM
+231.0759042218	305.95	57770	show_letter	to_remember	K	9	5	K
+232.5165998251	305.975	58130	show_letter	to_ignore	Z	9	5	gZ
+233.9583954251	305.95	58491	show_letter	to_remember	J	9	5	J
+235.4001910251	305.95	58851	show_letter	to_remember	V	9	5	V
+236.8419866251	305.7	59211	show_letter	to_remember	R	9	5	R
+238.2826822284	305.975	59572	show_letter	to_ignore	H	9	5	gH
+239.7244778284	305.925	59932	show_letter	to_ignore	M	9	5	gM
+241.166373428	305.925	60293	show_letter	to_remember	S	9	5	S
+242.6080690283	754.15	60653	show_dash	work_memory	-	9	5	WM
+245.8425591574	259.725	61462	show_letter	probe_target	R	9	5	rR
+246.8494560846	0.0	61713	right_click	remembered_correct	n/a	9	5	1
+247.2496548633	0.0	61813	sound_beep	feedback_correct	n/a	9	5	correct
+251.2526426471	0.0	62814	right_click	indicate_ready	n/a	9	5	1
+251.2737425827	1257.05	62819	show_cross	fixate	+	10	5	nonWM
+256.5200265723	305.925	64131	show_letter	to_remember	D	10	5	D
+257.9617221725	305.7	64491	show_letter	to_ignore	C	10	5	gC
+259.4025177756	305.95	64852	show_letter	to_remember	L	10	5	L
+260.8443133755	305.95	65212	show_letter	to_remember	S	10	5	S
+262.2860089758	305.95	65573	show_letter	to_remember	J	10	5	J
+263.7268045789	305.95	65933	show_letter	to_ignore	K	10	5	gK
+265.1686001788	305.95	66293	show_letter	to_remember	H	10	5	H
+266.6103957788	305.95	66654	show_letter	to_ignore	V	10	5	gV
+268.0521913788	863.1	67014	show_dash	work_memory	-	10	5	WM
+271.7225801776	289.2	67932	show_letter	probe_target	L	10	5	rL
+272.8462767484	0.0	68213	right_click	remembered_correct	n/a	10	5	1
+273.2463755273	0.0	68313	sound_beep	feedback_correct	n/a	10	5	correct
+281.177951322	0.0	70295	right_click	indicate_ready	n/a	10	5	1
+281.2101512238	1257.075	70304	show_cross	fixate	+	11	3	nonWM
+286.4563352136	305.95	71615	show_letter	to_ignore	J	11	3	gJ
+287.8971308167	305.925	71975	show_letter	to_ignore	C	11	3	gC
+289.3388264169	305.975	72336	show_letter	to_ignore	L	11	3	gL
+290.7806220169	305.975	72696	show_letter	to_remember	S	11	3	S
+292.2224176169	305.7	73057	show_letter	to_remember	G	11	3	G
+293.6632132199	305.95	73417	show_letter	to_remember	V	11	3	V
+295.1049088202	305.975	73777	show_letter	to_ignore	R	11	3	gR
+296.5468044199	305.95	74138	show_letter	to_ignore	T	11	3	gT
+297.9885000201	557.175	74498	show_dash	work_memory	-	11	3	WM
+300.4351925534	305.95	75110	show_letter	probe_target	V	11	3	rV
+301.6642888025	0.0	75417	right_click	remembered_correct	n/a	11	3	1
+302.0643875815	0.0	75517	sound_beep	feedback_correct	n/a	11	3	correct
+305.9882756067	0.0	76498	right_click	indicate_ready	n/a	11	3	1
+306.0172755182	1257.1	76505	show_cross	fixate	+	12	5	nonWM
+311.2635595078	305.95	77817	show_letter	to_remember	K	12	5	K
+312.705255108	305.725	78177	show_letter	to_ignore	C	12	5	gC
+314.1460507111	305.95	78538	show_letter	to_remember	J	12	5	J
+315.587846311	305.95	78898	show_letter	to_ignore	Y	12	5	gY
+317.029641911	305.7	79258	show_letter	to_remember	L	12	5	L
+318.470437514	305.95	79619	show_letter	to_remember	D	12	5	D
+319.912233114	305.95	79979	show_letter	to_remember	M	12	5	M
+321.354028714	305.925	80340	show_letter	to_ignore	S	12	5	gS
+322.7957243143	519.425	80700	show_dash	work_memory	-	12	5	WM
+325.0914173083	305.95	81274	show_letter	probe_target	J	12	5	rJ
+327.0021114774	0.0	81752	right_click	remembered_correct	n/a	12	5	1
+327.402310256	0.0	81852	sound_beep	feedback_correct	n/a	12	5	correct
+333.6990910397	0.0	83426	right_click	indicate_ready	n/a	12	5	1
+333.7241909631	1257.025	83432	show_cross	fixate	+	13	5	nonWM
+338.9702749533	305.975	84744	show_letter	to_remember	L	13	5	L
+340.4119705536	305.975	85104	show_letter	to_ignore	G	13	5	gG
+341.8527661566	305.95	85464	show_letter	to_remember	Q	13	5	Q
+343.2945617566	305.95	85825	show_letter	to_remember	F	13	5	F
+344.7363573566	305.95	86185	show_letter	to_remember	Z	13	5	Z
+346.1781529565	305.7	86546	show_letter	to_remember	T	13	5	T
+347.6189485596	305.95	86906	show_letter	to_ignore	R	13	5	gR
+349.0607441595	305.95	87266	show_letter	to_ignore	M	13	5	gM
+350.5025397595	926.1	87627	show_dash	work_memory	-	13	5	WM
+354.4248277896	196.975	88607	show_letter	probe_target	L	13	5	rL
+355.187525462	0.0	88798	right_click	remembered_correct	n/a	13	5	1
+355.587624241	0.0	88898	sound_beep	feedback_correct	n/a	13	5	correct
+358.9051141168	0.0	89727	right_click	indicate_ready	n/a	13	5	1
+358.9332140311	1257.05	89734	show_cross	fixate	+	14	5	nonWM
+364.1793980209	305.95	91046	show_letter	to_ignore	Z	14	5	gZ
+365.6210936212	305.975	91406	show_letter	to_remember	T	14	5	T
+367.0629892209	305.925	91767	show_letter	to_remember	M	14	5	M
+368.5046848212	305.7	92127	show_letter	to_remember	S	14	5	S
+369.9454804242	305.95	92487	show_letter	to_ignore	Y	14	5	gY
+371.3872760242	305.95	92848	show_letter	to_remember	V	14	5	V
+372.8289716245	305.975	93208	show_letter	to_remember	N	14	5	N
+374.2697672275	305.95	93568	show_letter	to_ignore	H	14	5	gH
+375.7115628275	544.925	93929	show_dash	work_memory	-	14	5	WM
+378.1082555133	305.95	94528	show_letter	probe_not_shown	Q	14	5	rQ
+380.2090491022	0.0	95053	left_click	ignored_correct	n/a	14	5	255
+380.6091478812	0.0	95153	sound_beep	feedback_correct	n/a	14	5	correct
+383.6630385614	0.0	95917	right_click	indicate_ready	n/a	14	5	1
+383.6903384781	1257.075	95924	show_cross	fixate	+	15	5	nonWM
+388.936522468	305.95	97235	show_letter	to_remember	M	15	5	M
+390.3783180679	305.95	97596	show_letter	to_ignore	G	15	5	gG
+391.8201136679	305.7	97956	show_letter	to_remember	L	15	5	L
+393.2609092709	305.95	98316	show_letter	to_remember	Z	15	5	Z
+394.7027048709	305.975	98677	show_letter	to_remember	B	15	5	B
+396.1445004709	305.925	99037	show_letter	to_remember	Y	15	5	Y
+397.5861960712	305.7	99398	show_letter	to_ignore	R	15	5	gR
+399.0269916742	305.95	99758	show_letter	to_ignore	C	15	5	gC
+400.4687872742	603.4	100118	show_dash	work_memory	-	15	5	WM
+403.1003792432	305.95	100776	show_letter	probe_not_shown	T	15	5	rT
+404.9932734665	0.0	101249	left_click	ignored_correct	n/a	15	5	255
+405.3933722455	0.0	101349	sound_beep	feedback_correct	n/a	15	5	correct
+415.1971423267	0.0	103800	right_click	indicate_ready	n/a	15	5	1
+415.2185422614	1257.3	103806	show_cross	fixate	+	16	3	nonWM
+420.4657262482	305.7	105117	show_letter	to_ignore	J	16	3	gJ
+421.9065218512	305.95	105478	show_letter	to_ignore	Q	16	3	gQ
+423.3482174515	306.0	105838	show_letter	to_remember	D	16	3	D
+424.7901130511	305.925	106199	show_letter	to_remember	H	16	3	H
+426.2318086514	305.7	106559	show_letter	to_ignore	X	16	3	gX
+427.6726042545	305.95	106919	show_letter	to_remember	G	16	3	G
+429.1143998544	305.95	107280	show_letter	to_ignore	C	16	3	gC
+430.5560954547	305.975	107640	show_letter	to_ignore	W	16	3	gW
+431.9968910577	838.125	108000	show_dash	work_memory	-	16	3	WM
+435.5673801614	247.2	108893	show_letter	probe_target	D	16	3	rD
+436.5278772302	0.0	109133	right_click	remembered_correct	n/a	16	3	1
+436.9280760089	0.0	109233	sound_beep	feedback_correct	n/a	16	3	correct
+438.9273699075	0.0	109733	right_click	indicate_ready	n/a	16	3	1
+438.9538698267	1257.075	109739	show_cross	fixate	+	17	7	nonWM
+444.2000538165	305.95	111051	show_letter	to_remember	J	17	7	J
+445.6418494165	305.7	111411	show_letter	to_remember	C	17	7	C
+447.0826450195	305.95	111772	show_letter	to_remember	F	17	7	F
+448.5243406198	305.95	112132	show_letter	to_remember	M	17	7	M
+449.9661362198	305.7	112493	show_letter	to_ignore	L	17	7	gL
+451.4069318228	305.925	112853	show_letter	to_remember	K	17	7	K
+452.8487274228	305.95	113213	show_letter	to_remember	Q	17	7	Q
+454.2906230225	305.925	113574	show_letter	to_remember	W	17	7	W
+455.732218623	569.925	113934	show_dash	work_memory	-	17	7	WM
+458.2289110037	305.95	114558	show_letter	probe_not_shown	B	17	7	rB
+460.2846047302	0.0	115072	left_click	ignored_correct	n/a	17	7	255
+460.6847035092	0.0	115172	sound_beep	feedback_correct	n/a	17	7	correct
+463.3694953159	0.0	115843	right_click	indicate_ready	n/a	17	7	1
+463.3921952466	1257.025	115849	show_cross	fixate	+	18	5	nonWM
+468.6382792368	305.975	117161	show_letter	to_remember	K	18	5	K
+470.0800748367	305.95	117521	show_letter	to_ignore	W	18	5	gW
+471.5208704398	305.95	117881	show_letter	to_remember	Z	18	5	Z
+472.9626660397	305.95	118242	show_letter	to_ignore	Q	18	5	gQ
+474.40436164	305.95	118602	show_letter	to_remember	D	18	5	D
+475.84615724	305.7	118963	show_letter	to_remember	C	18	5	C
+477.286952843	305.95	119323	show_letter	to_ignore	M	18	5	gM
+478.728748443	305.95	119683	show_letter	to_remember	P	18	5	P
+480.170544043	599.15	120044	show_dash	work_memory	-	18	5	WM
+482.7851360638	305.975	120697	show_letter	probe_not_shown	J	18	5	rJ
+484.9374294955	0.0	121235	left_click	ignored_correct	n/a	18	5	255
+485.3375282745	0.0	121335	sound_beep	feedback_correct	n/a	18	5	correct
+490.975411069	0.0	122745	right_click	indicate_ready	n/a	18	5	1
+490.9978110007	1257.325	122750	show_cross	fixate	+	19	3	nonWM
+496.2449949875	305.725	124062	show_letter	to_ignore	D	19	3	gD
+497.6857905905	305.95	124422	show_letter	to_remember	Y	19	3	Y
+499.1275861905	305.95	124783	show_letter	to_ignore	T	19	3	gT
+500.5694817902	305.925	125143	show_letter	to_ignore	J	19	3	gJ
+502.0111773904	305.7	125504	show_letter	to_ignore	M	19	3	gM
+503.4519729935	305.95	125864	show_letter	to_remember	K	19	3	K
+504.8936685938	305.975	126224	show_letter	to_remember	B	19	3	B
+506.3354641937	305.95	126585	show_letter	to_ignore	F	19	3	gF
+507.7762597968	813.125	126945	show_dash	work_memory	-	19	3	WM
+511.2467492056	305.7	127813	show_letter	probe_target	B	19	3	rB
+512.7279446854	0.0	128183	right_click	remembered_correct	n/a	19	3	1
+513.1280434644	0.0	128283	sound_beep	feedback_correct	n/a	19	3	correct
+522.2727155569	0.0	130569	right_click	indicate_ready	n/a	19	3	1
+522.292015498	1257.325	130574	show_cross	fixate	+	20	7	nonWM
+527.5381994879	305.95	131886	show_letter	to_remember	X	20	7	X
+528.9799950879	305.95	132246	show_letter	to_ignore	C	20	7	gC
+530.4217906879	305.95	132606	show_letter	to_remember	J	20	7	J
+531.8635862878	305.7	132967	show_letter	to_remember	H	20	7	H
+533.3042818912	305.975	133327	show_letter	to_remember	N	20	7	N
+534.7460774911	305.95	133688	show_letter	to_remember	D	20	7	D
+536.1879730908	305.925	134048	show_letter	to_remember	P	20	7	P
+537.6296686911	305.7	134408	show_letter	to_remember	S	20	7	S
+539.0704642941	888.35	134769	show_dash	work_memory	-	20	7	WM
+542.8418527847	305.95	135711	show_letter	probe_not_shown	L	20	7	rL
+544.8426466788	0.0	136212	left_click	ignored_correct	n/a	20	7	255
+545.2427454578	0.0	136312	sound_beep	feedback_correct	n/a	20	7	correct
+547.1892395175	0.0	136798	right_click	indicate_ready	n/a	20	7	1
+547.2171394324	1257.075	136805	show_cross	fixate	+	21	7	nonWM
+552.4635234216	305.925	138117	show_letter	to_remember	W	21	7	W
+553.9051190222	305.7	138477	show_letter	to_remember	K	21	7	K
+555.3459146252	305.95	138837	show_letter	to_remember	M	21	7	M
+556.7877102252	305.975	139198	show_letter	to_remember	C	21	7	C
+558.2295058252	305.95	139558	show_letter	to_remember	Q	21	7	Q
+559.6703014282	305.95	139919	show_letter	to_ignore	G	21	7	gG
+561.1120970282	305.95	140279	show_letter	to_remember	B	21	7	B
+562.5537926285	305.95	140639	show_letter	to_remember	T	21	7	T
+563.9955882285	578.175	141000	show_dash	work_memory	-	21	7	WM
+566.5261805057	305.975	141633	show_letter	probe_target	B	21	7	rB
+567.9662761108	0.0	141993	right_click	remembered_correct	n/a	21	7	1
+568.3663748898	0.0	142093	sound_beep	feedback_correct	n/a	21	7	correct
+572.9231609836	0.0	143232	right_click	indicate_ready	n/a	21	7	1
+572.9462609131	1257.05	143238	show_cross	fixate	+	22	7	nonWM
+578.192444903	305.95	144549	show_letter	to_remember	T	22	7	T
+579.6341405032	305.725	144910	show_letter	to_ignore	H	22	7	gH
+581.0749361063	305.95	145270	show_letter	to_remember	X	22	7	X
+582.5167317062	305.925	145630	show_letter	to_remember	S	22	7	S
+583.9586273059	305.925	145991	show_letter	to_remember	W	22	7	W
+585.4003229062	305.7	146351	show_letter	to_remember	Q	22	7	Q
+586.8411185092	305.95	146711	show_letter	to_remember	K	22	7	K
+588.2829141092	305.95	147072	show_letter	to_remember	D	22	7	D
+589.7245097098	582.45	147432	show_dash	work_memory	-	22	7	WM
+592.2722019348	305.975	148069	show_letter	probe_not_shown	F	22	7	rF
+594.1482962094	0.0	148538	left_click	ignored_correct	n/a	22	7	255
+594.5484949881	0.0	148638	sound_beep	feedback_correct	n/a	22	7	correct
+603.2184685294	0.0	150806	right_click	indicate_ready	n/a	22	7	1
+603.2505684314	1257.3	150814	show_cross	fixate	+	23	3	nonWM
+608.4977524182	305.7	152125	show_letter	to_remember	P	23	3	P
+609.9385480212	305.95	152486	show_letter	to_ignore	T	23	3	gT
+611.3803436212	305.95	152846	show_letter	to_ignore	Z	23	3	gZ
+612.8221392212	305.95	153207	show_letter	to_ignore	Q	23	3	gQ
+614.2638348215	305.7	153567	show_letter	to_remember	V	23	3	V
+615.7046304245	305.95	153927	show_letter	to_ignore	B	23	3	gB
+617.1464260245	305.95	154288	show_letter	to_remember	X	23	3	X
+618.5882216245	305.7	154648	show_letter	to_ignore	G	23	3	gG
+620.0290172275	678.9	155008	show_dash	work_memory	-	23	3	WM
+622.9625082751	305.95	155742	show_letter	probe_target	V	23	3	rV
+624.8391025482	0.0	156211	right_click	remembered_correct	n/a	23	3	1
+625.2392013272	0.0	156311	sound_beep	feedback_correct	n/a	23	3	correct
+627.5812941797	0.0	156896	right_click	indicate_ready	n/a	23	3	1
+627.6058941046	1257.05	156902	show_cross	fixate	+	24	3	nonWM
+632.8519780948	305.975	158214	show_letter	to_ignore	F	24	3	gF
+634.2937736948	305.95	158574	show_letter	to_ignore	B	24	3	gB
+635.7345692978	305.95	158935	show_letter	to_ignore	C	24	3	gC
+637.1763648978	305.95	159295	show_letter	to_remember	R	24	3	R
+638.6181604977	305.95	159656	show_letter	to_remember	M	24	3	M
+640.059856098	305.725	160016	show_letter	to_ignore	J	24	3	gJ
+641.500651701	305.95	160376	show_letter	to_ignore	H	24	3	gH
+642.942447301	305.95	160737	show_letter	to_remember	T	24	3	T
+644.3843429007	578.125	161097	show_dash	work_memory	-	24	3	WM
+646.9148351782	305.95	161730	show_letter	probe_not_shown	S	24	3	rS
+648.4637304514	0.0	162117	left_click	ignored_correct	n/a	24	3	255
+648.8638292303	0.0	162217	sound_beep	feedback_correct	n/a	24	3	correct
+656.7956050244	0.0	164200	right_click	indicate_ready	n/a	24	3	1
+656.821304946	1257.05	164206	show_cross	fixate	+	25	7	nonWM
+662.0674889359	306.0	165518	show_letter	to_ignore	X	25	7	gX
+663.5093845355	305.925	165878	show_letter	to_remember	J	25	7	J
+664.9510801358	305.7	166239	show_letter	to_remember	N	25	7	N
+666.3918757388	305.95	166599	show_letter	to_remember	R	25	7	R
+667.8335713391	305.975	166959	show_letter	to_remember	S	25	7	S
+669.2753669391	309.95	167320	show_letter	to_remember	V	25	7	V
+670.7331624902	305.95	167684	show_letter	to_remember	Y	25	7	Y
+672.1749580902	305.95	168045	show_letter	to_remember	H	25	7	H
+673.6167536902	536.15	168405	show_dash	work_memory	-	25	7	WM
+675.9793464801	305.95	168996	show_letter	probe_not_shown	C	25	7	rC
+677.7834409744	0.0	169447	left_click	ignored_correct	n/a	25	7	255
+678.1835397534	0.0	169547	sound_beep	feedback_correct	n/a	25	7	correct
+679.9982342154	0.0	170001	right_click	indicate_ready	n/a	25	7	1
diff --git a/datasets/eeg_ds004117s_hed_sternberg/sub-003/ses-01/eeg/sub-003_ses-01_task-WorkingMemory_run-2_channels.tsv b/datasets/eeg_ds004117s_hed_sternberg/sub-003/ses-01/eeg/sub-003_ses-01_task-WorkingMemory_run-2_channels.tsv
new file mode 100644
index 0000000..8ae999a
--- /dev/null
+++ b/datasets/eeg_ds004117s_hed_sternberg/sub-003/ses-01/eeg/sub-003_ses-01_task-WorkingMemory_run-2_channels.tsv
@@ -0,0 +1,72 @@
+name	type	units
+FP1	EEG	microV
+FPZ	EEG	microV
+FP2	EEG	microV
+AF7	EEG	microV
+AF3	EEG	microV
+AFZ	EEG	microV
+AF4	EEG	microV
+AF8	EEG	microV
+F9	EEG	microV
+F7	EEG	microV
+F5	EEG	microV
+F3	EEG	microV
+F1	EEG	microV
+FZ	EEG	microV
+F2	EEG	microV
+F4	EEG	microV
+F6	EEG	microV
+F8	EEG	microV
+F10	EEG	microV
+FT9	EEG	microV
+FT7	EEG	microV
+FC5	EEG	microV
+FC3	EEG	microV
+FC1	EEG	microV
+FCZ	EEG	microV
+FC2	EEG	microV
+FC4	EEG	microV
+FC6	EEG	microV
+FT8	EEG	microV
+FT10	EEG	microV
+T7	EEG	microV
+C5	EEG	microV
+C3	EEG	microV
+C1	EEG	microV
+CZ	EEG	microV
+C2	EEG	microV
+C4	EEG	microV
+C6	EEG	microV
+T8	EEG	microV
+TP9	EEG	microV
+TP7	EEG	microV
+CP5	EEG	microV
+CP3	EEG	microV
+CP1	EEG	microV
+CPZ	EEG	microV
+CP2	EEG	microV
+CP4	EEG	microV
+CP6	EEG	microV
+TP8	EEG	microV
+TP10	EEG	microV
+P7	EEG	microV
+P5	EEG	microV
+P3	EEG	microV
+P1	EEG	microV
+PZ	EEG	microV
+P2	EEG	microV
+P4	EEG	microV
+P6	EEG	microV
+P8	EEG	microV
+PO9	EEG	microV
+PO7	EEG	microV
+PO3	EEG	microV
+POZ	EEG	microV
+PO4	EEG	microV
+PO8	EEG	microV
+PO10	EEG	microV
+O1	EEG	microV
+OZ	EEG	microV
+O2	EEG	microV
+LEYE	EOG	microV
+REYE	EOG	microV
diff --git a/datasets/eeg_ds004117s_hed_sternberg/sub-003/ses-01/eeg/sub-003_ses-01_task-WorkingMemory_run-2_coordsystem.json b/datasets/eeg_ds004117s_hed_sternberg/sub-003/ses-01/eeg/sub-003_ses-01_task-WorkingMemory_run-2_coordsystem.json
new file mode 100644
index 0000000..564b437
--- /dev/null
+++ b/datasets/eeg_ds004117s_hed_sternberg/sub-003/ses-01/eeg/sub-003_ses-01_task-WorkingMemory_run-2_coordsystem.json
@@ -0,0 +1 @@
+{"EEGCoordinateUnits": "n/a", "EEGCoordinateSystem": "CTF", "EEGCoordinateSystemDescription": "EEGLAB"}
\ No newline at end of file
diff --git a/datasets/eeg_ds004117s_hed_sternberg/sub-003/ses-01/eeg/sub-003_ses-01_task-WorkingMemory_run-2_eeg.fdt b/datasets/eeg_ds004117s_hed_sternberg/sub-003/ses-01/eeg/sub-003_ses-01_task-WorkingMemory_run-2_eeg.fdt
new file mode 100644
index 0000000..e69de29
diff --git a/datasets/eeg_ds004117s_hed_sternberg/sub-003/ses-01/eeg/sub-003_ses-01_task-WorkingMemory_run-2_eeg.json b/datasets/eeg_ds004117s_hed_sternberg/sub-003/ses-01/eeg/sub-003_ses-01_task-WorkingMemory_run-2_eeg.json
new file mode 100644
index 0000000..b40958b
--- /dev/null
+++ b/datasets/eeg_ds004117s_hed_sternberg/sub-003/ses-01/eeg/sub-003_ses-01_task-WorkingMemory_run-2_eeg.json
@@ -0,0 +1,11 @@
+{
+    "TaskName": "WorkingMemory",
+    "EEGReference": "common",
+    "RecordingType": "continuous",
+    "RecordingDuration": 783.996,
+    "SamplingFrequency": 250.0,
+    "EEGChannelCount": 69,
+    "EOGChannelCount": 2,
+    "PowerLineFrequency": 60,
+    "SoftwareFilters": "n/a"
+}
\ No newline at end of file
diff --git a/datasets/eeg_ds004117s_hed_sternberg/sub-003/ses-01/eeg/sub-003_ses-01_task-WorkingMemory_run-2_eeg.set b/datasets/eeg_ds004117s_hed_sternberg/sub-003/ses-01/eeg/sub-003_ses-01_task-WorkingMemory_run-2_eeg.set
new file mode 100644
index 0000000..e69de29
diff --git a/datasets/eeg_ds004117s_hed_sternberg/sub-003/ses-01/eeg/sub-003_ses-01_task-WorkingMemory_run-2_electrodes.tsv b/datasets/eeg_ds004117s_hed_sternberg/sub-003/ses-01/eeg/sub-003_ses-01_task-WorkingMemory_run-2_electrodes.tsv
new file mode 100644
index 0000000..92eba2b
--- /dev/null
+++ b/datasets/eeg_ds004117s_hed_sternberg/sub-003/ses-01/eeg/sub-003_ses-01_task-WorkingMemory_run-2_electrodes.tsv
@@ -0,0 +1,72 @@
+name	x	y	z
+FP1	0.950400	0.307447	-0.047075
+FPZ	0.999779	-0.000000	-0.021016
+FP2	0.950400	-0.307447	-0.047075
+AF7	0.808131	0.584817	-0.070094
+AF3	0.895916	0.370386	0.245250
+AFZ	0.929707	-0.000000	0.368300
+AF4	0.895916	-0.370386	0.245250
+AF8	0.808481	-0.584340	-0.070032
+F9	0.523344	0.702453	-0.482359
+F7	0.586723	0.804981	-0.088102
+F5	0.635738	0.741859	0.213266
+F3	0.677066	0.567060	0.469068
+F1	0.704860	0.306379	0.639769
+FZ	0.714575	-0.000000	0.699559
+F2	0.704399	-0.306179	0.640372
+F4	0.677459	-0.566383	0.469317
+F6	0.635602	-0.741701	0.214217
+F8	0.587370	-0.804512	-0.088070
+F10	0.523344	-0.702453	-0.482359
+FT9	0.274136	0.824420	-0.495158
+FT7	0.308323	0.945999	-0.100112
+FC5	0.338385	0.897025	0.284327
+FC3	0.364178	0.697349	0.617316
+FC1	0.381596	0.380598	0.842336
+FCZ	0.387380	-0.000000	0.921920
+FC2	0.381596	-0.380598	0.842336
+FC4	0.364178	-0.697349	0.617316
+FC6	0.338385	-0.897025	0.284327
+FT8	0.308323	-0.945999	-0.100112
+FT10	0.274136	-0.824420	-0.495158
+T7	0.000000	0.994572	-0.104049
+C5	0.000000	0.950959	0.309316
+C3	0.000000	0.743194	0.669076
+C1	0.000000	0.406325	0.913729
+CZ	0.000000	-0.000000	1.000000
+C2	0.000000	-0.407158	0.913358
+C4	0.000000	-0.743152	0.669123
+C6	0.000000	-0.950959	0.309316
+T8	0.000000	-0.994572	-0.104049
+TP9	-0.274093	0.824434	-0.495158
+TP7	-0.308290	0.946010	-0.100112
+CP5	-0.338416	0.897013	0.284327
+CP3	-0.364117	0.697381	0.617316
+CP1	-0.381563	0.380632	0.842336
+CPZ	-0.387380	-0.000000	0.921920
+CP2	-0.381563	-0.380632	0.842336
+CP4	-0.364117	-0.697381	0.617316
+CP6	-0.338416	-0.897013	0.284327
+TP8	-0.309282	-0.945690	-0.100080
+TP10	-0.274093	-0.824434	-0.495158
+P7	-0.586765	0.804950	-0.088102
+P5	-0.635673	0.741915	0.213266
+P3	-0.677037	0.567095	0.469068
+P1	-0.704876	0.306342	0.639769
+PZ	-0.714575	-0.000000	0.699559
+P2	-0.704415	-0.306142	0.640372
+P4	-0.677429	-0.566419	0.469317
+P6	-0.635538	-0.741757	0.214217
+P8	-0.587328	-0.804543	-0.088070
+PO9	-0.723570	0.512506	-0.462368
+PO7	-0.808151	0.584789	-0.070094
+PO3	-0.895923	0.370371	0.245250
+POZ	-0.929707	-0.000000	0.368300
+PO4	-0.895923	-0.370371	0.245250
+PO8	-0.808461	-0.584368	-0.070032
+PO10	-0.724058	-0.512093	-0.462061
+O1	-0.950379	0.307514	-0.047075
+OZ	-0.999779	-0.000000	-0.021016
+O2	-0.950379	-0.307514	-0.047075
+LEYE	0.670689	0.674304	-0.309017
+REYE	0.809995	-0.295999	-0.506254
diff --git a/datasets/eeg_ds004117s_hed_sternberg/sub-003/ses-01/eeg/sub-003_ses-01_task-WorkingMemory_run-2_events.tsv b/datasets/eeg_ds004117s_hed_sternberg/sub-003/ses-01/eeg/sub-003_ses-01_task-WorkingMemory_run-2_events.tsv
new file mode 100644
index 0000000..58b61e7
--- /dev/null
+++ b/datasets/eeg_ds004117s_hed_sternberg/sub-003/ses-01/eeg/sub-003_ses-01_task-WorkingMemory_run-2_events.tsv
@@ -0,0 +1,351 @@
+onset	duration	sample	event_type	task_role	letter	trial	memory_cond	value
+23.336	1257.325	5835	show_cross	fixate	+	1	5	nonWM
+28.5831909926	305.725	7147	show_letter	to_ignore	H	1	5	gH
+30.0239885193	305.95	7507	show_letter	to_remember	T	1	5	T
+31.4657860443	305.95	7867	show_letter	to_remember	X	1	5	X
+32.9075835693	305.7	8228	show_letter	to_remember	V	1	5	V
+34.348381096	305.95	8588	show_letter	to_ignore	F	1	5	gF
+35.7901786209	305.95	8949	show_letter	to_remember	K	1	5	K
+37.2320761458	305.925	9309	show_letter	to_ignore	C	1	5	gC
+38.6736736711	305.7	9669	show_letter	to_remember	G	1	5	G
+40.1144711978	532.175	10030	show_dash	work_memory	-	1	5	WM
+42.4611671694	305.95	10616	show_letter	probe_target	X	1	5	rX
+43.9837645557	0.0	10997	right_click	remembered_correct	n/a	1	5	1
+44.3838638689	0.0	11097	sound_beep	feedback_correct	n/a	1	5	correct
+50.180053919	0.0	12546	right_click	indicate_ready	n/a	1	5	1
+50.2049538763	1257.3	12552	show_cross	fixate	+	2	7	nonWM
+55.4521448689	305.7	13864	show_letter	to_remember	B	2	7	B
+56.8929423956	305.95	14224	show_letter	to_remember	N	2	7	N
+58.3347399206	305.95	14585	show_letter	to_remember	R	2	7	R
+59.7764374457	305.975	14945	show_letter	to_remember	G	2	7	G
+61.2172349724	305.95	15305	show_letter	to_remember	Y	2	7	Y
+62.6590324974	305.95	15666	show_letter	to_remember	Z	2	7	Z
+64.1008300224	305.95	16026	show_letter	to_remember	M	2	7	M
+65.5426275474	305.7	16387	show_letter	to_ignore	X	2	7	gX
+66.9834250741	586.65	16747	show_dash	work_memory	-	2	7	WM
+69.5480206717	251.45	17388	show_letter	probe_target	Z	2	7	rZ
+70.5353189769	0.0	17635	right_click	remembered_correct	n/a	2	7	1
+70.93541829	0.0	17735	sound_beep	feedback_correct	n/a	2	7	correct
+76.0461095169	0.0	19013	right_click	indicate_ready	n/a	2	7	1
+76.0690094776	1257.075	19018	show_cross	fixate	+	3	3	nonWM
+81.3152004719	305.95	20330	show_letter	to_ignore	N	3	3	gN
+82.7559979986	305.95	20690	show_letter	to_ignore	B	3	3	gB
+84.1977955236	305.95	21050	show_letter	to_remember	T	3	3	T
+85.6395930486	305.95	21411	show_letter	to_remember	S	3	3	S
+87.0812905738	305.725	21771	show_letter	to_remember	X	3	3	X
+88.5220881005	305.95	22132	show_letter	to_ignore	C	3	3	gC
+89.9638856255	305.975	22492	show_letter	to_ignore	Q	3	3	gQ
+91.4056831504	305.95	22852	show_letter	to_ignore	R	3	3	gR
+92.8474806754	804.375	23213	show_dash	work_memory	-	3	3	WM
+96.2828747782	305.95	24072	show_letter	probe_target	S	3	3	rS
+97.5092726729	0.0	24378	right_click	remembered_correct	n/a	3	3	1
+97.9093719861	0.0	24478	sound_beep	feedback_correct	n/a	3	3	correct
+100.6997671961	0.0	25176	left_click	indicate_ready	n/a	3	3	255
+100.7252671523	1257.025	25182	show_cross	fixate	+	4	7	nonWM
+105.9714581466	305.95	26494	show_letter	to_ignore	Q	4	7	gQ
+107.4132556716	305.7	26854	show_letter	to_remember	P	4	7	P
+108.8539531985	305.975	27214	show_letter	to_remember	H	4	7	H
+110.2957507234	306.0	27575	show_letter	to_remember	R	4	7	R
+111.7375482484	305.95	27935	show_letter	to_remember	X	4	7	X
+113.1793457734	305.7	28296	show_letter	to_remember	C	4	7	C
+114.6201433001	305.95	28656	show_letter	to_remember	S	4	7	S
+116.0619408251	305.95	29016	show_letter	to_remember	V	4	7	V
+117.5036383503	741.65	29377	show_dash	work_memory	-	4	7	WM
+120.6882328835	305.95	30173	show_letter	probe_not_shown	Z	4	7	rZ
+124.7997258257	0.0	31201	left_click	ignored_correct	n/a	4	7	255
+125.1998251389	0.0	31301	sound_beep	feedback_correct	n/a	4	7	correct
+127.4365212993	0.0	31860	right_click	indicate_ready	n/a	4	7	1
+127.4601212588	1257.075	31866	show_cross	fixate	+	5	5	nonWM
+132.7064122529	305.925	33178	show_letter	to_remember	V	5	5	V
+134.1481097781	305.7	33538	show_letter	to_ignore	C	5	5	gC
+135.5889073048	305.95	33898	show_letter	to_ignore	H	5	5	gH
+137.0307048298	305.95	34259	show_letter	to_remember	M	5	5	M
+138.4725023548	305.95	34619	show_letter	to_ignore	D	5	5	gD
+139.9132998815	305.95	34979	show_letter	to_remember	Q	5	5	Q
+141.3549974066	305.975	35340	show_letter	to_remember	Z	5	5	Z
+142.7967949316	305.95	35700	show_letter	to_remember	Y	5	5	Y
+144.2385924566	946.85	36061	show_dash	work_memory	-	5	5	WM
+148.2439855809	305.95	37062	show_letter	probe_not_shown	J	5	5	rJ
+149.5061834142	0.0	37378	left_click	ignored_correct	n/a	5	5	255
+149.9063827272	0.0	37478	sound_beep	feedback_correct	n/a	5	5	correct
+152.1166789329	0.0	38030	right_click	indicate_ready	n/a	5	5	1
+152.1493788768	1257.3	38038	show_cross	fixate	+	6	5	nonWM
+157.3965698694	305.7	39350	show_letter	to_remember	F	6	5	F
+158.8373673961	305.95	39710	show_letter	to_ignore	C	6	5	gC
+160.2791649211	305.95	40071	show_letter	to_remember	J	6	5	J
+161.7209624461	305.7	40431	show_letter	to_ignore	Q	6	5	gQ
+163.1617599728	305.95	40791	show_letter	to_ignore	T	6	5	gT
+164.6034574979	305.95	41152	show_letter	to_remember	S	6	5	S
+166.0453550227	305.9	41512	show_letter	to_remember	M	6	5	M
+167.4870525479	305.7	41873	show_letter	to_remember	N	6	5	N
+168.9278500746	997.35	42233	show_dash	work_memory	-	6	5	WM
+173.1351428523	305.975	43285	show_letter	probe_not_shown	Z	6	5	rZ
+174.3974406854	0.0	43600	left_click	ignored_correct	n/a	6	5	255
+174.7975399986	0.0	43700	sound_beep	feedback_correct	n/a	6	5	correct
+186.7638194571	0.0	46692	right_click	indicate_ready	n/a	6	5	1
+186.7961194016	1257.05	46700	show_cross	fixate	+	7	3	nonWM
+192.0423103959	305.95	48012	show_letter	to_ignore	P	7	3	gP
+193.4841079209	305.95	48372	show_letter	to_ignore	R	7	3	gR
+194.9259054459	305.7	48732	show_letter	to_remember	K	7	3	K
+196.3666029728	305.95	49093	show_letter	to_ignore	W	7	3	gW
+197.8084004978	305.975	49453	show_letter	to_remember	C	7	3	C
+199.2501980227	305.95	49814	show_letter	to_ignore	Z	7	3	gZ
+200.6909955494	305.95	50174	show_letter	to_ignore	Y	7	3	gY
+202.1327930744	305.95	50534	show_letter	to_remember	X	7	3	X
+203.5745905994	536.4	50895	show_dash	work_memory	-	7	3	WM
+205.8371867154	305.95	51460	show_letter	probe_not_shown	B	7	3	rB
+207.6465836094	0.0	51913	left_click	ignored_correct	n/a	7	3	255
+208.0466829226	0.0	52013	sound_beep	feedback_correct	n/a	7	3	correct
+209.8613798074	0.0	52466	right_click	indicate_ready	n/a	7	3	1
+209.8935797521	1257.05	52474	show_cross	fixate	+	8	7	nonWM
+215.1397707464	305.95	53786	show_letter	to_remember	P	8	7	P
+216.5815682714	305.95	54146	show_letter	to_ignore	Q	8	7	gQ
+218.0233657964	305.7	54507	show_letter	to_remember	S	8	7	S
+219.4640633233	305.975	54867	show_letter	to_remember	W	8	7	W
+220.9058608483	305.95	55227	show_letter	to_remember	D	8	7	D
+222.3477583731	305.925	55588	show_letter	to_remember	F	8	7	F
+223.7894558982	305.7	55948	show_letter	to_remember	C	8	7	C
+225.2302534249	305.95	56309	show_letter	to_remember	H	8	7	H
+226.6720509499	519.675	56669	show_dash	work_memory	-	8	7	WM
+228.9686470076	293.2	57243	show_letter	probe_not_shown	X	8	7	rX
+230.1112450462	0.0	57529	left_click	ignored_correct	n/a	8	7	255
+230.511544359	0.0	57629	sound_beep	feedback_correct	n/a	8	7	correct
+233.4598392979	0.0	58366	right_click	indicate_ready	n/a	8	7	1
+233.4939392394	1257.075	58374	show_cross	fixate	+	9	5	nonWM
+238.7401302337	305.975	59686	show_letter	to_remember	K	9	5	K
+240.1819277587	305.975	60046	show_letter	to_ignore	S	9	5	gS
+241.6237252836	305.7	60407	show_letter	to_ignore	P	9	5	gP
+243.0645228103	305.95	60767	show_letter	to_remember	F	9	5	F
+244.5063203353	305.95	61128	show_letter	to_remember	D	9	5	D
+245.9481178603	305.95	61488	show_letter	to_remember	L	9	5	L
+247.3898153855	305.725	61848	show_letter	to_ignore	T	9	5	gT
+248.8306129122	305.95	62209	show_letter	to_remember	Z	9	5	Z
+250.2724104372	507.175	62569	show_dash	work_memory	-	9	5	WM
+252.5181065822	284.95	63131	show_letter	probe_not_shown	Q	9	5	rQ
+253.6305046726	0.0	63409	left_click	ignored_correct	n/a	9	5	255
+254.0306039858	0.0	63509	sound_beep	feedback_correct	n/a	9	5	correct
+269.7142770629	0.0	67430	right_click	indicate_ready	n/a	9	5	1
+269.7324770317	1257.3	67434	show_cross	fixate	+	10	7	nonWM
+274.9956679968	305.95	68750	show_letter	to_remember	H	10	7	H
+276.437365522	305.975	69110	show_letter	to_remember	D	10	7	D
+277.879163047	305.975	69471	show_letter	to_remember	W	10	7	W
+279.3199605737	305.95	69831	show_letter	to_remember	Y	10	7	Y
+280.7617580986	305.95	70191	show_letter	to_ignore	K	10	7	gK
+282.2035556236	305.95	70552	show_letter	to_remember	P	10	7	P
+283.6453531486	305.7	70912	show_letter	to_remember	X	10	7	X
+285.0860506755	305.975	71273	show_letter	to_remember	V	10	7	V
+286.5278482005	783.65	71633	show_dash	work_memory	-	10	7	WM
+289.8803424455	285.0	72471	show_letter	probe_target	X	10	7	rX
+290.9926405361	0.0	72749	right_click	remembered_correct	n/a	10	7	1
+291.3928398491	0.0	72849	sound_beep	feedback_correct	n/a	10	7	correct
+292.7329375487	0.0	73184	right_click	indicate_ready	n/a	10	7	1
+292.7629374972	1257.3	73192	show_cross	fixate	+	11	5	nonWM
+298.0101284898	305.7	74504	show_letter	to_ignore	M	11	5	gM
+299.4509260165	305.95	74864	show_letter	to_remember	F	11	5	F
+300.8927235415	305.95	75224	show_letter	to_remember	G	11	5	G
+302.3345210665	305.7	75585	show_letter	to_remember	K	11	5	K
+303.7752185933	305.975	75945	show_letter	to_remember	Z	11	5	Z
+305.2170161183	305.95	76305	show_letter	to_ignore	Q	11	5	gQ
+306.6589136432	305.925	76666	show_letter	to_ignore	Y	11	5	gY
+308.1006111683	305.7	77026	show_letter	to_remember	N	11	5	N
+309.541408695	783.625	77386	show_dash	work_memory	-	11	5	WM
+312.8939029401	297.45	78224	show_letter	probe_target	K	11	5	rK
+314.0641009313	0.0	78517	right_click	remembered_correct	n/a	11	5	1
+314.4642002445	0.0	78617	sound_beep	feedback_correct	n/a	11	5	correct
+316.7799962691	0.0	79196	right_click	indicate_ready	n/a	11	5	1
+316.799296236	1257.05	79201	show_cross	fixate	+	12	3	nonWM
+322.0454872303	305.95	80512	show_letter	to_ignore	S	12	3	gS
+323.4871847555	305.975	80873	show_letter	to_ignore	N	12	3	gN
+324.9291822801	305.9	81233	show_letter	to_remember	R	12	3	R
+326.3707798054	305.7	81594	show_letter	to_remember	X	12	3	X
+327.8115773321	305.95	81954	show_letter	to_remember	M	12	3	M
+329.2533748571	305.975	82314	show_letter	to_ignore	T	12	3	gT
+330.6951723821	305.95	82675	show_letter	to_ignore	B	12	3	gB
+332.135869909	305.975	83035	show_letter	to_ignore	G	12	3	gG
+333.577667434	817.125	83395	show_dash	work_memory	-	12	3	WM
+337.064161449	305.95	84267	show_letter	probe_target	R	12	3	rR
+338.4281591075	0.0	84608	right_click	remembered_correct	n/a	12	3	1
+338.8283584205	0.0	84708	sound_beep	feedback_correct	n/a	12	3	correct
+353.6688329451	0.0	88418	right_click	indicate_ready	n/a	12	3	1
+353.691632906	1257.3	88424	show_cross	fixate	+	13	3	nonWM
+358.9378239003	305.95	89735	show_letter	to_remember	P	13	3	P
+360.3796214253	305.95	90096	show_letter	to_ignore	K	13	3	gK
+361.8214189503	305.95	90456	show_letter	to_remember	B	13	3	B
+363.2632164753	305.7	90817	show_letter	to_ignore	Y	13	3	gY
+364.7039140021	305.95	91177	show_letter	to_remember	D	13	3	D
+366.1457115271	306.0	91537	show_letter	to_ignore	M	13	3	gM
+367.5876090519	305.925	91898	show_letter	to_ignore	C	13	3	gC
+369.0293065771	305.7	92258	show_letter	to_ignore	F	13	3	gF
+370.4701041038	783.625	92619	show_dash	work_memory	-	13	3	WM
+373.8225983488	209.45	93457	show_letter	probe_target	P	13	3	rP
+374.6309969611	0.0	93659	right_click	remembered_correct	n/a	13	3	1
+375.0310962743	0.0	93759	sound_beep	feedback_correct	n/a	13	3	correct
+384.9144793083	0.0	96230	right_click	indicate_ready	n/a	13	3	1
+384.9358792716	1257.05	96235	show_cross	fixate	+	14	7	nonWM
+390.1820702659	305.95	97547	show_letter	to_remember	M	14	7	M
+391.6238677909	305.7	97907	show_letter	to_ignore	Q	14	7	gQ
+393.0644653179	306.0	98267	show_letter	to_remember	W	14	7	W
+394.5063628428	305.95	98628	show_letter	to_remember	B	14	7	B
+395.9483603674	305.9	98988	show_letter	to_remember	Z	14	7	Z
+397.3899578927	305.7	99348	show_letter	to_remember	D	14	7	D
+398.8307554194	305.95	99709	show_letter	to_remember	R	14	7	R
+400.2725529444	305.975	100069	show_letter	to_remember	L	14	7	L
+401.7142504696	770.9	100430	show_dash	work_memory	-	14	7	WM
+405.015844802	305.95	101255	show_letter	probe_not_shown	Y	14	7	rY
+407.1164411961	0.0	101780	left_click	ignored_correct	n/a	14	7	255
+407.5165405093	0.0	101880	sound_beep	feedback_correct	n/a	14	7	correct
+408.6458385707	0.0	102162	right_click	indicate_ready	n/a	14	7	1
+408.6702385288	1257.05	102169	show_cross	fixate	+	15	3	nonWM
+413.9164295231	306.0	103480	show_letter	to_remember	Y	15	3	Y
+415.3583270479	305.925	103841	show_letter	to_ignore	C	15	3	gC
+416.8000245731	305.7	104201	show_letter	to_ignore	P	15	3	gP
+418.2408220998	305.95	104561	show_letter	to_remember	K	15	3	K
+419.6825196249	305.975	104922	show_letter	to_ignore	R	15	3	gR
+421.1243171499	305.7	105282	show_letter	to_ignore	W	15	3	gW
+422.5651146766	305.95	105642	show_letter	to_ignore	H	15	3	gH
+424.0069122016	305.95	106003	show_letter	to_remember	L	15	3	L
+425.4487097266	871.65	106363	show_dash	work_memory	-	15	3	WM
+429.1531033676	305.95	107289	show_letter	probe_target	K	15	3	rK
+430.3471013179	0.0	107588	right_click	remembered_correct	n/a	15	3	1
+430.747300631	0.0	107688	sound_beep	feedback_correct	n/a	15	3	correct
+436.1482913595	0.0	109038	right_click	indicate_ready	n/a	15	3	1
+436.1760913118	1257.05	109045	show_cross	fixate	+	16	3	nonWM
+441.4222823061	305.95	110357	show_letter	to_ignore	D	16	3	gD
+442.8640798311	305.95	110717	show_letter	to_ignore	B	16	3	gB
+444.3057773562	305.7	111077	show_letter	to_ignore	G	16	3	gG
+445.7465748829	305.95	111438	show_letter	to_remember	J	16	3	J
+447.1883724079	305.975	111798	show_letter	to_ignore	W	16	3	gW
+448.6301699329	305.95	112159	show_letter	to_remember	L	16	3	L
+450.0719674579	305.7	112519	show_letter	to_ignore	K	16	3	gK
+451.5126649848	305.95	112879	show_letter	to_remember	C	16	3	C
+452.9544625098	569.925	113240	show_dash	work_memory	-	16	3	WM
+455.4521582222	297.45	113864	show_letter	probe_target	L	16	3	rL
+456.6098562349	0.0	114153	right_click	remembered_correct	n/a	16	3	1
+457.0101555477	0.0	114254	sound_beep	feedback_correct	n/a	16	3	correct
+460.3016498975	0.0	115076	right_click	indicate_ready	n/a	16	3	1
+460.3293498499	1257.05	115083	show_cross	fixate	+	17	3	nonWM
+465.5755408442	305.95	116395	show_letter	to_ignore	P	17	3	gP
+467.0173383692	306.0	116755	show_letter	to_remember	X	17	3	X
+468.459235894	305.925	117116	show_letter	to_ignore	B	17	3	gB
+469.9009334192	305.7	117476	show_letter	to_remember	Z	17	3	Z
+471.341630946	305.975	117836	show_letter	to_ignore	H	17	3	gH
+472.783428471	305.975	118197	show_letter	to_ignore	V	17	3	gV
+474.225225996	305.95	118557	show_letter	to_ignore	R	17	3	gR
+475.6660235227	305.95	118918	show_letter	to_remember	F	17	3	F
+477.1078210477	695.65	119278	show_dash	work_memory	-	17	3	WM
+480.108315897	305.975	120028	show_letter	probe_not_shown	Q	17	3	rQ
+481.4229136403	0.0	120357	left_click	ignored_correct	n/a	17	3	255
+481.8230129535	0.0	120457	sound_beep	feedback_correct	n/a	17	3	correct
+483.8224095213	0.0	120957	right_click	indicate_ready	n/a	17	3	1
+483.8458094812	1257.3	120962	show_cross	fixate	+	18	7	nonWM
+489.0930004737	305.7	122274	show_letter	to_ignore	P	18	7	gP
+490.5336980006	305.975	122634	show_letter	to_remember	W	18	7	W
+491.9754955256	305.975	122995	show_letter	to_remember	F	18	7	F
+493.4172930506	305.95	123355	show_letter	to_remember	S	18	7	S
+494.8580905773	305.95	123716	show_letter	to_remember	Z	18	7	Z
+496.2998881023	305.95	124076	show_letter	to_remember	T	18	7	T
+497.7416856273	305.95	124436	show_letter	to_remember	K	18	7	K
+499.1832831526	305.75	124797	show_letter	to_remember	Q	18	7	Q
+500.6241806791	637.175	125157	show_dash	work_memory	-	18	7	WM
+503.3897759317	305.95	125848	show_letter	probe_not_shown	L	18	7	rL
+505.418572449	0.0	126356	left_click	ignored_correct	n/a	18	7	255
+505.8186717622	0.0	126456	sound_beep	feedback_correct	n/a	18	7	correct
+517.3110520342	0.0	129329	right_click	indicate_ready	n/a	18	7	1
+517.3356519919	1257.3	129335	show_cross	fixate	+	19	5	nonWM
+522.5828429845	305.7	130647	show_letter	to_remember	T	19	5	T
+524.0236405112	305.95	131007	show_letter	to_remember	Y	19	5	Y
+525.4654380362	305.95	131367	show_letter	to_remember	K	19	5	K
+526.9072355612	305.7	131728	show_letter	to_remember	Z	19	5	Z
+528.3480330879	305.95	132088	show_letter	to_remember	F	19	5	F
+529.7897306131	305.975	132448	show_letter	to_ignore	Q	19	5	gQ
+531.2316281379	305.925	132809	show_letter	to_ignore	G	19	5	gG
+532.673325663	305.7	133169	show_letter	to_ignore	W	19	5	gW
+534.1141231897	921.85	133530	show_dash	work_memory	-	19	5	WM
+538.0195164857	305.95	134506	show_letter	probe_not_shown	L	19	5	rL
+539.277014327	0.0	134820	left_click	ignored_correct	n/a	19	5	255
+539.6771136402	0.0	134920	sound_beep	feedback_correct	n/a	19	5	correct
+545.9222029198	0.0	136482	right_click	indicate_ready	n/a	19	5	1
+545.9484028748	1257.025	136488	show_cross	fixate	+	20	7	nonWM
+551.1944938693	305.975	137800	show_letter	to_remember	W	20	7	W
+552.6362913943	305.95	138160	show_letter	to_remember	L	20	7	L
+554.077088921	305.95	138520	show_letter	to_remember	D	20	7	D
+555.518886446	305.95	138881	show_letter	to_remember	J	20	7	J
+556.9605839711	305.975	139241	show_letter	to_remember	C	20	7	C
+558.4023814961	305.7	139602	show_letter	to_ignore	F	20	7	gF
+559.8431790228	305.95	139962	show_letter	to_remember	V	20	7	V
+561.2849765478	305.95	140322	show_letter	to_remember	S	20	7	S
+562.7267740728	766.875	140683	show_dash	work_memory	-	20	7	WM
+566.0122684328	305.7	141504	show_letter	probe_target	S	20	7	rS
+567.7829653932	0.0	141947	right_click	remembered_correct	n/a	20	7	1
+568.1832647061	0.0	142047	sound_beep	feedback_correct	n/a	20	7	correct
+569.8925617719	0.0	142474	right_click	indicate_ready	n/a	20	7	1
+569.9176617288	1257.05	142480	show_cross	fixate	+	21	7	nonWM
+575.1639527229	305.925	143792	show_letter	to_remember	Y	21	7	Y
+576.6056502481	305.7	144152	show_letter	to_remember	D	21	7	D
+578.0464477748	305.95	144513	show_letter	to_remember	Q	21	7	Q
+579.4881452999	305.975	144873	show_letter	to_ignore	V	21	7	gV
+580.9299428249	305.95	145233	show_letter	to_remember	G	21	7	G
+582.3707403516	305.95	145594	show_letter	to_remember	L	21	7	L
+583.8125378766	305.95	145954	show_letter	to_remember	F	21	7	F
+585.2542354018	305.975	146315	show_letter	to_remember	S	21	7	S
+586.6960329268	620.175	146675	show_dash	work_memory	-	21	7	WM
+589.3946282943	305.725	147350	show_letter	probe_target	G	21	7	rG
+590.7510259659	0.0	147689	right_click	remembered_correct	n/a	21	7	1
+591.1511252791	0.0	147789	sound_beep	feedback_correct	n/a	21	7	correct
+599.1367115709	0.0	149785	right_click	indicate_ready	n/a	21	7	1
+599.1661115204	1257.075	149793	show_cross	fixate	+	22	5	nonWM
+604.4124025145	305.95	151104	show_letter	to_remember	R	22	5	R
+605.8542000395	305.95	151465	show_letter	to_remember	C	22	5	C
+607.2958975647	305.95	151825	show_letter	to_ignore	X	22	5	gX
+608.7376950897	305.7	152185	show_letter	to_remember	H	22	5	H
+610.1784926164	305.95	152546	show_letter	to_remember	N	22	5	N
+611.6202901414	305.975	152906	show_letter	to_remember	P	22	5	P
+613.0620876663	305.95	153267	show_letter	to_ignore	M	22	5	gM
+614.5027851932	305.975	153627	show_letter	to_ignore	L	22	5	gL
+615.9445827182	787.9	153987	show_dash	work_memory	-	22	5	WM
+619.3141769339	247.2	154830	show_letter	probe_target	P	22	5	rP
+620.2856752662	0.0	155072	right_click	remembered_correct	n/a	22	5	1
+620.6857745794	0.0	155172	sound_beep	feedback_correct	n/a	22	5	correct
+622.7117711015	0.0	155679	right_click	indicate_ready	n/a	22	5	1
+622.7335710641	1257.075	155684	show_cross	fixate	+	23	3	nonWM
+627.9797620584	305.95	156996	show_letter	to_remember	V	23	3	V
+629.4215595834	305.7	157356	show_letter	to_ignore	W	23	3	gW
+630.8623571101	305.95	157717	show_letter	to_ignore	S	23	3	gS
+632.3041546351	305.925	158077	show_letter	to_remember	R	23	3	R
+633.7459521601	305.95	158437	show_letter	to_ignore	B	23	3	gB
+635.1876496852	305.7	158798	show_letter	to_remember	N	23	3	N
+636.6284472119	305.95	159158	show_letter	to_ignore	P	23	3	gP
+638.0702447369	305.95	159519	show_letter	to_ignore	Z	23	3	gZ
+639.5120422619	967.85	159879	show_dash	work_memory	-	23	3	WM
+643.601435242	305.95	160901	show_letter	probe_not_shown	X	23	3	rX
+645.2320324429	0.0	161309	left_click	ignored_correct	n/a	23	3	255
+645.6321317561	0.0	161409	sound_beep	feedback_correct	n/a	23	3	correct
+649.5040251095	0.0	162377	right_click	indicate_ready	n/a	23	3	1
+649.5355250554	1257.05	162385	show_cross	fixate	+	24	5	nonWM
+654.7817160497	305.95	163696	show_letter	to_remember	Q	24	5	Q
+656.2235135747	305.7	164057	show_letter	to_remember	M	24	5	M
+657.6642111016	305.975	164417	show_letter	to_ignore	C	24	5	gC
+659.1060086266	305.975	164778	show_letter	to_ignore	X	24	5	gX
+660.5478061516	305.95	165138	show_letter	to_ignore	S	24	5	gS
+661.9896036765	305.7	165498	show_letter	to_remember	W	24	5	W
+663.4304012033	306.025	165859	show_letter	to_remember	R	24	5	R
+664.8721987282	305.95	166219	show_letter	to_remember	H	24	5	H
+666.3138962534	921.875	166579	show_dash	work_memory	-	24	5	WM
+670.2192895493	272.225	167556	show_letter	probe_target	Q	24	5	rQ
+671.2859877182	0.0	167822	right_click	remembered_correct	n/a	24	5	1
+671.6860870314	0.0	167923	sound_beep	feedback_correct	n/a	24	5	correct
+681.6495699279	0.0	170413	right_click	indicate_ready	n/a	24	5	1
+681.667569897	1257.05	170418	show_cross	fixate	+	25	3	nonWM
+686.9137608913	305.95	171729	show_letter	to_remember	C	25	3	C
+688.3555584163	305.7	172090	show_letter	to_ignore	V	25	3	gV
+689.796355943	305.95	172450	show_letter	to_ignore	W	25	3	gW
+691.238153468	305.975	172811	show_letter	to_remember	H	25	3	H
+692.6798509932	305.975	173171	show_letter	to_ignore	N	25	3	gN
+694.1216485181	305.7	173531	show_letter	to_ignore	X	25	3	gX
+695.5624460448	305.95	173892	show_letter	to_remember	R	25	3	R
+697.0042435698	305.95	174252	show_letter	to_ignore	M	25	3	gM
+698.4460410948	561.425	174613	show_dash	work_memory	-	25	3	WM
+700.9096368658	209.475	175228	show_letter	probe_target	R	25	3	rR
+701.7173354793	0.0	175430	right_click	remembered_correct	n/a	25	3	1
+702.1174347924	0.0	175530	sound_beep	feedback_correct	n/a	25	3	correct
+703.7478319937	0.0	175938	right_click	indicate_ready	n/a	25	3	1
diff --git a/datasets/eeg_ds004117s_hed_sternberg/sub-003/ses-01/eeg/sub-003_ses-01_task-WorkingMemory_run-3_channels.tsv b/datasets/eeg_ds004117s_hed_sternberg/sub-003/ses-01/eeg/sub-003_ses-01_task-WorkingMemory_run-3_channels.tsv
new file mode 100644
index 0000000..8ae999a
--- /dev/null
+++ b/datasets/eeg_ds004117s_hed_sternberg/sub-003/ses-01/eeg/sub-003_ses-01_task-WorkingMemory_run-3_channels.tsv
@@ -0,0 +1,72 @@
+name	type	units
+FP1	EEG	microV
+FPZ	EEG	microV
+FP2	EEG	microV
+AF7	EEG	microV
+AF3	EEG	microV
+AFZ	EEG	microV
+AF4	EEG	microV
+AF8	EEG	microV
+F9	EEG	microV
+F7	EEG	microV
+F5	EEG	microV
+F3	EEG	microV
+F1	EEG	microV
+FZ	EEG	microV
+F2	EEG	microV
+F4	EEG	microV
+F6	EEG	microV
+F8	EEG	microV
+F10	EEG	microV
+FT9	EEG	microV
+FT7	EEG	microV
+FC5	EEG	microV
+FC3	EEG	microV
+FC1	EEG	microV
+FCZ	EEG	microV
+FC2	EEG	microV
+FC4	EEG	microV
+FC6	EEG	microV
+FT8	EEG	microV
+FT10	EEG	microV
+T7	EEG	microV
+C5	EEG	microV
+C3	EEG	microV
+C1	EEG	microV
+CZ	EEG	microV
+C2	EEG	microV
+C4	EEG	microV
+C6	EEG	microV
+T8	EEG	microV
+TP9	EEG	microV
+TP7	EEG	microV
+CP5	EEG	microV
+CP3	EEG	microV
+CP1	EEG	microV
+CPZ	EEG	microV
+CP2	EEG	microV
+CP4	EEG	microV
+CP6	EEG	microV
+TP8	EEG	microV
+TP10	EEG	microV
+P7	EEG	microV
+P5	EEG	microV
+P3	EEG	microV
+P1	EEG	microV
+PZ	EEG	microV
+P2	EEG	microV
+P4	EEG	microV
+P6	EEG	microV
+P8	EEG	microV
+PO9	EEG	microV
+PO7	EEG	microV
+PO3	EEG	microV
+POZ	EEG	microV
+PO4	EEG	microV
+PO8	EEG	microV
+PO10	EEG	microV
+O1	EEG	microV
+OZ	EEG	microV
+O2	EEG	microV
+LEYE	EOG	microV
+REYE	EOG	microV
diff --git a/datasets/eeg_ds004117s_hed_sternberg/sub-003/ses-01/eeg/sub-003_ses-01_task-WorkingMemory_run-3_coordsystem.json b/datasets/eeg_ds004117s_hed_sternberg/sub-003/ses-01/eeg/sub-003_ses-01_task-WorkingMemory_run-3_coordsystem.json
new file mode 100644
index 0000000..564b437
--- /dev/null
+++ b/datasets/eeg_ds004117s_hed_sternberg/sub-003/ses-01/eeg/sub-003_ses-01_task-WorkingMemory_run-3_coordsystem.json
@@ -0,0 +1 @@
+{"EEGCoordinateUnits": "n/a", "EEGCoordinateSystem": "CTF", "EEGCoordinateSystemDescription": "EEGLAB"}
\ No newline at end of file
diff --git a/datasets/eeg_ds004117s_hed_sternberg/sub-003/ses-01/eeg/sub-003_ses-01_task-WorkingMemory_run-3_eeg.fdt b/datasets/eeg_ds004117s_hed_sternberg/sub-003/ses-01/eeg/sub-003_ses-01_task-WorkingMemory_run-3_eeg.fdt
new file mode 100644
index 0000000..e69de29
diff --git a/datasets/eeg_ds004117s_hed_sternberg/sub-003/ses-01/eeg/sub-003_ses-01_task-WorkingMemory_run-3_eeg.json b/datasets/eeg_ds004117s_hed_sternberg/sub-003/ses-01/eeg/sub-003_ses-01_task-WorkingMemory_run-3_eeg.json
new file mode 100644
index 0000000..cc7417c
--- /dev/null
+++ b/datasets/eeg_ds004117s_hed_sternberg/sub-003/ses-01/eeg/sub-003_ses-01_task-WorkingMemory_run-3_eeg.json
@@ -0,0 +1,11 @@
+{
+    "TaskName": "WorkingMemory",
+    "EEGReference": "common",
+    "RecordingType": "continuous",
+    "RecordingDuration": 784.34,
+    "SamplingFrequency": 250.0,
+    "EEGChannelCount": 69,
+    "EOGChannelCount": 2,
+    "PowerLineFrequency": 60,
+    "SoftwareFilters": "n/a"
+}
\ No newline at end of file
diff --git a/datasets/eeg_ds004117s_hed_sternberg/sub-003/ses-01/eeg/sub-003_ses-01_task-WorkingMemory_run-3_eeg.set b/datasets/eeg_ds004117s_hed_sternberg/sub-003/ses-01/eeg/sub-003_ses-01_task-WorkingMemory_run-3_eeg.set
new file mode 100644
index 0000000..e69de29
diff --git a/datasets/eeg_ds004117s_hed_sternberg/sub-003/ses-01/eeg/sub-003_ses-01_task-WorkingMemory_run-3_electrodes.tsv b/datasets/eeg_ds004117s_hed_sternberg/sub-003/ses-01/eeg/sub-003_ses-01_task-WorkingMemory_run-3_electrodes.tsv
new file mode 100644
index 0000000..92eba2b
--- /dev/null
+++ b/datasets/eeg_ds004117s_hed_sternberg/sub-003/ses-01/eeg/sub-003_ses-01_task-WorkingMemory_run-3_electrodes.tsv
@@ -0,0 +1,72 @@
+name	x	y	z
+FP1	0.950400	0.307447	-0.047075
+FPZ	0.999779	-0.000000	-0.021016
+FP2	0.950400	-0.307447	-0.047075
+AF7	0.808131	0.584817	-0.070094
+AF3	0.895916	0.370386	0.245250
+AFZ	0.929707	-0.000000	0.368300
+AF4	0.895916	-0.370386	0.245250
+AF8	0.808481	-0.584340	-0.070032
+F9	0.523344	0.702453	-0.482359
+F7	0.586723	0.804981	-0.088102
+F5	0.635738	0.741859	0.213266
+F3	0.677066	0.567060	0.469068
+F1	0.704860	0.306379	0.639769
+FZ	0.714575	-0.000000	0.699559
+F2	0.704399	-0.306179	0.640372
+F4	0.677459	-0.566383	0.469317
+F6	0.635602	-0.741701	0.214217
+F8	0.587370	-0.804512	-0.088070
+F10	0.523344	-0.702453	-0.482359
+FT9	0.274136	0.824420	-0.495158
+FT7	0.308323	0.945999	-0.100112
+FC5	0.338385	0.897025	0.284327
+FC3	0.364178	0.697349	0.617316
+FC1	0.381596	0.380598	0.842336
+FCZ	0.387380	-0.000000	0.921920
+FC2	0.381596	-0.380598	0.842336
+FC4	0.364178	-0.697349	0.617316
+FC6	0.338385	-0.897025	0.284327
+FT8	0.308323	-0.945999	-0.100112
+FT10	0.274136	-0.824420	-0.495158
+T7	0.000000	0.994572	-0.104049
+C5	0.000000	0.950959	0.309316
+C3	0.000000	0.743194	0.669076
+C1	0.000000	0.406325	0.913729
+CZ	0.000000	-0.000000	1.000000
+C2	0.000000	-0.407158	0.913358
+C4	0.000000	-0.743152	0.669123
+C6	0.000000	-0.950959	0.309316
+T8	0.000000	-0.994572	-0.104049
+TP9	-0.274093	0.824434	-0.495158
+TP7	-0.308290	0.946010	-0.100112
+CP5	-0.338416	0.897013	0.284327
+CP3	-0.364117	0.697381	0.617316
+CP1	-0.381563	0.380632	0.842336
+CPZ	-0.387380	-0.000000	0.921920
+CP2	-0.381563	-0.380632	0.842336
+CP4	-0.364117	-0.697381	0.617316
+CP6	-0.338416	-0.897013	0.284327
+TP8	-0.309282	-0.945690	-0.100080
+TP10	-0.274093	-0.824434	-0.495158
+P7	-0.586765	0.804950	-0.088102
+P5	-0.635673	0.741915	0.213266
+P3	-0.677037	0.567095	0.469068
+P1	-0.704876	0.306342	0.639769
+PZ	-0.714575	-0.000000	0.699559
+P2	-0.704415	-0.306142	0.640372
+P4	-0.677429	-0.566419	0.469317
+P6	-0.635538	-0.741757	0.214217
+P8	-0.587328	-0.804543	-0.088070
+PO9	-0.723570	0.512506	-0.462368
+PO7	-0.808151	0.584789	-0.070094
+PO3	-0.895923	0.370371	0.245250
+POZ	-0.929707	-0.000000	0.368300
+PO4	-0.895923	-0.370371	0.245250
+PO8	-0.808461	-0.584368	-0.070032
+PO10	-0.724058	-0.512093	-0.462061
+O1	-0.950379	0.307514	-0.047075
+OZ	-0.999779	-0.000000	-0.021016
+O2	-0.950379	-0.307514	-0.047075
+LEYE	0.670689	0.674304	-0.309017
+REYE	0.809995	-0.295999	-0.506254
diff --git a/datasets/eeg_ds004117s_hed_sternberg/sub-003/ses-01/eeg/sub-003_ses-01_task-WorkingMemory_run-3_events.tsv b/datasets/eeg_ds004117s_hed_sternberg/sub-003/ses-01/eeg/sub-003_ses-01_task-WorkingMemory_run-3_events.tsv
new file mode 100644
index 0000000..bdf0e64
--- /dev/null
+++ b/datasets/eeg_ds004117s_hed_sternberg/sub-003/ses-01/eeg/sub-003_ses-01_task-WorkingMemory_run-3_events.tsv
@@ -0,0 +1,352 @@
+onset	duration	sample	event_type	task_role	letter	trial	memory_cond	value
+2.624	0.0	657	left_click	ignored_correct	n/a	0	0	255
+3.6456959077	1257.3	912	show_cross	fixate	+	1	5	nonWM
+8.8928748903	305.7	2224	show_letter	to_remember	J	1	5	J
+10.3335691197	305.95	2584	show_letter	to_remember	S	1	5	S
+11.7753633447	305.975	2945	show_letter	to_remember	Y	1	5	Y
+13.2171575697	305.95	3305	show_letter	to_ignore	T	1	5	gT
+14.6579517986	305.95	3665	show_letter	to_ignore	P	1	5	gP
+16.0997460236	305.95	4026	show_letter	to_remember	F	1	5	F
+17.5415402486	305.95	4386	show_letter	to_ignore	M	1	5	gM
+18.9832344739	305.7	4747	show_letter	to_remember	K	1	5	K
+20.4240287029	536.425	5107	show_dash	work_memory	-	1	5	WM
+22.7877192353	305.95	5698	show_letter	probe_not_shown	V	1	5	rV
+25.9813064435	0.0	6496	left_click	ignored_correct	n/a	1	5	255
+26.3814048409	0.0	6596	sound_beep	feedback_correct	n/a	1	5	correct
+37.4507605032	0.0	9364	right_click	indicate_ready	n/a	1	5	1
+37.4713604207	1257.1	9369	show_cross	fixate	+	2	7	nonWM
+42.7175394074	305.975	10680	show_letter	to_ignore	J	2	7	gJ
+44.1583336364	305.975	11041	show_letter	to_remember	T	2	7	T
+45.6001278613	305.95	11401	show_letter	to_remember	V	2	7	V
+47.0419220863	305.95	11761	show_letter	to_remember	D	2	7	D
+48.4837163113	305.7	12122	show_letter	to_remember	X	2	7	X
+49.9245105403	305.95	12482	show_letter	to_remember	G	2	7	G
+51.3662047656	306.0	12843	show_letter	to_remember	N	2	7	N
+52.8080989902	305.925	13203	show_letter	to_remember	R	2	7	R
+54.2497932156	850.625	13563	show_dash	work_memory	-	2	7	WM
+57.8702787139	305.7	14469	show_letter	probe_target	R	2	7	rR
+59.1503735865	0.0	14789	right_click	remembered_correct	n/a	2	7	1
+59.550471984	0.0	14889	sound_beep	feedback_correct	n/a	2	7	correct
+69.4860321876	0.0	17373	right_click	indicate_ready	n/a	2	7	1
+69.5194320538	1257.05	17381	show_cross	fixate	+	3	5	nonWM
+74.7656110405	305.95	18692	show_letter	to_remember	L	3	5	L
+76.2074052655	305.7	19053	show_letter	to_remember	F	3	5	F
+77.6481994945	305.95	19413	show_letter	to_ignore	M	3	5	gM
+79.0899937194	305.95	19773	show_letter	to_ignore	J	3	5	gJ
+80.5317879444	305.925	20134	show_letter	to_remember	K	3	5	K
+81.9734821698	305.7	20494	show_letter	to_ignore	N	3	5	gN
+83.4142763987	305.95	20855	show_letter	to_remember	R	3	5	R
+84.8560706237	305.95	21215	show_letter	to_remember	H	3	5	H
+86.2978648487	879.85	21575	show_dash	work_memory	-	3	5	WM
+90.0352498788	314.2	22510	show_letter	probe_not_shown	G	3	5	rG
+91.2351450727	0.0	22810	left_click	ignored_correct	n/a	3	5	255
+91.64274344	0.0	22912	sound_beep	feedback_correct	n/a	3	5	correct
+101.2045051409	0.0	25302	right_click	indicate_ready	n/a	3	5	1
+101.2325050287	1257.075	25309	show_cross	fixate	+	4	5	nonWM
+106.478784015	305.925	26621	show_letter	to_ignore	C	4	5	gC
+107.9204782404	305.7	26981	show_letter	to_ignore	P	4	5	gP
+109.3612724694	305.95	27341	show_letter	to_remember	X	4	5	X
+110.8030666944	305.95	27702	show_letter	to_ignore	Z	4	5	gZ
+112.2448609193	305.95	28062	show_letter	to_remember	T	4	5	T
+113.6855551487	305.95	28422	show_letter	to_remember	Y	4	5	Y
+115.1273493737	305.95	28783	show_letter	to_remember	J	4	5	J
+116.5691435986	305.95	29143	show_letter	to_remember	B	4	5	B
+118.0109378236	791.875	29504	show_dash	work_memory	-	4	5	WM
+121.3964242632	305.95	30350	show_letter	probe_not_shown	H	4	5	rH
+123.1411172749	0.0	30786	left_click	ignored_correct	n/a	4	5	255
+123.5412156724	0.0	30886	sound_beep	feedback_correct	n/a	4	5	correct
+125.8832062916	0.0	31472	right_click	indicate_ready	n/a	4	5	1
+125.9057062015	1257.075	31477	show_cross	fixate	+	5	3	nonWM
+131.1518851882	305.95	32789	show_letter	to_ignore	D	5	3	gD
+132.5926794172	305.95	33149	show_letter	to_ignore	C	5	3	gC
+134.0344736422	305.95	33510	show_letter	to_remember	R	5	3	R
+135.4761678675	305.975	33870	show_letter	to_ignore	G	5	3	gG
+136.9179620925	305.725	34230	show_letter	to_remember	Z	5	3	Z
+138.3587563215	305.95	34591	show_letter	to_ignore	X	5	3	gX
+139.8005505464	306.0	34951	show_letter	to_ignore	L	5	3	gL
+141.242444771	305.925	35312	show_letter	to_remember	K	5	3	K
+142.6841389964	796.125	35672	show_dash	work_memory	-	5	3	WM
+146.0865253683	280.725	36523	show_letter	probe_target	K	5	3	rK
+147.1866209619	0.0	36798	right_click	remembered_correct	n/a	5	3	1
+147.5868193589	0.0	36898	sound_beep	feedback_correct	n/a	5	3	correct
+148.6631150479	0.0	37167	right_click	indicate_ready	n/a	5	3	1
+148.6842149634	1257.05	37172	show_cross	fixate	+	6	7	nonWM
+153.9303939501	305.95	38484	show_letter	to_remember	F	6	7	F
+155.3720881754	306.0	38844	show_letter	to_remember	M	6	7	M
+156.8138824004	305.975	39204	show_letter	to_remember	B	6	7	B
+158.2546766294	305.95	39565	show_letter	to_ignore	N	6	7	gN
+159.6964708544	305.95	39925	show_letter	to_remember	L	6	7	L
+161.1382650793	305.95	40286	show_letter	to_remember	X	6	7	X
+162.5800593043	305.7	40646	show_letter	to_remember	J	6	7	J
+164.0207535337	305.975	41006	show_letter	to_remember	Y	6	7	Y
+165.4625477586	880.125	41367	show_dash	work_memory	-	6	7	WM
+169.2010327843	305.7	42301	show_letter	probe_not_shown	P	6	7	rP
+170.6257270778	0.0	42657	left_click	ignored_correct	n/a	6	7	255
+171.0258254752	0.0	42757	sound_beep	feedback_correct	n/a	6	7	correct
+172.8931179959	0.0	43224	right_click	indicate_ready	n/a	6	7	1
+172.9214178825	1257.05	43231	show_cross	fixate	+	7	5	nonWM
+178.1675968692	305.95	44543	show_letter	to_remember	H	7	5	H
+179.6093910942	305.95	44903	show_letter	to_remember	B	7	5	B
+181.0512853188	305.925	45264	show_letter	to_remember	Q	7	5	Q
+182.4929795441	305.7	45624	show_letter	to_ignore	K	7	5	gK
+183.9337737731	305.925	45984	show_letter	to_remember	S	7	5	S
+185.3754679985	305.975	46345	show_letter	to_remember	R	7	5	R
+186.8172622234	305.95	46705	show_letter	to_ignore	T	7	5	gT
+188.2580564524	305.95	47066	show_letter	to_ignore	J	7	5	gJ
+189.6998506774	825.625	47426	show_dash	work_memory	-	7	5	WM
+193.2202365767	305.725	48306	show_letter	probe_target	Q	7	5	rQ
+194.5129313988	0.0	48629	right_click	remembered_correct	n/a	7	5	1
+194.9130297963	0.0	48729	sound_beep	feedback_correct	n/a	7	5	correct
+200.4190077423	0.0	50106	left_click	indicate_ready	n/a	7	5	255
+200.4441076418	1257.075	50112	show_cross	fixate	+	8	5	nonWM
+205.6903866281	305.95	51424	show_letter	to_remember	D	8	5	D
+207.1321808531	305.95	51784	show_letter	to_remember	Q	8	5	Q
+208.5738750784	305.725	52144	show_letter	to_remember	G	8	5	G
+210.0146693074	305.95	52505	show_letter	to_ignore	M	8	5	gM
+211.4564635324	305.95	52865	show_letter	to_remember	P	8	5	P
+212.898357757	305.925	53226	show_letter	to_ignore	V	8	5	gV
+214.3400519823	305.7	53586	show_letter	to_ignore	F	8	5	gF
+215.7807462117	305.975	53946	show_letter	to_remember	T	8	5	T
+217.2225404367	523.925	54307	show_dash	work_memory	-	8	5	WM
+219.5352311733	305.95	54885	show_letter	probe_not_shown	B	8	5	rB
+222.3030200871	0.0	55577	left_click	ignored_correct	n/a	8	5	255
+222.7031184845	0.0	55677	sound_beep	feedback_correct	n/a	8	5	correct
+224.0959129057	0.0	56025	right_click	indicate_ready	n/a	8	5	1
+224.1285127752	1257.05	56033	show_cross	fixate	+	9	7	nonWM
+229.3746917619	305.975	57345	show_letter	to_remember	Y	9	7	Y
+230.8164859868	305.95	57705	show_letter	to_remember	S	9	7	S
+232.2581802122	305.725	58066	show_letter	to_remember	N	9	7	N
+233.6989744412	305.975	58426	show_letter	to_remember	M	9	7	M
+235.1407686661	305.95	58786	show_letter	to_remember	F	9	7	F
+236.5825628911	305.7	59147	show_letter	to_remember	Q	9	7	Q
+238.0232571205	305.975	59507	show_letter	to_remember	H	9	7	H
+239.465151345	305.95	59867	show_letter	to_ignore	W	9	7	gW
+240.9070455696	615.875	60228	show_dash	work_memory	-	9	7	WM
+243.5884348294	305.975	60898	show_letter	probe_target	N	9	7	rN
+245.1363286294	0.0	61285	right_click	remembered_correct	n/a	9	7	1
+245.5364270269	0.0	61385	sound_beep	feedback_correct	n/a	9	7	correct
+252.4397993758	0.0	63111	left_click	indicate_ready	n/a	9	7	255
+252.4720992464	1257.05	63119	show_cross	fixate	+	10	5	nonWM
+257.7182782331	305.95	64431	show_letter	to_ignore	Z	10	5	gZ
+259.1600724581	305.95	64791	show_letter	to_ignore	C	10	5	gC
+260.601866683	305.95	65151	show_letter	to_remember	R	10	5	R
+262.043660908	305.7	65512	show_letter	to_remember	F	10	5	F
+263.4843551374	305.95	65872	show_letter	to_remember	Q	10	5	Q
+264.9261493623	305.95	66233	show_letter	to_remember	V	10	5	V
+266.3679435873	305.7	66593	show_letter	to_remember	P	10	5	P
+267.8087378163	305.95	66953	show_letter	to_ignore	N	10	5	gN
+269.2505320412	900.85	67314	show_dash	work_memory	-	10	5	WM
+273.0719167349	305.95	68269	show_letter	probe_target	F	10	5	rF
+274.4295112971	0.0	68608	right_click	remembered_correct	n/a	10	5	1
+274.8296096945	0.0	68708	sound_beep	feedback_correct	n/a	10	5	correct
+275.774205911	0.0	68945	left_click	indicate_ready	n/a	10	5	255
+275.8045057896	1257.05	68952	show_cross	fixate	+	11	3	nonWM
+281.0506847763	305.95	70264	show_letter	to_ignore	H	11	3	gH
+282.4925790009	305.925	70624	show_letter	to_remember	M	11	3	M
+283.9341732267	305.725	70985	show_letter	to_ignore	W	11	3	gW
+285.3749674557	305.95	71345	show_letter	to_ignore	N	11	3	gN
+286.8167616806	305.975	71705	show_letter	to_remember	G	11	3	G
+288.2585559056	305.95	72066	show_letter	to_ignore	B	11	3	gB
+289.6993501346	305.95	72426	show_letter	to_remember	T	11	3	T
+291.1411443595	305.95	72786	show_letter	to_ignore	L	11	3	gL
+292.5829385845	519.65	73147	show_dash	work_memory	-	11	3	WM
+294.8795293856	213.725	73721	show_letter	probe_target	T	11	3	rT
+295.7075260691	0.0	73928	right_click	remembered_correct	n/a	11	3	1
+296.1076244666	0.0	74028	sound_beep	feedback_correct	n/a	11	3	correct
+296.6040224783	0.0	74152	right_click	indicate_ready	n/a	11	3	1
+296.622322405	1257.05	74157	show_cross	fixate	+	12	7	nonWM
+301.8684013921	305.975	75468	show_letter	to_remember	K	12	7	K
+303.310195617	305.975	75829	show_letter	to_remember	G	12	7	G
+304.751989842	305.95	76189	show_letter	to_remember	J	12	7	J
+306.192784071	305.95	76549	show_letter	to_remember	Z	12	7	Z
+307.6345782959	305.95	76910	show_letter	to_remember	H	12	7	H
+309.0763725209	305.95	77270	show_letter	to_remember	D	12	7	D
+310.5180667463	305.725	77631	show_letter	to_ignore	P	12	7	gP
+311.9588609752	305.975	77991	show_letter	to_remember	V	12	7	V
+313.4006552002	838.125	78351	show_dash	work_memory	-	12	7	WM
+316.9712408984	293.175	79244	show_letter	probe_target	G	12	7	rG
+318.1194362994	0.0	79531	right_click	remembered_correct	n/a	12	7	1
+318.5195346968	0.0	79631	sound_beep	feedback_correct	n/a	12	7	correct
+327.0842003915	0.0	81772	right_click	indicate_ready	n/a	12	7	1
+327.1115002821	1257.075	81779	show_cross	fixate	+	13	7	nonWM
+332.3577792684	305.95	83090	show_letter	to_remember	P	13	7	P
+333.7994734938	305.925	83451	show_letter	to_ignore	Y	13	7	gY
+335.2412677188	309.95	83811	show_letter	to_remember	R	13	7	R
+336.6990618797	305.95	84176	show_letter	to_remember	T	13	7	T
+338.1408561046	305.95	84536	show_letter	to_remember	B	13	7	B
+339.5826503296	305.95	84897	show_letter	to_remember	G	13	7	G
+341.024344555	305.725	85257	show_letter	to_remember	V	13	7	V
+342.4651387839	305.95	85617	show_letter	to_remember	M	13	7	M
+343.9069330089	716.65	85978	show_dash	work_memory	-	13	7	WM
+346.9914206541	301.725	86749	show_letter	probe_target	P	13	7	rP
+348.1775159033	0.0	87045	right_click	remembered_correct	n/a	13	7	1
+348.5776143007	0.0	87145	sound_beep	feedback_correct	n/a	13	7	correct
+349.2585115734	0.0	87316	left_click	indicate_ready	n/a	13	7	255
+349.2871114589	1257.3	87323	show_cross	fixate	+	14	3	nonWM
+354.5332904456	305.95	88634	show_letter	to_ignore	P	14	3	gP
+355.9750846705	305.95	88995	show_letter	to_ignore	M	14	3	gM
+357.4168788955	305.95	89355	show_letter	to_remember	D	14	3	D
+358.8586731205	305.7	89716	show_letter	to_ignore	Z	14	3	gZ
+360.2993673499	305.95	90076	show_letter	to_ignore	B	14	3	gB
+361.7411615748	305.95	90436	show_letter	to_remember	R	14	3	R
+363.1830557994	305.925	90797	show_letter	to_ignore	N	14	3	gN
+364.6247500248	305.7	91157	show_letter	to_remember	G	14	3	G
+366.0655442537	716.625	91517	show_dash	work_memory	-	14	3	WM
+369.150031899	272.45	92289	show_letter	probe_not_shown	F	14	3	rF
+370.2201276128	0.0	92556	left_click	ignored_correct	n/a	14	3	255
+370.6202260102	0.0	92656	sound_beep	feedback_correct	n/a	14	3	correct
+371.6175220156	0.0	92905	right_click	indicate_ready	n/a	14	3	1
+371.647621895	1257.075	92913	show_cross	fixate	+	15	3	nonWM
+376.8938008817	305.95	94224	show_letter	to_remember	B	15	3	B
+378.3355951067	305.7	94585	show_letter	to_ignore	F	15	3	gF
+379.7763893357	305.95	94945	show_letter	to_ignore	H	15	3	gH
+381.2181835606	305.95	95306	show_letter	to_remember	R	15	3	R
+382.6600777852	305.925	95666	show_letter	to_ignore	Z	15	3	gZ
+384.101672011	305.725	96026	show_letter	to_remember	G	15	3	G
+385.5424662399	305.95	96387	show_letter	to_ignore	M	15	3	gM
+386.9842604649	305.95	96747	show_letter	to_ignore	V	15	3	gV
+388.4260546899	825.375	97108	show_dash	work_memory	-	15	3	WM
+391.9455405927	243.2	97987	show_letter	probe_target	B	15	3	rB
+392.8955367876	0.0	98225	right_click	remembered_correct	n/a	15	3	1
+393.295635185	0.0	98325	sound_beep	feedback_correct	n/a	15	3	correct
+405.3142870449	0.0	101330	right_click	indicate_ready	n/a	15	3	1
+405.338486948	1257.05	101336	show_cross	fixate	+	16	5	nonWM
+410.5845659351	305.975	102647	show_letter	to_remember	V	16	5	V
+412.0263601601	305.95	103008	show_letter	to_remember	W	16	5	W
+413.467154389	305.95	103368	show_letter	to_ignore	Q	16	5	gQ
+414.908948614	305.95	103728	show_letter	to_remember	S	16	5	S
+416.350742839	305.95	104089	show_letter	to_ignore	T	16	5	gT
+417.7925370639	305.7	104449	show_letter	to_remember	Z	16	5	Z
+419.2333312929	305.925	104809	show_letter	to_remember	K	16	5	K
+420.6750255183	305.95	105170	show_letter	to_ignore	X	16	5	gX
+422.1169197429	750.1	105530	show_dash	work_memory	-	16	5	WM
+425.3353068518	305.7	106335	show_letter	probe_target	W	16	5	rW
+426.987500234	0.0	106748	right_click	remembered_correct	n/a	16	5	1
+427.3877986306	0.0	106848	sound_beep	feedback_correct	n/a	16	5	correct
+428.3585947421	0.0	107091	right_click	indicate_ready	n/a	16	5	1
+428.3858946328	1257.05	107097	show_cross	fixate	+	17	7	nonWM
+433.6321736191	305.925	108409	show_letter	to_remember	Z	17	7	Z
+435.0737678449	305.725	108769	show_letter	to_remember	X	17	7	X
+436.5145620738	305.95	109130	show_letter	to_remember	S	17	7	S
+437.9563562988	305.975	109490	show_letter	to_remember	Y	17	7	Y
+439.3981505238	305.7	109851	show_letter	to_remember	C	17	7	C
+440.8389447528	305.95	110211	show_letter	to_remember	V	17	7	V
+442.2807389777	305.95	110571	show_letter	to_remember	T	17	7	T
+443.7226332023	305.925	110932	show_letter	to_ignore	W	17	7	gW
+445.1642274281	645.15	111292	show_dash	work_memory	-	17	7	WM
+447.9628162185	305.95	111992	show_letter	probe_target	V	17	7	rV
+450.1108076148	0.0	112529	right_click	remembered_correct	n/a	17	7	1
+450.5109060122	0.0	112629	sound_beep	feedback_correct	n/a	17	7	correct
+452.4046984267	0.0	113102	right_click	indicate_ready	n/a	17	7	1
+452.4380982929	1257.325	113111	show_cross	fixate	+	18	3	nonWM
+457.6842772796	305.975	114422	show_letter	to_ignore	D	18	3	gD
+459.1260715046	306.025	114783	show_letter	to_ignore	V	18	3	gV
+460.5678657296	305.95	115143	show_letter	to_remember	G	18	3	G
+462.0096599545	305.7	115503	show_letter	to_ignore	H	18	3	gH
+463.4504541835	305.95	115864	show_letter	to_ignore	P	18	3	gP
+464.8922484085	305.95	116224	show_letter	to_ignore	J	18	3	gJ
+466.3340426335	305.95	116585	show_letter	to_remember	M	18	3	M
+467.7757368588	305.7	116945	show_letter	to_remember	Z	18	3	Z
+469.2165310878	586.65	117305	show_dash	work_memory	-	18	3	WM
+471.7811208155	305.95	117946	show_letter	probe_not_shown	Y	18	3	rY
+473.234014996	0.0	118310	left_click	ignored_correct	n/a	18	3	255
+473.6341133934	0.0	118410	sound_beep	feedback_correct	n/a	18	3	correct
+483.0686756038	0.0	120768	right_click	indicate_ready	n/a	18	3	1
+483.0953754968	1257.05	120775	show_cross	fixate	+	19	3	nonWM
+488.3415544835	305.95	122086	show_letter	to_ignore	G	19	3	gG
+489.7833487085	305.95	122447	show_letter	to_remember	L	19	3	L
+491.2251429334	305.7	122807	show_letter	to_remember	X	19	3	X
+492.6659371624	305.95	123167	show_letter	to_ignore	P	19	3	gP
+494.1076313878	305.975	123528	show_letter	to_ignore	H	19	3	gH
+495.5495256124	305.925	123888	show_letter	to_ignore	M	19	3	gM
+496.9912198377	305.7	124249	show_letter	to_remember	N	19	3	N
+498.4320140667	305.95	124609	show_letter	to_ignore	R	19	3	gR
+499.8738082917	683.125	124969	show_dash	work_memory	-	19	3	WM
+502.8242964736	301.7	125707	show_letter	probe_not_shown	Z	19	3	rZ
+504.0034917504	0.0	126002	left_click	ignored_correct	n/a	19	3	255
+504.4035901479	0.0	126102	sound_beep	feedback_correct	n/a	19	3	correct
+510.4895657708	0.0	127623	right_click	indicate_ready	n/a	19	3	1
+510.5171656602	1257.3	127630	show_cross	fixate	+	20	7	nonWM
+515.7633446469	305.95	128942	show_letter	to_remember	Y	20	7	Y
+517.2051388719	305.95	129302	show_letter	to_ignore	W	20	7	gW
+518.6468330973	305.975	129663	show_letter	to_remember	S	20	7	S
+520.0886273223	305.7	130023	show_letter	to_remember	J	20	7	J
+521.5294215512	305.95	130383	show_letter	to_remember	P	20	7	P
+522.9712157762	305.95	130744	show_letter	to_remember	C	20	7	C
+524.4131100008	305.925	131104	show_letter	to_remember	D	20	7	D
+525.8547042265	305.725	131465	show_letter	to_remember	K	20	7	K
+527.2954984555	884.375	131825	show_dash	work_memory	-	20	7	WM
+531.0499834171	251.45	132763	show_letter	probe_target	C	20	7	rC
+532.0307794886	0.0	133009	right_click	remembered_correct	n/a	20	7	1
+532.430877886	0.0	133109	sound_beep	feedback_correct	n/a	20	7	correct
+533.2963744193	0.0	133325	left_click	indicate_ready	n/a	20	7	255
+533.3295742863	1257.325	133333	show_cross	fixate	+	21	7	nonWM
+538.5766532694	305.75	134645	show_letter	to_remember	W	21	7	W
+540.017547498	305.95	135005	show_letter	to_remember	D	21	7	D
+541.459341723	305.975	135366	show_letter	to_remember	R	21	7	R
+542.9011359479	305.95	135726	show_letter	to_remember	Z	21	7	Z
+544.3419301769	305.95	136086	show_letter	to_remember	M	21	7	M
+545.7837244019	305.95	136447	show_letter	to_ignore	T	21	7	gT
+547.2254186272	305.95	136807	show_letter	to_remember	H	21	7	H
+548.6672128522	305.7	137168	show_letter	to_remember	L	21	7	L
+550.1080070812	976.35	137528	show_dash	work_memory	-	21	7	WM
+554.2313905652	301.7	138559	show_letter	probe_target	W	21	7	rW
+555.4175858139	0.0	138855	right_click	remembered_correct	n/a	21	7	1
+555.8176842114	0.0	138955	sound_beep	feedback_correct	n/a	21	7	correct
+559.609869022	0.0	139903	right_click	indicate_ready	n/a	21	7	1
+559.6285689471	1257.3	139908	show_cross	fixate	+	22	7	nonWM
+564.8757479298	305.7	141220	show_letter	to_remember	J	22	7	J
+566.3165421587	305.95	141580	show_letter	to_remember	T	22	7	T
+567.7582363841	305.95	141941	show_letter	to_remember	L	22	7	L
+569.2001306087	305.925	142301	show_letter	to_remember	X	22	7	X
+570.641824834	305.7	142661	show_letter	to_remember	S	22	7	S
+572.082619063	305.95	143022	show_letter	to_remember	G	22	7	G
+573.524413288	305.95	143382	show_letter	to_remember	Q	22	7	Q
+574.9661075134	305.725	143743	show_letter	to_ignore	R	22	7	gR
+576.4069017423	611.925	144103	show_dash	work_memory	-	22	7	WM
+579.0724910654	305.95	144769	show_letter	probe_not_shown	Y	22	7	rY
+580.6238848514	0.0	145157	left_click	ignored_correct	n/a	22	7	255
+581.0239832488	0.0	145257	sound_beep	feedback_correct	n/a	22	7	correct
+589.0085512671	0.0	147253	right_click	indicate_ready	n/a	22	7	1
+589.0291511846	1257.025	147258	show_cross	fixate	+	23	3	nonWM
+594.2751301721	306.0	148570	show_letter	to_ignore	K	23	3	gK
+595.7170243966	305.925	148930	show_letter	to_ignore	H	23	3	gH
+597.158718622	305.7	149291	show_letter	to_remember	L	23	3	L
+598.599512851	305.95	149651	show_letter	to_remember	V	23	3	V
+600.0413070759	305.95	150011	show_letter	to_remember	R	23	3	R
+601.4830013013	305.725	150372	show_letter	to_ignore	C	23	3	gC
+602.9237955303	305.95	150732	show_letter	to_ignore	J	23	3	gJ
+604.3655897552	305.95	151092	show_letter	to_ignore	Y	23	3	gY
+605.8074839798	506.9	151453	show_dash	work_memory	-	23	3	WM
+608.0530749852	305.95	152014	show_letter	probe_target	R	23	3	rR
+609.3107699476	0.0	152329	right_click	remembered_correct	n/a	23	3	1
+609.710868345	0.0	152429	sound_beep	feedback_correct	n/a	23	3	correct
+610.4972651951	0.0	152625	right_click	indicate_ready	n/a	23	3	1
+610.5176651134	1257.05	152630	show_cross	fixate	+	24	3	nonWM
+615.7638441001	305.95	153942	show_letter	to_ignore	R	24	3	gR
+617.2056383251	305.7	154302	show_letter	to_ignore	X	24	3	gX
+618.6464325541	305.95	154663	show_letter	to_remember	S	24	3	S
+620.0881267794	305.975	155023	show_letter	to_remember	P	24	3	P
+621.5299210044	305.7	155383	show_letter	to_remember	N	24	3	N
+622.9707152334	305.95	155744	show_letter	to_ignore	D	24	3	gD
+624.4125094584	305.95	156104	show_letter	to_ignore	G	24	3	gG
+625.8544036829	305.925	156465	show_letter	to_ignore	J	24	3	gJ
+627.2959979087	691.4	156825	show_dash	work_memory	-	24	3	WM
+630.2795859581	213.725	157571	show_letter	probe_not_shown	M	24	3	rM
+631.1158826083	0.0	157780	left_click	ignored_correct	n/a	24	3	255
+631.5160810054	0.0	157880	sound_beep	feedback_correct	n/a	24	3	correct
+632.6978762717	0.0	158175	right_click	indicate_ready	n/a	24	3	1
+632.7261761584	1257.075	158183	show_cross	fixate	+	25	5	nonWM
+637.9723551451	305.925	159494	show_letter	to_ignore	Z	25	5	gZ
+639.4141493701	305.95	159855	show_letter	to_remember	W	25	5	W
+640.8560435946	305.925	160215	show_letter	to_ignore	T	25	5	gT
+642.29773782	305.7	160575	show_letter	to_remember	R	25	5	R
+643.738532049	305.95	160936	show_letter	to_remember	H	25	5	H
+645.1802262743	305.975	161296	show_letter	to_remember	L	25	5	L
+646.6220204993	305.95	161657	show_letter	to_remember	D	25	5	D
+648.0628147283	305.95	162017	show_letter	to_ignore	J	25	5	gJ
+649.5046089532	712.4	162377	show_dash	work_memory	-	25	5	WM
+652.5720966666	305.975	163144	show_letter	probe_target	H	25	5	rH
+654.5032889313	0.0	163627	right_click	remembered_correct	n/a	25	5	1
+654.9034873283	0.0	163727	sound_beep	feedback_correct	n/a	25	5	correct
+655.584384601	0.0	163897	left_click	indicate_ready	n/a	25	5	255
diff --git a/datasets/eeg_ds004117s_hed_sternberg/sub-003/ses-01/eeg/sub-003_ses-01_task-WorkingMemory_run-4_channels.tsv b/datasets/eeg_ds004117s_hed_sternberg/sub-003/ses-01/eeg/sub-003_ses-01_task-WorkingMemory_run-4_channels.tsv
new file mode 100644
index 0000000..8ae999a
--- /dev/null
+++ b/datasets/eeg_ds004117s_hed_sternberg/sub-003/ses-01/eeg/sub-003_ses-01_task-WorkingMemory_run-4_channels.tsv
@@ -0,0 +1,72 @@
+name	type	units
+FP1	EEG	microV
+FPZ	EEG	microV
+FP2	EEG	microV
+AF7	EEG	microV
+AF3	EEG	microV
+AFZ	EEG	microV
+AF4	EEG	microV
+AF8	EEG	microV
+F9	EEG	microV
+F7	EEG	microV
+F5	EEG	microV
+F3	EEG	microV
+F1	EEG	microV
+FZ	EEG	microV
+F2	EEG	microV
+F4	EEG	microV
+F6	EEG	microV
+F8	EEG	microV
+F10	EEG	microV
+FT9	EEG	microV
+FT7	EEG	microV
+FC5	EEG	microV
+FC3	EEG	microV
+FC1	EEG	microV
+FCZ	EEG	microV
+FC2	EEG	microV
+FC4	EEG	microV
+FC6	EEG	microV
+FT8	EEG	microV
+FT10	EEG	microV
+T7	EEG	microV
+C5	EEG	microV
+C3	EEG	microV
+C1	EEG	microV
+CZ	EEG	microV
+C2	EEG	microV
+C4	EEG	microV
+C6	EEG	microV
+T8	EEG	microV
+TP9	EEG	microV
+TP7	EEG	microV
+CP5	EEG	microV
+CP3	EEG	microV
+CP1	EEG	microV
+CPZ	EEG	microV
+CP2	EEG	microV
+CP4	EEG	microV
+CP6	EEG	microV
+TP8	EEG	microV
+TP10	EEG	microV
+P7	EEG	microV
+P5	EEG	microV
+P3	EEG	microV
+P1	EEG	microV
+PZ	EEG	microV
+P2	EEG	microV
+P4	EEG	microV
+P6	EEG	microV
+P8	EEG	microV
+PO9	EEG	microV
+PO7	EEG	microV
+PO3	EEG	microV
+POZ	EEG	microV
+PO4	EEG	microV
+PO8	EEG	microV
+PO10	EEG	microV
+O1	EEG	microV
+OZ	EEG	microV
+O2	EEG	microV
+LEYE	EOG	microV
+REYE	EOG	microV
diff --git a/datasets/eeg_ds004117s_hed_sternberg/sub-003/ses-01/eeg/sub-003_ses-01_task-WorkingMemory_run-4_coordsystem.json b/datasets/eeg_ds004117s_hed_sternberg/sub-003/ses-01/eeg/sub-003_ses-01_task-WorkingMemory_run-4_coordsystem.json
new file mode 100644
index 0000000..564b437
--- /dev/null
+++ b/datasets/eeg_ds004117s_hed_sternberg/sub-003/ses-01/eeg/sub-003_ses-01_task-WorkingMemory_run-4_coordsystem.json
@@ -0,0 +1 @@
+{"EEGCoordinateUnits": "n/a", "EEGCoordinateSystem": "CTF", "EEGCoordinateSystemDescription": "EEGLAB"}
\ No newline at end of file
diff --git a/datasets/eeg_ds004117s_hed_sternberg/sub-003/ses-01/eeg/sub-003_ses-01_task-WorkingMemory_run-4_eeg.fdt b/datasets/eeg_ds004117s_hed_sternberg/sub-003/ses-01/eeg/sub-003_ses-01_task-WorkingMemory_run-4_eeg.fdt
new file mode 100644
index 0000000..e69de29
diff --git a/datasets/eeg_ds004117s_hed_sternberg/sub-003/ses-01/eeg/sub-003_ses-01_task-WorkingMemory_run-4_eeg.json b/datasets/eeg_ds004117s_hed_sternberg/sub-003/ses-01/eeg/sub-003_ses-01_task-WorkingMemory_run-4_eeg.json
new file mode 100644
index 0000000..30f83ed
--- /dev/null
+++ b/datasets/eeg_ds004117s_hed_sternberg/sub-003/ses-01/eeg/sub-003_ses-01_task-WorkingMemory_run-4_eeg.json
@@ -0,0 +1,11 @@
+{
+    "TaskName": "WorkingMemory",
+    "EEGReference": "common",
+    "RecordingType": "continuous",
+    "RecordingDuration": 672.884,
+    "SamplingFrequency": 250.0,
+    "EEGChannelCount": 69,
+    "EOGChannelCount": 2,
+    "PowerLineFrequency": 60,
+    "SoftwareFilters": "n/a"
+}
\ No newline at end of file
diff --git a/datasets/eeg_ds004117s_hed_sternberg/sub-003/ses-01/eeg/sub-003_ses-01_task-WorkingMemory_run-4_eeg.set b/datasets/eeg_ds004117s_hed_sternberg/sub-003/ses-01/eeg/sub-003_ses-01_task-WorkingMemory_run-4_eeg.set
new file mode 100644
index 0000000..e69de29
diff --git a/datasets/eeg_ds004117s_hed_sternberg/sub-003/ses-01/eeg/sub-003_ses-01_task-WorkingMemory_run-4_electrodes.tsv b/datasets/eeg_ds004117s_hed_sternberg/sub-003/ses-01/eeg/sub-003_ses-01_task-WorkingMemory_run-4_electrodes.tsv
new file mode 100644
index 0000000..92eba2b
--- /dev/null
+++ b/datasets/eeg_ds004117s_hed_sternberg/sub-003/ses-01/eeg/sub-003_ses-01_task-WorkingMemory_run-4_electrodes.tsv
@@ -0,0 +1,72 @@
+name	x	y	z
+FP1	0.950400	0.307447	-0.047075
+FPZ	0.999779	-0.000000	-0.021016
+FP2	0.950400	-0.307447	-0.047075
+AF7	0.808131	0.584817	-0.070094
+AF3	0.895916	0.370386	0.245250
+AFZ	0.929707	-0.000000	0.368300
+AF4	0.895916	-0.370386	0.245250
+AF8	0.808481	-0.584340	-0.070032
+F9	0.523344	0.702453	-0.482359
+F7	0.586723	0.804981	-0.088102
+F5	0.635738	0.741859	0.213266
+F3	0.677066	0.567060	0.469068
+F1	0.704860	0.306379	0.639769
+FZ	0.714575	-0.000000	0.699559
+F2	0.704399	-0.306179	0.640372
+F4	0.677459	-0.566383	0.469317
+F6	0.635602	-0.741701	0.214217
+F8	0.587370	-0.804512	-0.088070
+F10	0.523344	-0.702453	-0.482359
+FT9	0.274136	0.824420	-0.495158
+FT7	0.308323	0.945999	-0.100112
+FC5	0.338385	0.897025	0.284327
+FC3	0.364178	0.697349	0.617316
+FC1	0.381596	0.380598	0.842336
+FCZ	0.387380	-0.000000	0.921920
+FC2	0.381596	-0.380598	0.842336
+FC4	0.364178	-0.697349	0.617316
+FC6	0.338385	-0.897025	0.284327
+FT8	0.308323	-0.945999	-0.100112
+FT10	0.274136	-0.824420	-0.495158
+T7	0.000000	0.994572	-0.104049
+C5	0.000000	0.950959	0.309316
+C3	0.000000	0.743194	0.669076
+C1	0.000000	0.406325	0.913729
+CZ	0.000000	-0.000000	1.000000
+C2	0.000000	-0.407158	0.913358
+C4	0.000000	-0.743152	0.669123
+C6	0.000000	-0.950959	0.309316
+T8	0.000000	-0.994572	-0.104049
+TP9	-0.274093	0.824434	-0.495158
+TP7	-0.308290	0.946010	-0.100112
+CP5	-0.338416	0.897013	0.284327
+CP3	-0.364117	0.697381	0.617316
+CP1	-0.381563	0.380632	0.842336
+CPZ	-0.387380	-0.000000	0.921920
+CP2	-0.381563	-0.380632	0.842336
+CP4	-0.364117	-0.697381	0.617316
+CP6	-0.338416	-0.897013	0.284327
+TP8	-0.309282	-0.945690	-0.100080
+TP10	-0.274093	-0.824434	-0.495158
+P7	-0.586765	0.804950	-0.088102
+P5	-0.635673	0.741915	0.213266
+P3	-0.677037	0.567095	0.469068
+P1	-0.704876	0.306342	0.639769
+PZ	-0.714575	-0.000000	0.699559
+P2	-0.704415	-0.306142	0.640372
+P4	-0.677429	-0.566419	0.469317
+P6	-0.635538	-0.741757	0.214217
+P8	-0.587328	-0.804543	-0.088070
+PO9	-0.723570	0.512506	-0.462368
+PO7	-0.808151	0.584789	-0.070094
+PO3	-0.895923	0.370371	0.245250
+POZ	-0.929707	-0.000000	0.368300
+PO4	-0.895923	-0.370371	0.245250
+PO8	-0.808461	-0.584368	-0.070032
+PO10	-0.724058	-0.512093	-0.462061
+O1	-0.950379	0.307514	-0.047075
+OZ	-0.999779	-0.000000	-0.021016
+O2	-0.950379	-0.307514	-0.047075
+LEYE	0.670689	0.674304	-0.309017
+REYE	0.809995	-0.295999	-0.506254
diff --git a/datasets/eeg_ds004117s_hed_sternberg/sub-003/ses-01/eeg/sub-003_ses-01_task-WorkingMemory_run-4_events.tsv b/datasets/eeg_ds004117s_hed_sternberg/sub-003/ses-01/eeg/sub-003_ses-01_task-WorkingMemory_run-4_events.tsv
new file mode 100644
index 0000000..95bd0ef
--- /dev/null
+++ b/datasets/eeg_ds004117s_hed_sternberg/sub-003/ses-01/eeg/sub-003_ses-01_task-WorkingMemory_run-4_events.tsv
@@ -0,0 +1,351 @@
+onset	duration	sample	event_type	task_role	letter	trial	memory_cond	value
+7.572	1257.325	1894	show_cross	fixate	+	1	3	nonWM
+12.819182986	305.725	3206	show_letter	to_ignore	Y	1	3	gY
+14.2599783142	305.975	3566	show_letter	to_remember	T	1	3	T
+15.7017736392	305.95	3926	show_letter	to_ignore	W	1	3	gW
+17.1436689638	305.925	4287	show_letter	to_ignore	N	1	3	gN
+18.5853642891	305.7	4647	show_letter	to_ignore	J	1	3	gJ
+20.0261596173	305.95	5008	show_letter	to_remember	V	1	3	V
+21.4679549423	305.95	5368	show_letter	to_remember	Z	1	3	Z
+22.9096502676	305.95	5728	show_letter	to_ignore	C	1	3	gC
+24.3504455958	942.875	6089	show_dash	work_memory	-	1	3	WM
+28.3398326602	305.95	7086	show_letter	probe_not_shown	B	1	3	rB
+29.5945285919	0.0	7400	left_click	ignored_correct	n/a	1	3	255
+29.9946272946	0.0	7500	sound_beep	feedback_correct	n/a	1	3	correct
+30.8865244026	0.0	7723	right_click	indicate_ready	n/a	1	3	1
+30.9044243445	1257.325	7727	show_cross	fixate	+	2	5	nonWM
+36.1506073338	305.975	9039	show_letter	to_remember	M	2	5	M
+37.5924026587	305.95	9399	show_letter	to_remember	R	2	5	R
+39.0341979837	305.95	9760	show_letter	to_remember	L	2	5	L
+40.4759933087	305.7	10120	show_letter	to_ignore	X	2	5	gX
+41.9167886369	305.95	10480	show_letter	to_ignore	G	2	5	gG
+43.3584839622	306.0	10841	show_letter	to_remember	W	2	5	W
+44.8003792869	305.925	11201	show_letter	to_remember	F	2	5	F
+46.2420746122	305.7	11562	show_letter	to_ignore	D	2	5	gD
+47.6828699404	548.925	11922	show_dash	work_memory	-	2	5	WM
+50.0964621143	247.475	12525	show_letter	probe_target	F	2	5	rF
+51.057858997	0.0	12765	right_click	remembered_correct	n/a	2	5	1
+51.4579576996	0.0	12865	sound_beep	feedback_correct	n/a	2	5	correct
+51.8224565178	0.0	12957	right_click	indicate_ready	n/a	2	5	1
+51.8572564049	1257.075	12965	show_cross	fixate	+	3	3	nonWM
+57.1034393941	305.95	14277	show_letter	to_ignore	D	3	3	gD
+58.5442347224	305.95	14637	show_letter	to_ignore	H	3	3	gH
+59.9859300477	305.975	14997	show_letter	to_ignore	G	3	3	gG
+61.4277253726	305.95	15358	show_letter	to_remember	C	3	3	C
+62.8695206976	305.7	15718	show_letter	to_remember	S	3	3	S
+64.3103160258	305.95	16079	show_letter	to_remember	N	3	3	N
+65.7521113508	305.975	16439	show_letter	to_ignore	M	3	3	gM
+67.1939066758	305.95	16799	show_letter	to_ignore	F	3	3	gF
+68.6356020011	930.125	17160	show_dash	work_memory	-	3	3	WM
+72.5739892308	289.25	18144	show_letter	probe_target	S	3	3	rS
+73.7071855564	0.0	18428	right_click	remembered_correct	n/a	3	3	1
+74.1073842588	0.0	18528	sound_beep	feedback_correct	n/a	3	3	correct
+80.6681629855	0.0	20168	right_click	indicate_ready	n/a	3	3	1
+80.6867629251	1257.05	20173	show_cross	fixate	+	4	5	nonWM
+85.9329459144	305.95	21484	show_letter	to_remember	K	4	5	K
+87.3747412394	305.95	21845	show_letter	to_ignore	C	4	5	gC
+88.8165365643	305.7	22205	show_letter	to_ignore	Z	4	5	gZ
+90.2573318925	305.95	22565	show_letter	to_remember	M	4	5	M
+91.6990272178	306.0	22926	show_letter	to_remember	L	4	5	L
+93.1409225425	305.95	23286	show_letter	to_ignore	F	4	5	gF
+94.5826178678	305.7	23647	show_letter	to_remember	G	4	5	G
+96.023413196	305.95	24007	show_letter	to_remember	Y	4	5	Y
+97.465208521	921.85	24367	show_dash	work_memory	-	4	5	WM
+101.3705958578	305.975	25344	show_letter	probe_target	L	4	5	rL
+102.6588916805	0.0	25666	right_click	remembered_correct	n/a	4	5	1
+103.0589903831	0.0	25766	sound_beep	feedback_correct	n/a	4	5	correct
+104.2145866361	0.0	26055	right_click	indicate_ready	n/a	4	5	1
+104.2371865628	1257.05	26060	show_cross	fixate	+	5	3	nonWM
+109.4833695521	305.95	27372	show_letter	to_ignore	D	5	3	gD
+110.925164877	305.7	27732	show_letter	to_ignore	N	5	3	gN
+112.3658602056	305.975	28092	show_letter	to_ignore	K	5	3	gK
+113.8076555305	306.0	28453	show_letter	to_remember	H	5	3	H
+115.2495508552	305.925	28813	show_letter	to_ignore	J	5	3	gJ
+116.6912461805	305.675	29174	show_letter	to_remember	C	5	3	C
+118.1320415087	305.95	29534	show_letter	to_ignore	B	5	3	gB
+119.5738368337	305.95	29894	show_letter	to_remember	M	5	3	M
+121.015532159	754.15	30255	show_dash	work_memory	-	5	3	WM
+124.2500216711	305.975	31064	show_letter	probe_not_shown	S	5	3	rS
+125.7567167857	0.0	31440	left_click	ignored_correct	n/a	5	3	255
+126.156915488	0.0	31540	sound_beep	feedback_correct	n/a	5	3	correct
+127.3387116561	0.0	31836	right_click	indicate_ready	n/a	5	3	1
+127.3676115623	1257.3	31843	show_cross	fixate	+	6	5	nonWM
+132.6147945483	305.7	33155	show_letter	to_remember	V	6	5	V
+134.0555898766	305.95	33515	show_letter	to_remember	L	6	5	L
+135.4972852019	305.975	33875	show_letter	to_remember	S	6	5	S
+136.9390805268	309.95	34236	show_letter	to_ignore	M	6	5	gM
+138.3968757999	305.95	34600	show_letter	to_remember	R	6	5	R
+139.8386711249	305.95	34961	show_letter	to_ignore	D	6	5	gD
+141.2804664499	305.7	35321	show_letter	to_remember	N	6	5	N
+142.7212617781	305.95	35681	show_letter	to_ignore	Q	6	5	gQ
+144.1629571034	532.175	36042	show_dash	work_memory	-	6	5	WM
+146.5096494942	297.45	36628	show_letter	probe_not_shown	K	6	5	rK
+147.6679457384	0.0	36918	left_click	ignored_correct	n/a	6	5	255
+148.0680444411	0.0	37018	sound_beep	feedback_correct	n/a	6	5	correct
+154.2862242787	0.0	38573	left_click	indicate_ready	n/a	6	5	255
+154.3034242229	1257.3	38577	show_cross	fixate	+	7	7	nonWM
+159.5506072089	305.7	39889	show_letter	to_remember	P	7	7	P
+160.9914025371	305.95	40249	show_letter	to_remember	L	7	7	L
+162.4331978621	305.975	40609	show_letter	to_remember	H	7	7	H
+163.874993187	305.95	40970	show_letter	to_remember	K	7	7	K
+165.316788512	305.7	41330	show_letter	to_remember	B	7	7	B
+166.7574838406	305.975	41690	show_letter	to_remember	Q	7	7	Q
+168.1992791655	305.95	42051	show_letter	to_ignore	T	7	7	gT
+169.6410744905	305.7	42411	show_letter	to_remember	J	7	7	J
+171.0818698187	993.35	42771	show_dash	work_memory	-	7	7	WM
+175.2722562314	305.95	43819	show_letter	probe_target	H	7	7	rH
+176.7248515213	0.0	44182	right_click	remembered_correct	n/a	7	7	1
+177.124950224	0.0	44282	sound_beep	feedback_correct	n/a	7	7	correct
+177.700448358	0.0	44426	left_click	indicate_ready	n/a	7	7	255
+177.7198482951	1257.05	44431	show_cross	fixate	+	8	3	nonWM
+182.9660312843	305.95	45743	show_letter	to_ignore	F	8	3	gF
+184.4078266093	305.95	46103	show_letter	to_remember	S	8	3	S
+185.8496219342	305.7	46463	show_letter	to_ignore	M	8	3	gM
+187.2903172628	305.975	46824	show_letter	to_ignore	D	8	3	gD
+188.7321125878	305.95	47184	show_letter	to_remember	Y	8	3	Y
+190.1739079127	305.95	47544	show_letter	to_remember	N	8	3	N
+191.6157032377	305.7	47905	show_letter	to_ignore	Q	8	3	gQ
+193.0563985662	305.975	48265	show_letter	to_ignore	K	8	3	gK
+194.4981938912	691.4	48626	show_dash	work_memory	-	8	3	WM
+197.4817842169	305.975	49371	show_letter	probe_not_shown	R	8	3	rR
+199.1635787637	0.0	49792	left_click	ignored_correct	n/a	8	3	255
+199.5636774664	0.0	49892	sound_beep	feedback_correct	n/a	8	3	correct
+200.7719735485	0.0	50194	right_click	indicate_ready	n/a	8	3	1
+200.8002734567	1257.3	50201	show_cross	fixate	+	9	5	nonWM
+206.0474564427	305.7	51513	show_letter	to_remember	G	9	5	G
+207.4882517709	305.95	51873	show_letter	to_ignore	K	9	5	gK
+208.9300470959	305.975	52234	show_letter	to_remember	M	9	5	M
+210.3718424209	305.95	52594	show_letter	to_remember	D	9	5	D
+211.8125377494	305.95	52954	show_letter	to_ignore	R	9	5	gR
+213.2543330744	305.95	53315	show_letter	to_ignore	C	9	5	gC
+214.6961283994	305.95	53675	show_letter	to_remember	B	9	5	B
+216.1379237243	305.7	54035	show_letter	to_remember	Y	9	5	Y
+217.5787190525	854.875	54396	show_dash	work_memory	-	9	5	WM
+221.2161072583	272.5	55305	show_letter	probe_target	Y	9	5	rY
+222.2878037833	0.0	55573	right_click	remembered_correct	n/a	9	5	1
+222.6880024857	0.0	55673	sound_beep	feedback_correct	n/a	9	5	correct
+223.7380990807	0.0	55936	left_click	indicate_ready	n/a	9	5	255
+223.7636989977	1257.325	55942	show_cross	fixate	+	10	5	nonWM
+229.0108819837	305.7	57254	show_letter	to_remember	H	10	5	H
+230.4516773119	305.95	57614	show_letter	to_remember	W	10	5	W
+231.8934726369	305.975	57974	show_letter	to_ignore	Z	10	5	gZ
+233.3352679619	305.95	58335	show_letter	to_ignore	Q	10	5	gQ
+234.7760632901	305.95	58695	show_letter	to_ignore	F	10	5	gF
+236.2177586154	305.975	59055	show_letter	to_remember	T	10	5	T
+237.6595539404	305.975	59416	show_letter	to_remember	S	10	5	S
+239.1013492653	305.7	59776	show_letter	to_remember	M	10	5	M
+240.5421445936	649.675	60137	show_dash	work_memory	-	10	5	WM
+243.3587354608	305.95	60841	show_letter	probe_not_shown	B	10	5	rB
+245.3862288866	0.0	61348	left_click	ignored_correct	n/a	10	5	255
+245.7863275893	0.0	61448	sound_beep	feedback_correct	n/a	10	5	correct
+255.4589962256	0.0	63866	right_click	indicate_ready	n/a	10	5	1
+255.4767961679	1257.325	63870	show_cross	fixate	+	11	7	nonWM
+260.7230791568	305.95	65182	show_letter	to_remember	Z	11	7	Z
+262.1647744821	305.975	65542	show_letter	to_remember	N	11	7	N
+263.6065698071	305.95	65903	show_letter	to_remember	K	11	7	K
+265.0483651321	305.7	66263	show_letter	to_remember	G	11	7	G
+266.4891604603	305.95	66623	show_letter	to_remember	B	11	7	B
+267.9309557853	305.975	66984	show_letter	to_remember	M	11	7	M
+269.3727511102	305.925	67344	show_letter	to_remember	Y	11	7	Y
+270.8144464355	305.7	67705	show_letter	to_ignore	R	11	7	gR
+272.2551417641	766.925	68065	show_dash	work_memory	-	11	7	WM
+275.5407311105	268.225	68886	show_letter	probe_target	K	11	7	rK
+276.5803277396	0.0	69146	right_click	remembered_correct	n/a	11	7	1
+276.9804264423	0.0	69246	sound_beep	feedback_correct	n/a	11	7	correct
+278.0042231227	0.0	69502	right_click	indicate_ready	n/a	11	7	1
+278.0384230118	1257.05	69511	show_cross	fixate	+	12	3	nonWM
+283.2845060013	305.975	70822	show_letter	to_ignore	Z	12	3	gZ
+284.726401326	305.95	71183	show_letter	to_remember	M	12	3	M
+286.1680966513	305.7	71543	show_letter	to_ignore	P	12	3	gP
+287.6088919795	305.95	71903	show_letter	to_ignore	N	12	3	gN
+289.0506873045	305.95	72264	show_letter	to_remember	F	12	3	F
+290.4922826301	305.75	72624	show_letter	to_remember	L	12	3	L
+291.933177958	305.975	72984	show_letter	to_ignore	D	12	3	gD
+293.3749732829	305.95	73345	show_letter	to_ignore	H	12	3	gH
+294.8167686079	544.675	73705	show_dash	work_memory	-	12	3	WM
+297.213360837	305.975	74304	show_letter	probe_not_shown	J	12	3	rJ
+301.0506483945	0.0	75264	left_click	ignored_correct	n/a	12	3	255
+301.4507470972	0.0	75364	sound_beep	feedback_correct	n/a	12	3	correct
+307.8274264208	0.0	76958	right_click	indicate_ready	n/a	12	3	1
+307.8568263255	1257.3	76965	show_cross	fixate	+	13	7	nonWM
+313.1040093115	305.7	78277	show_letter	to_remember	Z	13	7	Z
+314.54470464	305.95	78637	show_letter	to_remember	P	13	7	P
+315.986499965	306.0	78998	show_letter	to_remember	W	13	7	W
+317.4283952897	305.925	79358	show_letter	to_remember	Q	13	7	Q
+318.8700906149	305.7	79719	show_letter	to_ignore	B	13	7	gB
+320.3108859432	305.95	80079	show_letter	to_remember	G	13	7	G
+321.7526812681	305.95	80439	show_letter	to_remember	J	13	7	J
+323.1943765934	305.7	80800	show_letter	to_remember	M	13	7	M
+324.6351719217	557.425	81160	show_dash	work_memory	-	13	7	WM
+327.0827639853	305.975	81772	show_letter	probe_not_shown	V	13	7	rV
+328.3946597315	0.0	82100	left_click	ignored_correct	n/a	13	7	255
+328.7947584342	0.0	82200	sound_beep	feedback_correct	n/a	13	7	correct
+329.5548559696	0.0	82390	right_click	indicate_ready	n/a	13	7	1
+329.5805558862	1257.025	82396	show_cross	fixate	+	14	3	nonWM
+334.8266388758	305.975	83708	show_letter	to_ignore	S	14	3	gS
+336.2684342008	305.95	84068	show_letter	to_remember	G	14	3	G
+337.7101295261	305.725	84429	show_letter	to_ignore	N	14	3	gN
+339.1509248543	305.95	84789	show_letter	to_ignore	B	14	3	gB
+340.5927201793	305.95	85149	show_letter	to_remember	L	14	3	L
+342.0345155042	305.7	85510	show_letter	to_ignore	Q	14	3	gQ
+343.4753108324	305.95	85870	show_letter	to_ignore	Z	14	3	gZ
+344.9170061577	305.975	86230	show_letter	to_remember	P	14	3	P
+346.3589014824	800.375	86591	show_dash	work_memory	-	14	3	WM
+349.778290395	314.2	87446	show_letter	probe_not_shown	X	14	3	rX
+350.9929864564	0.0	87749	left_click	ignored_correct	n/a	14	3	255
+351.393085159	0.0	87849	sound_beep	feedback_correct	n/a	14	3	correct
+354.1572761961	0.0	88540	right_click	indicate_ready	n/a	14	3	1
+354.1866761008	1257.05	88548	show_cross	fixate	+	15	5	nonWM
+359.43285909	305.95	89859	show_letter	to_ignore	J	15	5	gJ
+360.874654415	305.675	90220	show_letter	to_remember	Q	15	5	Q
+362.3153497436	305.95	90580	show_letter	to_ignore	K	15	5	gK
+363.7571450685	305.95	90940	show_letter	to_remember	F	15	5	F
+365.1990403932	305.925	91301	show_letter	to_remember	Z	15	5	Z
+366.6407357185	305.7	91661	show_letter	to_remember	W	15	5	W
+368.081431047	305.975	92021	show_letter	to_ignore	M	15	5	gM
+369.523226372	305.975	92382	show_letter	to_remember	H	15	5	H
+370.965021697	699.65	92742	show_dash	work_memory	-	15	5	WM
+373.9816119157	243.2	93496	show_letter	probe_not_shown	B	15	5	rB
+374.9358088217	0.0	93735	left_click	ignored_correct	n/a	15	5	255
+375.3359075244	0.0	93835	sound_beep	feedback_correct	n/a	15	5	correct
+376.9662022381	0.0	94243	right_click	indicate_ready	n/a	15	5	1
+376.9992021311	1257.025	94251	show_cross	fixate	+	16	5	nonWM
+382.2452851207	305.975	95562	show_letter	to_ignore	Q	16	5	gQ
+383.6870804457	305.95	95923	show_letter	to_ignore	W	16	5	gW
+385.1278757739	305.95	96283	show_letter	to_remember	C	16	5	C
+386.5696710988	305.95	96643	show_letter	to_remember	K	16	5	K
+388.0113664241	305.975	97004	show_letter	to_remember	J	16	5	J
+389.4531617491	305.7	97364	show_letter	to_ignore	P	16	5	gP
+390.8939570773	305.95	97724	show_letter	to_remember	V	16	5	V
+392.3357524023	305.95	98085	show_letter	to_remember	M	16	5	M
+393.7775477273	708.125	98445	show_dash	work_memory	-	16	5	WM
+396.8280378361	197.0	99208	show_letter	probe_target	M	16	5	rM
+397.5865353766	0.0	99398	right_click	remembered_correct	n/a	16	5	1
+397.986734079	0.0	99498	sound_beep	feedback_correct	n/a	16	5	correct
+400.9090246034	0.0	100228	right_click	indicate_ready	n/a	16	5	1
+400.9344245211	1257.05	100235	show_cross	fixate	+	17	7	nonWM
+406.1806075103	305.95	101546	show_letter	to_remember	L	17	7	L
+407.6224028353	305.975	101907	show_letter	to_remember	C	17	7	C
+409.0641981603	305.95	102267	show_letter	to_ignore	Z	17	7	gZ
+410.5048934888	305.975	102627	show_letter	to_remember	M	17	7	M
+411.9466888138	305.975	102988	show_letter	to_remember	T	17	7	T
+413.3884841388	305.95	103348	show_letter	to_remember	B	17	7	B
+414.8302794637	305.7	103709	show_letter	to_remember	G	17	7	G
+416.2710747919	305.95	104069	show_letter	to_remember	K	17	7	K
+417.7128701169	775.125	104429	show_dash	work_memory	-	17	7	WM
+421.0313593567	255.7	105259	show_letter	probe_not_shown	D	17	7	rD
+422.0306561165	0.0	105509	left_click	ignored_correct	n/a	17	7	255
+422.4308548188	0.0	105609	sound_beep	feedback_correct	n/a	17	7	correct
+431.31252602	0.0	107829	right_click	indicate_ready	n/a	17	7	1
+431.3397259318	1257.3	107836	show_cross	fixate	+	18	3	nonWM
+436.5869089178	305.7	109148	show_letter	to_ignore	S	18	3	gS
+438.027704246	305.95	109508	show_letter	to_ignore	T	18	3	gT
+439.469499571	305.975	109868	show_letter	to_ignore	G	18	3	gG
+440.911294896	305.95	110229	show_letter	to_remember	N	18	3	N
+442.3529902213	305.725	110589	show_letter	to_remember	W	18	3	W
+443.7937855495	305.95	110949	show_letter	to_remember	J	18	3	J
+445.2355808744	305.95	111310	show_letter	to_ignore	F	18	3	gF
+446.6773761994	305.7	111670	show_letter	to_ignore	H	18	3	gH
+448.1181715276	884.35	112031	show_dash	work_memory	-	18	3	WM
+451.8735593508	184.225	112969	show_letter	probe_target	N	18	3	rN
+452.5921570207	0.0	113149	right_click	remembered_correct	n/a	18	3	1
+452.9923557231	0.0	113249	sound_beep	feedback_correct	n/a	18	3	correct
+453.5151540279	0.0	113380	right_click	indicate_ready	n/a	18	3	1
+453.5492539173	1257.075	113388	show_cross	fixate	+	19	5	nonWM
+458.7955369062	305.95	114700	show_letter	to_ignore	M	19	5	gM
+460.2373322312	305.95	115060	show_letter	to_remember	V	19	5	V
+461.6790275565	305.7	115421	show_letter	to_remember	G	19	5	G
+463.1198228847	305.95	115781	show_letter	to_remember	F	19	5	F
+464.5616182097	305.95	116141	show_letter	to_ignore	R	19	5	gR
+466.0035135344	305.925	116502	show_letter	to_remember	X	19	5	X
+467.4452088597	305.7	116862	show_letter	to_remember	W	19	5	W
+468.8860041879	305.95	117223	show_letter	to_ignore	Y	19	5	gY
+470.3276995132	758.4	117583	show_dash	work_memory	-	19	5	WM
+473.5791889702	305.95	118396	show_letter	probe_not_shown	J	19	5	rJ
+480.8075655322	0.0	120203	left_click	ignored_correct	n/a	19	5	255
+481.2076642348	0.0	120303	sound_beep	feedback_correct	n/a	19	5	correct
+485.6331498852	0.0	121409	right_click	indicate_ready	n/a	19	5	1
+485.664349784	1257.325	121417	show_cross	fixate	+	20	5	nonWM
+490.9105327733	305.95	122729	show_letter	to_remember	R	20	5	R
+492.3523280982	305.95	123089	show_letter	to_ignore	B	20	5	gB
+493.7941234232	305.95	123450	show_letter	to_remember	Y	20	5	Y
+495.2359187482	305.7	123810	show_letter	to_remember	C	20	5	C
+496.6767140764	305.95	124170	show_letter	to_ignore	Q	20	5	gQ
+498.1184094017	306.0	124531	show_letter	to_ignore	F	20	5	gF
+499.5602047267	305.95	124891	show_letter	to_remember	N	20	5	N
+501.0020000517	305.675	125252	show_letter	to_remember	L	20	5	L
+502.4427953799	628.675	125612	show_dash	work_memory	-	20	5	WM
+505.1753865194	289.2	126295	show_letter	probe_not_shown	Z	20	5	rZ
+506.3064828518	0.0	126578	left_click	ignored_correct	n/a	20	5	255
+506.7065815545	0.0	126678	sound_beep	feedback_correct	n/a	20	5	correct
+507.4667790896	0.0	126868	right_click	indicate_ready	n/a	20	5	1
+507.4879790208	1257.325	126873	show_cross	fixate	+	21	7	nonWM
+512.7341620101	305.95	128185	show_letter	to_remember	K	21	7	K
+514.1759573351	305.95	128545	show_letter	to_ignore	G	21	7	gG
+515.61775266	305.95	128905	show_letter	to_remember	D	21	7	D
+517.059547985	305.7	129266	show_letter	to_remember	H	21	7	H
+518.5002433135	305.975	129626	show_letter	to_remember	R	21	7	R
+519.9420386385	306.0	129987	show_letter	to_remember	T	21	7	T
+521.3839339632	305.95	130347	show_letter	to_remember	V	21	7	V
+522.8256292885	305.7	130707	show_letter	to_remember	N	21	7	N
+524.2664246167	611.925	131068	show_dash	work_memory	-	21	7	WM
+526.9320159735	305.95	131734	show_letter	probe_target	D	21	7	rD
+528.2720116286	0.0	132069	left_click	ignored_incorrect	n/a	21	7	255
+528.6721103312	0.0	132169	sound_buzz	feedback_incorrect	n/a	21	7	wrong
+532.5174978625	0.0	133130	right_click	indicate_ready	n/a	21	7	1
+532.5470977666	1257.075	133138	show_cross	fixate	+	22	7	nonWM
+537.7932807558	305.975	134449	show_letter	to_remember	F	22	7	F
+539.2350760808	305.7	134810	show_letter	to_remember	W	22	7	W
+540.675871409	305.95	135170	show_letter	to_remember	C	22	7	C
+542.117666734	305.95	135530	show_letter	to_ignore	R	22	7	gR
+543.5595620586	305.925	135891	show_letter	to_remember	N	22	7	N
+545.0012573839	305.7	136251	show_letter	to_remember	Q	22	7	Q
+546.4419527125	305.975	136611	show_letter	to_remember	H	22	7	H
+547.8837480374	305.975	136972	show_letter	to_remember	S	22	7	S
+549.3255433624	993.1	137332	show_dash	work_memory	-	22	7	WM
+553.5159297751	259.7	138380	show_letter	probe_not_shown	J	22	7	rJ
+554.5359264677	0.0	138635	left_click	ignored_correct	n/a	22	7	255
+554.9360251704	0.0	138735	sound_beep	feedback_correct	n/a	22	7	correct
+556.197221081	0.0	139050	right_click	indicate_ready	n/a	22	7	1
+556.2315209698	1257.075	139059	show_cross	fixate	+	23	7	nonWM
+561.477703959	305.95	140370	show_letter	to_remember	L	23	7	L
+562.919499284	305.7	140731	show_letter	to_remember	K	23	7	K
+564.3601946125	305.975	141091	show_letter	to_remember	G	23	7	G
+565.8019899375	305.975	141451	show_letter	to_remember	Z	23	7	Z
+567.2437852625	305.7	141812	show_letter	to_remember	H	23	7	H
+568.684480591	305.975	142172	show_letter	to_remember	W	23	7	W
+570.1263759156	305.95	142533	show_letter	to_ignore	M	23	7	gM
+571.5682712403	305.925	142893	show_letter	to_remember	D	23	7	D
+573.0098665659	951.125	143253	show_dash	work_memory	-	23	7	WM
+577.0322535233	305.975	144259	show_letter	probe_not_shown	Q	23	7	rQ
+579.6396450688	0.0	144911	left_click	ignored_correct	n/a	23	7	255
+580.0397437715	0.0	145011	sound_beep	feedback_correct	n/a	23	7	correct
+581.0371405375	0.0	145260	right_click	indicate_ready	n/a	23	7	1
+581.0546404807	1257.325	145265	show_cross	fixate	+	24	3	nonWM
+586.3018234667	305.7	146576	show_letter	to_ignore	Z	24	3	gZ
+587.7426187949	305.95	146937	show_letter	to_remember	K	24	3	K
+589.1844141199	305.975	147297	show_letter	to_ignore	H	24	3	gH
+590.6262094449	305.95	147658	show_letter	to_remember	P	24	3	P
+592.0670047731	305.95	148018	show_letter	to_remember	C	24	3	C
+593.5087000984	305.975	148378	show_letter	to_ignore	S	24	3	gS
+594.9504954234	305.95	148739	show_letter	to_ignore	V	24	3	gV
+596.3922907483	305.7	149099	show_letter	to_ignore	X	24	3	gX
+597.8330860765	720.925	149459	show_dash	work_memory	-	24	3	WM
+600.93457602	305.95	150235	show_letter	probe_target	C	24	3	rC
+602.2909716218	0.0	150574	right_click	remembered_correct	n/a	24	3	1
+602.6910703245	0.0	150674	sound_beep	feedback_correct	n/a	24	3	correct
+612.5222384469	0.0	153132	right_click	indicate_ready	n/a	24	3	1
+612.5498383574	1257.3	153138	show_cross	fixate	+	25	7	nonWM
+617.7970213434	305.7	154450	show_letter	to_remember	Y	25	7	Y
+619.2378166716	305.95	154810	show_letter	to_ignore	V	25	7	gV
+620.6796119966	305.95	155171	show_letter	to_remember	F	25	7	F
+622.1213073219	305.975	155531	show_letter	to_remember	R	25	7	R
+623.5621026501	305.95	155892	show_letter	to_remember	C	25	7	C
+625.0038979751	305.95	156252	show_letter	to_remember	Z	25	7	Z
+626.4456933001	305.95	156612	show_letter	to_remember	Q	25	7	Q
+627.8873886254	305.725	156973	show_letter	to_remember	D	25	7	D
+629.3281839536	972.35	157333	show_dash	work_memory	-	25	7	WM
+633.4355706354	305.7	158360	show_letter	probe_not_shown	K	25	7	rK
+636.1226619225	0.0	159032	left_click	ignored_correct	n/a	25	7	255
+636.5227606252	0.0	159132	sound_beep	feedback_correct	n/a	25	7	correct
+638.1530553389	0.0	159539	right_click	indicate_ready	n/a	25	7	1
diff --git a/datasets/eeg_ds004117s_hed_sternberg/task-WorkingMemory_events.json b/datasets/eeg_ds004117s_hed_sternberg/task-WorkingMemory_events.json
new file mode 100644
index 0000000..41c1efb
--- /dev/null
+++ b/datasets/eeg_ds004117s_hed_sternberg/task-WorkingMemory_events.json
@@ -0,0 +1,71 @@
+{
+    "event_type": {
+        "Levels": {
+            "left_click": "Particpant pushes the left button.",
+            "right_click": "Participant pushes the right button",
+            "show_cross": "Display an image of a cross character on the screen.",
+            "show_dash": "Display an image of a dash character on the screen.",
+            "show_letter": "Display a letter on the screen.",
+            "sound_beep": "Play a beep sound.",
+            "sound_buzz": "Play a buzz sound"
+        },
+        "HED": {
+            "left_click": "Agent-action, Participant-response, (Press, (Push-button, (Left-side-of)))",
+            "right_click": "Agent-action, Participant-response, (Press, (Push-button, (Right-side-of)))",
+            "show_cross": "Sensory-event, Visual-presentation, (Cross, (Center-of, Computer-screen))",
+            "show_dash": "Sensory-event, Visual-presentation, (Dash, (Center-of, Computer-screen))",
+            "show_letter": "Sensory-event, Visual-presentation, (Character, (Center-of, Computer-screen))",
+            "sound_beep": "Sensory-event, Auditory-presentation, Beep",
+            "sound_buzz": "Sensory-event, Auditory-presentation, Buzz"
+        }
+    },
+    "task_role": {
+        "Levels": {
+            "bad_trial": "This event is part of a bad or incomplete trial. Some of the expected trial events are missing.",
+            "feedback_correct": "Feedback that the last participant response was correct.",
+            "feedback_incorrect": "Feedback that the last participant response was incorrect.",
+            "fixate": "Indicates participant should fixate.",
+            "ignored_correct": "The participant correctly indicated that the probe was not a target.",
+            "ignored_incorrect": "The participant indicated that the probe was not a target but the probe was a target.",
+            "indicate_ready": "The participant presses a button to indicate ready.",
+            "probe_not_shown": "The probe letter was not shown in the trial.",
+            "probe_target": "The probe letter was a target to be remembered.",
+            "remembered_correct": "Participant correctly indicated that the probe was a target.",
+            "remembered_incorrect": "Participant indicated that the probe was a target but the probe was not a target.",
+            "to_ignore": "This probe letter is not a target.",
+            "to_remember": "This probe letter is a target.",
+            "work_memory": "Cue to indicate that a probe letter is coming."
+        },
+        "HED": {
+            "bad_trial": "(Invalid, Experimental-trial)",
+            "feedback_correct": "(Feedback, Correct-action)",
+            "feedback_incorrect": "(Feedback, Incorrect-action)",
+            "fixate": "(Task, Fixate)",
+            "ignored_correct": "((Recall, Non-target), Correct-action)",
+            "ignored_incorrect": "((Recall, Non-target), Incorrect-action)",
+            "indicate_ready": "(Appropriate-action, Label/Indicate-ready)",
+            "probe_not_shown": "(Cue, Non-target)",
+            "probe_target": "(Cue, Target)",
+            "remembered_correct": "((Recall, Target), Correct-action)",
+            "remembered_incorrect": "((Recall, Target), Incorrect-action)",
+            "to_ignore": "Non-target",
+            "to_remember": "Target",
+            "work_memory": "(Cue, Recall)"
+        }
+    },
+    "trial": {
+        "Description": "Number of the trial in the experiment",
+        "HED": "Experimental-trial/#"
+    },
+    "letter": {
+        "Description": "The character appearing on the screen",
+        "HED": "(Character, Label/#)"
+    },
+    "memory_cond": {
+        "Description": "Number of letters that must be paid attention to or remembered.",
+        "HED": "(Condition-variable/Items-to-memorize, Item-count, Target, Label/#)"
+    },
+	"sample": {
+		"Description": "Number of the sample taken in acquisition relative to EEG with first sample being 1."
+	}
+}
\ No newline at end of file
diff --git a/hedcode/jupyter_notebooks/event_restructuring/zero_data_files.ipynb b/hedcode/jupyter_notebooks/event_restructuring/zero_data_files.ipynb
index 30c6a93..871973f 100644
--- a/hedcode/jupyter_notebooks/event_restructuring/zero_data_files.ipynb
+++ b/hedcode/jupyter_notebooks/event_restructuring/zero_data_files.ipynb
@@ -27,8 +27,22 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Truncating D:\\Research\\HED\\hed-examples\\datasets\\eeg_rsvp_base_hed\\sub-01\\ses-01\\eeg\\sub-01_ses-01_task-RSVPRestBlink_run-1_eeg.set ...\n",
-      "Truncating D:\\Research\\HED\\hed-examples\\datasets\\eeg_rsvp_base_hed\\sub-02\\ses-01\\eeg\\sub-02_ses-01_task-RSVPRestBlink_run-1_eeg.set ...\n"
+      "Truncating sub-001_ses-01_task-WorkingMemory_run-1_eeg.fdt ...\n",
+      "Truncating sub-001_ses-01_task-WorkingMemory_run-1_eeg.set ...\n",
+      "Truncating sub-001_ses-01_task-WorkingMemory_run-2_eeg.fdt ...\n",
+      "Truncating sub-001_ses-01_task-WorkingMemory_run-2_eeg.set ...\n",
+      "Truncating sub-001_ses-01_task-WorkingMemory_run-3_eeg.fdt ...\n",
+      "Truncating sub-001_ses-01_task-WorkingMemory_run-3_eeg.set ...\n",
+      "Truncating sub-001_ses-01_task-WorkingMemory_run-4_eeg.fdt ...\n",
+      "Truncating sub-001_ses-01_task-WorkingMemory_run-4_eeg.set ...\n",
+      "Truncating sub-003_ses-01_task-WorkingMemory_run-1_eeg.fdt ...\n",
+      "Truncating sub-003_ses-01_task-WorkingMemory_run-1_eeg.set ...\n",
+      "Truncating sub-003_ses-01_task-WorkingMemory_run-2_eeg.fdt ...\n",
+      "Truncating sub-003_ses-01_task-WorkingMemory_run-2_eeg.set ...\n",
+      "Truncating sub-003_ses-01_task-WorkingMemory_run-3_eeg.fdt ...\n",
+      "Truncating sub-003_ses-01_task-WorkingMemory_run-3_eeg.set ...\n",
+      "Truncating sub-003_ses-01_task-WorkingMemory_run-4_eeg.fdt ...\n",
+      "Truncating sub-003_ses-01_task-WorkingMemory_run-4_eeg.set ...\n"
      ]
     }
    ],
@@ -39,13 +53,13 @@
     "exclude_dirs = [\"code\", \"sourcedata\", \"derivatives\"]\n",
     "eeglab_exts = [\".set\", \".fdt\"]\n",
     "fmri_exts = [\".nii\", \".nii.gz\"]\n",
-    "bids_root_path = os.path.realpath('../../../datasets/eeg_rsvp_base_hed')\n",
+    "bids_root_path = os.path.realpath('../../../datasets/eeg_ds004117s_sternberg')\n",
     "files_bids = get_file_list(bids_root_path, extensions=eeglab_exts, exclude_dirs=exclude_dirs)\n",
     "\n",
     "\n",
     "# Make the set files zero length\n",
     "for file in files_bids:\n",
-    "    print(f\"Truncating {file} ...\")\n",
+    "    print(f\"Truncating {os.path.basename(file)} ...\")\n",
     "    fd = open(file, \"w+\")\n",
     "    fd.truncate(0)\n",
     "    fd.close()"

From 04de95a65ee577f77a86f258715cb4bc63ea925a Mon Sep 17 00:00:00 2001
From: Kay Robbins <1189050+VisLab@users.noreply.github.com>
Date: Sun, 19 Jun 2022 10:24:38 -0500
Subject: [PATCH 4/4] Moved data curation information to hed-curation

---
 datasets/README.md                            |    2 +-
 .../attention_shift_remap_event_template.tsv  |   33 -
 ...tion_shift_remap_event_template_filled.tsv |   33 -
 .../code/channelsOriginal.json                |    1 -
 ...attention_shift_01_initial_summary_log.txt |  473 --
 ...ntion_shift_02_initial_combination_log.txt |  478 --
 ...on_shift_03_check_cond_consistency_log.txt |  307 -
 .../attention_shift_04_fix_cond_codes_log.txt |  187 -
 .../attention_shift_05_add_trials_log.txt     |  456 --
 ..._fix_modality_code_inconsistencies_log.txt |  396 --
 ...n_shift_07_final_consistency_check_log.txt |   12 -
 .../attention_shift_08_remove_files_log.txt   |  531 --
 ...ention_shift_09_remove_events_json_log.txt |   63 -
 ...ion_shift_10_create_remap_template_log.txt |   49 -
 .../attention_shift_11_remap_events_log.txt   |  272 -
 .../attention_shift_12_final_summary_log.txt  |   63 -
 ...ttention_shift_13_generate_sidecar_log.txt |   13 -
 ...ttention_shift_14_analyze_channels_log.txt |   16 -
 .../attention_shift_15_fix_channels_log.txt   |  320 -
 ...attention_shift_16_fix_coordsystem_log.txt |  164 -
 ...ntion_shift_17_fix_eeglab_channels_log.txt |  261 -
 .../attention_shift_18_import_events_log.txt  |  313 -
 .../eeg_ds002893s_hed/code/samplingRates.tsv  |   53 -
 .../code/task-AuditoryVisualShift_events.json |   82 -
 ...sk-AuditoryVisualShift_hed_spreadsheet.tsv |   24 -
 ...yVisualShift_hed_spreadsheet_completed.tsv |   25 -
 ...yVisualShift_hed_spreadsheet_completed.txt |   24 -
 ...VisualShift_hed_spreadsheet_completed.xlsx |  Bin 11117 -> 0 bytes
 datasets/eeg_ds002893s_hed/participants.tsv   |    3 -
 ...task-AuditoryVisualShift_run-01_events.tsv | 5873 ----------------
 .../README                                    |   16 +-
 .../dataset_description.json                  |    2 +-
 .../participants.json                         |   12 +-
 .../participants.tsv                          |    3 +
 ...sk-AuditoryVisualShift_run-01_channels.tsv |    0
 ...uditoryVisualShift_run-01_coordsystem.json |    0
 ...1_task-AuditoryVisualShift_run-01_eeg.fdt} |    0
 ...1_task-AuditoryVisualShift_run-01_eeg.json |    0
 ...01_task-AuditoryVisualShift_run-01_eeg.set |    0
 ...-AuditoryVisualShift_run-01_electrodes.tsv |    0
 ...task-AuditoryVisualShift_run-01_events.tsv |    0
 ...k-AuditoryVisualShift_run-01_channels.tsv} |    0
 ...ditoryVisualShift_run-01_coordsystem.json} |    0
 ...02_task-AuditoryVisualShift_run-01_eeg.fdt |    0
 ..._task-AuditoryVisualShift_run-01_eeg.json} |    2 +-
 ...02_task-AuditoryVisualShift_run-01_eeg.set |    0
 ...AuditoryVisualShift_run-01_electrodes.tsv} |    0
 ...task-AuditoryVisualShift_run-01_events.tsv | 5875 +++++++++++++++++
 .../task-AuditoryVisualShift_events.json      |   10 +-
 datasets/package-lock.json                    |    6 -
 .../bids_generate_sidecar.ipynb               |    2 +-
 .../bids_merge_sidecar.ipynb                  |    2 +-
 .../bids_sidecar_to_spreadsheet.ipynb         |    2 +-
 .../bids_summarize_events.ipynb               |    2 +-
 .../bids_validate_dataset.ipynb               |   30 +-
 ...bids_validate_dataset_with_libraries.ipynb |    8 +-
 .../aomic-piop2_01_initial_summary.ipynb      |  953 ---
 .../attention_shift/README.md                 |   41 -
 .../attention_shift_01_initial_summary.ipynb  |  839 ---
 ...tention_shift_02_initial_combination.ipynb |  643 --
 ...tion_shift_03_check_cond_consistency.ipynb |  462 --
 .../attention_shift_04_fix_cond_codes.ipynb   |  430 --
 .../attention_shift_05_add_trials.ipynb       |  648 --
 ...06_fix_modality_code_inconsistencies.ipynb |  572 --
 ...ion_shift_07_final_consistency_check.ipynb |  159 -
 .../attention_shift_08_remove_files.ipynb     |  732 --
 ...ttention_shift_09_remove_events.json.ipynb |  156 -
 ...ntion_shift_10_create_remap_template.ipynb |  160 -
 .../attention_shift_11_remap_events.ipynb     |  387 --
 .../attention_shift_12_final_summary.ipynb    |  158 -
 .../attention_shift_13_generate_sidecar.ipynb |  124 -
 .../attention_shift_14_analyze_channels.ipynb |  142 -
 .../attention_shift_15_fix_channels.ipynb     |  457 --
 .../attention_shift_16_fix_coordsystem.ipynb  |  266 -
 ...vanced_guard_duty_01_initial_summary.ipynb |  857 ---
 ...ed_guard_duty_02_initial_combination.ipynb |  459 --
 ..._advanced_guard_duty_03_remove_files.ipynb |  316 -
 ...anced_guard_duty_04_generate_sidecar.ipynb |  124 -
 ...anced_guard_duty_05_analyze_channels.ipynb |  142 -
 ...ced_guard_duty_06_remove_coordsystem.ipynb |  197 -
 ..._advanced_guard_duty_07_fix_channels.ipynb |  321 -
 ...vanced_guard_duty_08_fix_coordsystem.ipynb |  197 -
 ...t_auditory_cueing_01_initial_summary.ipynb |  623 --
 ...ditory_cueing_02_initial_combination.ipynb |  514 --
 ...bcit_auditory_cueing_03_remove_files.ipynb |  345 -
 ..._auditory_cueing_04_generate_sidecar.ipynb |  123 -
 ..._auditory_cueing_05_analyze_channels.ipynb |  142 -
 ...uditory_cueing_06_remove_coordsystem.ipynb |  182 -
 ...bcit_auditory_cueing_07_fix_channels.ipynb |  351 -
 ...t_auditory_cueing_08_fix_coordsystem.ipynb |  212 -
 ..._baseline_driving_01_initial_summary.ipynb | 1556 -----
 ...eline_driving_02_initial_combination.ipynb | 1581 -----
 ...cit_baseline_driving_03_remove_files.ipynb |  927 ---
 ...baseline_driving_04_generate_sidecar.ipynb |  122 -
 ...baseline_driving_05_analyze_channels.ipynb |  146 -
 ...seline_driving_06_remove_coordsystem.ipynb |  501 --
 ...cit_baseline_driving_07_fix_channels.ipynb |  933 ---
 ..._baseline_driving_08_fix_coordsystem.ipynb |  503 --
 ..._baseline_driving_11_remove_eeg_json.ipynb |  213 -
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diff --git a/datasets/README.md b/datasets/README.md
index e08029d..a9beca9 100644
--- a/datasets/README.md
+++ b/datasets/README.md
@@ -22,7 +22,7 @@ The suffix modifier indicates what this dataset is designed to test.
 
 | Dataset | Description |
 | ----------------- | ------------|
-| eeg_ds002893s_hed | Auditory-visual attention shift data.<br>Illustrates remapping of multiple event columns.
+| eeg_ds002893s_hed_attention_shift | Auditory-visual attention shift data.<br>Illustrates remapping of multiple event columns.
 | eeg_ds003654s_hed | Wakeman-Henson face processing data.<br>HED tags in short form with definitions. |
 | eeg_ds003654s_hed_inheritance |  Wakeman-Henson face processing data.<br>HED tags with multiple sidecars. |
 | eeg_ds003654s_hed_library |  Wakeman-Henson face processing data.<br>HED tags using libraries.  |
diff --git a/datasets/eeg_ds002893s_hed/code/attention_shift_remap_event_template.tsv b/datasets/eeg_ds002893s_hed/code/attention_shift_remap_event_template.tsv
deleted file mode 100644
index 0fb12b8..0000000
--- a/datasets/eeg_ds002893s_hed/code/attention_shift_remap_event_template.tsv
+++ /dev/null
@@ -1,33 +0,0 @@
-event_code	cond_code	focus_modality	event_type	attention_status	task_role	condition
-1	1	auditory	n/a	n/a	n/a	n/a
-1	2	visual	n/a	n/a	n/a	n/a
-1	3	auditory	n/a	n/a	n/a	n/a
-2	1	auditory	n/a	n/a	n/a	n/a
-2	2	visual	n/a	n/a	n/a	n/a
-2	3	visual	n/a	n/a	n/a	n/a
-3	1	auditory	n/a	n/a	n/a	n/a
-3	2	visual	n/a	n/a	n/a	n/a
-4	1	auditory	n/a	n/a	n/a	n/a
-4	2	visual	n/a	n/a	n/a	n/a
-5	1	auditory	n/a	n/a	n/a	n/a
-5	2	visual	n/a	n/a	n/a	n/a
-6	1	auditory	n/a	n/a	n/a	n/a
-6	2	visual	n/a	n/a	n/a	n/a
-7	3	auditory	n/a	n/a	n/a	n/a
-8	3	visual	n/a	n/a	n/a	n/a
-9	3	visual	n/a	n/a	n/a	n/a
-10	3	auditory	n/a	n/a	n/a	n/a
-11	3	auditory	n/a	n/a	n/a	n/a
-12	3	visual	n/a	n/a	n/a	n/a
-13	3	visual	n/a	n/a	n/a	n/a
-14	3	auditory	n/a	n/a	n/a	n/a
-201	1	auditory	n/a	n/a	n/a	n/a
-201	2	visual	n/a	n/a	n/a	n/a
-201	3	auditory	n/a	n/a	n/a	n/a
-201	3	visual	n/a	n/a	n/a	n/a
-202	1	auditory	n/a	n/a	n/a	n/a
-202	2	visual	n/a	n/a	n/a	n/a
-202	3	auditory	n/a	n/a	n/a	n/a
-202	3	n/a	n/a	n/a	n/a	n/a
-202	3	visual	n/a	n/a	n/a	n/a
-255	2	visual	n/a	n/a	n/a	n/a
diff --git a/datasets/eeg_ds002893s_hed/code/attention_shift_remap_event_template_filled.tsv b/datasets/eeg_ds002893s_hed/code/attention_shift_remap_event_template_filled.tsv
deleted file mode 100644
index e71c7d2..0000000
--- a/datasets/eeg_ds002893s_hed/code/attention_shift_remap_event_template_filled.tsv
+++ /dev/null
@@ -1,33 +0,0 @@
-event_code	cond_code	focus_modality	event_type	attention_status	task_role	condition
-1	1	auditory	hear_word	unattended	cue_auditory	attend_auditory
-1	2	visual	hear_word	unattended	cue_visual	attend_visual
-1	3	auditory	hear_word	attended	cue_auditory	shift_attention
-2	1	auditory	look_word	unattended	cue_auditory	attend_auditory
-2	2	visual	look_word	unattended	cue_visual	attend_visual
-2	3	visual	look_word	attended	cue_visual	shift_attention
-3	1	auditory	high_tone	attended	infrequent_stimulus	attend_auditory
-3	2	visual	high_tone	unattended	infrequent_stimulus	attend_visual
-4	1	auditory	light_bar	unattended	infrequent_stimulus	attend_auditory
-4	2	visual	light_bar	attended	infrequent_stimulus	attend_visual
-5	1	auditory	low_tone	attended	frequent_stimulus	attend_auditory
-5	2	visual	low_tone	unattended	frequent_stimulus	attend_visual
-6	1	auditory	dark_bar	unattended	frequent_stimulus	attend_auditory
-6	2	visual	dark_bar	attended	frequent_stimulus	attend_visual
-7	3	auditory	high_tone	attended	infrequent_stimulus	shift_attention
-8	3	visual	light_bar	attended	infrequent_stimulus	shift_attention
-9	3	visual	high_tone	unattended	infrequent_stimulus	shift_attention
-10	3	auditory	light_bar	unattended	infrequent_stimulus	shift_attention
-11	3	auditory	low_tone	attended	frequent_stimulus	shift_attention
-12	3	visual	dark_bar	attended	frequent_stimulus	shift_attention
-13	3	visual	low_tone	unattended	frequent_stimulus	shift_attention
-14	3	auditory	dark_bar	unattended	frequent_stimulus	shift_attention
-201	1	auditory	button_press	n/a	target_detected	attend_auditory
-201	2	visual	button_press	n/a	target_detected	attend_visual
-201	3	auditory	button_press	n/a	target_detected	shift_attention
-201	3	visual	button_press	n/a	target_detected	shift_attention
-202	1	auditory	pause_recording	n/a	n/a	attend_auditory
-202	2	visual	pause_recording	n/a	n/a	attend_visual
-202	3	auditory	pause_recording	n/a	n/a	shift_attention
-202	3	n/a	pause_recording	n/a	n/a	shift_attention
-202	3	visual	pause_recording	n/a	n/a	shift_attention
-255	2	visual	bad_event	n/a	n/a	attend_visual
diff --git a/datasets/eeg_ds002893s_hed/code/channelsOriginal.json b/datasets/eeg_ds002893s_hed/code/channelsOriginal.json
deleted file mode 100644
index cef0bec..0000000
--- a/datasets/eeg_ds002893s_hed/code/channelsOriginal.json
+++ /dev/null
@@ -1 +0,0 @@
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\ No newline at end of file
diff --git a/datasets/eeg_ds002893s_hed/code/curation_logs/attention_shift_01_initial_summary_log.txt b/datasets/eeg_ds002893s_hed/code/curation_logs/attention_shift_01_initial_summary_log.txt
deleted file mode 100644
index 07b49ea..0000000
--- a/datasets/eeg_ds002893s_hed/code/curation_logs/attention_shift_01_initial_summary_log.txt
+++ /dev/null
@@ -1,473 +0,0 @@
-code/curation_logs/attention_shift_01_initial_summary_log.txt 2022-04-18 08:50:24.406589
-
-Summary for column dictionary :
-   Categorical columns (5):
-      duration (1 distinct values):
-         n/a: 287135
-      response_time (1 distinct values):
-         n/a: 287135
-      stim_file (1 distinct values):
-         n/a: 287135
-      trial_type (4 distinct values):
-         0: 6067
-         1: 58184
-         2: 54044
-         3: 168840
-      value (51 distinct values):
-         1: 240
-         10: 96
-         11: 3179
-         110: 96
-         111: 766
-         112: 766
-         113: 384
-         114: 382
-         12: 3173
-         1201: 5075
-         13: 4909
-         14: 4907
-         15: 18089
-         16: 18090
-         17: 192
-         18: 192
-         19: 96
-         2: 240
-         201: 764
-         202: 927
-         21: 2242
-         212: 3
-         22: 2245
-         2201: 4545
-         23: 4484
-         24: 4489
-         25: 17927
-         26: 17923
-         28: 2
-         3: 192
-         31: 6810
-         310: 4510
-         311: 36014
-         312: 35989
-         313: 18009
-         314: 18014
-         32: 6809
-         3201: 18644
-         33: 96
-         34: 96
-         35: 383
-         36: 385
-         37: 9022
-         38: 9022
-         39: 4504
-         4: 192
-         5: 772
-         6: 769
-         7: 192
-         8: 192
-         9: 96
-   Value columns (0):
-
-Summary for column dictionary :
-   Categorical columns (3):
-      cond_code (4 distinct values):
-         0: 6067
-         1: 58184
-         2: 54048
-         3: 168840
-      event_code (17 distinct values):
-         1: 11703
-         10: 4702
-         11: 37548
-         12: 37524
-         13: 18778
-         14: 18779
-         2: 11701
-         201: 29028
-         202: 928
-         255: 3
-         3: 9296
-         4: 9301
-         5: 37171
-         6: 37167
-         7: 9406
-         8: 9408
-         9: 4696
-      type (52 distinct values):
-         1: 240
-         10: 96
-         11: 3179
-         110: 96
-         111: 766
-         112: 766
-         113: 384
-         114: 382
-         12: 3173
-         1201: 5075
-         13: 4909
-         14: 4907
-         15: 18089
-         16: 18090
-         17: 192
-         18: 192
-         19: 96
-         2: 240
-         201: 764
-         202: 928
-         21: 2242
-         212: 3
-         22: 2245
-         2201: 4545
-         2255: 3
-         23: 4484
-         24: 4489
-         25: 17927
-         26: 17923
-         28: 2
-         3: 192
-         31: 6810
-         310: 4510
-         311: 36014
-         312: 35989
-         313: 18009
-         314: 18014
-         32: 6809
-         3201: 18644
-         33: 96
-         34: 96
-         35: 383
-         36: 385
-         37: 9022
-         38: 9022
-         39: 4504
-         4: 192
-         5: 772
-         6: 769
-         7: 192
-         8: 192
-         9: 96
-   Value columns (0):
-
-
-Log output:
-attention_shift_01_initial_summary_log: Level None
-overall:
-	[ Bids event files has 52 event files]
-	[ EEG event files has 52 event files]
-sub-001_run-01:
-	[ Bids event files: sub-001_task-AuditoryVisualShift_run-01_events.tsv]
-	[ EEG event files: sub-001_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Bids event files: [5856 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']]
-	[ EEG event files: [5856 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']]
-sub-002_run-01:
-	[ Bids event files: sub-002_task-AuditoryVisualShift_run-01_events.tsv]
-	[ EEG event files: sub-002_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Bids event files: [5874 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']]
-	[ EEG event files: [5874 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']]
-sub-003_run-01:
-	[ Bids event files: sub-003_task-AuditoryVisualShift_run-01_events.tsv]
-	[ EEG event files: sub-003_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Bids event files: [5867 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']]
-	[ EEG event files: [5867 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']]
-sub-004_run-01:
-	[ Bids event files: sub-004_task-AuditoryVisualShift_run-01_events.tsv]
-	[ EEG event files: sub-004_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Bids event files: [289 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']]
-	[ EEG event files: [289 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']]
-sub-004_run-02:
-	[ Bids event files: sub-004_task-AuditoryVisualShift_run-02_events.tsv]
-	[ EEG event files: sub-004_task-AuditoryVisualShift_run-02_eventstemp.tsv]
-	[ Bids event files: [5572 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']]
-	[ EEG event files: [5572 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']]
-sub-005_run-01:
-	[ Bids event files: sub-005_task-AuditoryVisualShift_run-01_events.tsv]
-	[ EEG event files: sub-005_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Bids event files: [5769 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']]
-	[ EEG event files: [5769 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']]
-sub-006_run-01:
-	[ Bids event files: sub-006_task-AuditoryVisualShift_run-01_events.tsv]
-	[ EEG event files: sub-006_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Bids event files: [5860 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']]
-	[ EEG event files: [5860 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']]
-sub-007_run-01:
-	[ Bids event files: sub-007_task-AuditoryVisualShift_run-01_events.tsv]
-	[ EEG event files: sub-007_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Bids event files: [5821 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']]
-	[ EEG event files: [5825 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']]
-	[ERROR The Bids event files file has 5821 rows and the EEG event files event file has 5825 rows]
-sub-008_run-01:
-	[ Bids event files: sub-008_task-AuditoryVisualShift_run-01_events.tsv]
-	[ EEG event files: sub-008_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Bids event files: [5920 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']]
-	[ EEG event files: [5920 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']]
-sub-009_run-01:
-	[ Bids event files: sub-009_task-AuditoryVisualShift_run-01_events.tsv]
-	[ EEG event files: sub-009_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Bids event files: [5848 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']]
-	[ EEG event files: [5848 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']]
-sub-010_run-01:
-	[ Bids event files: sub-010_task-AuditoryVisualShift_run-01_events.tsv]
-	[ EEG event files: sub-010_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Bids event files: [5856 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']]
-	[ EEG event files: [5856 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']]
-sub-011_run-01:
-	[ Bids event files: sub-011_task-AuditoryVisualShift_run-01_events.tsv]
-	[ EEG event files: sub-011_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Bids event files: [5892 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']]
-	[ EEG event files: [5892 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']]
-sub-012_run-01:
-	[ Bids event files: sub-012_task-AuditoryVisualShift_run-01_events.tsv]
-	[ EEG event files: sub-012_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Bids event files: [5859 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']]
-	[ EEG event files: [5859 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']]
-sub-013_run-01:
-	[ Bids event files: sub-013_task-AuditoryVisualShift_run-01_events.tsv]
-	[ EEG event files: sub-013_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Bids event files: [5857 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']]
-	[ EEG event files: [5857 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']]
-sub-014_run-01:
-	[ Bids event files: sub-014_task-AuditoryVisualShift_run-01_events.tsv]
-	[ EEG event files: sub-014_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Bids event files: [5832 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']]
-	[ EEG event files: [5832 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']]
-sub-015_run-01:
-	[ Bids event files: sub-015_task-AuditoryVisualShift_run-01_events.tsv]
-	[ EEG event files: sub-015_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Bids event files: [5812 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']]
-	[ EEG event files: [5812 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']]
-sub-016_run-01:
-	[ Bids event files: sub-016_task-AuditoryVisualShift_run-01_events.tsv]
-	[ EEG event files: sub-016_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Bids event files: [5832 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']]
-	[ EEG event files: [5832 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']]
-sub-017_run-01:
-	[ Bids event files: sub-017_task-AuditoryVisualShift_run-01_events.tsv]
-	[ EEG event files: sub-017_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Bids event files: [5858 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']]
-	[ EEG event files: [5858 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']]
-sub-018_run-01:
-	[ Bids event files: sub-018_task-AuditoryVisualShift_run-01_events.tsv]
-	[ EEG event files: sub-018_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Bids event files: [5865 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']]
-	[ EEG event files: [5865 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']]
-sub-019_run-01:
-	[ Bids event files: sub-019_task-AuditoryVisualShift_run-01_events.tsv]
-	[ EEG event files: sub-019_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Bids event files: [5277 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']]
-	[ EEG event files: [5277 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']]
-sub-020_run-02:
-	[ Bids event files: sub-020_task-AuditoryVisualShift_run-02_events.tsv]
-	[ EEG event files: sub-020_task-AuditoryVisualShift_run-02_eventstemp.tsv]
-	[ Bids event files: [5868 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']]
-	[ EEG event files: [5868 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']]
-sub-021_run-02:
-	[ Bids event files: sub-021_task-AuditoryVisualShift_run-02_events.tsv]
-	[ EEG event files: sub-021_task-AuditoryVisualShift_run-02_eventstemp.tsv]
-	[ Bids event files: [5848 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']]
-	[ EEG event files: [5848 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']]
-sub-022_run-02:
-	[ Bids event files: sub-022_task-AuditoryVisualShift_run-02_events.tsv]
-	[ EEG event files: sub-022_task-AuditoryVisualShift_run-02_eventstemp.tsv]
-	[ Bids event files: [5922 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']]
-	[ EEG event files: [5922 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']]
-sub-023_run-01:
-	[ Bids event files: sub-023_task-AuditoryVisualShift_run-01_events.tsv]
-	[ EEG event files: sub-023_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Bids event files: [5848 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']]
-	[ EEG event files: [5848 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']]
-sub-024_run-01:
-	[ Bids event files: sub-024_task-AuditoryVisualShift_run-01_events.tsv]
-	[ EEG event files: sub-024_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Bids event files: [5639 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']]
-	[ EEG event files: [5639 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']]
-sub-025_run-01:
-	[ Bids event files: sub-025_task-AuditoryVisualShift_run-01_events.tsv]
-	[ EEG event files: sub-025_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Bids event files: [5897 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']]
-	[ EEG event files: [5897 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']]
-sub-026_run-01:
-	[ Bids event files: sub-026_task-AuditoryVisualShift_run-01_events.tsv]
-	[ EEG event files: sub-026_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Bids event files: [5852 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']]
-	[ EEG event files: [5852 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']]
-sub-027_run-01:
-	[ Bids event files: sub-027_task-AuditoryVisualShift_run-01_events.tsv]
-	[ EEG event files: sub-027_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Bids event files: [5830 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']]
-	[ EEG event files: [5830 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']]
-sub-028_run-01:
-	[ Bids event files: sub-028_task-AuditoryVisualShift_run-01_events.tsv]
-	[ EEG event files: sub-028_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Bids event files: [4131 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']]
-	[ EEG event files: [4131 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']]
-sub-028_run-02:
-	[ Bids event files: sub-028_task-AuditoryVisualShift_run-02_events.tsv]
-	[ EEG event files: sub-028_task-AuditoryVisualShift_run-02_eventstemp.tsv]
-	[ Bids event files: [1729 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']]
-	[ EEG event files: [1729 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']]
-sub-029_run-01:
-	[ Bids event files: sub-029_task-AuditoryVisualShift_run-01_events.tsv]
-	[ EEG event files: sub-029_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Bids event files: [5857 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']]
-	[ EEG event files: [5857 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']]
-sub-030_run-01:
-	[ Bids event files: sub-030_task-AuditoryVisualShift_run-01_events.tsv]
-	[ EEG event files: sub-030_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Bids event files: [5948 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']]
-	[ EEG event files: [5948 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']]
-sub-031_run-01:
-	[ Bids event files: sub-031_task-AuditoryVisualShift_run-01_events.tsv]
-	[ EEG event files: sub-031_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Bids event files: [6067 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']]
-	[ EEG event files: [6067 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']]
-sub-032_run-01:
-	[ Bids event files: sub-032_task-AuditoryVisualShift_run-01_events.tsv]
-	[ EEG event files: sub-032_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Bids event files: [5872 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']]
-	[ EEG event files: [5872 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']]
-sub-033_run-01:
-	[ Bids event files: sub-033_task-AuditoryVisualShift_run-01_events.tsv]
-	[ EEG event files: sub-033_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Bids event files: [6095 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']]
-	[ EEG event files: [6095 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']]
-sub-034_run-01:
-	[ Bids event files: sub-034_task-AuditoryVisualShift_run-01_events.tsv]
-	[ EEG event files: sub-034_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Bids event files: [5849 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']]
-	[ EEG event files: [5849 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']]
-sub-035_run-01:
-	[ Bids event files: sub-035_task-AuditoryVisualShift_run-01_events.tsv]
-	[ EEG event files: sub-035_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Bids event files: [5290 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']]
-	[ EEG event files: [5290 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']]
-sub-036_run-01:
-	[ Bids event files: sub-036_task-AuditoryVisualShift_run-01_events.tsv]
-	[ EEG event files: sub-036_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Bids event files: [290 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']]
-	[ EEG event files: [290 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']]
-sub-036_run-02:
-	[ Bids event files: sub-036_task-AuditoryVisualShift_run-02_events.tsv]
-	[ EEG event files: sub-036_task-AuditoryVisualShift_run-02_eventstemp.tsv]
-	[ Bids event files: [5619 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']]
-	[ EEG event files: [5619 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']]
-sub-037_run-01:
-	[ Bids event files: sub-037_task-AuditoryVisualShift_run-01_events.tsv]
-	[ EEG event files: sub-037_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Bids event files: [5858 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']]
-	[ EEG event files: [5858 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']]
-sub-038_run-01:
-	[ Bids event files: sub-038_task-AuditoryVisualShift_run-01_events.tsv]
-	[ EEG event files: sub-038_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Bids event files: [5827 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']]
-	[ EEG event files: [5827 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']]
-sub-039_run-01:
-	[ Bids event files: sub-039_task-AuditoryVisualShift_run-01_events.tsv]
-	[ EEG event files: sub-039_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Bids event files: [5866 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']]
-	[ EEG event files: [5866 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']]
-sub-040_run-01:
-	[ Bids event files: sub-040_task-AuditoryVisualShift_run-01_events.tsv]
-	[ EEG event files: sub-040_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Bids event files: [5860 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']]
-	[ EEG event files: [5860 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']]
-sub-041_run-01:
-	[ Bids event files: sub-041_task-AuditoryVisualShift_run-01_events.tsv]
-	[ EEG event files: sub-041_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Bids event files: [5897 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']]
-	[ EEG event files: [5897 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']]
-sub-042_run-01:
-	[ Bids event files: sub-042_task-AuditoryVisualShift_run-01_events.tsv]
-	[ EEG event files: sub-042_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Bids event files: [5969 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']]
-	[ EEG event files: [5969 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']]
-sub-043_run-01:
-	[ Bids event files: sub-043_task-AuditoryVisualShift_run-01_events.tsv]
-	[ EEG event files: sub-043_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Bids event files: [5965 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']]
-	[ EEG event files: [5965 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']]
-sub-044_run-01:
-	[ Bids event files: sub-044_task-AuditoryVisualShift_run-01_events.tsv]
-	[ EEG event files: sub-044_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Bids event files: [6006 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']]
-	[ EEG event files: [6006 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']]
-sub-045_run-01:
-	[ Bids event files: sub-045_task-AuditoryVisualShift_run-01_events.tsv]
-	[ EEG event files: sub-045_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Bids event files: [5876 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']]
-	[ EEG event files: [5876 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']]
-sub-046_run-01:
-	[ Bids event files: sub-046_task-AuditoryVisualShift_run-01_events.tsv]
-	[ EEG event files: sub-046_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Bids event files: [5898 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']]
-	[ EEG event files: [5898 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']]
-sub-047_run-01:
-	[ Bids event files: sub-047_task-AuditoryVisualShift_run-01_events.tsv]
-	[ EEG event files: sub-047_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Bids event files: [5979 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']]
-	[ EEG event files: [5979 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']]
-sub-048_run-01:
-	[ Bids event files: sub-048_task-AuditoryVisualShift_run-01_events.tsv]
-	[ EEG event files: sub-048_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Bids event files: [6177 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']]
-	[ EEG event files: [6177 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']]
-sub-049_run-01:
-	[ Bids event files: sub-049_task-AuditoryVisualShift_run-01_events.tsv]
-	[ EEG event files: sub-049_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Bids event files: [5890 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']]
-	[ EEG event files: [5890 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']]
-
-ERROR Summary:
-attention_shift_01_initial_summary_log: Level ERROR
-overall:
-sub-001_run-01:
-sub-002_run-01:
-sub-003_run-01:
-sub-004_run-01:
-sub-004_run-02:
-sub-005_run-01:
-sub-006_run-01:
-sub-007_run-01:
-	[ERROR The Bids event files file has 5821 rows and the EEG event files event file has 5825 rows]
-sub-008_run-01:
-sub-009_run-01:
-sub-010_run-01:
-sub-011_run-01:
-sub-012_run-01:
-sub-013_run-01:
-sub-014_run-01:
-sub-015_run-01:
-sub-016_run-01:
-sub-017_run-01:
-sub-018_run-01:
-sub-019_run-01:
-sub-020_run-02:
-sub-021_run-02:
-sub-022_run-02:
-sub-023_run-01:
-sub-024_run-01:
-sub-025_run-01:
-sub-026_run-01:
-sub-027_run-01:
-sub-028_run-01:
-sub-028_run-02:
-sub-029_run-01:
-sub-030_run-01:
-sub-031_run-01:
-sub-032_run-01:
-sub-033_run-01:
-sub-034_run-01:
-sub-035_run-01:
-sub-036_run-01:
-sub-036_run-02:
-sub-037_run-01:
-sub-038_run-01:
-sub-039_run-01:
-sub-040_run-01:
-sub-041_run-01:
-sub-042_run-01:
-sub-043_run-01:
-sub-044_run-01:
-sub-045_run-01:
-sub-046_run-01:
-sub-047_run-01:
-sub-048_run-01:
-sub-049_run-01:
\ No newline at end of file
diff --git a/datasets/eeg_ds002893s_hed/code/curation_logs/attention_shift_02_initial_combination_log.txt b/datasets/eeg_ds002893s_hed/code/curation_logs/attention_shift_02_initial_combination_log.txt
deleted file mode 100644
index fd47e19..0000000
--- a/datasets/eeg_ds002893s_hed/code/curation_logs/attention_shift_02_initial_combination_log.txt
+++ /dev/null
@@ -1,478 +0,0 @@
-code/curation_logs/attention_shift_02_initial_combination_log.txt 2022-04-18 08:54:06.806022
-
-
-Log output:
-attention_shift_02_initial_combination_log: Level None
-sub-001_run-01:
-	[ Created a dataframe for sub-001_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Created a dataframe for sub-001_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Concatenated the BIDS and EEG event files for processing]
-	[ Verified sample column, sample_offset, and latency columns have same values]
-	[ Dropped ['trial_type', 'value', 'response_time', 'stim_file', 'HED', 'sample_offset', 'latency', 'urevent', 'usertags', 'type'] drop_columns]
-	[ Reordered the final columns as ['onset', 'duration', 'sample', 'event_code', 'cond_code']]
-	[ Saved as G:\AttentionShift\AttentionShiftWorking\sub-001\eeg\sub-001_task-AuditoryVisualShift_run-01_eventstemp1.tsv]
-sub-002_run-01:
-	[ Created a dataframe for sub-002_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Created a dataframe for sub-002_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Concatenated the BIDS and EEG event files for processing]
-	[ Verified sample column, sample_offset, and latency columns have same values]
-	[ Dropped ['trial_type', 'value', 'response_time', 'stim_file', 'HED', 'sample_offset', 'latency', 'urevent', 'usertags', 'type'] drop_columns]
-	[ Reordered the final columns as ['onset', 'duration', 'sample', 'event_code', 'cond_code']]
-	[ Saved as G:\AttentionShift\AttentionShiftWorking\sub-002\eeg\sub-002_task-AuditoryVisualShift_run-01_eventstemp1.tsv]
-sub-003_run-01:
-	[ Created a dataframe for sub-003_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Created a dataframe for sub-003_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Concatenated the BIDS and EEG event files for processing]
-	[ Verified sample column, sample_offset, and latency columns have same values]
-	[ Dropped ['trial_type', 'value', 'response_time', 'stim_file', 'HED', 'sample_offset', 'latency', 'urevent', 'usertags', 'type'] drop_columns]
-	[ Reordered the final columns as ['onset', 'duration', 'sample', 'event_code', 'cond_code']]
-	[ Saved as G:\AttentionShift\AttentionShiftWorking\sub-003\eeg\sub-003_task-AuditoryVisualShift_run-01_eventstemp1.tsv]
-sub-004_run-01:
-	[ Created a dataframe for sub-004_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Created a dataframe for sub-004_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Concatenated the BIDS and EEG event files for processing]
-	[ Verified sample column, sample_offset, and latency columns have same values]
-	[ Dropped ['trial_type', 'value', 'response_time', 'stim_file', 'HED', 'sample_offset', 'latency', 'urevent', 'usertags', 'type'] drop_columns]
-	[ Reordered the final columns as ['onset', 'duration', 'sample', 'event_code', 'cond_code']]
-	[ Saved as G:\AttentionShift\AttentionShiftWorking\sub-004\eeg\sub-004_task-AuditoryVisualShift_run-01_eventstemp1.tsv]
-sub-004_run-02:
-	[ Created a dataframe for sub-004_task-AuditoryVisualShift_run-02_events.tsv]
-	[ Created a dataframe for sub-004_task-AuditoryVisualShift_run-02_eventstemp.tsv]
-	[ Concatenated the BIDS and EEG event files for processing]
-	[ Verified sample column, sample_offset, and latency columns have same values]
-	[ Dropped ['trial_type', 'value', 'response_time', 'stim_file', 'HED', 'sample_offset', 'latency', 'urevent', 'usertags', 'type'] drop_columns]
-	[ Reordered the final columns as ['onset', 'duration', 'sample', 'event_code', 'cond_code']]
-	[ Saved as G:\AttentionShift\AttentionShiftWorking\sub-004\eeg\sub-004_task-AuditoryVisualShift_run-02_eventstemp1.tsv]
-sub-005_run-01:
-	[ Created a dataframe for sub-005_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Created a dataframe for sub-005_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Concatenated the BIDS and EEG event files for processing]
-	[ Verified sample column, sample_offset, and latency columns have same values]
-	[ Dropped ['trial_type', 'value', 'response_time', 'stim_file', 'HED', 'sample_offset', 'latency', 'urevent', 'usertags', 'type'] drop_columns]
-	[ Reordered the final columns as ['onset', 'duration', 'sample', 'event_code', 'cond_code']]
-	[ Saved as G:\AttentionShift\AttentionShiftWorking\sub-005\eeg\sub-005_task-AuditoryVisualShift_run-01_eventstemp1.tsv]
-sub-006_run-01:
-	[ Created a dataframe for sub-006_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Created a dataframe for sub-006_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Concatenated the BIDS and EEG event files for processing]
-	[ Verified sample column, sample_offset, and latency columns have same values]
-	[ Dropped ['trial_type', 'value', 'response_time', 'stim_file', 'HED', 'sample_offset', 'latency', 'urevent', 'usertags', 'type'] drop_columns]
-	[ Reordered the final columns as ['onset', 'duration', 'sample', 'event_code', 'cond_code']]
-	[ Saved as G:\AttentionShift\AttentionShiftWorking\sub-006\eeg\sub-006_task-AuditoryVisualShift_run-01_eventstemp1.tsv]
-sub-007_run-01:
-	[ Created a dataframe for sub-007_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Created a dataframe for sub-007_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Dropping rows [0, 1, 2, 3] from EEG events]
-	[ Concatenated the BIDS and EEG event files for processing]
-	[ Verified sample column, sample_offset, and latency columns have same values]
-	[ Dropped ['trial_type', 'value', 'response_time', 'stim_file', 'HED', 'sample_offset', 'latency', 'urevent', 'usertags', 'type'] drop_columns]
-	[ Dropped extra columns {'index'}]
-	[ Reordered the final columns as ['onset', 'duration', 'sample', 'event_code', 'cond_code']]
-	[ Saved as G:\AttentionShift\AttentionShiftWorking\sub-007\eeg\sub-007_task-AuditoryVisualShift_run-01_eventstemp1.tsv]
-sub-008_run-01:
-	[ Created a dataframe for sub-008_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Created a dataframe for sub-008_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Concatenated the BIDS and EEG event files for processing]
-	[ Verified sample column, sample_offset, and latency columns have same values]
-	[ Dropped ['trial_type', 'value', 'response_time', 'stim_file', 'HED', 'sample_offset', 'latency', 'urevent', 'usertags', 'type'] drop_columns]
-	[ Reordered the final columns as ['onset', 'duration', 'sample', 'event_code', 'cond_code']]
-	[ Saved as G:\AttentionShift\AttentionShiftWorking\sub-008\eeg\sub-008_task-AuditoryVisualShift_run-01_eventstemp1.tsv]
-sub-009_run-01:
-	[ Created a dataframe for sub-009_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Created a dataframe for sub-009_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Concatenated the BIDS and EEG event files for processing]
-	[ Verified sample column, sample_offset, and latency columns have same values]
-	[ Dropped ['trial_type', 'value', 'response_time', 'stim_file', 'HED', 'sample_offset', 'latency', 'urevent', 'usertags', 'type'] drop_columns]
-	[ Reordered the final columns as ['onset', 'duration', 'sample', 'event_code', 'cond_code']]
-	[ Saved as G:\AttentionShift\AttentionShiftWorking\sub-009\eeg\sub-009_task-AuditoryVisualShift_run-01_eventstemp1.tsv]
-sub-010_run-01:
-	[ Created a dataframe for sub-010_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Created a dataframe for sub-010_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Concatenated the BIDS and EEG event files for processing]
-	[ Verified sample column, sample_offset, and latency columns have same values]
-	[ Dropped ['trial_type', 'value', 'response_time', 'stim_file', 'HED', 'sample_offset', 'latency', 'urevent', 'usertags', 'type'] drop_columns]
-	[ Reordered the final columns as ['onset', 'duration', 'sample', 'event_code', 'cond_code']]
-	[ Saved as G:\AttentionShift\AttentionShiftWorking\sub-010\eeg\sub-010_task-AuditoryVisualShift_run-01_eventstemp1.tsv]
-sub-011_run-01:
-	[ Created a dataframe for sub-011_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Created a dataframe for sub-011_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Concatenated the BIDS and EEG event files for processing]
-	[ Verified sample column, sample_offset, and latency columns have same values]
-	[ Dropped ['trial_type', 'value', 'response_time', 'stim_file', 'HED', 'sample_offset', 'latency', 'urevent', 'usertags', 'type'] drop_columns]
-	[ Reordered the final columns as ['onset', 'duration', 'sample', 'event_code', 'cond_code']]
-	[ Saved as G:\AttentionShift\AttentionShiftWorking\sub-011\eeg\sub-011_task-AuditoryVisualShift_run-01_eventstemp1.tsv]
-sub-012_run-01:
-	[ Created a dataframe for sub-012_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Created a dataframe for sub-012_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Concatenated the BIDS and EEG event files for processing]
-	[ Verified sample column, sample_offset, and latency columns have same values]
-	[ Dropped ['trial_type', 'value', 'response_time', 'stim_file', 'HED', 'sample_offset', 'latency', 'urevent', 'usertags', 'type'] drop_columns]
-	[ Reordered the final columns as ['onset', 'duration', 'sample', 'event_code', 'cond_code']]
-	[ Saved as G:\AttentionShift\AttentionShiftWorking\sub-012\eeg\sub-012_task-AuditoryVisualShift_run-01_eventstemp1.tsv]
-sub-013_run-01:
-	[ Created a dataframe for sub-013_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Created a dataframe for sub-013_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Concatenated the BIDS and EEG event files for processing]
-	[ Verified sample column, sample_offset, and latency columns have same values]
-	[ Dropped ['trial_type', 'value', 'response_time', 'stim_file', 'HED', 'sample_offset', 'latency', 'urevent', 'usertags', 'type'] drop_columns]
-	[ Reordered the final columns as ['onset', 'duration', 'sample', 'event_code', 'cond_code']]
-	[ Saved as G:\AttentionShift\AttentionShiftWorking\sub-013\eeg\sub-013_task-AuditoryVisualShift_run-01_eventstemp1.tsv]
-sub-014_run-01:
-	[ Created a dataframe for sub-014_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Created a dataframe for sub-014_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Concatenated the BIDS and EEG event files for processing]
-	[ Verified sample column, sample_offset, and latency columns have same values]
-	[ Dropped ['trial_type', 'value', 'response_time', 'stim_file', 'HED', 'sample_offset', 'latency', 'urevent', 'usertags', 'type'] drop_columns]
-	[ Reordered the final columns as ['onset', 'duration', 'sample', 'event_code', 'cond_code']]
-	[ Saved as G:\AttentionShift\AttentionShiftWorking\sub-014\eeg\sub-014_task-AuditoryVisualShift_run-01_eventstemp1.tsv]
-sub-015_run-01:
-	[ Created a dataframe for sub-015_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Created a dataframe for sub-015_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Concatenated the BIDS and EEG event files for processing]
-	[ Verified sample column, sample_offset, and latency columns have same values]
-	[ Dropped ['trial_type', 'value', 'response_time', 'stim_file', 'HED', 'sample_offset', 'latency', 'urevent', 'usertags', 'type'] drop_columns]
-	[ Reordered the final columns as ['onset', 'duration', 'sample', 'event_code', 'cond_code']]
-	[ Saved as G:\AttentionShift\AttentionShiftWorking\sub-015\eeg\sub-015_task-AuditoryVisualShift_run-01_eventstemp1.tsv]
-sub-016_run-01:
-	[ Created a dataframe for sub-016_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Created a dataframe for sub-016_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Concatenated the BIDS and EEG event files for processing]
-	[ Verified sample column, sample_offset, and latency columns have same values]
-	[ Dropped ['trial_type', 'value', 'response_time', 'stim_file', 'HED', 'sample_offset', 'latency', 'urevent', 'usertags', 'type'] drop_columns]
-	[ Reordered the final columns as ['onset', 'duration', 'sample', 'event_code', 'cond_code']]
-	[ Saved as G:\AttentionShift\AttentionShiftWorking\sub-016\eeg\sub-016_task-AuditoryVisualShift_run-01_eventstemp1.tsv]
-sub-017_run-01:
-	[ Created a dataframe for sub-017_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Created a dataframe for sub-017_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Concatenated the BIDS and EEG event files for processing]
-	[ Verified sample column, sample_offset, and latency columns have same values]
-	[ Dropped ['trial_type', 'value', 'response_time', 'stim_file', 'HED', 'sample_offset', 'latency', 'urevent', 'usertags', 'type'] drop_columns]
-	[ Reordered the final columns as ['onset', 'duration', 'sample', 'event_code', 'cond_code']]
-	[ Saved as G:\AttentionShift\AttentionShiftWorking\sub-017\eeg\sub-017_task-AuditoryVisualShift_run-01_eventstemp1.tsv]
-sub-018_run-01:
-	[ Created a dataframe for sub-018_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Created a dataframe for sub-018_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Concatenated the BIDS and EEG event files for processing]
-	[ Verified sample column, sample_offset, and latency columns have same values]
-	[ Dropped ['trial_type', 'value', 'response_time', 'stim_file', 'HED', 'sample_offset', 'latency', 'urevent', 'usertags', 'type'] drop_columns]
-	[ Reordered the final columns as ['onset', 'duration', 'sample', 'event_code', 'cond_code']]
-	[ Saved as G:\AttentionShift\AttentionShiftWorking\sub-018\eeg\sub-018_task-AuditoryVisualShift_run-01_eventstemp1.tsv]
-sub-019_run-01:
-	[ Created a dataframe for sub-019_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Created a dataframe for sub-019_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Concatenated the BIDS and EEG event files for processing]
-	[ Verified sample column, sample_offset, and latency columns have same values]
-	[ Dropped ['trial_type', 'value', 'response_time', 'stim_file', 'HED', 'sample_offset', 'latency', 'urevent', 'usertags', 'type'] drop_columns]
-	[ Reordered the final columns as ['onset', 'duration', 'sample', 'event_code', 'cond_code']]
-	[ Saved as G:\AttentionShift\AttentionShiftWorking\sub-019\eeg\sub-019_task-AuditoryVisualShift_run-01_eventstemp1.tsv]
-sub-020_run-02:
-	[ Created a dataframe for sub-020_task-AuditoryVisualShift_run-02_events.tsv]
-	[ Created a dataframe for sub-020_task-AuditoryVisualShift_run-02_eventstemp.tsv]
-	[ Concatenated the BIDS and EEG event files for processing]
-	[ Verified sample column, sample_offset, and latency columns have same values]
-	[ Dropped ['trial_type', 'value', 'response_time', 'stim_file', 'HED', 'sample_offset', 'latency', 'urevent', 'usertags', 'type'] drop_columns]
-	[ Reordered the final columns as ['onset', 'duration', 'sample', 'event_code', 'cond_code']]
-	[ Saved as G:\AttentionShift\AttentionShiftWorking\sub-020\eeg\sub-020_task-AuditoryVisualShift_run-02_eventstemp1.tsv]
-sub-021_run-02:
-	[ Created a dataframe for sub-021_task-AuditoryVisualShift_run-02_events.tsv]
-	[ Created a dataframe for sub-021_task-AuditoryVisualShift_run-02_eventstemp.tsv]
-	[ Concatenated the BIDS and EEG event files for processing]
-	[ Verified sample column, sample_offset, and latency columns have same values]
-	[ Dropped ['trial_type', 'value', 'response_time', 'stim_file', 'HED', 'sample_offset', 'latency', 'urevent', 'usertags', 'type'] drop_columns]
-	[ Reordered the final columns as ['onset', 'duration', 'sample', 'event_code', 'cond_code']]
-	[ Saved as G:\AttentionShift\AttentionShiftWorking\sub-021\eeg\sub-021_task-AuditoryVisualShift_run-02_eventstemp1.tsv]
-sub-022_run-02:
-	[ Created a dataframe for sub-022_task-AuditoryVisualShift_run-02_events.tsv]
-	[ Created a dataframe for sub-022_task-AuditoryVisualShift_run-02_eventstemp.tsv]
-	[ Concatenated the BIDS and EEG event files for processing]
-	[ Verified sample column, sample_offset, and latency columns have same values]
-	[ Dropped ['trial_type', 'value', 'response_time', 'stim_file', 'HED', 'sample_offset', 'latency', 'urevent', 'usertags', 'type'] drop_columns]
-	[ Reordered the final columns as ['onset', 'duration', 'sample', 'event_code', 'cond_code']]
-	[ Saved as G:\AttentionShift\AttentionShiftWorking\sub-022\eeg\sub-022_task-AuditoryVisualShift_run-02_eventstemp1.tsv]
-sub-023_run-01:
-	[ Created a dataframe for sub-023_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Created a dataframe for sub-023_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Concatenated the BIDS and EEG event files for processing]
-	[ Verified sample column, sample_offset, and latency columns have same values]
-	[ Dropped ['trial_type', 'value', 'response_time', 'stim_file', 'HED', 'sample_offset', 'latency', 'urevent', 'usertags', 'type'] drop_columns]
-	[ Reordered the final columns as ['onset', 'duration', 'sample', 'event_code', 'cond_code']]
-	[ Saved as G:\AttentionShift\AttentionShiftWorking\sub-023\eeg\sub-023_task-AuditoryVisualShift_run-01_eventstemp1.tsv]
-sub-024_run-01:
-	[ Created a dataframe for sub-024_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Created a dataframe for sub-024_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Concatenated the BIDS and EEG event files for processing]
-	[ Verified sample column, sample_offset, and latency columns have same values]
-	[ Dropped ['trial_type', 'value', 'response_time', 'stim_file', 'HED', 'sample_offset', 'latency', 'urevent', 'usertags', 'type'] drop_columns]
-	[ Reordered the final columns as ['onset', 'duration', 'sample', 'event_code', 'cond_code']]
-	[ Saved as G:\AttentionShift\AttentionShiftWorking\sub-024\eeg\sub-024_task-AuditoryVisualShift_run-01_eventstemp1.tsv]
-sub-025_run-01:
-	[ Created a dataframe for sub-025_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Created a dataframe for sub-025_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Concatenated the BIDS and EEG event files for processing]
-	[ Verified sample column, sample_offset, and latency columns have same values]
-	[ Dropped ['trial_type', 'value', 'response_time', 'stim_file', 'HED', 'sample_offset', 'latency', 'urevent', 'usertags', 'type'] drop_columns]
-	[ Reordered the final columns as ['onset', 'duration', 'sample', 'event_code', 'cond_code']]
-	[ Saved as G:\AttentionShift\AttentionShiftWorking\sub-025\eeg\sub-025_task-AuditoryVisualShift_run-01_eventstemp1.tsv]
-sub-026_run-01:
-	[ Created a dataframe for sub-026_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Created a dataframe for sub-026_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Concatenated the BIDS and EEG event files for processing]
-	[ Verified sample column, sample_offset, and latency columns have same values]
-	[ Dropped ['trial_type', 'value', 'response_time', 'stim_file', 'HED', 'sample_offset', 'latency', 'urevent', 'usertags', 'type'] drop_columns]
-	[ Reordered the final columns as ['onset', 'duration', 'sample', 'event_code', 'cond_code']]
-	[ Saved as G:\AttentionShift\AttentionShiftWorking\sub-026\eeg\sub-026_task-AuditoryVisualShift_run-01_eventstemp1.tsv]
-sub-027_run-01:
-	[ Created a dataframe for sub-027_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Created a dataframe for sub-027_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Concatenated the BIDS and EEG event files for processing]
-	[ Verified sample column, sample_offset, and latency columns have same values]
-	[ Dropped ['trial_type', 'value', 'response_time', 'stim_file', 'HED', 'sample_offset', 'latency', 'urevent', 'usertags', 'type'] drop_columns]
-	[ Reordered the final columns as ['onset', 'duration', 'sample', 'event_code', 'cond_code']]
-	[ Saved as G:\AttentionShift\AttentionShiftWorking\sub-027\eeg\sub-027_task-AuditoryVisualShift_run-01_eventstemp1.tsv]
-sub-028_run-01:
-	[ Created a dataframe for sub-028_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Created a dataframe for sub-028_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Concatenated the BIDS and EEG event files for processing]
-	[ Verified sample column, sample_offset, and latency columns have same values]
-	[ Dropped ['trial_type', 'value', 'response_time', 'stim_file', 'HED', 'sample_offset', 'latency', 'urevent', 'usertags', 'type'] drop_columns]
-	[ Reordered the final columns as ['onset', 'duration', 'sample', 'event_code', 'cond_code']]
-	[ Saved as G:\AttentionShift\AttentionShiftWorking\sub-028\eeg\sub-028_task-AuditoryVisualShift_run-01_eventstemp1.tsv]
-sub-028_run-02:
-	[ Created a dataframe for sub-028_task-AuditoryVisualShift_run-02_events.tsv]
-	[ Created a dataframe for sub-028_task-AuditoryVisualShift_run-02_eventstemp.tsv]
-	[ Concatenated the BIDS and EEG event files for processing]
-	[ Verified sample column, sample_offset, and latency columns have same values]
-	[ Dropped ['trial_type', 'value', 'response_time', 'stim_file', 'HED', 'sample_offset', 'latency', 'urevent', 'usertags', 'type'] drop_columns]
-	[ Reordered the final columns as ['onset', 'duration', 'sample', 'event_code', 'cond_code']]
-	[ Saved as G:\AttentionShift\AttentionShiftWorking\sub-028\eeg\sub-028_task-AuditoryVisualShift_run-02_eventstemp1.tsv]
-sub-029_run-01:
-	[ Created a dataframe for sub-029_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Created a dataframe for sub-029_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Concatenated the BIDS and EEG event files for processing]
-	[ Verified sample column, sample_offset, and latency columns have same values]
-	[ Dropped ['trial_type', 'value', 'response_time', 'stim_file', 'HED', 'sample_offset', 'latency', 'urevent', 'usertags', 'type'] drop_columns]
-	[ Reordered the final columns as ['onset', 'duration', 'sample', 'event_code', 'cond_code']]
-	[ Saved as G:\AttentionShift\AttentionShiftWorking\sub-029\eeg\sub-029_task-AuditoryVisualShift_run-01_eventstemp1.tsv]
-sub-030_run-01:
-	[ Created a dataframe for sub-030_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Created a dataframe for sub-030_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Concatenated the BIDS and EEG event files for processing]
-	[ Verified sample column, sample_offset, and latency columns have same values]
-	[ Dropped ['trial_type', 'value', 'response_time', 'stim_file', 'HED', 'sample_offset', 'latency', 'urevent', 'usertags', 'type'] drop_columns]
-	[ Reordered the final columns as ['onset', 'duration', 'sample', 'event_code', 'cond_code']]
-	[ Saved as G:\AttentionShift\AttentionShiftWorking\sub-030\eeg\sub-030_task-AuditoryVisualShift_run-01_eventstemp1.tsv]
-sub-031_run-01:
-	[ Created a dataframe for sub-031_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Created a dataframe for sub-031_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Concatenated the BIDS and EEG event files for processing]
-	[ Verified sample column, sample_offset, and latency columns have same values]
-	[ Dropped ['trial_type', 'value', 'response_time', 'stim_file', 'HED', 'sample_offset', 'latency', 'urevent', 'usertags', 'type'] drop_columns]
-	[ Reordered the final columns as ['onset', 'duration', 'sample', 'event_code', 'cond_code']]
-	[ Saved as G:\AttentionShift\AttentionShiftWorking\sub-031\eeg\sub-031_task-AuditoryVisualShift_run-01_eventstemp1.tsv]
-sub-032_run-01:
-	[ Created a dataframe for sub-032_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Created a dataframe for sub-032_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Concatenated the BIDS and EEG event files for processing]
-	[ Verified sample column, sample_offset, and latency columns have same values]
-	[ Dropped ['trial_type', 'value', 'response_time', 'stim_file', 'HED', 'sample_offset', 'latency', 'urevent', 'usertags', 'type'] drop_columns]
-	[ Reordered the final columns as ['onset', 'duration', 'sample', 'event_code', 'cond_code']]
-	[ Saved as G:\AttentionShift\AttentionShiftWorking\sub-032\eeg\sub-032_task-AuditoryVisualShift_run-01_eventstemp1.tsv]
-sub-033_run-01:
-	[ Created a dataframe for sub-033_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Created a dataframe for sub-033_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Concatenated the BIDS and EEG event files for processing]
-	[ Verified sample column, sample_offset, and latency columns have same values]
-	[ Dropped ['trial_type', 'value', 'response_time', 'stim_file', 'HED', 'sample_offset', 'latency', 'urevent', 'usertags', 'type'] drop_columns]
-	[ Reordered the final columns as ['onset', 'duration', 'sample', 'event_code', 'cond_code']]
-	[ Saved as G:\AttentionShift\AttentionShiftWorking\sub-033\eeg\sub-033_task-AuditoryVisualShift_run-01_eventstemp1.tsv]
-sub-034_run-01:
-	[ Created a dataframe for sub-034_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Created a dataframe for sub-034_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Concatenated the BIDS and EEG event files for processing]
-	[ Verified sample column, sample_offset, and latency columns have same values]
-	[ Dropped ['trial_type', 'value', 'response_time', 'stim_file', 'HED', 'sample_offset', 'latency', 'urevent', 'usertags', 'type'] drop_columns]
-	[ Reordered the final columns as ['onset', 'duration', 'sample', 'event_code', 'cond_code']]
-	[ Saved as G:\AttentionShift\AttentionShiftWorking\sub-034\eeg\sub-034_task-AuditoryVisualShift_run-01_eventstemp1.tsv]
-sub-035_run-01:
-	[ Created a dataframe for sub-035_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Created a dataframe for sub-035_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Concatenated the BIDS and EEG event files for processing]
-	[ Verified sample column, sample_offset, and latency columns have same values]
-	[ Dropped ['trial_type', 'value', 'response_time', 'stim_file', 'HED', 'sample_offset', 'latency', 'urevent', 'usertags', 'type'] drop_columns]
-	[ Reordered the final columns as ['onset', 'duration', 'sample', 'event_code', 'cond_code']]
-	[ Saved as G:\AttentionShift\AttentionShiftWorking\sub-035\eeg\sub-035_task-AuditoryVisualShift_run-01_eventstemp1.tsv]
-sub-036_run-01:
-	[ Created a dataframe for sub-036_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Created a dataframe for sub-036_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Concatenated the BIDS and EEG event files for processing]
-	[ Verified sample column, sample_offset, and latency columns have same values]
-	[ Dropped ['trial_type', 'value', 'response_time', 'stim_file', 'HED', 'sample_offset', 'latency', 'urevent', 'usertags', 'type'] drop_columns]
-	[ Reordered the final columns as ['onset', 'duration', 'sample', 'event_code', 'cond_code']]
-	[ Saved as G:\AttentionShift\AttentionShiftWorking\sub-036\eeg\sub-036_task-AuditoryVisualShift_run-01_eventstemp1.tsv]
-sub-036_run-02:
-	[ Created a dataframe for sub-036_task-AuditoryVisualShift_run-02_events.tsv]
-	[ Created a dataframe for sub-036_task-AuditoryVisualShift_run-02_eventstemp.tsv]
-	[ Concatenated the BIDS and EEG event files for processing]
-	[ Verified sample column, sample_offset, and latency columns have same values]
-	[ Dropped ['trial_type', 'value', 'response_time', 'stim_file', 'HED', 'sample_offset', 'latency', 'urevent', 'usertags', 'type'] drop_columns]
-	[ Reordered the final columns as ['onset', 'duration', 'sample', 'event_code', 'cond_code']]
-	[ Saved as G:\AttentionShift\AttentionShiftWorking\sub-036\eeg\sub-036_task-AuditoryVisualShift_run-02_eventstemp1.tsv]
-sub-037_run-01:
-	[ Created a dataframe for sub-037_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Created a dataframe for sub-037_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Concatenated the BIDS and EEG event files for processing]
-	[ Verified sample column, sample_offset, and latency columns have same values]
-	[ Dropped ['trial_type', 'value', 'response_time', 'stim_file', 'HED', 'sample_offset', 'latency', 'urevent', 'usertags', 'type'] drop_columns]
-	[ Reordered the final columns as ['onset', 'duration', 'sample', 'event_code', 'cond_code']]
-	[ Saved as G:\AttentionShift\AttentionShiftWorking\sub-037\eeg\sub-037_task-AuditoryVisualShift_run-01_eventstemp1.tsv]
-sub-038_run-01:
-	[ Created a dataframe for sub-038_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Created a dataframe for sub-038_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Concatenated the BIDS and EEG event files for processing]
-	[ Verified sample column, sample_offset, and latency columns have same values]
-	[ Dropped ['trial_type', 'value', 'response_time', 'stim_file', 'HED', 'sample_offset', 'latency', 'urevent', 'usertags', 'type'] drop_columns]
-	[ Reordered the final columns as ['onset', 'duration', 'sample', 'event_code', 'cond_code']]
-	[ Saved as G:\AttentionShift\AttentionShiftWorking\sub-038\eeg\sub-038_task-AuditoryVisualShift_run-01_eventstemp1.tsv]
-sub-039_run-01:
-	[ Created a dataframe for sub-039_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Created a dataframe for sub-039_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Concatenated the BIDS and EEG event files for processing]
-	[ Verified sample column, sample_offset, and latency columns have same values]
-	[ Dropped ['trial_type', 'value', 'response_time', 'stim_file', 'HED', 'sample_offset', 'latency', 'urevent', 'usertags', 'type'] drop_columns]
-	[ Reordered the final columns as ['onset', 'duration', 'sample', 'event_code', 'cond_code']]
-	[ Saved as G:\AttentionShift\AttentionShiftWorking\sub-039\eeg\sub-039_task-AuditoryVisualShift_run-01_eventstemp1.tsv]
-sub-040_run-01:
-	[ Created a dataframe for sub-040_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Created a dataframe for sub-040_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Concatenated the BIDS and EEG event files for processing]
-	[ Verified sample column, sample_offset, and latency columns have same values]
-	[ Dropped ['trial_type', 'value', 'response_time', 'stim_file', 'HED', 'sample_offset', 'latency', 'urevent', 'usertags', 'type'] drop_columns]
-	[ Reordered the final columns as ['onset', 'duration', 'sample', 'event_code', 'cond_code']]
-	[ Saved as G:\AttentionShift\AttentionShiftWorking\sub-040\eeg\sub-040_task-AuditoryVisualShift_run-01_eventstemp1.tsv]
-sub-041_run-01:
-	[ Created a dataframe for sub-041_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Created a dataframe for sub-041_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Concatenated the BIDS and EEG event files for processing]
-	[ Verified sample column, sample_offset, and latency columns have same values]
-	[ Dropped ['trial_type', 'value', 'response_time', 'stim_file', 'HED', 'sample_offset', 'latency', 'urevent', 'usertags', 'type'] drop_columns]
-	[ Reordered the final columns as ['onset', 'duration', 'sample', 'event_code', 'cond_code']]
-	[ Saved as G:\AttentionShift\AttentionShiftWorking\sub-041\eeg\sub-041_task-AuditoryVisualShift_run-01_eventstemp1.tsv]
-sub-042_run-01:
-	[ Created a dataframe for sub-042_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Created a dataframe for sub-042_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Concatenated the BIDS and EEG event files for processing]
-	[ Verified sample column, sample_offset, and latency columns have same values]
-	[ Dropped ['trial_type', 'value', 'response_time', 'stim_file', 'HED', 'sample_offset', 'latency', 'urevent', 'usertags', 'type'] drop_columns]
-	[ Reordered the final columns as ['onset', 'duration', 'sample', 'event_code', 'cond_code']]
-	[ Saved as G:\AttentionShift\AttentionShiftWorking\sub-042\eeg\sub-042_task-AuditoryVisualShift_run-01_eventstemp1.tsv]
-sub-043_run-01:
-	[ Created a dataframe for sub-043_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Created a dataframe for sub-043_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Concatenated the BIDS and EEG event files for processing]
-	[ Verified sample column, sample_offset, and latency columns have same values]
-	[ Dropped ['trial_type', 'value', 'response_time', 'stim_file', 'HED', 'sample_offset', 'latency', 'urevent', 'usertags', 'type'] drop_columns]
-	[ Reordered the final columns as ['onset', 'duration', 'sample', 'event_code', 'cond_code']]
-	[ Saved as G:\AttentionShift\AttentionShiftWorking\sub-043\eeg\sub-043_task-AuditoryVisualShift_run-01_eventstemp1.tsv]
-sub-044_run-01:
-	[ Created a dataframe for sub-044_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Created a dataframe for sub-044_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Concatenated the BIDS and EEG event files for processing]
-	[ Verified sample column, sample_offset, and latency columns have same values]
-	[ Dropped ['trial_type', 'value', 'response_time', 'stim_file', 'HED', 'sample_offset', 'latency', 'urevent', 'usertags', 'type'] drop_columns]
-	[ Reordered the final columns as ['onset', 'duration', 'sample', 'event_code', 'cond_code']]
-	[ Saved as G:\AttentionShift\AttentionShiftWorking\sub-044\eeg\sub-044_task-AuditoryVisualShift_run-01_eventstemp1.tsv]
-sub-045_run-01:
-	[ Created a dataframe for sub-045_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Created a dataframe for sub-045_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Concatenated the BIDS and EEG event files for processing]
-	[ Verified sample column, sample_offset, and latency columns have same values]
-	[ Dropped ['trial_type', 'value', 'response_time', 'stim_file', 'HED', 'sample_offset', 'latency', 'urevent', 'usertags', 'type'] drop_columns]
-	[ Reordered the final columns as ['onset', 'duration', 'sample', 'event_code', 'cond_code']]
-	[ Saved as G:\AttentionShift\AttentionShiftWorking\sub-045\eeg\sub-045_task-AuditoryVisualShift_run-01_eventstemp1.tsv]
-sub-046_run-01:
-	[ Created a dataframe for sub-046_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Created a dataframe for sub-046_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Concatenated the BIDS and EEG event files for processing]
-	[ Verified sample column, sample_offset, and latency columns have same values]
-	[ Dropped ['trial_type', 'value', 'response_time', 'stim_file', 'HED', 'sample_offset', 'latency', 'urevent', 'usertags', 'type'] drop_columns]
-	[ Reordered the final columns as ['onset', 'duration', 'sample', 'event_code', 'cond_code']]
-	[ Saved as G:\AttentionShift\AttentionShiftWorking\sub-046\eeg\sub-046_task-AuditoryVisualShift_run-01_eventstemp1.tsv]
-sub-047_run-01:
-	[ Created a dataframe for sub-047_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Created a dataframe for sub-047_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Concatenated the BIDS and EEG event files for processing]
-	[ Verified sample column, sample_offset, and latency columns have same values]
-	[ Dropped ['trial_type', 'value', 'response_time', 'stim_file', 'HED', 'sample_offset', 'latency', 'urevent', 'usertags', 'type'] drop_columns]
-	[ Reordered the final columns as ['onset', 'duration', 'sample', 'event_code', 'cond_code']]
-	[ Saved as G:\AttentionShift\AttentionShiftWorking\sub-047\eeg\sub-047_task-AuditoryVisualShift_run-01_eventstemp1.tsv]
-sub-048_run-01:
-	[ Created a dataframe for sub-048_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Created a dataframe for sub-048_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Concatenated the BIDS and EEG event files for processing]
-	[ Verified sample column, sample_offset, and latency columns have same values]
-	[ Dropped ['trial_type', 'value', 'response_time', 'stim_file', 'HED', 'sample_offset', 'latency', 'urevent', 'usertags', 'type'] drop_columns]
-	[ Reordered the final columns as ['onset', 'duration', 'sample', 'event_code', 'cond_code']]
-	[ Saved as G:\AttentionShift\AttentionShiftWorking\sub-048\eeg\sub-048_task-AuditoryVisualShift_run-01_eventstemp1.tsv]
-sub-049_run-01:
-	[ Created a dataframe for sub-049_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Created a dataframe for sub-049_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Concatenated the BIDS and EEG event files for processing]
-	[ Verified sample column, sample_offset, and latency columns have same values]
-	[ Dropped ['trial_type', 'value', 'response_time', 'stim_file', 'HED', 'sample_offset', 'latency', 'urevent', 'usertags', 'type'] drop_columns]
-	[ Reordered the final columns as ['onset', 'duration', 'sample', 'event_code', 'cond_code']]
-	[ Saved as G:\AttentionShift\AttentionShiftWorking\sub-049\eeg\sub-049_task-AuditoryVisualShift_run-01_eventstemp1.tsv]
-
-ERROR Summary:
-attention_shift_02_initial_combination_log: Level ERROR
-sub-001_run-01:
-sub-002_run-01:
-sub-003_run-01:
-sub-004_run-01:
-sub-004_run-02:
-sub-005_run-01:
-sub-006_run-01:
-sub-007_run-01:
-sub-008_run-01:
-sub-009_run-01:
-sub-010_run-01:
-sub-011_run-01:
-sub-012_run-01:
-sub-013_run-01:
-sub-014_run-01:
-sub-015_run-01:
-sub-016_run-01:
-sub-017_run-01:
-sub-018_run-01:
-sub-019_run-01:
-sub-020_run-02:
-sub-021_run-02:
-sub-022_run-02:
-sub-023_run-01:
-sub-024_run-01:
-sub-025_run-01:
-sub-026_run-01:
-sub-027_run-01:
-sub-028_run-01:
-sub-028_run-02:
-sub-029_run-01:
-sub-030_run-01:
-sub-031_run-01:
-sub-032_run-01:
-sub-033_run-01:
-sub-034_run-01:
-sub-035_run-01:
-sub-036_run-01:
-sub-036_run-02:
-sub-037_run-01:
-sub-038_run-01:
-sub-039_run-01:
-sub-040_run-01:
-sub-041_run-01:
-sub-042_run-01:
-sub-043_run-01:
-sub-044_run-01:
-sub-045_run-01:
-sub-046_run-01:
-sub-047_run-01:
-sub-048_run-01:
-sub-049_run-01:
\ No newline at end of file
diff --git a/datasets/eeg_ds002893s_hed/code/curation_logs/attention_shift_03_check_cond_consistency_log.txt b/datasets/eeg_ds002893s_hed/code/curation_logs/attention_shift_03_check_cond_consistency_log.txt
deleted file mode 100644
index 18055e5..0000000
--- a/datasets/eeg_ds002893s_hed/code/curation_logs/attention_shift_03_check_cond_consistency_log.txt
+++ /dev/null
@@ -1,307 +0,0 @@
-code/curation_logs/attention_shift_03_check_cond_consistency_log.txt 2022-04-18 09:19:53.944852
-
-Summary for column dictionary :
-   Categorical columns (2):
-      cond_code (4 distinct values):
-         0: 6067
-         1: 58184
-         2: 54044
-         3: 168840
-      event_code (16 distinct values):
-         1: 11703
-         10: 4702
-         11: 37548
-         12: 37524
-         13: 18778
-         14: 18779
-         2: 11701
-         201: 29028
-         202: 927
-         3: 9296
-         4: 9301
-         5: 37171
-         6: 37167
-         7: 9406
-         8: 9408
-         9: 4696
-   Value columns (0):
-
-
-Log output:
-attention_shift_03_check_cond_consistency_log: Level None
-sub-001_run-01:
-	[WARNING 6 event_code values of 202]
-sub-002_run-01:
-	[WARNING 20 event_code values of 202]
-sub-003_run-01:
-	[WARNING 20 event_code values of 202]
-sub-004_run-01:
-	[WARNING 1 event_code values of 202]
-sub-004_run-02:
-	[WARNING 19 event_code values of 202]
-sub-005_run-01:
-	[WARNING 5 shift event codes in a focus condition]
-	[WARNING 6 event_code values of 202]
-sub-006_run-01:
-	[WARNING 20 event_code values of 202]
-sub-007_run-01:
-	[WARNING 18 event_code values of 202]
-sub-008_run-01:
-	[WARNING 2874 shift event codes in a focus condition]
-	[WARNING 11 event_code values of 202]
-sub-009_run-01:
-	[WARNING 26 event_code values of 202]
-sub-010_run-01:
-	[WARNING 18 event_code values of 202]
-sub-011_run-01:
-	[WARNING 21 event_code values of 202]
-sub-012_run-01:
-	[WARNING 22 event_code values of 202]
-sub-013_run-01:
-	[WARNING 20 event_code values of 202]
-sub-014_run-01:
-	[WARNING 19 event_code values of 202]
-sub-015_run-01:
-	[WARNING 239 focus event codes in a shift condition]
-	[WARNING 21 event_code values of 202]
-sub-016_run-01:
-	[WARNING 22 event_code values of 202]
-sub-017_run-01:
-	[WARNING 19 event_code values of 202]
-sub-018_run-01:
-	[WARNING 19 event_code values of 202]
-sub-019_run-01:
-	[WARNING 16 event_code values of 202]
-sub-020_run-02:
-	[WARNING 9 event_code values of 202]
-sub-021_run-02:
-	[WARNING 22 event_code values of 202]
-sub-022_run-02:
-	[WARNING 17 event_code values of 202]
-sub-023_run-01:
-	[WARNING 20 event_code values of 202]
-sub-024_run-01:
-	[WARNING 13 event_code values of 202]
-sub-025_run-01:
-	[WARNING 20 event_code values of 202]
-sub-026_run-01:
-	[WARNING 20 event_code values of 202]
-sub-027_run-01:
-	[WARNING 17 event_code values of 202]
-sub-028_run-01:
-	[WARNING 14 event_code values of 202]
-sub-028_run-02:
-	[WARNING 5 event_code values of 202]
-sub-029_run-01:
-	[WARNING 20 event_code values of 202]
-sub-030_run-01:
-	[WARNING 20 event_code values of 202]
-sub-031_run-01:
-	[WARNING 6067 cond_code values of 0]
-	[WARNING 20 event_code values of 202]
-sub-032_run-01:
-	[WARNING 20 event_code values of 202]
-sub-033_run-01:
-	[WARNING 20 event_code values of 202]
-sub-034_run-01:
-	[WARNING 19 event_code values of 202]
-sub-035_run-01:
-	[WARNING 17 event_code values of 202]
-sub-036_run-01:
-	[WARNING 1 event_code values of 202]
-sub-036_run-02:
-	[WARNING 721 focus event codes in a shift condition]
-	[WARNING 20 event_code values of 202]
-sub-037_run-01:
-	[WARNING 22 event_code values of 202]
-sub-038_run-01:
-	[WARNING 20 event_code values of 202]
-sub-039_run-01:
-	[WARNING 21 event_code values of 202]
-sub-040_run-01:
-	[WARNING 20 event_code values of 202]
-sub-041_run-01:
-	[WARNING 19 event_code values of 202]
-sub-042_run-01:
-	[WARNING 22 event_code values of 202]
-sub-043_run-01:
-	[WARNING 21 event_code values of 202]
-sub-044_run-01:
-	[WARNING 21 event_code values of 202]
-sub-045_run-01:
-	[WARNING 19 event_code values of 202]
-sub-046_run-01:
-	[WARNING 20 event_code values of 202]
-sub-047_run-01:
-	[WARNING 21 event_code values of 202]
-sub-048_run-01:
-	[WARNING 23 event_code values of 202]
-sub-049_run-01:
-	[WARNING 20 event_code values of 202]
-
-ERROR Summary:
-attention_shift_03_check_cond_consistency_log: Level ERROR
-sub-001_run-01:
-sub-002_run-01:
-sub-003_run-01:
-sub-004_run-01:
-sub-004_run-02:
-sub-005_run-01:
-sub-006_run-01:
-sub-007_run-01:
-sub-008_run-01:
-sub-009_run-01:
-sub-010_run-01:
-sub-011_run-01:
-sub-012_run-01:
-sub-013_run-01:
-sub-014_run-01:
-sub-015_run-01:
-sub-016_run-01:
-sub-017_run-01:
-sub-018_run-01:
-sub-019_run-01:
-sub-020_run-02:
-sub-021_run-02:
-sub-022_run-02:
-sub-023_run-01:
-sub-024_run-01:
-sub-025_run-01:
-sub-026_run-01:
-sub-027_run-01:
-sub-028_run-01:
-sub-028_run-02:
-sub-029_run-01:
-sub-030_run-01:
-sub-031_run-01:
-sub-032_run-01:
-sub-033_run-01:
-sub-034_run-01:
-sub-035_run-01:
-sub-036_run-01:
-sub-036_run-02:
-sub-037_run-01:
-sub-038_run-01:
-sub-039_run-01:
-sub-040_run-01:
-sub-041_run-01:
-sub-042_run-01:
-sub-043_run-01:
-sub-044_run-01:
-sub-045_run-01:
-sub-046_run-01:
-sub-047_run-01:
-sub-048_run-01:
-sub-049_run-01:
-
-ERROR Summary:
-attention_shift_03_check_cond_consistency_log: Level WARNING
-sub-001_run-01:
-	[WARNING 6 event_code values of 202]
-sub-002_run-01:
-	[WARNING 20 event_code values of 202]
-sub-003_run-01:
-	[WARNING 20 event_code values of 202]
-sub-004_run-01:
-	[WARNING 1 event_code values of 202]
-sub-004_run-02:
-	[WARNING 19 event_code values of 202]
-sub-005_run-01:
-	[WARNING 5 shift event codes in a focus condition]
-	[WARNING 6 event_code values of 202]
-sub-006_run-01:
-	[WARNING 20 event_code values of 202]
-sub-007_run-01:
-	[WARNING 18 event_code values of 202]
-sub-008_run-01:
-	[WARNING 2874 shift event codes in a focus condition]
-	[WARNING 11 event_code values of 202]
-sub-009_run-01:
-	[WARNING 26 event_code values of 202]
-sub-010_run-01:
-	[WARNING 18 event_code values of 202]
-sub-011_run-01:
-	[WARNING 21 event_code values of 202]
-sub-012_run-01:
-	[WARNING 22 event_code values of 202]
-sub-013_run-01:
-	[WARNING 20 event_code values of 202]
-sub-014_run-01:
-	[WARNING 19 event_code values of 202]
-sub-015_run-01:
-	[WARNING 239 focus event codes in a shift condition]
-	[WARNING 21 event_code values of 202]
-sub-016_run-01:
-	[WARNING 22 event_code values of 202]
-sub-017_run-01:
-	[WARNING 19 event_code values of 202]
-sub-018_run-01:
-	[WARNING 19 event_code values of 202]
-sub-019_run-01:
-	[WARNING 16 event_code values of 202]
-sub-020_run-02:
-	[WARNING 9 event_code values of 202]
-sub-021_run-02:
-	[WARNING 22 event_code values of 202]
-sub-022_run-02:
-	[WARNING 17 event_code values of 202]
-sub-023_run-01:
-	[WARNING 20 event_code values of 202]
-sub-024_run-01:
-	[WARNING 13 event_code values of 202]
-sub-025_run-01:
-	[WARNING 20 event_code values of 202]
-sub-026_run-01:
-	[WARNING 20 event_code values of 202]
-sub-027_run-01:
-	[WARNING 17 event_code values of 202]
-sub-028_run-01:
-	[WARNING 14 event_code values of 202]
-sub-028_run-02:
-	[WARNING 5 event_code values of 202]
-sub-029_run-01:
-	[WARNING 20 event_code values of 202]
-sub-030_run-01:
-	[WARNING 20 event_code values of 202]
-sub-031_run-01:
-	[WARNING 6067 cond_code values of 0]
-	[WARNING 20 event_code values of 202]
-sub-032_run-01:
-	[WARNING 20 event_code values of 202]
-sub-033_run-01:
-	[WARNING 20 event_code values of 202]
-sub-034_run-01:
-	[WARNING 19 event_code values of 202]
-sub-035_run-01:
-	[WARNING 17 event_code values of 202]
-sub-036_run-01:
-	[WARNING 1 event_code values of 202]
-sub-036_run-02:
-	[WARNING 721 focus event codes in a shift condition]
-	[WARNING 20 event_code values of 202]
-sub-037_run-01:
-	[WARNING 22 event_code values of 202]
-sub-038_run-01:
-	[WARNING 20 event_code values of 202]
-sub-039_run-01:
-	[WARNING 21 event_code values of 202]
-sub-040_run-01:
-	[WARNING 20 event_code values of 202]
-sub-041_run-01:
-	[WARNING 19 event_code values of 202]
-sub-042_run-01:
-	[WARNING 22 event_code values of 202]
-sub-043_run-01:
-	[WARNING 21 event_code values of 202]
-sub-044_run-01:
-	[WARNING 21 event_code values of 202]
-sub-045_run-01:
-	[WARNING 19 event_code values of 202]
-sub-046_run-01:
-	[WARNING 20 event_code values of 202]
-sub-047_run-01:
-	[WARNING 21 event_code values of 202]
-sub-048_run-01:
-	[WARNING 23 event_code values of 202]
-sub-049_run-01:
-	[WARNING 20 event_code values of 202]
\ No newline at end of file
diff --git a/datasets/eeg_ds002893s_hed/code/curation_logs/attention_shift_04_fix_cond_codes_log.txt b/datasets/eeg_ds002893s_hed/code/curation_logs/attention_shift_04_fix_cond_codes_log.txt
deleted file mode 100644
index 8bf911f..0000000
--- a/datasets/eeg_ds002893s_hed/code/curation_logs/attention_shift_04_fix_cond_codes_log.txt
+++ /dev/null
@@ -1,187 +0,0 @@
-code/curation_logs/attention_shift_04_fix_cond_codes_log.txt 2022-04-18 11:00:37.201522
-
-
-Log output:
-attention_shift_04_fix_cond_codes_log: Level None
-sub-001_run-01:
-	[ Saving G:\AttentionShift\AttentionShiftWorking\sub-001\eeg\sub-001_task-AuditoryVisualShift_run-01_eventstemp2.tsv]
-sub-002_run-01:
-	[ Saving G:\AttentionShift\AttentionShiftWorking\sub-002\eeg\sub-002_task-AuditoryVisualShift_run-01_eventstemp2.tsv]
-sub-003_run-01:
-	[ Saving G:\AttentionShift\AttentionShiftWorking\sub-003\eeg\sub-003_task-AuditoryVisualShift_run-01_eventstemp2.tsv]
-	[ Updating cond_codes 289:578=1, 578=3]
-	[ Saving G:\AttentionShift\AttentionShiftWorking\sub-003\eeg\sub-003_task-AuditoryVisualShift_run-01_eventstemp2.tsv]
-sub-004_run-01:
-	[ Saving G:\AttentionShift\AttentionShiftWorking\sub-004\eeg\sub-004_task-AuditoryVisualShift_run-01_eventstemp2.tsv]
-sub-004_run-02:
-	[ Saving G:\AttentionShift\AttentionShiftWorking\sub-004\eeg\sub-004_task-AuditoryVisualShift_run-02_eventstemp2.tsv]
-sub-005_run-01:
-	[ Saving G:\AttentionShift\AttentionShiftWorking\sub-005\eeg\sub-005_task-AuditoryVisualShift_run-01_eventstemp2.tsv]
-	[ Updating event_codes 266:272=255]
-	[ Saving G:\AttentionShift\AttentionShiftWorking\sub-005\eeg\sub-005_task-AuditoryVisualShift_run-01_eventstemp2.tsv]
-sub-006_run-01:
-	[ Saving G:\AttentionShift\AttentionShiftWorking\sub-006\eeg\sub-006_task-AuditoryVisualShift_run-01_eventstemp2.tsv]
-sub-007_run-01:
-	[ Saving G:\AttentionShift\AttentionShiftWorking\sub-007\eeg\sub-007_task-AuditoryVisualShift_run-01_eventstemp2.tsv]
-sub-008_run-01:
-	[ Saving G:\AttentionShift\AttentionShiftWorking\sub-008\eeg\sub-008_task-AuditoryVisualShift_run-01_eventstemp2.tsv]
-	[ Updating cond_codes 372:661=2, 661:4197=3, 4197:5059=1, 5059:=2]
-	[ Saving G:\AttentionShift\AttentionShiftWorking\sub-008\eeg\sub-008_task-AuditoryVisualShift_run-01_eventstemp2.tsv]
-sub-009_run-01:
-	[ Saving G:\AttentionShift\AttentionShiftWorking\sub-009\eeg\sub-009_task-AuditoryVisualShift_run-01_eventstemp2.tsv]
-sub-010_run-01:
-	[ Saving G:\AttentionShift\AttentionShiftWorking\sub-010\eeg\sub-010_task-AuditoryVisualShift_run-01_eventstemp2.tsv]
-sub-011_run-01:
-	[ Saving G:\AttentionShift\AttentionShiftWorking\sub-011\eeg\sub-011_task-AuditoryVisualShift_run-01_eventstemp2.tsv]
-sub-012_run-01:
-	[ Saving G:\AttentionShift\AttentionShiftWorking\sub-012\eeg\sub-012_task-AuditoryVisualShift_run-01_eventstemp2.tsv]
-sub-013_run-01:
-	[ Saving G:\AttentionShift\AttentionShiftWorking\sub-013\eeg\sub-013_task-AuditoryVisualShift_run-01_eventstemp2.tsv]
-sub-014_run-01:
-	[ Saving G:\AttentionShift\AttentionShiftWorking\sub-014\eeg\sub-014_task-AuditoryVisualShift_run-01_eventstemp2.tsv]
-sub-015_run-01:
-	[ Saving G:\AttentionShift\AttentionShiftWorking\sub-015\eeg\sub-015_task-AuditoryVisualShift_run-01_eventstemp2.tsv]
-	[ Updating cond_codes 4104:4389=1]
-	[ Saving G:\AttentionShift\AttentionShiftWorking\sub-015\eeg\sub-015_task-AuditoryVisualShift_run-01_eventstemp2.tsv]
-sub-016_run-01:
-	[ Saving G:\AttentionShift\AttentionShiftWorking\sub-016\eeg\sub-016_task-AuditoryVisualShift_run-01_eventstemp2.tsv]
-	[ Updating cond_codes 4973=1]
-	[ Saving G:\AttentionShift\AttentionShiftWorking\sub-016\eeg\sub-016_task-AuditoryVisualShift_run-01_eventstemp2.tsv]
-sub-017_run-01:
-	[ Saving G:\AttentionShift\AttentionShiftWorking\sub-017\eeg\sub-017_task-AuditoryVisualShift_run-01_eventstemp2.tsv]
-sub-018_run-01:
-	[ Saving G:\AttentionShift\AttentionShiftWorking\sub-018\eeg\sub-018_task-AuditoryVisualShift_run-01_eventstemp2.tsv]
-	[ Updating cond_codes 4999:=1]
-	[ Saving G:\AttentionShift\AttentionShiftWorking\sub-018\eeg\sub-018_task-AuditoryVisualShift_run-01_eventstemp2.tsv]
-sub-019_run-01:
-	[ Saving G:\AttentionShift\AttentionShiftWorking\sub-019\eeg\sub-019_task-AuditoryVisualShift_run-01_eventstemp2.tsv]
-sub-020_run-02:
-	[ Saving G:\AttentionShift\AttentionShiftWorking\sub-020\eeg\sub-020_task-AuditoryVisualShift_run-02_eventstemp2.tsv]
-sub-021_run-02:
-	[ Saving G:\AttentionShift\AttentionShiftWorking\sub-021\eeg\sub-021_task-AuditoryVisualShift_run-02_eventstemp2.tsv]
-sub-022_run-02:
-	[ Saving G:\AttentionShift\AttentionShiftWorking\sub-022\eeg\sub-022_task-AuditoryVisualShift_run-02_eventstemp2.tsv]
-sub-023_run-01:
-	[ Saving G:\AttentionShift\AttentionShiftWorking\sub-023\eeg\sub-023_task-AuditoryVisualShift_run-01_eventstemp2.tsv]
-	[ Updating cond_codes 0:287=2]
-	[ Saving G:\AttentionShift\AttentionShiftWorking\sub-023\eeg\sub-023_task-AuditoryVisualShift_run-01_eventstemp2.tsv]
-sub-024_run-01:
-	[ Saving G:\AttentionShift\AttentionShiftWorking\sub-024\eeg\sub-024_task-AuditoryVisualShift_run-01_eventstemp2.tsv]
-sub-025_run-01:
-	[ Saving G:\AttentionShift\AttentionShiftWorking\sub-025\eeg\sub-025_task-AuditoryVisualShift_run-01_eventstemp2.tsv]
-sub-026_run-01:
-	[ Saving G:\AttentionShift\AttentionShiftWorking\sub-026\eeg\sub-026_task-AuditoryVisualShift_run-01_eventstemp2.tsv]
-sub-027_run-01:
-	[ Saving G:\AttentionShift\AttentionShiftWorking\sub-027\eeg\sub-027_task-AuditoryVisualShift_run-01_eventstemp2.tsv]
-sub-028_run-01:
-	[ Saving G:\AttentionShift\AttentionShiftWorking\sub-028\eeg\sub-028_task-AuditoryVisualShift_run-01_eventstemp2.tsv]
-sub-028_run-02:
-	[ Saving G:\AttentionShift\AttentionShiftWorking\sub-028\eeg\sub-028_task-AuditoryVisualShift_run-02_eventstemp2.tsv]
-sub-029_run-01:
-	[ Saving G:\AttentionShift\AttentionShiftWorking\sub-029\eeg\sub-029_task-AuditoryVisualShift_run-01_eventstemp2.tsv]
-sub-030_run-01:
-	[ Saving G:\AttentionShift\AttentionShiftWorking\sub-030\eeg\sub-030_task-AuditoryVisualShift_run-01_eventstemp2.tsv]
-sub-031_run-01:
-	[ Saving G:\AttentionShift\AttentionShiftWorking\sub-031\eeg\sub-031_task-AuditoryVisualShift_run-01_eventstemp2.tsv]
-	[ Updating cond_codes 0:344=1, 344:635=2, 635:4314=3, 4314:5196=1, 5196:=2]
-	[ Saving G:\AttentionShift\AttentionShiftWorking\sub-031\eeg\sub-031_task-AuditoryVisualShift_run-01_eventstemp2.tsv]
-	[ Saving G:\AttentionShift\AttentionShiftWorking\sub-031\eeg\sub-031_task-AuditoryVisualShift_run-01_eventstemp2.tsv]
-sub-032_run-01:
-	[ Saving G:\AttentionShift\AttentionShiftWorking\sub-032\eeg\sub-032_task-AuditoryVisualShift_run-01_eventstemp2.tsv]
-sub-033_run-01:
-	[ Saving G:\AttentionShift\AttentionShiftWorking\sub-033\eeg\sub-033_task-AuditoryVisualShift_run-01_eventstemp2.tsv]
-sub-034_run-01:
-	[ Saving G:\AttentionShift\AttentionShiftWorking\sub-034\eeg\sub-034_task-AuditoryVisualShift_run-01_eventstemp2.tsv]
-sub-035_run-01:
-	[ Saving G:\AttentionShift\AttentionShiftWorking\sub-035\eeg\sub-035_task-AuditoryVisualShift_run-01_eventstemp2.tsv]
-sub-036_run-01:
-	[ Saving G:\AttentionShift\AttentionShiftWorking\sub-036\eeg\sub-036_task-AuditoryVisualShift_run-01_eventstemp2.tsv]
-sub-036_run-02:
-	[ Saving G:\AttentionShift\AttentionShiftWorking\sub-036\eeg\sub-036_task-AuditoryVisualShift_run-02_eventstemp2.tsv]
-	[ Updating cond_codes 3881:4752=1]
-	[ Saving G:\AttentionShift\AttentionShiftWorking\sub-036\eeg\sub-036_task-AuditoryVisualShift_run-02_eventstemp2.tsv]
-sub-037_run-01:
-	[ Saving G:\AttentionShift\AttentionShiftWorking\sub-037\eeg\sub-037_task-AuditoryVisualShift_run-01_eventstemp2.tsv]
-	[ Updating cond_codes 312:608=2]
-	[ Saving G:\AttentionShift\AttentionShiftWorking\sub-037\eeg\sub-037_task-AuditoryVisualShift_run-01_eventstemp2.tsv]
-sub-038_run-01:
-	[ Saving G:\AttentionShift\AttentionShiftWorking\sub-038\eeg\sub-038_task-AuditoryVisualShift_run-01_eventstemp2.tsv]
-	[ Updating cond_codes 290:577=1]
-	[ Saving G:\AttentionShift\AttentionShiftWorking\sub-038\eeg\sub-038_task-AuditoryVisualShift_run-01_eventstemp2.tsv]
-sub-039_run-01:
-	[ Saving G:\AttentionShift\AttentionShiftWorking\sub-039\eeg\sub-039_task-AuditoryVisualShift_run-01_eventstemp2.tsv]
-sub-040_run-01:
-	[ Saving G:\AttentionShift\AttentionShiftWorking\sub-040\eeg\sub-040_task-AuditoryVisualShift_run-01_eventstemp2.tsv]
-sub-041_run-01:
-	[ Saving G:\AttentionShift\AttentionShiftWorking\sub-041\eeg\sub-041_task-AuditoryVisualShift_run-01_eventstemp2.tsv]
-sub-042_run-01:
-	[ Saving G:\AttentionShift\AttentionShiftWorking\sub-042\eeg\sub-042_task-AuditoryVisualShift_run-01_eventstemp2.tsv]
-sub-043_run-01:
-	[ Saving G:\AttentionShift\AttentionShiftWorking\sub-043\eeg\sub-043_task-AuditoryVisualShift_run-01_eventstemp2.tsv]
-sub-044_run-01:
-	[ Saving G:\AttentionShift\AttentionShiftWorking\sub-044\eeg\sub-044_task-AuditoryVisualShift_run-01_eventstemp2.tsv]
-sub-045_run-01:
-	[ Saving G:\AttentionShift\AttentionShiftWorking\sub-045\eeg\sub-045_task-AuditoryVisualShift_run-01_eventstemp2.tsv]
-sub-046_run-01:
-	[ Saving G:\AttentionShift\AttentionShiftWorking\sub-046\eeg\sub-046_task-AuditoryVisualShift_run-01_eventstemp2.tsv]
-sub-047_run-01:
-	[ Saving G:\AttentionShift\AttentionShiftWorking\sub-047\eeg\sub-047_task-AuditoryVisualShift_run-01_eventstemp2.tsv]
-sub-048_run-01:
-	[ Saving G:\AttentionShift\AttentionShiftWorking\sub-048\eeg\sub-048_task-AuditoryVisualShift_run-01_eventstemp2.tsv]
-sub-049_run-01:
-	[ Saving G:\AttentionShift\AttentionShiftWorking\sub-049\eeg\sub-049_task-AuditoryVisualShift_run-01_eventstemp2.tsv]
-
-ERROR Summary:
-attention_shift_04_fix_cond_codes_log: Level ERROR
-sub-001_run-01:
-sub-002_run-01:
-sub-003_run-01:
-sub-004_run-01:
-sub-004_run-02:
-sub-005_run-01:
-sub-006_run-01:
-sub-007_run-01:
-sub-008_run-01:
-sub-009_run-01:
-sub-010_run-01:
-sub-011_run-01:
-sub-012_run-01:
-sub-013_run-01:
-sub-014_run-01:
-sub-015_run-01:
-sub-016_run-01:
-sub-017_run-01:
-sub-018_run-01:
-sub-019_run-01:
-sub-020_run-02:
-sub-021_run-02:
-sub-022_run-02:
-sub-023_run-01:
-sub-024_run-01:
-sub-025_run-01:
-sub-026_run-01:
-sub-027_run-01:
-sub-028_run-01:
-sub-028_run-02:
-sub-029_run-01:
-sub-030_run-01:
-sub-031_run-01:
-sub-032_run-01:
-sub-033_run-01:
-sub-034_run-01:
-sub-035_run-01:
-sub-036_run-01:
-sub-036_run-02:
-sub-037_run-01:
-sub-038_run-01:
-sub-039_run-01:
-sub-040_run-01:
-sub-041_run-01:
-sub-042_run-01:
-sub-043_run-01:
-sub-044_run-01:
-sub-045_run-01:
-sub-046_run-01:
-sub-047_run-01:
-sub-048_run-01:
-sub-049_run-01:
\ No newline at end of file
diff --git a/datasets/eeg_ds002893s_hed/code/curation_logs/attention_shift_05_add_trials_log.txt b/datasets/eeg_ds002893s_hed/code/curation_logs/attention_shift_05_add_trials_log.txt
deleted file mode 100644
index eb9e5d8..0000000
--- a/datasets/eeg_ds002893s_hed/code/curation_logs/attention_shift_05_add_trials_log.txt
+++ /dev/null
@@ -1,456 +0,0 @@
-code/curation_logs/attention_shift_05_add_trials_log.txt 2022-04-18 11:12:33.061266
-
-
-Log output:
-attention_shift_05_add_trials_log: Level None
-sub-001_run-01:
-	[ Added columns with 479 sub_blocks and 4793 trials and shift_modality]
-	[ Saved the file to G:\AttentionShift\AttentionShiftWorking\sub-001\eeg\sub-001_task-AuditoryVisualShift_run-01_eventstemp3.tsv]
-	[  Block 1 0:294 (cond_code 1): 24 sub-blocks 240 trials]
-	[  Block 2 294:583 (cond_code 2): 24 sub-blocks 240 trials]
-	[  Block 3 583:4131 (cond_code 3): 287 sub-blocks 2875 trials]
-	[  Block 4 4131:4992 (cond_code 1): 72 sub-blocks 718 trials]
-	[  Block 5 4992:5856 (cond_code 2): 72 sub-blocks 720 trials]
-sub-002_run-01:
-	[ Added columns with 480 sub_blocks and 4795 trials and shift_modality]
-	[ Saved the file to G:\AttentionShift\AttentionShiftWorking\sub-002\eeg\sub-002_task-AuditoryVisualShift_run-01_eventstemp3.tsv]
-	[  Block 1 0:289 (cond_code 1): 24 sub-blocks 240 trials]
-	[  Block 2 289:578 (cond_code 2): 24 sub-blocks 240 trials]
-	[  Block 3 578:4144 (cond_code 3): 288 sub-blocks 2878 trials]
-	[  Block 4 4144:5009 (cond_code 1): 72 sub-blocks 719 trials]
-	[  Block 5 5009:5874 (cond_code 2): 72 sub-blocks 718 trials]
-sub-003_run-01:
-	[ Added columns with 480 sub_blocks and 4795 trials and shift_modality]
-	[ Saved the file to G:\AttentionShift\AttentionShiftWorking\sub-003\eeg\sub-003_task-AuditoryVisualShift_run-01_eventstemp3.tsv]
-	[  Block 1 0:289 (cond_code 2): 24 sub-blocks 240 trials]
-	[  Block 2 289:578 (cond_code 1): 24 sub-blocks 240 trials]
-	[  Block 3 578:4138 (cond_code 3): 288 sub-blocks 2878 trials]
-	[  Block 4 4138:5003 (cond_code 2): 72 sub-blocks 718 trials]
-	[  Block 5 5003:5867 (cond_code 1): 72 sub-blocks 719 trials]
-sub-004_run-01:
-	[ Added columns with 24 sub_blocks and 240 trials and shift_modality]
-	[ Saved the file to G:\AttentionShift\AttentionShiftWorking\sub-004\eeg\sub-004_task-AuditoryVisualShift_run-01_eventstemp3.tsv]
-	[  Block 1 0:289 (cond_code 2): 24 sub-blocks 240 trials]
-sub-004_run-02:
-	[ Added columns with 456 sub_blocks and 4556 trials and shift_modality]
-	[ Saved the file to G:\AttentionShift\AttentionShiftWorking\sub-004\eeg\sub-004_task-AuditoryVisualShift_run-02_eventstemp3.tsv]
-	[  Block 1 0:289 (cond_code 1): 24 sub-blocks 240 trials]
-	[  Block 2 289:3838 (cond_code 3): 288 sub-blocks 2876 trials]
-	[  Block 3 3838:4705 (cond_code 2): 72 sub-blocks 720 trials]
-	[  Block 4 4705:5572 (cond_code 1): 72 sub-blocks 720 trials]
-sub-005_run-01:
-	[ Added columns with 479 sub_blocks and 4791 trials and shift_modality]
-	[ Saved the file to G:\AttentionShift\AttentionShiftWorking\sub-005\eeg\sub-005_task-AuditoryVisualShift_run-01_eventstemp3.tsv]
-	[  Block 1 0:264 (cond_code 1): 24 sub-blocks 240 trials]
-	[  Block 2 264:558 (cond_code 2): 24 sub-blocks 240 trials]
-	[  Block 3 558:4047 (cond_code 3): 288 sub-blocks 2878 trials]
-	[  Block 4 4047:4910 (cond_code 1): 72 sub-blocks 718 trials]
-	[  Block 5 4910:5769 (cond_code 2): 71 sub-blocks 715 trials]
-sub-006_run-01:
-	[ Added columns with 480 sub_blocks and 4794 trials and shift_modality]
-	[ Saved the file to G:\AttentionShift\AttentionShiftWorking\sub-006\eeg\sub-006_task-AuditoryVisualShift_run-01_eventstemp3.tsv]
-	[  Block 1 0:290 (cond_code 1): 24 sub-blocks 240 trials]
-	[  Block 2 290:580 (cond_code 2): 24 sub-blocks 240 trials]
-	[  Block 3 580:4135 (cond_code 3): 288 sub-blocks 2877 trials]
-	[  Block 4 4135:4995 (cond_code 1): 72 sub-blocks 718 trials]
-	[  Block 5 4995:5860 (cond_code 2): 72 sub-blocks 719 trials]
-sub-007_run-01:
-	[ Added columns with 481 sub_blocks and 4791 trials and shift_modality]
-	[ Saved the file to G:\AttentionShift\AttentionShiftWorking\sub-007\eeg\sub-007_task-AuditoryVisualShift_run-01_eventstemp3.tsv]
-	[  Block 1 0:289 (cond_code 2): 24 sub-blocks 239 trials]
-	[  Block 2 289:571 (cond_code 1): 24 sub-blocks 240 trials]
-	[  Block 3 571:4101 (cond_code 3): 289 sub-blocks 2875 trials]
-	[  Block 4 4101:4962 (cond_code 2): 72 sub-blocks 720 trials]
-	[  Block 5 4962:5821 (cond_code 1): 72 sub-blocks 717 trials]
-sub-008_run-01:
-	[ Added columns with 480 sub_blocks and 4791 trials and shift_modality]
-	[ Saved the file to G:\AttentionShift\AttentionShiftWorking\sub-008\eeg\sub-008_task-AuditoryVisualShift_run-01_eventstemp3.tsv]
-	[  Block 1 0:372 (cond_code 1): 24 sub-blocks 239 trials]
-	[  Block 2 372:661 (cond_code 2): 24 sub-blocks 240 trials]
-	[  Block 3 661:4197 (cond_code 3): 288 sub-blocks 2874 trials]
-	[  Block 4 4197:5059 (cond_code 1): 72 sub-blocks 718 trials]
-	[  Block 5 5059:5920 (cond_code 2): 72 sub-blocks 720 trials]
-sub-009_run-01:
-	[ Added columns with 480 sub_blocks and 4793 trials and shift_modality]
-	[ Saved the file to G:\AttentionShift\AttentionShiftWorking\sub-009\eeg\sub-009_task-AuditoryVisualShift_run-01_eventstemp3.tsv]
-	[  Block 1 0:289 (cond_code 2): 24 sub-blocks 240 trials]
-	[  Block 2 289:579 (cond_code 1): 24 sub-blocks 240 trials]
-	[  Block 3 579:4117 (cond_code 3): 288 sub-blocks 2874 trials]
-	[  Block 4 4117:4983 (cond_code 2): 72 sub-blocks 720 trials]
-	[  Block 5 4983:5848 (cond_code 1): 72 sub-blocks 719 trials]
-sub-010_run-01:
-	[ Added columns with 480 sub_blocks and 4794 trials and shift_modality]
-	[ Saved the file to G:\AttentionShift\AttentionShiftWorking\sub-010\eeg\sub-010_task-AuditoryVisualShift_run-01_eventstemp3.tsv]
-	[  Block 1 0:289 (cond_code 1): 24 sub-blocks 240 trials]
-	[  Block 2 289:580 (cond_code 2): 24 sub-blocks 240 trials]
-	[  Block 3 580:4134 (cond_code 3): 288 sub-blocks 2876 trials]
-	[  Block 4 4134:4999 (cond_code 1): 72 sub-blocks 720 trials]
-	[  Block 5 4999:5856 (cond_code 2): 72 sub-blocks 718 trials]
-sub-011_run-01:
-	[ Added columns with 483 sub_blocks and 4818 trials and shift_modality]
-	[ Saved the file to G:\AttentionShift\AttentionShiftWorking\sub-011\eeg\sub-011_task-AuditoryVisualShift_run-01_eventstemp3.tsv]
-	[  Block 1 0:327 (cond_code 1): 27 sub-blocks 265 trials]
-	[  Block 2 327:619 (cond_code 2): 24 sub-blocks 240 trials]
-	[  Block 3 619:4160 (cond_code 3): 288 sub-blocks 2874 trials]
-	[  Block 4 4160:5026 (cond_code 1): 72 sub-blocks 720 trials]
-	[  Block 5 5026:5892 (cond_code 2): 72 sub-blocks 719 trials]
-sub-012_run-01:
-	[ Added columns with 480 sub_blocks and 4790 trials and shift_modality]
-	[ Saved the file to G:\AttentionShift\AttentionShiftWorking\sub-012\eeg\sub-012_task-AuditoryVisualShift_run-01_eventstemp3.tsv]
-	[  Block 1 0:287 (cond_code 2): 24 sub-blocks 238 trials]
-	[  Block 2 287:575 (cond_code 1): 24 sub-blocks 240 trials]
-	[  Block 3 575:4130 (cond_code 3): 288 sub-blocks 2874 trials]
-	[  Block 4 4130:4998 (cond_code 2): 72 sub-blocks 721 trials]
-	[  Block 5 4998:5859 (cond_code 1): 72 sub-blocks 717 trials]
-sub-013_run-01:
-	[ Added columns with 480 sub_blocks and 4792 trials and shift_modality]
-	[ Saved the file to G:\AttentionShift\AttentionShiftWorking\sub-013\eeg\sub-013_task-AuditoryVisualShift_run-01_eventstemp3.tsv]
-	[  Block 1 0:288 (cond_code 2): 24 sub-blocks 240 trials]
-	[  Block 2 288:577 (cond_code 1): 24 sub-blocks 240 trials]
-	[  Block 3 577:4128 (cond_code 3): 288 sub-blocks 2875 trials]
-	[  Block 4 4128:4992 (cond_code 2): 72 sub-blocks 719 trials]
-	[  Block 5 4992:5857 (cond_code 1): 72 sub-blocks 718 trials]
-sub-014_run-01:
-	[ Added columns with 480 sub_blocks and 4792 trials and shift_modality]
-	[ Saved the file to G:\AttentionShift\AttentionShiftWorking\sub-014\eeg\sub-014_task-AuditoryVisualShift_run-01_eventstemp3.tsv]
-	[  Block 1 0:287 (cond_code 2): 24 sub-blocks 240 trials]
-	[  Block 2 287:574 (cond_code 1): 24 sub-blocks 240 trials]
-	[  Block 3 574:4105 (cond_code 3): 288 sub-blocks 2873 trials]
-	[  Block 4 4105:4971 (cond_code 2): 72 sub-blocks 720 trials]
-	[  Block 5 4971:5832 (cond_code 1): 72 sub-blocks 719 trials]
-sub-015_run-01:
-	[ Added columns with 480 sub_blocks and 4793 trials and shift_modality]
-	[ Saved the file to G:\AttentionShift\AttentionShiftWorking\sub-015\eeg\sub-015_task-AuditoryVisualShift_run-01_eventstemp3.tsv]
-	[  Block 1 0:289 (cond_code 1): 24 sub-blocks 240 trials]
-	[  Block 2 289:576 (cond_code 2): 24 sub-blocks 239 trials]
-	[  Block 3 576:4104 (cond_code 3): 288 sub-blocks 2877 trials]
-	[  Block 4 4104:4958 (cond_code 1): 72 sub-blocks 719 trials]
-	[  Block 5 4958:5812 (cond_code 2): 72 sub-blocks 718 trials]
-sub-016_run-01:
-	[ Added columns with 480 sub_blocks and 4793 trials and shift_modality]
-	[ Saved the file to G:\AttentionShift\AttentionShiftWorking\sub-016\eeg\sub-016_task-AuditoryVisualShift_run-01_eventstemp3.tsv]
-	[  Block 1 0:288 (cond_code 2): 24 sub-blocks 237 trials]
-	[  Block 2 288:576 (cond_code 1): 24 sub-blocks 240 trials]
-	[  Block 3 576:4108 (cond_code 3): 288 sub-blocks 2876 trials]
-	[  Block 4 4108:4973 (cond_code 2): 72 sub-blocks 720 trials]
-	[  Block 5 4973:5832 (cond_code 1): 72 sub-blocks 720 trials]
-sub-017_run-01:
-	[ Added columns with 480 sub_blocks and 4791 trials and shift_modality]
-	[ Saved the file to G:\AttentionShift\AttentionShiftWorking\sub-017\eeg\sub-017_task-AuditoryVisualShift_run-01_eventstemp3.tsv]
-	[  Block 1 0:291 (cond_code 2): 24 sub-blocks 240 trials]
-	[  Block 2 291:580 (cond_code 1): 24 sub-blocks 240 trials]
-	[  Block 3 580:4128 (cond_code 3): 288 sub-blocks 2874 trials]
-	[  Block 4 4128:4992 (cond_code 2): 72 sub-blocks 718 trials]
-	[  Block 5 4992:5858 (cond_code 1): 72 sub-blocks 719 trials]
-sub-018_run-01:
-	[ Added columns with 480 sub_blocks and 4793 trials and shift_modality]
-	[ Saved the file to G:\AttentionShift\AttentionShiftWorking\sub-018\eeg\sub-018_task-AuditoryVisualShift_run-01_eventstemp3.tsv]
-	[  Block 1 0:286 (cond_code 2): 24 sub-blocks 240 trials]
-	[  Block 2 286:575 (cond_code 1): 24 sub-blocks 240 trials]
-	[  Block 3 575:4136 (cond_code 3): 288 sub-blocks 2875 trials]
-	[  Block 4 4136:4999 (cond_code 2): 72 sub-blocks 718 trials]
-	[  Block 5 4999:5865 (cond_code 1): 72 sub-blocks 720 trials]
-sub-019_run-01:
-	[ Added columns with 432 sub_blocks and 4312 trials and shift_modality]
-	[ Saved the file to G:\AttentionShift\AttentionShiftWorking\sub-019\eeg\sub-019_task-AuditoryVisualShift_run-01_eventstemp3.tsv]
-	[  Block 1 0:3546 (cond_code 3): 288 sub-blocks 2874 trials]
-	[  Block 2 3546:4411 (cond_code 2): 72 sub-blocks 718 trials]
-	[  Block 3 4411:5277 (cond_code 1): 72 sub-blocks 720 trials]
-sub-020_run-02:
-	[ Added columns with 480 sub_blocks and 4797 trials and shift_modality]
-	[ Saved the file to G:\AttentionShift\AttentionShiftWorking\sub-020\eeg\sub-020_task-AuditoryVisualShift_run-02_eventstemp3.tsv]
-	[  Block 1 0:290 (cond_code 1): 24 sub-blocks 240 trials]
-	[  Block 2 290:581 (cond_code 2): 24 sub-blocks 239 trials]
-	[  Block 3 581:4141 (cond_code 3): 288 sub-blocks 2879 trials]
-	[  Block 4 4141:5003 (cond_code 1): 72 sub-blocks 719 trials]
-	[  Block 5 5003:5868 (cond_code 2): 72 sub-blocks 720 trials]
-sub-021_run-02:
-	[ Added columns with 479 sub_blocks and 4797 trials and shift_modality]
-	[ Saved the file to G:\AttentionShift\AttentionShiftWorking\sub-021\eeg\sub-021_task-AuditoryVisualShift_run-02_eventstemp3.tsv]
-	[  Block 1 0:287 (cond_code 1): 24 sub-blocks 240 trials]
-	[  Block 2 287:576 (cond_code 2): 24 sub-blocks 240 trials]
-	[  Block 3 576:4120 (cond_code 3): 287 sub-blocks 2878 trials]
-	[  Block 4 4120:4983 (cond_code 1): 72 sub-blocks 719 trials]
-	[  Block 5 4983:5848 (cond_code 2): 72 sub-blocks 720 trials]
-sub-022_run-02:
-	[ Added columns with 468 sub_blocks and 4731 trials and shift_modality]
-	[ Saved the file to G:\AttentionShift\AttentionShiftWorking\sub-022\eeg\sub-022_task-AuditoryVisualShift_run-02_eventstemp3.tsv]
-	[  Block 1 0:299 (cond_code 2): 23 sub-blocks 240 trials]
-	[  Block 2 299:629 (cond_code 1): 24 sub-blocks 239 trials]
-	[  Block 3 629:4192 (cond_code 3): 277 sub-blocks 2814 trials]
-	[  Block 4 4192:5058 (cond_code 2): 72 sub-blocks 720 trials]
-	[  Block 5 5058:5922 (cond_code 1): 72 sub-blocks 718 trials]
-sub-023_run-01:
-	[ Added columns with 480 sub_blocks and 4795 trials and shift_modality]
-	[ Saved the file to G:\AttentionShift\AttentionShiftWorking\sub-023\eeg\sub-023_task-AuditoryVisualShift_run-01_eventstemp3.tsv]
-	[  Block 1 0:287 (cond_code 2): 24 sub-blocks 240 trials]
-	[  Block 2 287:575 (cond_code 1): 24 sub-blocks 240 trials]
-	[  Block 3 575:4120 (cond_code 3): 288 sub-blocks 2877 trials]
-	[  Block 4 4120:4982 (cond_code 2): 72 sub-blocks 718 trials]
-	[  Block 5 4982:5848 (cond_code 1): 72 sub-blocks 720 trials]
-sub-024_run-01:
-	[ Added columns with 456 sub_blocks and 4556 trials and shift_modality]
-	[ Saved the file to G:\AttentionShift\AttentionShiftWorking\sub-024\eeg\sub-024_task-AuditoryVisualShift_run-01_eventstemp3.tsv]
-	[  Block 1 0:293 (cond_code 2): 24 sub-blocks 240 trials]
-	[  Block 2 293:3895 (cond_code 3): 288 sub-blocks 2876 trials]
-	[  Block 3 3895:4773 (cond_code 1): 72 sub-blocks 720 trials]
-	[  Block 4 4773:5639 (cond_code 2): 72 sub-blocks 720 trials]
-sub-025_run-01:
-	[ Added columns with 480 sub_blocks and 4793 trials and shift_modality]
-	[ Saved the file to G:\AttentionShift\AttentionShiftWorking\sub-025\eeg\sub-025_task-AuditoryVisualShift_run-01_eventstemp3.tsv]
-	[  Block 1 0:293 (cond_code 2): 24 sub-blocks 239 trials]
-	[  Block 2 293:583 (cond_code 1): 24 sub-blocks 239 trials]
-	[  Block 3 583:4165 (cond_code 3): 288 sub-blocks 2877 trials]
-	[  Block 4 4165:5030 (cond_code 2): 72 sub-blocks 719 trials]
-	[  Block 5 5030:5897 (cond_code 1): 72 sub-blocks 719 trials]
-sub-026_run-01:
-	[ Added columns with 478 sub_blocks and 4797 trials and shift_modality]
-	[ Saved the file to G:\AttentionShift\AttentionShiftWorking\sub-026\eeg\sub-026_task-AuditoryVisualShift_run-01_eventstemp3.tsv]
-	[  Block 1 0:288 (cond_code 1): 24 sub-blocks 240 trials]
-	[  Block 2 288:578 (cond_code 2): 24 sub-blocks 240 trials]
-	[  Block 3 578:4125 (cond_code 3): 287 sub-blocks 2878 trials]
-	[  Block 4 4125:4991 (cond_code 1): 72 sub-blocks 719 trials]
-	[  Block 5 4991:5852 (cond_code 2): 71 sub-blocks 720 trials]
-sub-027_run-01:
-	[ Added columns with 479 sub_blocks and 4795 trials and shift_modality]
-	[ Saved the file to G:\AttentionShift\AttentionShiftWorking\sub-027\eeg\sub-027_task-AuditoryVisualShift_run-01_eventstemp3.tsv]
-	[  Block 1 0:290 (cond_code 2): 24 sub-blocks 240 trials]
-	[  Block 2 290:571 (cond_code 1): 24 sub-blocks 239 trials]
-	[  Block 3 571:4106 (cond_code 3): 287 sub-blocks 2876 trials]
-	[  Block 4 4106:4970 (cond_code 2): 72 sub-blocks 720 trials]
-	[  Block 5 4970:5830 (cond_code 1): 72 sub-blocks 720 trials]
-sub-028_run-01:
-	[ Added columns with 336 sub_blocks and 3353 trials and shift_modality]
-	[ Saved the file to G:\AttentionShift\AttentionShiftWorking\sub-028\eeg\sub-028_task-AuditoryVisualShift_run-01_eventstemp3.tsv]
-	[  Block 1 0:291 (cond_code 1): 24 sub-blocks 240 trials]
-	[  Block 2 291:580 (cond_code 2): 24 sub-blocks 239 trials]
-	[  Block 3 580:4131 (cond_code 3): 288 sub-blocks 2874 trials]
-sub-028_run-02:
-	[ Added columns with 144 sub_blocks and 1438 trials and shift_modality]
-	[ Saved the file to G:\AttentionShift\AttentionShiftWorking\sub-028\eeg\sub-028_task-AuditoryVisualShift_run-02_eventstemp3.tsv]
-	[  Block 1 0:865 (cond_code 1): 72 sub-blocks 719 trials]
-	[  Block 2 865:1729 (cond_code 2): 72 sub-blocks 719 trials]
-sub-029_run-01:
-	[ Added columns with 480 sub_blocks and 4795 trials and shift_modality]
-	[ Saved the file to G:\AttentionShift\AttentionShiftWorking\sub-029\eeg\sub-029_task-AuditoryVisualShift_run-01_eventstemp3.tsv]
-	[  Block 1 0:286 (cond_code 2): 24 sub-blocks 239 trials]
-	[  Block 2 286:575 (cond_code 1): 24 sub-blocks 240 trials]
-	[  Block 3 575:4129 (cond_code 3): 288 sub-blocks 2877 trials]
-	[  Block 4 4129:4993 (cond_code 2): 72 sub-blocks 720 trials]
-	[  Block 5 4993:5857 (cond_code 1): 72 sub-blocks 719 trials]
-sub-030_run-01:
-	[ Added columns with 480 sub_blocks and 4793 trials and shift_modality]
-	[ Saved the file to G:\AttentionShift\AttentionShiftWorking\sub-030\eeg\sub-030_task-AuditoryVisualShift_run-01_eventstemp3.tsv]
-	[  Block 1 0:304 (cond_code 2): 24 sub-blocks 238 trials]
-	[  Block 2 304:595 (cond_code 1): 24 sub-blocks 240 trials]
-	[  Block 3 595:4217 (cond_code 3): 288 sub-blocks 2877 trials]
-	[  Block 4 4217:5084 (cond_code 2): 72 sub-blocks 719 trials]
-	[  Block 5 5084:5948 (cond_code 1): 72 sub-blocks 719 trials]
-sub-031_run-01:
-	[ Added columns with 480 sub_blocks and 4803 trials and shift_modality]
-	[ Saved the file to G:\AttentionShift\AttentionShiftWorking\sub-031\eeg\sub-031_task-AuditoryVisualShift_run-01_eventstemp3.tsv]
-	[  Block 1 0:344 (cond_code 1): 24 sub-blocks 240 trials]
-	[  Block 2 344:635 (cond_code 2): 24 sub-blocks 240 trials]
-	[  Block 3 635:4314 (cond_code 3): 288 sub-blocks 2878 trials]
-	[  Block 4 4314:5196 (cond_code 1): 72 sub-blocks 722 trials]
-	[  Block 5 5196:6067 (cond_code 2): 72 sub-blocks 723 trials]
-sub-032_run-01:
-	[ Added columns with 479 sub_blocks and 4786 trials and shift_modality]
-	[ Saved the file to G:\AttentionShift\AttentionShiftWorking\sub-032\eeg\sub-032_task-AuditoryVisualShift_run-01_eventstemp3.tsv]
-	[  Block 1 0:296 (cond_code 2): 24 sub-blocks 240 trials]
-	[  Block 2 296:579 (cond_code 1): 23 sub-blocks 235 trials]
-	[  Block 3 579:4137 (cond_code 3): 288 sub-blocks 2871 trials]
-	[  Block 4 4137:5003 (cond_code 2): 72 sub-blocks 719 trials]
-	[  Block 5 5003:5872 (cond_code 1): 72 sub-blocks 721 trials]
-sub-033_run-01:
-	[ Added columns with 480 sub_blocks and 4789 trials and shift_modality]
-	[ Saved the file to G:\AttentionShift\AttentionShiftWorking\sub-033\eeg\sub-033_task-AuditoryVisualShift_run-01_eventstemp3.tsv]
-	[  Block 1 0:294 (cond_code 1): 24 sub-blocks 240 trials]
-	[  Block 2 294:584 (cond_code 2): 24 sub-blocks 240 trials]
-	[  Block 3 584:4342 (cond_code 3): 288 sub-blocks 2873 trials]
-	[  Block 4 4342:5252 (cond_code 1): 72 sub-blocks 716 trials]
-	[  Block 5 5252:6095 (cond_code 2): 72 sub-blocks 720 trials]
-sub-034_run-01:
-	[ Added columns with 480 sub_blocks and 4795 trials and shift_modality]
-	[ Saved the file to G:\AttentionShift\AttentionShiftWorking\sub-034\eeg\sub-034_task-AuditoryVisualShift_run-01_eventstemp3.tsv]
-	[  Block 1 0:288 (cond_code 2): 24 sub-blocks 239 trials]
-	[  Block 2 288:577 (cond_code 1): 24 sub-blocks 240 trials]
-	[  Block 3 577:4136 (cond_code 3): 288 sub-blocks 2876 trials]
-	[  Block 4 4136:4997 (cond_code 2): 72 sub-blocks 720 trials]
-	[  Block 5 4997:5849 (cond_code 1): 72 sub-blocks 720 trials]
-sub-035_run-01:
-	[ Added columns with 408 sub_blocks and 4073 trials and shift_modality]
-	[ Saved the file to G:\AttentionShift\AttentionShiftWorking\sub-035\eeg\sub-035_task-AuditoryVisualShift_run-01_eventstemp3.tsv]
-	[  Block 1 0:3822 (cond_code 3): 288 sub-blocks 2875 trials]
-	[  Block 2 3822:4409 (cond_code 2): 48 sub-blocks 479 trials]
-	[  Block 3 4409:5290 (cond_code 1): 72 sub-blocks 719 trials]
-sub-036_run-01:
-	[ Added columns with 24 sub_blocks and 240 trials and shift_modality]
-	[ Saved the file to G:\AttentionShift\AttentionShiftWorking\sub-036\eeg\sub-036_task-AuditoryVisualShift_run-01_eventstemp3.tsv]
-	[  Block 1 0:290 (cond_code 1): 24 sub-blocks 240 trials]
-sub-036_run-02:
-	[ Added columns with 456 sub_blocks and 4553 trials and shift_modality]
-	[ Saved the file to G:\AttentionShift\AttentionShiftWorking\sub-036\eeg\sub-036_task-AuditoryVisualShift_run-02_eventstemp3.tsv]
-	[  Block 1 0:295 (cond_code 2): 24 sub-blocks 239 trials]
-	[  Block 2 295:3881 (cond_code 3): 288 sub-blocks 2874 trials]
-	[  Block 3 3881:4752 (cond_code 1): 72 sub-blocks 721 trials]
-	[  Block 4 4752:5619 (cond_code 2): 72 sub-blocks 719 trials]
-sub-037_run-01:
-	[ Added columns with 480 sub_blocks and 4783 trials and shift_modality]
-	[ Saved the file to G:\AttentionShift\AttentionShiftWorking\sub-037\eeg\sub-037_task-AuditoryVisualShift_run-01_eventstemp3.tsv]
-	[  Block 1 0:312 (cond_code 1): 24 sub-blocks 239 trials]
-	[  Block 2 312:608 (cond_code 2): 24 sub-blocks 239 trials]
-	[  Block 3 608:4133 (cond_code 3): 288 sub-blocks 2866 trials]
-	[  Block 4 4133:4989 (cond_code 1): 72 sub-blocks 719 trials]
-	[  Block 5 4989:5858 (cond_code 2): 72 sub-blocks 720 trials]
-sub-038_run-01:
-	[ Added columns with 480 sub_blocks and 4791 trials and shift_modality]
-	[ Saved the file to G:\AttentionShift\AttentionShiftWorking\sub-038\eeg\sub-038_task-AuditoryVisualShift_run-01_eventstemp3.tsv]
-	[  Block 1 0:290 (cond_code 2): 24 sub-blocks 240 trials]
-	[  Block 2 290:577 (cond_code 1): 24 sub-blocks 240 trials]
-	[  Block 3 577:4103 (cond_code 3): 288 sub-blocks 2872 trials]
-	[  Block 4 4103:4963 (cond_code 2): 72 sub-blocks 719 trials]
-	[  Block 5 4963:5827 (cond_code 1): 72 sub-blocks 720 trials]
-sub-039_run-01:
-	[ Added columns with 481 sub_blocks and 4796 trials and shift_modality]
-	[ Saved the file to G:\AttentionShift\AttentionShiftWorking\sub-039\eeg\sub-039_task-AuditoryVisualShift_run-01_eventstemp3.tsv]
-	[  Block 1 0:282 (cond_code 2): 24 sub-blocks 240 trials]
-	[  Block 2 282:568 (cond_code 1): 24 sub-blocks 240 trials]
-	[  Block 3 568:4118 (cond_code 3): 288 sub-blocks 2875 trials]
-	[  Block 4 4118:4994 (cond_code 2): 72 sub-blocks 719 trials]
-	[  Block 5 4994:5866 (cond_code 1): 73 sub-blocks 722 trials]
-sub-040_run-01:
-	[ Added columns with 480 sub_blocks and 4796 trials and shift_modality]
-	[ Saved the file to G:\AttentionShift\AttentionShiftWorking\sub-040\eeg\sub-040_task-AuditoryVisualShift_run-01_eventstemp3.tsv]
-	[  Block 1 0:292 (cond_code 2): 24 sub-blocks 240 trials]
-	[  Block 2 292:579 (cond_code 1): 24 sub-blocks 240 trials]
-	[  Block 3 579:4131 (cond_code 3): 288 sub-blocks 2877 trials]
-	[  Block 4 4131:4996 (cond_code 2): 72 sub-blocks 720 trials]
-	[  Block 5 4996:5860 (cond_code 1): 72 sub-blocks 719 trials]
-sub-041_run-01:
-	[ Added columns with 480 sub_blocks and 4793 trials and shift_modality]
-	[ Saved the file to G:\AttentionShift\AttentionShiftWorking\sub-041\eeg\sub-041_task-AuditoryVisualShift_run-01_eventstemp3.tsv]
-	[  Block 1 0:301 (cond_code 2): 24 sub-blocks 240 trials]
-	[  Block 2 301:589 (cond_code 1): 24 sub-blocks 240 trials]
-	[  Block 3 589:4159 (cond_code 3): 288 sub-blocks 2874 trials]
-	[  Block 4 4159:5030 (cond_code 2): 72 sub-blocks 719 trials]
-	[  Block 5 5030:5897 (cond_code 1): 72 sub-blocks 720 trials]
-sub-042_run-01:
-	[ Added columns with 479 sub_blocks and 4790 trials and shift_modality]
-	[ Saved the file to G:\AttentionShift\AttentionShiftWorking\sub-042\eeg\sub-042_task-AuditoryVisualShift_run-01_eventstemp3.tsv]
-	[  Block 1 0:291 (cond_code 1): 24 sub-blocks 240 trials]
-	[  Block 2 291:595 (cond_code 2): 24 sub-blocks 240 trials]
-	[  Block 3 595:4213 (cond_code 3): 287 sub-blocks 2873 trials]
-	[  Block 4 4213:5090 (cond_code 1): 72 sub-blocks 718 trials]
-	[  Block 5 5090:5969 (cond_code 2): 72 sub-blocks 719 trials]
-sub-043_run-01:
-	[ Added columns with 480 sub_blocks and 4793 trials and shift_modality]
-	[ Saved the file to G:\AttentionShift\AttentionShiftWorking\sub-043\eeg\sub-043_task-AuditoryVisualShift_run-01_eventstemp3.tsv]
-	[  Block 1 0:288 (cond_code 1): 24 sub-blocks 240 trials]
-	[  Block 2 288:581 (cond_code 2): 24 sub-blocks 240 trials]
-	[  Block 3 581:4224 (cond_code 3): 288 sub-blocks 2876 trials]
-	[  Block 4 4224:5098 (cond_code 1): 72 sub-blocks 719 trials]
-	[  Block 5 5098:5965 (cond_code 2): 72 sub-blocks 718 trials]
-sub-044_run-01:
-	[ Added columns with 491 sub_blocks and 4901 trials and shift_modality]
-	[ Saved the file to G:\AttentionShift\AttentionShiftWorking\sub-044\eeg\sub-044_task-AuditoryVisualShift_run-01_eventstemp3.tsv]
-	[  Block 1 0:294 (cond_code 2): 24 sub-blocks 242 trials]
-	[  Block 2 294:583 (cond_code 1): 24 sub-blocks 240 trials]
-	[  Block 3 583:4146 (cond_code 3): 288 sub-blocks 2872 trials]
-	[  Block 4 4146:5009 (cond_code 2): 72 sub-blocks 719 trials]
-	[  Block 5 5009:6006 (cond_code 1): 83 sub-blocks 828 trials]
-sub-045_run-01:
-	[ Added columns with 480 sub_blocks and 4795 trials and shift_modality]
-	[ Saved the file to G:\AttentionShift\AttentionShiftWorking\sub-045\eeg\sub-045_task-AuditoryVisualShift_run-01_eventstemp3.tsv]
-	[  Block 1 0:294 (cond_code 1): 24 sub-blocks 242 trials]
-	[  Block 2 294:585 (cond_code 2): 24 sub-blocks 240 trials]
-	[  Block 3 585:4150 (cond_code 3): 288 sub-blocks 2875 trials]
-	[  Block 4 4150:5012 (cond_code 1): 72 sub-blocks 719 trials]
-	[  Block 5 5012:5876 (cond_code 2): 72 sub-blocks 719 trials]
-sub-046_run-01:
-	[ Added columns with 481 sub_blocks and 4791 trials and shift_modality]
-	[ Saved the file to G:\AttentionShift\AttentionShiftWorking\sub-046\eeg\sub-046_task-AuditoryVisualShift_run-01_eventstemp3.tsv]
-	[  Block 1 0:306 (cond_code 1): 25 sub-blocks 243 trials]
-	[  Block 2 306:606 (cond_code 2): 24 sub-blocks 239 trials]
-	[  Block 3 606:4172 (cond_code 3): 288 sub-blocks 2873 trials]
-	[  Block 4 4172:5034 (cond_code 1): 72 sub-blocks 719 trials]
-	[  Block 5 5034:5898 (cond_code 2): 72 sub-blocks 717 trials]
-sub-047_run-01:
-	[ Added columns with 480 sub_blocks and 4789 trials and shift_modality]
-	[ Saved the file to G:\AttentionShift\AttentionShiftWorking\sub-047\eeg\sub-047_task-AuditoryVisualShift_run-01_eventstemp3.tsv]
-	[  Block 1 0:296 (cond_code 2): 24 sub-blocks 239 trials]
-	[  Block 2 296:586 (cond_code 1): 24 sub-blocks 240 trials]
-	[  Block 3 586:4235 (cond_code 3): 288 sub-blocks 2872 trials]
-	[  Block 4 4235:5103 (cond_code 2): 72 sub-blocks 719 trials]
-	[  Block 5 5103:5979 (cond_code 1): 72 sub-blocks 719 trials]
-sub-048_run-01:
-	[ Added columns with 508 sub_blocks and 5045 trials and shift_modality]
-	[ Saved the file to G:\AttentionShift\AttentionShiftWorking\sub-048\eeg\sub-048_task-AuditoryVisualShift_run-01_eventstemp3.tsv]
-	[  Block 1 0:575 (cond_code 1): 48 sub-blocks 477 trials]
-	[  Block 2 575:868 (cond_code 2): 24 sub-blocks 239 trials]
-	[  Block 3 868:4443 (cond_code 3): 291 sub-blocks 2890 trials]
-	[  Block 4 4443:5308 (cond_code 1): 72 sub-blocks 719 trials]
-	[  Block 5 5308:6177 (cond_code 2): 73 sub-blocks 720 trials]
-sub-049_run-01:
-	[ Added columns with 482 sub_blocks and 4822 trials and shift_modality]
-	[ Saved the file to G:\AttentionShift\AttentionShiftWorking\sub-049\eeg\sub-049_task-AuditoryVisualShift_run-01_eventstemp3.tsv]
-	[  Block 1 0:291 (cond_code 2): 24 sub-blocks 240 trials]
-	[  Block 2 291:614 (cond_code 1): 24 sub-blocks 240 trials]
-	[  Block 3 614:4125 (cond_code 3): 287 sub-blocks 2878 trials]
-	[  Block 4 4125:4992 (cond_code 2): 72 sub-blocks 720 trials]
-	[  Block 5 4992:5890 (cond_code 1): 75 sub-blocks 744 trials]
-
-ERROR Summary:
-attention_shift_05_add_trials_log: Level ERROR
-sub-001_run-01:
-sub-002_run-01:
-sub-003_run-01:
-sub-004_run-01:
-sub-004_run-02:
-sub-005_run-01:
-sub-006_run-01:
-sub-007_run-01:
-sub-008_run-01:
-sub-009_run-01:
-sub-010_run-01:
-sub-011_run-01:
-sub-012_run-01:
-sub-013_run-01:
-sub-014_run-01:
-sub-015_run-01:
-sub-016_run-01:
-sub-017_run-01:
-sub-018_run-01:
-sub-019_run-01:
-sub-020_run-02:
-sub-021_run-02:
-sub-022_run-02:
-sub-023_run-01:
-sub-024_run-01:
-sub-025_run-01:
-sub-026_run-01:
-sub-027_run-01:
-sub-028_run-01:
-sub-028_run-02:
-sub-029_run-01:
-sub-030_run-01:
-sub-031_run-01:
-sub-032_run-01:
-sub-033_run-01:
-sub-034_run-01:
-sub-035_run-01:
-sub-036_run-01:
-sub-036_run-02:
-sub-037_run-01:
-sub-038_run-01:
-sub-039_run-01:
-sub-040_run-01:
-sub-041_run-01:
-sub-042_run-01:
-sub-043_run-01:
-sub-044_run-01:
-sub-045_run-01:
-sub-046_run-01:
-sub-047_run-01:
-sub-048_run-01:
-sub-049_run-01:
\ No newline at end of file
diff --git a/datasets/eeg_ds002893s_hed/code/curation_logs/attention_shift_06_fix_modality_code_inconsistencies_log.txt b/datasets/eeg_ds002893s_hed/code/curation_logs/attention_shift_06_fix_modality_code_inconsistencies_log.txt
deleted file mode 100644
index a387b49..0000000
--- a/datasets/eeg_ds002893s_hed/code/curation_logs/attention_shift_06_fix_modality_code_inconsistencies_log.txt
+++ /dev/null
@@ -1,396 +0,0 @@
-code/curation_logs/attention_shift_06_fix_modality_code_inconsistencies_log.txt 2022-04-18 12:51:13.840829
-
-
-Log output:
-attention_shift_06_fix_modality_code_inconsistencies_log: Level None
-sub-001_run-01:
-	[ sub-001_run-01 has 1 event code values of 9 in auditory changing to 7]
-	[ [2462]]
-	[ sub-001_run-01 has 4 event code values of 11 in visual changing to 13]
-	[ [883, 884, 1192, 1193]]
-	[ sub-001_run-01 has 7 event code values of 12 in visual changing to 14]
-	[ [820, 2456, 2458, 2460, 2464, 2465, 2467]]
-	[ sub-001_run-01 has 5 event code values of 13 in visual changing to 11]
-	[ [2457, 2459, 2461, 2463, 2466]]
-	[ Saving G:\AttentionShift\AttentionShiftWorking\sub-001\eeg\sub-001_task-AuditoryVisualShift_run-01_eventstemp4.tsv]
-sub-002_run-01:
-	[ sub-002_run-01 has 4 event code values of 11 in visual changing to 13]
-	[ [880, 881, 1193, 1194]]
-	[ sub-002_run-01 has 1 event code values of 12 in visual changing to 14]
-	[ [815]]
-	[ Saving G:\AttentionShift\AttentionShiftWorking\sub-002\eeg\sub-002_task-AuditoryVisualShift_run-01_eventstemp4.tsv]
-sub-003_run-01:
-	[ sub-003_run-01 has 4 event code values of 11 in visual changing to 13]
-	[ [877, 878, 1187, 1188]]
-	[ sub-003_run-01 has 1 event code values of 12 in visual changing to 14]
-	[ [814]]
-	[ Saving G:\AttentionShift\AttentionShiftWorking\sub-003\eeg\sub-003_task-AuditoryVisualShift_run-01_eventstemp4.tsv]
-sub-004_run-01:
-	[ Saving G:\AttentionShift\AttentionShiftWorking\sub-004\eeg\sub-004_task-AuditoryVisualShift_run-01_eventstemp4.tsv]
-sub-004_run-02:
-	[ sub-004_run-02 has 4 event code values of 11 in visual changing to 13]
-	[ [587, 588, 900, 901]]
-	[ sub-004_run-02 has 1 event code values of 12 in visual changing to 14]
-	[ [523]]
-	[ Saving G:\AttentionShift\AttentionShiftWorking\sub-004\eeg\sub-004_task-AuditoryVisualShift_run-02_eventstemp4.tsv]
-sub-005_run-01:
-	[ sub-005_run-01 has 4 event code values of 11 in visual changing to 13]
-	[ [827, 828, 1106, 1107]]
-	[ sub-005_run-01 has 1 event code values of 12 in visual changing to 14]
-	[ [770]]
-	[ Saving G:\AttentionShift\AttentionShiftWorking\sub-005\eeg\sub-005_task-AuditoryVisualShift_run-01_eventstemp4.tsv]
-sub-006_run-01:
-	[ sub-006_run-01 has 4 event code values of 11 in visual changing to 13]
-	[ [883, 884, 1192, 1193]]
-	[ sub-006_run-01 has 1 event code values of 12 in visual changing to 14]
-	[ [820]]
-	[ Saving G:\AttentionShift\AttentionShiftWorking\sub-006\eeg\sub-006_task-AuditoryVisualShift_run-01_eventstemp4.tsv]
-sub-007_run-01:
-	[ sub-007_run-01 has 1 event code values of 10 in visual changing to 8]
-	[ [629]]
-	[ sub-007_run-01 has 7 event code values of 11 in visual changing to 13]
-	[ [630, 632, 634, 872, 873, 1182, 1183]]
-	[ sub-007_run-01 has 1 event code values of 12 in visual changing to 14]
-	[ [809]]
-	[ sub-007_run-01 has 2 event code values of 14 in visual changing to 12]
-	[ [631, 633]]
-	[ Saving G:\AttentionShift\AttentionShiftWorking\sub-007\eeg\sub-007_task-AuditoryVisualShift_run-01_eventstemp4.tsv]
-sub-008_run-01:
-	[ sub-008_run-01 has 4 event code values of 11 in visual changing to 13]
-	[ [960, 961, 1269, 1270]]
-	[ sub-008_run-01 has 1 event code values of 12 in visual changing to 14]
-	[ [896]]
-	[ Saving G:\AttentionShift\AttentionShiftWorking\sub-008\eeg\sub-008_task-AuditoryVisualShift_run-01_eventstemp4.tsv]
-sub-009_run-01:
-	[ sub-009_run-01 has 4 event code values of 11 in visual changing to 13]
-	[ [876, 877, 1183, 1184]]
-	[ sub-009_run-01 has 1 event code values of 12 in visual changing to 14]
-	[ [813]]
-	[ Saving G:\AttentionShift\AttentionShiftWorking\sub-009\eeg\sub-009_task-AuditoryVisualShift_run-01_eventstemp4.tsv]
-sub-010_run-01:
-	[ sub-010_run-01 has 4 event code values of 11 in visual changing to 13]
-	[ [881, 882, 1194, 1195]]
-	[ sub-010_run-01 has 1 event code values of 12 in visual changing to 14]
-	[ [818]]
-	[ Saving G:\AttentionShift\AttentionShiftWorking\sub-010\eeg\sub-010_task-AuditoryVisualShift_run-01_eventstemp4.tsv]
-sub-011_run-01:
-	[ sub-011_run-01 has 4 event code values of 11 in visual changing to 13]
-	[ [921, 922, 1233, 1234]]
-	[ sub-011_run-01 has 1 event code values of 12 in visual changing to 14]
-	[ [859]]
-	[ Saving G:\AttentionShift\AttentionShiftWorking\sub-011\eeg\sub-011_task-AuditoryVisualShift_run-01_eventstemp4.tsv]
-sub-012_run-01:
-	[ sub-012_run-01 has 4 event code values of 11 in visual changing to 13]
-	[ [875, 876, 1186, 1187]]
-	[ sub-012_run-01 has 1 event code values of 12 in visual changing to 14]
-	[ [812]]
-	[ Saving G:\AttentionShift\AttentionShiftWorking\sub-012\eeg\sub-012_task-AuditoryVisualShift_run-01_eventstemp4.tsv]
-sub-013_run-01:
-	[ sub-013_run-01 has 4 event code values of 11 in visual changing to 13]
-	[ [879, 880, 1190, 1191]]
-	[ sub-013_run-01 has 1 event code values of 12 in visual changing to 14]
-	[ [815]]
-	[ Saving G:\AttentionShift\AttentionShiftWorking\sub-013\eeg\sub-013_task-AuditoryVisualShift_run-01_eventstemp4.tsv]
-sub-014_run-01:
-	[ sub-014_run-01 has 4 event code values of 11 in visual changing to 13]
-	[ [872, 873, 1179, 1180]]
-	[ sub-014_run-01 has 1 event code values of 12 in visual changing to 14]
-	[ [809]]
-	[ Saving G:\AttentionShift\AttentionShiftWorking\sub-014\eeg\sub-014_task-AuditoryVisualShift_run-01_eventstemp4.tsv]
-sub-015_run-01:
-	[ sub-015_run-01 has 4 event code values of 11 in visual changing to 13]
-	[ [877, 878, 1190, 1191]]
-	[ sub-015_run-01 has 1 event code values of 12 in visual changing to 14]
-	[ [813]]
-	[ Saving G:\AttentionShift\AttentionShiftWorking\sub-015\eeg\sub-015_task-AuditoryVisualShift_run-01_eventstemp4.tsv]
-sub-016_run-01:
-	[ sub-016_run-01 has 4 event code values of 11 in visual changing to 13]
-	[ [876, 877, 1188, 1189]]
-	[ sub-016_run-01 has 1 event code values of 12 in visual changing to 14]
-	[ [812]]
-	[ Saving G:\AttentionShift\AttentionShiftWorking\sub-016\eeg\sub-016_task-AuditoryVisualShift_run-01_eventstemp4.tsv]
-sub-017_run-01:
-	[ sub-017_run-01 has 4 event code values of 11 in visual changing to 13]
-	[ [882, 883, 1191, 1192]]
-	[ sub-017_run-01 has 1 event code values of 12 in visual changing to 14]
-	[ [818]]
-	[ Saving G:\AttentionShift\AttentionShiftWorking\sub-017\eeg\sub-017_task-AuditoryVisualShift_run-01_eventstemp4.tsv]
-sub-018_run-01:
-	[ sub-018_run-01 has 4 event code values of 11 in visual changing to 13]
-	[ [878, 879, 1189, 1190]]
-	[ sub-018_run-01 has 1 event code values of 12 in visual changing to 14]
-	[ [814]]
-	[ Saving G:\AttentionShift\AttentionShiftWorking\sub-018\eeg\sub-018_task-AuditoryVisualShift_run-01_eventstemp4.tsv]
-sub-019_run-01:
-	[ sub-019_run-01 has 4 event code values of 11 in visual changing to 13]
-	[ [300, 301, 610, 611]]
-	[ sub-019_run-01 has 1 event code values of 12 in visual changing to 14]
-	[ [236]]
-	[ Saving G:\AttentionShift\AttentionShiftWorking\sub-019\eeg\sub-019_task-AuditoryVisualShift_run-01_eventstemp4.tsv]
-sub-020_run-02:
-	[ sub-020_run-02 has 4 event code values of 11 in visual changing to 13]
-	[ [886, 887, 1197, 1198]]
-	[ sub-020_run-02 has 1 event code values of 12 in visual changing to 14]
-	[ [821]]
-	[ Saving G:\AttentionShift\AttentionShiftWorking\sub-020\eeg\sub-020_task-AuditoryVisualShift_run-02_eventstemp4.tsv]
-sub-021_run-02:
-	[ sub-021_run-02 has 4 event code values of 11 in visual changing to 13]
-	[ [878, 879, 1187, 1188]]
-	[ sub-021_run-02 has 1 event code values of 12 in visual changing to 14]
-	[ [815]]
-	[ Saving G:\AttentionShift\AttentionShiftWorking\sub-021\eeg\sub-021_task-AuditoryVisualShift_run-02_eventstemp4.tsv]
-	[ Updating focus_modality for 576:586 from n/a to auditory]
-	[ Saving G:\AttentionShift\AttentionShiftWorking\sub-021\eeg\sub-021_task-AuditoryVisualShift_run-02_eventstemp4.tsv]
-sub-022_run-02:
-	[ sub-022_run-02 has 3 event code values of 7 in visual changing to 9]
-	[ [946, 948, 950]]
-	[ sub-022_run-02 has 2 event code values of 10 in visual changing to 8]
-	[ [1494, 1501]]
-	[ sub-022_run-02 has 14 event code values of 11 in visual changing to 13]
-	[ [947, 949, 952, 953, 954, 1201, 1202, 1489, 1491, 1493, 1496, 1499, 1500, 1506]]
-	[ sub-022_run-02 has 1 event code values of 12 in visual changing to 14]
-	[ [886]]
-	[ sub-022_run-02 has 6 event code values of 14 in visual changing to 12]
-	[ [951, 1495, 1497, 1503, 1504, 1505]]
-	[ Saving G:\AttentionShift\AttentionShiftWorking\sub-022\eeg\sub-022_task-AuditoryVisualShift_run-02_eventstemp4.tsv]
-sub-023_run-01:
-	[ sub-023_run-01 has 4 event code values of 11 in visual changing to 13]
-	[ [874, 875, 1183, 1184]]
-	[ sub-023_run-01 has 1 event code values of 12 in visual changing to 14]
-	[ [810]]
-	[ Saving G:\AttentionShift\AttentionShiftWorking\sub-023\eeg\sub-023_task-AuditoryVisualShift_run-01_eventstemp4.tsv]
-sub-024_run-01:
-	[ sub-024_run-01 has 4 event code values of 11 in visual changing to 13]
-	[ [597, 598, 911, 912]]
-	[ sub-024_run-01 has 1 event code values of 12 in visual changing to 14]
-	[ [532]]
-	[ Saving G:\AttentionShift\AttentionShiftWorking\sub-024\eeg\sub-024_task-AuditoryVisualShift_run-01_eventstemp4.tsv]
-sub-025_run-01:
-	[ sub-025_run-01 has 4 event code values of 11 in visual changing to 13]
-	[ [890, 891, 1206, 1207]]
-	[ sub-025_run-01 has 1 event code values of 12 in visual changing to 14]
-	[ [824]]
-	[ Saving G:\AttentionShift\AttentionShiftWorking\sub-025\eeg\sub-025_task-AuditoryVisualShift_run-01_eventstemp4.tsv]
-sub-026_run-01:
-	[ sub-026_run-01 has 2 event code values of 7 in visual changing to 9]
-	[ [764, 770]]
-	[ sub-026_run-01 has 14 event code values of 11 in visual changing to 13]
-	[ [759, 760, 761, 763, 766, 768, 769, 772, 773, 774, 878, 879, 1188, 1189]]
-	[ sub-026_run-01 has 1 event code values of 12 in visual changing to 14]
-	[ [813]]
-	[ sub-026_run-01 has 3 event code values of 14 in visual changing to 12]
-	[ [758, 762, 767]]
-	[ Saving G:\AttentionShift\AttentionShiftWorking\sub-026\eeg\sub-026_task-AuditoryVisualShift_run-01_eventstemp4.tsv]
-sub-027_run-01:
-	[ sub-027_run-01 has 1 event code values of 9 in auditory changing to 7]
-	[ [2443]]
-	[ sub-027_run-01 has 4 event code values of 11 in visual changing to 13]
-	[ [871, 872, 1180, 1181]]
-	[ sub-027_run-01 has 7 event code values of 12 in visual changing to 14]
-	[ [806, 2437, 2439, 2441, 2445, 2446, 2448]]
-	[ sub-027_run-01 has 5 event code values of 13 in visual changing to 11]
-	[ [2438, 2440, 2442, 2444, 2447]]
-	[ Saving G:\AttentionShift\AttentionShiftWorking\sub-027\eeg\sub-027_task-AuditoryVisualShift_run-01_eventstemp4.tsv]
-sub-028_run-01:
-	[ sub-028_run-01 has 4 event code values of 11 in visual changing to 13]
-	[ [886, 887, 1200, 1201]]
-	[ sub-028_run-01 has 1 event code values of 12 in visual changing to 14]
-	[ [822]]
-	[ Saving G:\AttentionShift\AttentionShiftWorking\sub-028\eeg\sub-028_task-AuditoryVisualShift_run-01_eventstemp4.tsv]
-sub-028_run-02:
-	[ Saving G:\AttentionShift\AttentionShiftWorking\sub-028\eeg\sub-028_task-AuditoryVisualShift_run-02_eventstemp4.tsv]
-sub-029_run-01:
-	[ sub-029_run-01 has 4 event code values of 11 in visual changing to 13]
-	[ [877, 878, 1190, 1191]]
-	[ sub-029_run-01 has 1 event code values of 12 in visual changing to 14]
-	[ [813]]
-	[ Saving G:\AttentionShift\AttentionShiftWorking\sub-029\eeg\sub-029_task-AuditoryVisualShift_run-01_eventstemp4.tsv]
-sub-030_run-01:
-	[ sub-030_run-01 has 4 event code values of 11 in visual changing to 13]
-	[ [909, 910, 1227, 1228]]
-	[ sub-030_run-01 has 1 event code values of 12 in visual changing to 14]
-	[ [844]]
-	[ Saving G:\AttentionShift\AttentionShiftWorking\sub-030\eeg\sub-030_task-AuditoryVisualShift_run-01_eventstemp4.tsv]
-sub-031_run-01:
-	[ sub-031_run-01 has 4 event code values of 11 in visual changing to 13]
-	[ [974, 975, 1307, 1308]]
-	[ sub-031_run-01 has 1 event code values of 12 in visual changing to 14]
-	[ [904]]
-	[ Saving G:\AttentionShift\AttentionShiftWorking\sub-031\eeg\sub-031_task-AuditoryVisualShift_run-01_eventstemp4.tsv]
-sub-032_run-01:
-	[ sub-032_run-01 has 4 event code values of 11 in visual changing to 13]
-	[ [879, 880, 1190, 1191]]
-	[ sub-032_run-01 has 1 event code values of 12 in visual changing to 14]
-	[ [816]]
-	[ Saving G:\AttentionShift\AttentionShiftWorking\sub-032\eeg\sub-032_task-AuditoryVisualShift_run-01_eventstemp4.tsv]
-sub-033_run-01:
-	[ sub-033_run-01 has 4 event code values of 11 in visual changing to 13]
-	[ [901, 902, 1230, 1231]]
-	[ sub-033_run-01 has 1 event code values of 12 in visual changing to 14]
-	[ [835]]
-	[ Saving G:\AttentionShift\AttentionShiftWorking\sub-033\eeg\sub-033_task-AuditoryVisualShift_run-01_eventstemp4.tsv]
-sub-034_run-01:
-	[ sub-034_run-01 has 4 event code values of 11 in visual changing to 13]
-	[ [878, 879, 1189, 1190]]
-	[ sub-034_run-01 has 1 event code values of 12 in visual changing to 14]
-	[ [814]]
-	[ Saving G:\AttentionShift\AttentionShiftWorking\sub-034\eeg\sub-034_task-AuditoryVisualShift_run-01_eventstemp4.tsv]
-sub-035_run-01:
-	[ sub-035_run-01 has 4 event code values of 11 in visual changing to 13]
-	[ [333, 334, 677, 678]]
-	[ sub-035_run-01 has 1 event code values of 12 in visual changing to 14]
-	[ [264]]
-	[ Saving G:\AttentionShift\AttentionShiftWorking\sub-035\eeg\sub-035_task-AuditoryVisualShift_run-01_eventstemp4.tsv]
-sub-036_run-01:
-	[ Saving G:\AttentionShift\AttentionShiftWorking\sub-036\eeg\sub-036_task-AuditoryVisualShift_run-01_eventstemp4.tsv]
-sub-036_run-02:
-	[ sub-036_run-02 has 4 event code values of 11 in visual changing to 13]
-	[ [600, 601, 916, 917]]
-	[ sub-036_run-02 has 1 event code values of 12 in visual changing to 14]
-	[ [535]]
-	[ Saving G:\AttentionShift\AttentionShiftWorking\sub-036\eeg\sub-036_task-AuditoryVisualShift_run-02_eventstemp4.tsv]
-sub-037_run-01:
-	[ sub-037_run-01 has 4 event code values of 11 in visual changing to 13]
-	[ [911, 912, 1219, 1220]]
-	[ sub-037_run-01 has 1 event code values of 12 in visual changing to 14]
-	[ [847]]
-	[ Saving G:\AttentionShift\AttentionShiftWorking\sub-037\eeg\sub-037_task-AuditoryVisualShift_run-01_eventstemp4.tsv]
-sub-038_run-01:
-	[ sub-038_run-01 has 4 event code values of 11 in visual changing to 13]
-	[ [873, 874, 1182, 1183]]
-	[ sub-038_run-01 has 1 event code values of 12 in visual changing to 14]
-	[ [812]]
-	[ Saving G:\AttentionShift\AttentionShiftWorking\sub-038\eeg\sub-038_task-AuditoryVisualShift_run-01_eventstemp4.tsv]
-sub-039_run-01:
-	[ sub-039_run-01 has 4 event code values of 11 in visual changing to 13]
-	[ [870, 871, 1176, 1177]]
-	[ sub-039_run-01 has 1 event code values of 12 in visual changing to 14]
-	[ [806]]
-	[ Saving G:\AttentionShift\AttentionShiftWorking\sub-039\eeg\sub-039_task-AuditoryVisualShift_run-01_eventstemp4.tsv]
-sub-040_run-01:
-	[ sub-040_run-01 has 4 event code values of 11 in visual changing to 13]
-	[ [883, 884, 1195, 1196]]
-	[ sub-040_run-01 has 1 event code values of 12 in visual changing to 14]
-	[ [819]]
-	[ Saving G:\AttentionShift\AttentionShiftWorking\sub-040\eeg\sub-040_task-AuditoryVisualShift_run-01_eventstemp4.tsv]
-sub-041_run-01:
-	[ sub-041_run-01 has 4 event code values of 11 in visual changing to 13]
-	[ [895, 896, 1205, 1206]]
-	[ sub-041_run-01 has 1 event code values of 12 in visual changing to 14]
-	[ [829]]
-	[ Saving G:\AttentionShift\AttentionShiftWorking\sub-041\eeg\sub-041_task-AuditoryVisualShift_run-01_eventstemp4.tsv]
-sub-042_run-01:
-	[ sub-042_run-01 has 1 event code values of 8 in auditory changing to 10]
-	[ [724]]
-	[ sub-042_run-01 has 1 event code values of 9 in auditory changing to 7]
-	[ [726]]
-	[ sub-042_run-01 has 4 event code values of 11 in visual changing to 13]
-	[ [904, 905, 1222, 1223]]
-	[ sub-042_run-01 has 6 event code values of 12 in visual changing to 14]
-	[ [721, 723, 727, 728, 730, 838]]
-	[ sub-042_run-01 has 3 event code values of 13 in visual changing to 11]
-	[ [720, 725, 729]]
-	[ Saving G:\AttentionShift\AttentionShiftWorking\sub-042\eeg\sub-042_task-AuditoryVisualShift_run-01_eventstemp4.tsv]
-sub-043_run-01:
-	[ sub-043_run-01 has 4 event code values of 11 in visual changing to 13]
-	[ [889, 890, 1210, 1211]]
-	[ sub-043_run-01 has 1 event code values of 12 in visual changing to 14]
-	[ [825]]
-	[ Saving G:\AttentionShift\AttentionShiftWorking\sub-043\eeg\sub-043_task-AuditoryVisualShift_run-01_eventstemp4.tsv]
-sub-044_run-01:
-	[ sub-044_run-01 has 4 event code values of 11 in visual changing to 13]
-	[ [891, 892, 1204, 1205]]
-	[ sub-044_run-01 has 1 event code values of 12 in visual changing to 14]
-	[ [827]]
-	[ Saving G:\AttentionShift\AttentionShiftWorking\sub-044\eeg\sub-044_task-AuditoryVisualShift_run-01_eventstemp4.tsv]
-sub-045_run-01:
-	[ sub-045_run-01 has 4 event code values of 11 in visual changing to 13]
-	[ [889, 890, 1207, 1208]]
-	[ sub-045_run-01 has 1 event code values of 12 in visual changing to 14]
-	[ [825]]
-	[ Saving G:\AttentionShift\AttentionShiftWorking\sub-045\eeg\sub-045_task-AuditoryVisualShift_run-01_eventstemp4.tsv]
-sub-046_run-01:
-	[ sub-046_run-01 has 4 event code values of 11 in visual changing to 13]
-	[ [913, 914, 1226, 1227]]
-	[ sub-046_run-01 has 1 event code values of 12 in visual changing to 14]
-	[ [849]]
-	[ Saving G:\AttentionShift\AttentionShiftWorking\sub-046\eeg\sub-046_task-AuditoryVisualShift_run-01_eventstemp4.tsv]
-sub-047_run-01:
-	[ sub-047_run-01 has 4 event code values of 11 in visual changing to 13]
-	[ [896, 897, 1218, 1219]]
-	[ sub-047_run-01 has 1 event code values of 12 in visual changing to 14]
-	[ [832]]
-	[ Saving G:\AttentionShift\AttentionShiftWorking\sub-047\eeg\sub-047_task-AuditoryVisualShift_run-01_eventstemp4.tsv]
-sub-048_run-01:
-	[ sub-048_run-01 has 6 event code values of 11 in visual changing to 13]
-	[ [1161, 1162, 1184, 1185, 1493, 1494]]
-	[ sub-048_run-01 has 1 event code values of 12 in visual changing to 14]
-	[ [1098]]
-	[ Saving G:\AttentionShift\AttentionShiftWorking\sub-048\eeg\sub-048_task-AuditoryVisualShift_run-01_eventstemp4.tsv]
-sub-049_run-01:
-	[ sub-049_run-01 has 1 event code values of 8 in auditory changing to 10]
-	[ [629]]
-	[ sub-049_run-01 has 1 event code values of 9 in auditory changing to 7]
-	[ [626]]
-	[ sub-049_run-01 has 4 event code values of 11 in visual changing to 13]
-	[ [912, 913, 1222, 1223]]
-	[ sub-049_run-01 has 6 event code values of 12 in visual changing to 14]
-	[ [625, 628, 630, 633, 634, 849]]
-	[ sub-049_run-01 has 2 event code values of 13 in visual changing to 11]
-	[ [627, 632]]
-	[ Saving G:\AttentionShift\AttentionShiftWorking\sub-049\eeg\sub-049_task-AuditoryVisualShift_run-01_eventstemp4.tsv]
-
-ERROR Summary:
-attention_shift_06_fix_modality_code_inconsistencies_log: Level ERROR
-sub-001_run-01:
-sub-002_run-01:
-sub-003_run-01:
-sub-004_run-01:
-sub-004_run-02:
-sub-005_run-01:
-sub-006_run-01:
-sub-007_run-01:
-sub-008_run-01:
-sub-009_run-01:
-sub-010_run-01:
-sub-011_run-01:
-sub-012_run-01:
-sub-013_run-01:
-sub-014_run-01:
-sub-015_run-01:
-sub-016_run-01:
-sub-017_run-01:
-sub-018_run-01:
-sub-019_run-01:
-sub-020_run-02:
-sub-021_run-02:
-sub-022_run-02:
-sub-023_run-01:
-sub-024_run-01:
-sub-025_run-01:
-sub-026_run-01:
-sub-027_run-01:
-sub-028_run-01:
-sub-028_run-02:
-sub-029_run-01:
-sub-030_run-01:
-sub-031_run-01:
-sub-032_run-01:
-sub-033_run-01:
-sub-034_run-01:
-sub-035_run-01:
-sub-036_run-01:
-sub-036_run-02:
-sub-037_run-01:
-sub-038_run-01:
-sub-039_run-01:
-sub-040_run-01:
-sub-041_run-01:
-sub-042_run-01:
-sub-043_run-01:
-sub-044_run-01:
-sub-045_run-01:
-sub-046_run-01:
-sub-047_run-01:
-sub-048_run-01:
-sub-049_run-01:
\ No newline at end of file
diff --git a/datasets/eeg_ds002893s_hed/code/curation_logs/attention_shift_07_final_consistency_check_log.txt b/datasets/eeg_ds002893s_hed/code/curation_logs/attention_shift_07_final_consistency_check_log.txt
deleted file mode 100644
index 341c5de..0000000
--- a/datasets/eeg_ds002893s_hed/code/curation_logs/attention_shift_07_final_consistency_check_log.txt
+++ /dev/null
@@ -1,12 +0,0 @@
-code/curation_logs/attention_shift_07_final_consistency_check_log.txt 2022-04-18 12:54:01.433414
-
-
-Log output:
-attention_shift_07_final_consistency_check_log: Level None
-sub-005_run-01:
-	[ sub-005_run-01 has 6 event_code values of 255]
-	[ [266, 267, 268, 269, 270, 271]]
-
-ERROR Summary:
-attention_shift_07_final_consistency_check_log: Level ERROR
-sub-005_run-01:
\ No newline at end of file
diff --git a/datasets/eeg_ds002893s_hed/code/curation_logs/attention_shift_08_remove_files_log.txt b/datasets/eeg_ds002893s_hed/code/curation_logs/attention_shift_08_remove_files_log.txt
deleted file mode 100644
index 45afe9e..0000000
--- a/datasets/eeg_ds002893s_hed/code/curation_logs/attention_shift_08_remove_files_log.txt
+++ /dev/null
@@ -1,531 +0,0 @@
-code/curation_logs/attention_shift_08_remove_files_log.txt 2022-04-25 12:46:51.808855
-
-
-Log output:
-attention_shift_08_remove_files_log: Level None
-sub-001_run-01:
-	[ Removed sub-001_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Removed sub-001_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Removed sub-001_task-AuditoryVisualShift_run-01_eventstemp1.tsv]
-	[ Removed sub-001_task-AuditoryVisualShift_run-01_eventstemp2.tsv]
-	[ Removed sub-001_task-AuditoryVisualShift_run-01_eventstemp3.tsv]
-	[ Renamed sub-001_task-AuditoryVisualShift_run-01_eventstemp4.tsv
-		to sub-001_task-AuditoryVisualShift_run-01_events.tsv]
-sub-002_run-01:
-	[ Removed sub-002_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Removed sub-002_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Removed sub-002_task-AuditoryVisualShift_run-01_eventstemp1.tsv]
-	[ Removed sub-002_task-AuditoryVisualShift_run-01_eventstemp2.tsv]
-	[ Removed sub-002_task-AuditoryVisualShift_run-01_eventstemp3.tsv]
-	[ Renamed sub-002_task-AuditoryVisualShift_run-01_eventstemp4.tsv
-		to sub-002_task-AuditoryVisualShift_run-01_events.tsv]
-sub-003_run-01:
-	[ Removed sub-003_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Removed sub-003_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Removed sub-003_task-AuditoryVisualShift_run-01_eventstemp1.tsv]
-	[ Removed sub-003_task-AuditoryVisualShift_run-01_eventstemp2.tsv]
-	[ Removed sub-003_task-AuditoryVisualShift_run-01_eventstemp3.tsv]
-	[ Renamed sub-003_task-AuditoryVisualShift_run-01_eventstemp4.tsv
-		to sub-003_task-AuditoryVisualShift_run-01_events.tsv]
-sub-004_run-01:
-	[ Removed sub-004_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Removed sub-004_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Removed sub-004_task-AuditoryVisualShift_run-01_eventstemp1.tsv]
-	[ Removed sub-004_task-AuditoryVisualShift_run-01_eventstemp2.tsv]
-	[ Removed sub-004_task-AuditoryVisualShift_run-01_eventstemp3.tsv]
-	[ Renamed sub-004_task-AuditoryVisualShift_run-01_eventstemp4.tsv
-		to sub-004_task-AuditoryVisualShift_run-01_events.tsv]
-sub-004_run-02:
-	[ Removed sub-004_task-AuditoryVisualShift_run-02_events.tsv]
-	[ Removed sub-004_task-AuditoryVisualShift_run-02_eventstemp.tsv]
-	[ Removed sub-004_task-AuditoryVisualShift_run-02_eventstemp1.tsv]
-	[ Removed sub-004_task-AuditoryVisualShift_run-02_eventstemp2.tsv]
-	[ Removed sub-004_task-AuditoryVisualShift_run-02_eventstemp3.tsv]
-	[ Renamed sub-004_task-AuditoryVisualShift_run-02_eventstemp4.tsv
-		to sub-004_task-AuditoryVisualShift_run-02_events.tsv]
-sub-005_run-01:
-	[ Removed sub-005_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Removed sub-005_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Removed sub-005_task-AuditoryVisualShift_run-01_eventstemp1.tsv]
-	[ Removed sub-005_task-AuditoryVisualShift_run-01_eventstemp2.tsv]
-	[ Removed sub-005_task-AuditoryVisualShift_run-01_eventstemp3.tsv]
-	[ Renamed sub-005_task-AuditoryVisualShift_run-01_eventstemp4.tsv
-		to sub-005_task-AuditoryVisualShift_run-01_events.tsv]
-sub-006_run-01:
-	[ Removed sub-006_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Removed sub-006_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Removed sub-006_task-AuditoryVisualShift_run-01_eventstemp1.tsv]
-	[ Removed sub-006_task-AuditoryVisualShift_run-01_eventstemp2.tsv]
-	[ Removed sub-006_task-AuditoryVisualShift_run-01_eventstemp3.tsv]
-	[ Renamed sub-006_task-AuditoryVisualShift_run-01_eventstemp4.tsv
-		to sub-006_task-AuditoryVisualShift_run-01_events.tsv]
-sub-007_run-01:
-	[ Removed sub-007_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Removed sub-007_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Removed sub-007_task-AuditoryVisualShift_run-01_eventstemp1.tsv]
-	[ Removed sub-007_task-AuditoryVisualShift_run-01_eventstemp2.tsv]
-	[ Removed sub-007_task-AuditoryVisualShift_run-01_eventstemp3.tsv]
-	[ Renamed sub-007_task-AuditoryVisualShift_run-01_eventstemp4.tsv
-		to sub-007_task-AuditoryVisualShift_run-01_events.tsv]
-sub-008_run-01:
-	[ Removed sub-008_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Removed sub-008_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Removed sub-008_task-AuditoryVisualShift_run-01_eventstemp1.tsv]
-	[ Removed sub-008_task-AuditoryVisualShift_run-01_eventstemp2.tsv]
-	[ Removed sub-008_task-AuditoryVisualShift_run-01_eventstemp3.tsv]
-	[ Renamed sub-008_task-AuditoryVisualShift_run-01_eventstemp4.tsv
-		to sub-008_task-AuditoryVisualShift_run-01_events.tsv]
-sub-009_run-01:
-	[ Removed sub-009_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Removed sub-009_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Removed sub-009_task-AuditoryVisualShift_run-01_eventstemp1.tsv]
-	[ Removed sub-009_task-AuditoryVisualShift_run-01_eventstemp2.tsv]
-	[ Removed sub-009_task-AuditoryVisualShift_run-01_eventstemp3.tsv]
-	[ Renamed sub-009_task-AuditoryVisualShift_run-01_eventstemp4.tsv
-		to sub-009_task-AuditoryVisualShift_run-01_events.tsv]
-sub-010_run-01:
-	[ Removed sub-010_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Removed sub-010_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Removed sub-010_task-AuditoryVisualShift_run-01_eventstemp1.tsv]
-	[ Removed sub-010_task-AuditoryVisualShift_run-01_eventstemp2.tsv]
-	[ Removed sub-010_task-AuditoryVisualShift_run-01_eventstemp3.tsv]
-	[ Renamed sub-010_task-AuditoryVisualShift_run-01_eventstemp4.tsv
-		to sub-010_task-AuditoryVisualShift_run-01_events.tsv]
-sub-011_run-01:
-	[ Removed sub-011_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Removed sub-011_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Removed sub-011_task-AuditoryVisualShift_run-01_eventstemp1.tsv]
-	[ Removed sub-011_task-AuditoryVisualShift_run-01_eventstemp2.tsv]
-	[ Removed sub-011_task-AuditoryVisualShift_run-01_eventstemp3.tsv]
-	[ Renamed sub-011_task-AuditoryVisualShift_run-01_eventstemp4.tsv
-		to sub-011_task-AuditoryVisualShift_run-01_events.tsv]
-sub-012_run-01:
-	[ Removed sub-012_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Removed sub-012_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Removed sub-012_task-AuditoryVisualShift_run-01_eventstemp1.tsv]
-	[ Removed sub-012_task-AuditoryVisualShift_run-01_eventstemp2.tsv]
-	[ Removed sub-012_task-AuditoryVisualShift_run-01_eventstemp3.tsv]
-	[ Renamed sub-012_task-AuditoryVisualShift_run-01_eventstemp4.tsv
-		to sub-012_task-AuditoryVisualShift_run-01_events.tsv]
-sub-013_run-01:
-	[ Removed sub-013_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Removed sub-013_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Removed sub-013_task-AuditoryVisualShift_run-01_eventstemp1.tsv]
-	[ Removed sub-013_task-AuditoryVisualShift_run-01_eventstemp2.tsv]
-	[ Removed sub-013_task-AuditoryVisualShift_run-01_eventstemp3.tsv]
-	[ Renamed sub-013_task-AuditoryVisualShift_run-01_eventstemp4.tsv
-		to sub-013_task-AuditoryVisualShift_run-01_events.tsv]
-sub-014_run-01:
-	[ Removed sub-014_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Removed sub-014_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Removed sub-014_task-AuditoryVisualShift_run-01_eventstemp1.tsv]
-	[ Removed sub-014_task-AuditoryVisualShift_run-01_eventstemp2.tsv]
-	[ Removed sub-014_task-AuditoryVisualShift_run-01_eventstemp3.tsv]
-	[ Renamed sub-014_task-AuditoryVisualShift_run-01_eventstemp4.tsv
-		to sub-014_task-AuditoryVisualShift_run-01_events.tsv]
-sub-015_run-01:
-	[ Removed sub-015_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Removed sub-015_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Removed sub-015_task-AuditoryVisualShift_run-01_eventstemp1.tsv]
-	[ Removed sub-015_task-AuditoryVisualShift_run-01_eventstemp2.tsv]
-	[ Removed sub-015_task-AuditoryVisualShift_run-01_eventstemp3.tsv]
-	[ Renamed sub-015_task-AuditoryVisualShift_run-01_eventstemp4.tsv
-		to sub-015_task-AuditoryVisualShift_run-01_events.tsv]
-sub-016_run-01:
-	[ Removed sub-016_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Removed sub-016_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Removed sub-016_task-AuditoryVisualShift_run-01_eventstemp1.tsv]
-	[ Removed sub-016_task-AuditoryVisualShift_run-01_eventstemp2.tsv]
-	[ Removed sub-016_task-AuditoryVisualShift_run-01_eventstemp3.tsv]
-	[ Renamed sub-016_task-AuditoryVisualShift_run-01_eventstemp4.tsv
-		to sub-016_task-AuditoryVisualShift_run-01_events.tsv]
-sub-017_run-01:
-	[ Removed sub-017_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Removed sub-017_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Removed sub-017_task-AuditoryVisualShift_run-01_eventstemp1.tsv]
-	[ Removed sub-017_task-AuditoryVisualShift_run-01_eventstemp2.tsv]
-	[ Removed sub-017_task-AuditoryVisualShift_run-01_eventstemp3.tsv]
-	[ Renamed sub-017_task-AuditoryVisualShift_run-01_eventstemp4.tsv
-		to sub-017_task-AuditoryVisualShift_run-01_events.tsv]
-sub-018_run-01:
-	[ Removed sub-018_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Removed sub-018_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Removed sub-018_task-AuditoryVisualShift_run-01_eventstemp1.tsv]
-	[ Removed sub-018_task-AuditoryVisualShift_run-01_eventstemp2.tsv]
-	[ Removed sub-018_task-AuditoryVisualShift_run-01_eventstemp3.tsv]
-	[ Renamed sub-018_task-AuditoryVisualShift_run-01_eventstemp4.tsv
-		to sub-018_task-AuditoryVisualShift_run-01_events.tsv]
-sub-019_run-01:
-	[ Removed sub-019_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Removed sub-019_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Removed sub-019_task-AuditoryVisualShift_run-01_eventstemp1.tsv]
-	[ Removed sub-019_task-AuditoryVisualShift_run-01_eventstemp2.tsv]
-	[ Removed sub-019_task-AuditoryVisualShift_run-01_eventstemp3.tsv]
-	[ Renamed sub-019_task-AuditoryVisualShift_run-01_eventstemp4.tsv
-		to sub-019_task-AuditoryVisualShift_run-01_events.tsv]
-sub-020_run-02:
-	[ Removed sub-020_task-AuditoryVisualShift_run-02_events.tsv]
-	[ Removed sub-020_task-AuditoryVisualShift_run-02_eventstemp.tsv]
-	[ Removed sub-020_task-AuditoryVisualShift_run-02_eventstemp1.tsv]
-	[ Removed sub-020_task-AuditoryVisualShift_run-02_eventstemp2.tsv]
-	[ Removed sub-020_task-AuditoryVisualShift_run-02_eventstemp3.tsv]
-	[ Renamed sub-020_task-AuditoryVisualShift_run-02_eventstemp4.tsv
-		to sub-020_task-AuditoryVisualShift_run-02_events.tsv]
-sub-021_run-02:
-	[ Removed sub-021_task-AuditoryVisualShift_run-02_events.tsv]
-	[ Removed sub-021_task-AuditoryVisualShift_run-02_eventstemp.tsv]
-	[ Removed sub-021_task-AuditoryVisualShift_run-02_eventstemp1.tsv]
-	[ Removed sub-021_task-AuditoryVisualShift_run-02_eventstemp2.tsv]
-	[ Removed sub-021_task-AuditoryVisualShift_run-02_eventstemp3.tsv]
-	[ Renamed sub-021_task-AuditoryVisualShift_run-02_eventstemp4.tsv
-		to sub-021_task-AuditoryVisualShift_run-02_events.tsv]
-sub-022_run-02:
-	[ Removed sub-022_task-AuditoryVisualShift_run-02_events.tsv]
-	[ Removed sub-022_task-AuditoryVisualShift_run-02_eventstemp.tsv]
-	[ Removed sub-022_task-AuditoryVisualShift_run-02_eventstemp1.tsv]
-	[ Removed sub-022_task-AuditoryVisualShift_run-02_eventstemp2.tsv]
-	[ Removed sub-022_task-AuditoryVisualShift_run-02_eventstemp3.tsv]
-	[ Renamed sub-022_task-AuditoryVisualShift_run-02_eventstemp4.tsv
-		to sub-022_task-AuditoryVisualShift_run-02_events.tsv]
-sub-023_run-01:
-	[ Removed sub-023_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Removed sub-023_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Removed sub-023_task-AuditoryVisualShift_run-01_eventstemp1.tsv]
-	[ Removed sub-023_task-AuditoryVisualShift_run-01_eventstemp2.tsv]
-	[ Removed sub-023_task-AuditoryVisualShift_run-01_eventstemp3.tsv]
-	[ Renamed sub-023_task-AuditoryVisualShift_run-01_eventstemp4.tsv
-		to sub-023_task-AuditoryVisualShift_run-01_events.tsv]
-sub-024_run-01:
-	[ Removed sub-024_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Removed sub-024_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Removed sub-024_task-AuditoryVisualShift_run-01_eventstemp1.tsv]
-	[ Removed sub-024_task-AuditoryVisualShift_run-01_eventstemp2.tsv]
-	[ Removed sub-024_task-AuditoryVisualShift_run-01_eventstemp3.tsv]
-	[ Renamed sub-024_task-AuditoryVisualShift_run-01_eventstemp4.tsv
-		to sub-024_task-AuditoryVisualShift_run-01_events.tsv]
-sub-025_run-01:
-	[ Removed sub-025_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Removed sub-025_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Removed sub-025_task-AuditoryVisualShift_run-01_eventstemp1.tsv]
-	[ Removed sub-025_task-AuditoryVisualShift_run-01_eventstemp2.tsv]
-	[ Removed sub-025_task-AuditoryVisualShift_run-01_eventstemp3.tsv]
-	[ Renamed sub-025_task-AuditoryVisualShift_run-01_eventstemp4.tsv
-		to sub-025_task-AuditoryVisualShift_run-01_events.tsv]
-sub-026_run-01:
-	[ Removed sub-026_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Removed sub-026_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Removed sub-026_task-AuditoryVisualShift_run-01_eventstemp1.tsv]
-	[ Removed sub-026_task-AuditoryVisualShift_run-01_eventstemp2.tsv]
-	[ Removed sub-026_task-AuditoryVisualShift_run-01_eventstemp3.tsv]
-	[ Renamed sub-026_task-AuditoryVisualShift_run-01_eventstemp4.tsv
-		to sub-026_task-AuditoryVisualShift_run-01_events.tsv]
-sub-027_run-01:
-	[ Removed sub-027_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Removed sub-027_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Removed sub-027_task-AuditoryVisualShift_run-01_eventstemp1.tsv]
-	[ Removed sub-027_task-AuditoryVisualShift_run-01_eventstemp2.tsv]
-	[ Removed sub-027_task-AuditoryVisualShift_run-01_eventstemp3.tsv]
-	[ Renamed sub-027_task-AuditoryVisualShift_run-01_eventstemp4.tsv
-		to sub-027_task-AuditoryVisualShift_run-01_events.tsv]
-sub-028_run-01:
-	[ Removed sub-028_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Removed sub-028_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Removed sub-028_task-AuditoryVisualShift_run-01_eventstemp1.tsv]
-	[ Removed sub-028_task-AuditoryVisualShift_run-01_eventstemp2.tsv]
-	[ Removed sub-028_task-AuditoryVisualShift_run-01_eventstemp3.tsv]
-	[ Renamed sub-028_task-AuditoryVisualShift_run-01_eventstemp4.tsv
-		to sub-028_task-AuditoryVisualShift_run-01_events.tsv]
-sub-028_run-02:
-	[ Removed sub-028_task-AuditoryVisualShift_run-02_events.tsv]
-	[ Removed sub-028_task-AuditoryVisualShift_run-02_eventstemp.tsv]
-	[ Removed sub-028_task-AuditoryVisualShift_run-02_eventstemp1.tsv]
-	[ Removed sub-028_task-AuditoryVisualShift_run-02_eventstemp2.tsv]
-	[ Removed sub-028_task-AuditoryVisualShift_run-02_eventstemp3.tsv]
-	[ Renamed sub-028_task-AuditoryVisualShift_run-02_eventstemp4.tsv
-		to sub-028_task-AuditoryVisualShift_run-02_events.tsv]
-sub-029_run-01:
-	[ Removed sub-029_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Removed sub-029_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Removed sub-029_task-AuditoryVisualShift_run-01_eventstemp1.tsv]
-	[ Removed sub-029_task-AuditoryVisualShift_run-01_eventstemp2.tsv]
-	[ Removed sub-029_task-AuditoryVisualShift_run-01_eventstemp3.tsv]
-	[ Renamed sub-029_task-AuditoryVisualShift_run-01_eventstemp4.tsv
-		to sub-029_task-AuditoryVisualShift_run-01_events.tsv]
-sub-030_run-01:
-	[ Removed sub-030_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Removed sub-030_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Removed sub-030_task-AuditoryVisualShift_run-01_eventstemp1.tsv]
-	[ Removed sub-030_task-AuditoryVisualShift_run-01_eventstemp2.tsv]
-	[ Removed sub-030_task-AuditoryVisualShift_run-01_eventstemp3.tsv]
-	[ Renamed sub-030_task-AuditoryVisualShift_run-01_eventstemp4.tsv
-		to sub-030_task-AuditoryVisualShift_run-01_events.tsv]
-sub-031_run-01:
-	[ Removed sub-031_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Removed sub-031_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Removed sub-031_task-AuditoryVisualShift_run-01_eventstemp1.tsv]
-	[ Removed sub-031_task-AuditoryVisualShift_run-01_eventstemp2.tsv]
-	[ Removed sub-031_task-AuditoryVisualShift_run-01_eventstemp3.tsv]
-	[ Renamed sub-031_task-AuditoryVisualShift_run-01_eventstemp4.tsv
-		to sub-031_task-AuditoryVisualShift_run-01_events.tsv]
-sub-032_run-01:
-	[ Removed sub-032_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Removed sub-032_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Removed sub-032_task-AuditoryVisualShift_run-01_eventstemp1.tsv]
-	[ Removed sub-032_task-AuditoryVisualShift_run-01_eventstemp2.tsv]
-	[ Removed sub-032_task-AuditoryVisualShift_run-01_eventstemp3.tsv]
-	[ Renamed sub-032_task-AuditoryVisualShift_run-01_eventstemp4.tsv
-		to sub-032_task-AuditoryVisualShift_run-01_events.tsv]
-sub-033_run-01:
-	[ Removed sub-033_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Removed sub-033_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Removed sub-033_task-AuditoryVisualShift_run-01_eventstemp1.tsv]
-	[ Removed sub-033_task-AuditoryVisualShift_run-01_eventstemp2.tsv]
-	[ Removed sub-033_task-AuditoryVisualShift_run-01_eventstemp3.tsv]
-	[ Renamed sub-033_task-AuditoryVisualShift_run-01_eventstemp4.tsv
-		to sub-033_task-AuditoryVisualShift_run-01_events.tsv]
-sub-034_run-01:
-	[ Removed sub-034_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Removed sub-034_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Removed sub-034_task-AuditoryVisualShift_run-01_eventstemp1.tsv]
-	[ Removed sub-034_task-AuditoryVisualShift_run-01_eventstemp2.tsv]
-	[ Removed sub-034_task-AuditoryVisualShift_run-01_eventstemp3.tsv]
-	[ Renamed sub-034_task-AuditoryVisualShift_run-01_eventstemp4.tsv
-		to sub-034_task-AuditoryVisualShift_run-01_events.tsv]
-sub-035_run-01:
-	[ Removed sub-035_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Removed sub-035_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Removed sub-035_task-AuditoryVisualShift_run-01_eventstemp1.tsv]
-	[ Removed sub-035_task-AuditoryVisualShift_run-01_eventstemp2.tsv]
-	[ Removed sub-035_task-AuditoryVisualShift_run-01_eventstemp3.tsv]
-	[ Renamed sub-035_task-AuditoryVisualShift_run-01_eventstemp4.tsv
-		to sub-035_task-AuditoryVisualShift_run-01_events.tsv]
-sub-036_run-01:
-	[ Removed sub-036_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Removed sub-036_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Removed sub-036_task-AuditoryVisualShift_run-01_eventstemp1.tsv]
-	[ Removed sub-036_task-AuditoryVisualShift_run-01_eventstemp2.tsv]
-	[ Removed sub-036_task-AuditoryVisualShift_run-01_eventstemp3.tsv]
-	[ Renamed sub-036_task-AuditoryVisualShift_run-01_eventstemp4.tsv
-		to sub-036_task-AuditoryVisualShift_run-01_events.tsv]
-sub-036_run-02:
-	[ Removed sub-036_task-AuditoryVisualShift_run-02_events.tsv]
-	[ Removed sub-036_task-AuditoryVisualShift_run-02_eventstemp.tsv]
-	[ Removed sub-036_task-AuditoryVisualShift_run-02_eventstemp1.tsv]
-	[ Removed sub-036_task-AuditoryVisualShift_run-02_eventstemp2.tsv]
-	[ Removed sub-036_task-AuditoryVisualShift_run-02_eventstemp3.tsv]
-	[ Renamed sub-036_task-AuditoryVisualShift_run-02_eventstemp4.tsv
-		to sub-036_task-AuditoryVisualShift_run-02_events.tsv]
-sub-037_run-01:
-	[ Removed sub-037_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Removed sub-037_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Removed sub-037_task-AuditoryVisualShift_run-01_eventstemp1.tsv]
-	[ Removed sub-037_task-AuditoryVisualShift_run-01_eventstemp2.tsv]
-	[ Removed sub-037_task-AuditoryVisualShift_run-01_eventstemp3.tsv]
-	[ Renamed sub-037_task-AuditoryVisualShift_run-01_eventstemp4.tsv
-		to sub-037_task-AuditoryVisualShift_run-01_events.tsv]
-sub-038_run-01:
-	[ Removed sub-038_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Removed sub-038_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Removed sub-038_task-AuditoryVisualShift_run-01_eventstemp1.tsv]
-	[ Removed sub-038_task-AuditoryVisualShift_run-01_eventstemp2.tsv]
-	[ Removed sub-038_task-AuditoryVisualShift_run-01_eventstemp3.tsv]
-	[ Renamed sub-038_task-AuditoryVisualShift_run-01_eventstemp4.tsv
-		to sub-038_task-AuditoryVisualShift_run-01_events.tsv]
-sub-039_run-01:
-	[ Removed sub-039_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Removed sub-039_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Removed sub-039_task-AuditoryVisualShift_run-01_eventstemp1.tsv]
-	[ Removed sub-039_task-AuditoryVisualShift_run-01_eventstemp2.tsv]
-	[ Removed sub-039_task-AuditoryVisualShift_run-01_eventstemp3.tsv]
-	[ Renamed sub-039_task-AuditoryVisualShift_run-01_eventstemp4.tsv
-		to sub-039_task-AuditoryVisualShift_run-01_events.tsv]
-sub-040_run-01:
-	[ Removed sub-040_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Removed sub-040_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Removed sub-040_task-AuditoryVisualShift_run-01_eventstemp1.tsv]
-	[ Removed sub-040_task-AuditoryVisualShift_run-01_eventstemp2.tsv]
-	[ Removed sub-040_task-AuditoryVisualShift_run-01_eventstemp3.tsv]
-	[ Renamed sub-040_task-AuditoryVisualShift_run-01_eventstemp4.tsv
-		to sub-040_task-AuditoryVisualShift_run-01_events.tsv]
-sub-041_run-01:
-	[ Removed sub-041_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Removed sub-041_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Removed sub-041_task-AuditoryVisualShift_run-01_eventstemp1.tsv]
-	[ Removed sub-041_task-AuditoryVisualShift_run-01_eventstemp2.tsv]
-	[ Removed sub-041_task-AuditoryVisualShift_run-01_eventstemp3.tsv]
-	[ Renamed sub-041_task-AuditoryVisualShift_run-01_eventstemp4.tsv
-		to sub-041_task-AuditoryVisualShift_run-01_events.tsv]
-sub-042_run-01:
-	[ Removed sub-042_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Removed sub-042_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Removed sub-042_task-AuditoryVisualShift_run-01_eventstemp1.tsv]
-	[ Removed sub-042_task-AuditoryVisualShift_run-01_eventstemp2.tsv]
-	[ Removed sub-042_task-AuditoryVisualShift_run-01_eventstemp3.tsv]
-	[ Renamed sub-042_task-AuditoryVisualShift_run-01_eventstemp4.tsv
-		to sub-042_task-AuditoryVisualShift_run-01_events.tsv]
-sub-043_run-01:
-	[ Removed sub-043_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Removed sub-043_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Removed sub-043_task-AuditoryVisualShift_run-01_eventstemp1.tsv]
-	[ Removed sub-043_task-AuditoryVisualShift_run-01_eventstemp2.tsv]
-	[ Removed sub-043_task-AuditoryVisualShift_run-01_eventstemp3.tsv]
-	[ Renamed sub-043_task-AuditoryVisualShift_run-01_eventstemp4.tsv
-		to sub-043_task-AuditoryVisualShift_run-01_events.tsv]
-sub-044_run-01:
-	[ Removed sub-044_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Removed sub-044_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Removed sub-044_task-AuditoryVisualShift_run-01_eventstemp1.tsv]
-	[ Removed sub-044_task-AuditoryVisualShift_run-01_eventstemp2.tsv]
-	[ Removed sub-044_task-AuditoryVisualShift_run-01_eventstemp3.tsv]
-	[ Renamed sub-044_task-AuditoryVisualShift_run-01_eventstemp4.tsv
-		to sub-044_task-AuditoryVisualShift_run-01_events.tsv]
-sub-045_run-01:
-	[ Removed sub-045_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Removed sub-045_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Removed sub-045_task-AuditoryVisualShift_run-01_eventstemp1.tsv]
-	[ Removed sub-045_task-AuditoryVisualShift_run-01_eventstemp2.tsv]
-	[ Removed sub-045_task-AuditoryVisualShift_run-01_eventstemp3.tsv]
-	[ Renamed sub-045_task-AuditoryVisualShift_run-01_eventstemp4.tsv
-		to sub-045_task-AuditoryVisualShift_run-01_events.tsv]
-sub-046_run-01:
-	[ Removed sub-046_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Removed sub-046_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Removed sub-046_task-AuditoryVisualShift_run-01_eventstemp1.tsv]
-	[ Removed sub-046_task-AuditoryVisualShift_run-01_eventstemp2.tsv]
-	[ Removed sub-046_task-AuditoryVisualShift_run-01_eventstemp3.tsv]
-	[ Renamed sub-046_task-AuditoryVisualShift_run-01_eventstemp4.tsv
-		to sub-046_task-AuditoryVisualShift_run-01_events.tsv]
-sub-047_run-01:
-	[ Removed sub-047_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Removed sub-047_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Removed sub-047_task-AuditoryVisualShift_run-01_eventstemp1.tsv]
-	[ Removed sub-047_task-AuditoryVisualShift_run-01_eventstemp2.tsv]
-	[ Removed sub-047_task-AuditoryVisualShift_run-01_eventstemp3.tsv]
-	[ Renamed sub-047_task-AuditoryVisualShift_run-01_eventstemp4.tsv
-		to sub-047_task-AuditoryVisualShift_run-01_events.tsv]
-sub-048_run-01:
-	[ Removed sub-048_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Removed sub-048_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Removed sub-048_task-AuditoryVisualShift_run-01_eventstemp1.tsv]
-	[ Removed sub-048_task-AuditoryVisualShift_run-01_eventstemp2.tsv]
-	[ Removed sub-048_task-AuditoryVisualShift_run-01_eventstemp3.tsv]
-	[ Renamed sub-048_task-AuditoryVisualShift_run-01_eventstemp4.tsv
-		to sub-048_task-AuditoryVisualShift_run-01_events.tsv]
-sub-049_run-01:
-	[ Removed sub-049_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Removed sub-049_task-AuditoryVisualShift_run-01_eventstemp.tsv]
-	[ Removed sub-049_task-AuditoryVisualShift_run-01_eventstemp1.tsv]
-	[ Removed sub-049_task-AuditoryVisualShift_run-01_eventstemp2.tsv]
-	[ Removed sub-049_task-AuditoryVisualShift_run-01_eventstemp3.tsv]
-	[ Renamed sub-049_task-AuditoryVisualShift_run-01_eventstemp4.tsv
-		to sub-049_task-AuditoryVisualShift_run-01_events.tsv]
-
-ERROR Summary:
-attention_shift_08_remove_files_log: Level ERROR
-sub-001_run-01:
-sub-002_run-01:
-sub-003_run-01:
-sub-004_run-01:
-sub-004_run-02:
-sub-005_run-01:
-sub-006_run-01:
-sub-007_run-01:
-sub-008_run-01:
-sub-009_run-01:
-sub-010_run-01:
-sub-011_run-01:
-sub-012_run-01:
-sub-013_run-01:
-sub-014_run-01:
-sub-015_run-01:
-sub-016_run-01:
-sub-017_run-01:
-sub-018_run-01:
-sub-019_run-01:
-sub-020_run-02:
-sub-021_run-02:
-sub-022_run-02:
-sub-023_run-01:
-sub-024_run-01:
-sub-025_run-01:
-sub-026_run-01:
-sub-027_run-01:
-sub-028_run-01:
-sub-028_run-02:
-sub-029_run-01:
-sub-030_run-01:
-sub-031_run-01:
-sub-032_run-01:
-sub-033_run-01:
-sub-034_run-01:
-sub-035_run-01:
-sub-036_run-01:
-sub-036_run-02:
-sub-037_run-01:
-sub-038_run-01:
-sub-039_run-01:
-sub-040_run-01:
-sub-041_run-01:
-sub-042_run-01:
-sub-043_run-01:
-sub-044_run-01:
-sub-045_run-01:
-sub-046_run-01:
-sub-047_run-01:
-sub-048_run-01:
-sub-049_run-01:
-
-ERROR Summary:
-attention_shift_08_remove_files_log: Level WARNING
-sub-001_run-01:
-sub-002_run-01:
-sub-003_run-01:
-sub-004_run-01:
-sub-004_run-02:
-sub-005_run-01:
-sub-006_run-01:
-sub-007_run-01:
-sub-008_run-01:
-sub-009_run-01:
-sub-010_run-01:
-sub-011_run-01:
-sub-012_run-01:
-sub-013_run-01:
-sub-014_run-01:
-sub-015_run-01:
-sub-016_run-01:
-sub-017_run-01:
-sub-018_run-01:
-sub-019_run-01:
-sub-020_run-02:
-sub-021_run-02:
-sub-022_run-02:
-sub-023_run-01:
-sub-024_run-01:
-sub-025_run-01:
-sub-026_run-01:
-sub-027_run-01:
-sub-028_run-01:
-sub-028_run-02:
-sub-029_run-01:
-sub-030_run-01:
-sub-031_run-01:
-sub-032_run-01:
-sub-033_run-01:
-sub-034_run-01:
-sub-035_run-01:
-sub-036_run-01:
-sub-036_run-02:
-sub-037_run-01:
-sub-038_run-01:
-sub-039_run-01:
-sub-040_run-01:
-sub-041_run-01:
-sub-042_run-01:
-sub-043_run-01:
-sub-044_run-01:
-sub-045_run-01:
-sub-046_run-01:
-sub-047_run-01:
-sub-048_run-01:
-sub-049_run-01:
\ No newline at end of file
diff --git a/datasets/eeg_ds002893s_hed/code/curation_logs/attention_shift_09_remove_events_json_log.txt b/datasets/eeg_ds002893s_hed/code/curation_logs/attention_shift_09_remove_events_json_log.txt
deleted file mode 100644
index d46eb45..0000000
--- a/datasets/eeg_ds002893s_hed/code/curation_logs/attention_shift_09_remove_events_json_log.txt
+++ /dev/null
@@ -1,63 +0,0 @@
-code/curation_logs/attention_shift_09_remove_events_json_log.txt 2022-04-25 12:49:31.828751
-
-
-Log output:
-attention_shift_09_remove_events_json_log: Level None
-overall:
-	[ 52 to remove]
-	[ Removed sub-001_task-AuditoryVisualShift_run-01_events.json]
-	[ Removed sub-002_task-AuditoryVisualShift_run-01_events.json]
-	[ Removed sub-003_task-AuditoryVisualShift_run-01_events.json]
-	[ Removed sub-004_task-AuditoryVisualShift_run-01_events.json]
-	[ Removed sub-004_task-AuditoryVisualShift_run-02_events.json]
-	[ Removed sub-005_task-AuditoryVisualShift_run-01_events.json]
-	[ Removed sub-006_task-AuditoryVisualShift_run-01_events.json]
-	[ Removed sub-007_task-AuditoryVisualShift_run-01_events.json]
-	[ Removed sub-008_task-AuditoryVisualShift_run-01_events.json]
-	[ Removed sub-009_task-AuditoryVisualShift_run-01_events.json]
-	[ Removed sub-010_task-AuditoryVisualShift_run-01_events.json]
-	[ Removed sub-011_task-AuditoryVisualShift_run-01_events.json]
-	[ Removed sub-012_task-AuditoryVisualShift_run-01_events.json]
-	[ Removed sub-013_task-AuditoryVisualShift_run-01_events.json]
-	[ Removed sub-014_task-AuditoryVisualShift_run-01_events.json]
-	[ Removed sub-015_task-AuditoryVisualShift_run-01_events.json]
-	[ Removed sub-016_task-AuditoryVisualShift_run-01_events.json]
-	[ Removed sub-017_task-AuditoryVisualShift_run-01_events.json]
-	[ Removed sub-018_task-AuditoryVisualShift_run-01_events.json]
-	[ Removed sub-019_task-AuditoryVisualShift_run-01_events.json]
-	[ Removed sub-020_task-AuditoryVisualShift_run-02_events.json]
-	[ Removed sub-021_task-AuditoryVisualShift_run-02_events.json]
-	[ Removed sub-022_task-AuditoryVisualShift_run-02_events.json]
-	[ Removed sub-023_task-AuditoryVisualShift_run-01_events.json]
-	[ Removed sub-024_task-AuditoryVisualShift_run-01_events.json]
-	[ Removed sub-025_task-AuditoryVisualShift_run-01_events.json]
-	[ Removed sub-026_task-AuditoryVisualShift_run-01_events.json]
-	[ Removed sub-027_task-AuditoryVisualShift_run-01_events.json]
-	[ Removed sub-028_task-AuditoryVisualShift_run-01_events.json]
-	[ Removed sub-028_task-AuditoryVisualShift_run-02_events.json]
-	[ Removed sub-029_task-AuditoryVisualShift_run-01_events.json]
-	[ Removed sub-030_task-AuditoryVisualShift_run-01_events.json]
-	[ Removed sub-031_task-AuditoryVisualShift_run-01_events.json]
-	[ Removed sub-032_task-AuditoryVisualShift_run-01_events.json]
-	[ Removed sub-033_task-AuditoryVisualShift_run-01_events.json]
-	[ Removed sub-034_task-AuditoryVisualShift_run-01_events.json]
-	[ Removed sub-035_task-AuditoryVisualShift_run-01_events.json]
-	[ Removed sub-036_task-AuditoryVisualShift_run-01_events.json]
-	[ Removed sub-036_task-AuditoryVisualShift_run-02_events.json]
-	[ Removed sub-037_task-AuditoryVisualShift_run-01_events.json]
-	[ Removed sub-038_task-AuditoryVisualShift_run-01_events.json]
-	[ Removed sub-039_task-AuditoryVisualShift_run-01_events.json]
-	[ Removed sub-040_task-AuditoryVisualShift_run-01_events.json]
-	[ Removed sub-041_task-AuditoryVisualShift_run-01_events.json]
-	[ Removed sub-042_task-AuditoryVisualShift_run-01_events.json]
-	[ Removed sub-043_task-AuditoryVisualShift_run-01_events.json]
-	[ Removed sub-044_task-AuditoryVisualShift_run-01_events.json]
-	[ Removed sub-045_task-AuditoryVisualShift_run-01_events.json]
-	[ Removed sub-046_task-AuditoryVisualShift_run-01_events.json]
-	[ Removed sub-047_task-AuditoryVisualShift_run-01_events.json]
-	[ Removed sub-048_task-AuditoryVisualShift_run-01_events.json]
-	[ Removed sub-049_task-AuditoryVisualShift_run-01_events.json]
-
-ERROR Summary:
-attention_shift_09_remove_events_json_log: Level ERROR
-overall:
\ No newline at end of file
diff --git a/datasets/eeg_ds002893s_hed/code/curation_logs/attention_shift_10_create_remap_template_log.txt b/datasets/eeg_ds002893s_hed/code/curation_logs/attention_shift_10_create_remap_template_log.txt
deleted file mode 100644
index e41d47d..0000000
--- a/datasets/eeg_ds002893s_hed/code/curation_logs/attention_shift_10_create_remap_template_log.txt
+++ /dev/null
@@ -1,49 +0,0 @@
-code/curation_logs/attention_shift_10_create_remap_template_log.txt 2022-04-25 12:54:08.004807
-
-
-Key template:
- counts for key [['event_code', 'cond_code', 'focus_modality']]:
-[1, 1, 'auditory']	2339
-[1, 2, 'visual']	2313
-[1, 3, 'auditory']	7050
-[2, 1, 'auditory']	2335
-[2, 2, 'visual']	2317
-[2, 3, 'visual']	7049
-[3, 1, 'auditory']	4668
-[3, 2, 'visual']	4628
-[4, 1, 'auditory']	4668
-[4, 2, 'visual']	4633
-[5, 1, 'auditory']	18666
-[5, 2, 'visual']	18505
-[6, 1, 'auditory']	18668
-[6, 2, 'visual']	18499
-[7, 3, 'auditory']	9405
-[8, 3, 'visual']	9407
-[9, 3, 'visual']	4697
-[10, 3, 'auditory']	4701
-[11, 3, 'auditory']	37342
-[12, 3, 'visual']	37461
-[13, 3, 'visual']	18984
-[14, 3, 'auditory']	18839
-[201, 1, 'auditory']	4913
-[201, 2, 'visual']	4698
-[201, 3, 'auditory']	9733
-[201, 3, 'visual']	9684
-[202, 1, 'auditory']	191
-[202, 2, 'visual']	190
-[202, 3, 'auditory']	239
-[202, 3, 'n/a']	38
-[202, 3, 'visual']	269
-[255, 2, 'visual']	6
-
-Log output:
-attention_shift_10_create_remap_template_log: Level None
-overall:
-	[ Creating a key template with key_columns ['event_code', 'cond_code', 'focus_modality']]
-	[ Adding information from 52 event files]
-	[ Adding ['event_type', 'attention_status', 'task_role', 'condition'] additional columns to template]
-	[ Saving the template to G:\AttentionShift\AttentionShiftWorkingPhaseTwo\code/attention_shift_remap_event_template.tsv]
-
-ERROR Summary:
-attention_shift_10_create_remap_template_log: Level ERROR
-overall:
\ No newline at end of file
diff --git a/datasets/eeg_ds002893s_hed/code/curation_logs/attention_shift_11_remap_events_log.txt b/datasets/eeg_ds002893s_hed/code/curation_logs/attention_shift_11_remap_events_log.txt
deleted file mode 100644
index 55c98ee..0000000
--- a/datasets/eeg_ds002893s_hed/code/curation_logs/attention_shift_11_remap_events_log.txt
+++ /dev/null
@@ -1,272 +0,0 @@
-code/curation_logs/attention_shift_11_remap_events_log.txt 2022-04-25 13:53:25.680046
-
-
-Log output:
-attention_shift_11_remap_events_log: Level None
-overall:
-	[ Creating a key map with key_columns ['event_code', 'cond_code', 'focus_modality'] and target_columns ['event_type', 'attention_status', 'task_role', 'condition']]
-	[ Read the template from attention_shift_remap_event_template_filled.tsv]
-sub-001_run-01:
-	[ Remapping sub-001_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Reordered the columns as ['onset', 'duration', 'sample', 'sub_block', 'trial', 'focus_modality', 'event_type', 'attention_status', 'task_role', 'condition', 'event_code', 'cond_code']]
-	[ Writing sub-001_task-AuditoryVisualShift_run-01_events.tsv)]
-sub-002_run-01:
-	[ Remapping sub-002_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Reordered the columns as ['onset', 'duration', 'sample', 'sub_block', 'trial', 'focus_modality', 'event_type', 'attention_status', 'task_role', 'condition', 'event_code', 'cond_code']]
-	[ Writing sub-002_task-AuditoryVisualShift_run-01_events.tsv)]
-sub-003_run-01:
-	[ Remapping sub-003_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Reordered the columns as ['onset', 'duration', 'sample', 'sub_block', 'trial', 'focus_modality', 'event_type', 'attention_status', 'task_role', 'condition', 'event_code', 'cond_code']]
-	[ Writing sub-003_task-AuditoryVisualShift_run-01_events.tsv)]
-sub-004_run-01:
-	[ Remapping sub-004_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Reordered the columns as ['onset', 'duration', 'sample', 'sub_block', 'trial', 'focus_modality', 'event_type', 'attention_status', 'task_role', 'condition', 'event_code', 'cond_code']]
-	[ Writing sub-004_task-AuditoryVisualShift_run-01_events.tsv)]
-sub-004_run-02:
-	[ Remapping sub-004_task-AuditoryVisualShift_run-02_events.tsv]
-	[ Reordered the columns as ['onset', 'duration', 'sample', 'sub_block', 'trial', 'focus_modality', 'event_type', 'attention_status', 'task_role', 'condition', 'event_code', 'cond_code']]
-	[ Writing sub-004_task-AuditoryVisualShift_run-02_events.tsv)]
-sub-005_run-01:
-	[ Remapping sub-005_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Reordered the columns as ['onset', 'duration', 'sample', 'sub_block', 'trial', 'focus_modality', 'event_type', 'attention_status', 'task_role', 'condition', 'event_code', 'cond_code']]
-	[ Writing sub-005_task-AuditoryVisualShift_run-01_events.tsv)]
-sub-006_run-01:
-	[ Remapping sub-006_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Reordered the columns as ['onset', 'duration', 'sample', 'sub_block', 'trial', 'focus_modality', 'event_type', 'attention_status', 'task_role', 'condition', 'event_code', 'cond_code']]
-	[ Writing sub-006_task-AuditoryVisualShift_run-01_events.tsv)]
-sub-007_run-01:
-	[ Remapping sub-007_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Reordered the columns as ['onset', 'duration', 'sample', 'sub_block', 'trial', 'focus_modality', 'event_type', 'attention_status', 'task_role', 'condition', 'event_code', 'cond_code']]
-	[ Writing sub-007_task-AuditoryVisualShift_run-01_events.tsv)]
-sub-008_run-01:
-	[ Remapping sub-008_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Reordered the columns as ['onset', 'duration', 'sample', 'sub_block', 'trial', 'focus_modality', 'event_type', 'attention_status', 'task_role', 'condition', 'event_code', 'cond_code']]
-	[ Writing sub-008_task-AuditoryVisualShift_run-01_events.tsv)]
-sub-009_run-01:
-	[ Remapping sub-009_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Reordered the columns as ['onset', 'duration', 'sample', 'sub_block', 'trial', 'focus_modality', 'event_type', 'attention_status', 'task_role', 'condition', 'event_code', 'cond_code']]
-	[ Writing sub-009_task-AuditoryVisualShift_run-01_events.tsv)]
-sub-010_run-01:
-	[ Remapping sub-010_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Reordered the columns as ['onset', 'duration', 'sample', 'sub_block', 'trial', 'focus_modality', 'event_type', 'attention_status', 'task_role', 'condition', 'event_code', 'cond_code']]
-	[ Writing sub-010_task-AuditoryVisualShift_run-01_events.tsv)]
-sub-011_run-01:
-	[ Remapping sub-011_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Reordered the columns as ['onset', 'duration', 'sample', 'sub_block', 'trial', 'focus_modality', 'event_type', 'attention_status', 'task_role', 'condition', 'event_code', 'cond_code']]
-	[ Writing sub-011_task-AuditoryVisualShift_run-01_events.tsv)]
-sub-012_run-01:
-	[ Remapping sub-012_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Reordered the columns as ['onset', 'duration', 'sample', 'sub_block', 'trial', 'focus_modality', 'event_type', 'attention_status', 'task_role', 'condition', 'event_code', 'cond_code']]
-	[ Writing sub-012_task-AuditoryVisualShift_run-01_events.tsv)]
-sub-013_run-01:
-	[ Remapping sub-013_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Reordered the columns as ['onset', 'duration', 'sample', 'sub_block', 'trial', 'focus_modality', 'event_type', 'attention_status', 'task_role', 'condition', 'event_code', 'cond_code']]
-	[ Writing sub-013_task-AuditoryVisualShift_run-01_events.tsv)]
-sub-014_run-01:
-	[ Remapping sub-014_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Reordered the columns as ['onset', 'duration', 'sample', 'sub_block', 'trial', 'focus_modality', 'event_type', 'attention_status', 'task_role', 'condition', 'event_code', 'cond_code']]
-	[ Writing sub-014_task-AuditoryVisualShift_run-01_events.tsv)]
-sub-015_run-01:
-	[ Remapping sub-015_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Reordered the columns as ['onset', 'duration', 'sample', 'sub_block', 'trial', 'focus_modality', 'event_type', 'attention_status', 'task_role', 'condition', 'event_code', 'cond_code']]
-	[ Writing sub-015_task-AuditoryVisualShift_run-01_events.tsv)]
-sub-016_run-01:
-	[ Remapping sub-016_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Reordered the columns as ['onset', 'duration', 'sample', 'sub_block', 'trial', 'focus_modality', 'event_type', 'attention_status', 'task_role', 'condition', 'event_code', 'cond_code']]
-	[ Writing sub-016_task-AuditoryVisualShift_run-01_events.tsv)]
-sub-017_run-01:
-	[ Remapping sub-017_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Reordered the columns as ['onset', 'duration', 'sample', 'sub_block', 'trial', 'focus_modality', 'event_type', 'attention_status', 'task_role', 'condition', 'event_code', 'cond_code']]
-	[ Writing sub-017_task-AuditoryVisualShift_run-01_events.tsv)]
-sub-018_run-01:
-	[ Remapping sub-018_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Reordered the columns as ['onset', 'duration', 'sample', 'sub_block', 'trial', 'focus_modality', 'event_type', 'attention_status', 'task_role', 'condition', 'event_code', 'cond_code']]
-	[ Writing sub-018_task-AuditoryVisualShift_run-01_events.tsv)]
-sub-019_run-01:
-	[ Remapping sub-019_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Reordered the columns as ['onset', 'duration', 'sample', 'sub_block', 'trial', 'focus_modality', 'event_type', 'attention_status', 'task_role', 'condition', 'event_code', 'cond_code']]
-	[ Writing sub-019_task-AuditoryVisualShift_run-01_events.tsv)]
-sub-020_run-02:
-	[ Remapping sub-020_task-AuditoryVisualShift_run-02_events.tsv]
-	[ Reordered the columns as ['onset', 'duration', 'sample', 'sub_block', 'trial', 'focus_modality', 'event_type', 'attention_status', 'task_role', 'condition', 'event_code', 'cond_code']]
-	[ Writing sub-020_task-AuditoryVisualShift_run-02_events.tsv)]
-sub-021_run-02:
-	[ Remapping sub-021_task-AuditoryVisualShift_run-02_events.tsv]
-	[ Reordered the columns as ['onset', 'duration', 'sample', 'sub_block', 'trial', 'focus_modality', 'event_type', 'attention_status', 'task_role', 'condition', 'event_code', 'cond_code']]
-	[ Writing sub-021_task-AuditoryVisualShift_run-02_events.tsv)]
-sub-022_run-02:
-	[ Remapping sub-022_task-AuditoryVisualShift_run-02_events.tsv]
-	[ Reordered the columns as ['onset', 'duration', 'sample', 'sub_block', 'trial', 'focus_modality', 'event_type', 'attention_status', 'task_role', 'condition', 'event_code', 'cond_code']]
-	[ Writing sub-022_task-AuditoryVisualShift_run-02_events.tsv)]
-sub-023_run-01:
-	[ Remapping sub-023_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Reordered the columns as ['onset', 'duration', 'sample', 'sub_block', 'trial', 'focus_modality', 'event_type', 'attention_status', 'task_role', 'condition', 'event_code', 'cond_code']]
-	[ Writing sub-023_task-AuditoryVisualShift_run-01_events.tsv)]
-sub-024_run-01:
-	[ Remapping sub-024_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Reordered the columns as ['onset', 'duration', 'sample', 'sub_block', 'trial', 'focus_modality', 'event_type', 'attention_status', 'task_role', 'condition', 'event_code', 'cond_code']]
-	[ Writing sub-024_task-AuditoryVisualShift_run-01_events.tsv)]
-sub-025_run-01:
-	[ Remapping sub-025_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Reordered the columns as ['onset', 'duration', 'sample', 'sub_block', 'trial', 'focus_modality', 'event_type', 'attention_status', 'task_role', 'condition', 'event_code', 'cond_code']]
-	[ Writing sub-025_task-AuditoryVisualShift_run-01_events.tsv)]
-sub-026_run-01:
-	[ Remapping sub-026_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Reordered the columns as ['onset', 'duration', 'sample', 'sub_block', 'trial', 'focus_modality', 'event_type', 'attention_status', 'task_role', 'condition', 'event_code', 'cond_code']]
-	[ Writing sub-026_task-AuditoryVisualShift_run-01_events.tsv)]
-sub-027_run-01:
-	[ Remapping sub-027_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Reordered the columns as ['onset', 'duration', 'sample', 'sub_block', 'trial', 'focus_modality', 'event_type', 'attention_status', 'task_role', 'condition', 'event_code', 'cond_code']]
-	[ Writing sub-027_task-AuditoryVisualShift_run-01_events.tsv)]
-sub-028_run-01:
-	[ Remapping sub-028_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Reordered the columns as ['onset', 'duration', 'sample', 'sub_block', 'trial', 'focus_modality', 'event_type', 'attention_status', 'task_role', 'condition', 'event_code', 'cond_code']]
-	[ Writing sub-028_task-AuditoryVisualShift_run-01_events.tsv)]
-sub-028_run-02:
-	[ Remapping sub-028_task-AuditoryVisualShift_run-02_events.tsv]
-	[ Reordered the columns as ['onset', 'duration', 'sample', 'sub_block', 'trial', 'focus_modality', 'event_type', 'attention_status', 'task_role', 'condition', 'event_code', 'cond_code']]
-	[ Writing sub-028_task-AuditoryVisualShift_run-02_events.tsv)]
-sub-029_run-01:
-	[ Remapping sub-029_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Reordered the columns as ['onset', 'duration', 'sample', 'sub_block', 'trial', 'focus_modality', 'event_type', 'attention_status', 'task_role', 'condition', 'event_code', 'cond_code']]
-	[ Writing sub-029_task-AuditoryVisualShift_run-01_events.tsv)]
-sub-030_run-01:
-	[ Remapping sub-030_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Reordered the columns as ['onset', 'duration', 'sample', 'sub_block', 'trial', 'focus_modality', 'event_type', 'attention_status', 'task_role', 'condition', 'event_code', 'cond_code']]
-	[ Writing sub-030_task-AuditoryVisualShift_run-01_events.tsv)]
-sub-031_run-01:
-	[ Remapping sub-031_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Reordered the columns as ['onset', 'duration', 'sample', 'sub_block', 'trial', 'focus_modality', 'event_type', 'attention_status', 'task_role', 'condition', 'event_code', 'cond_code']]
-	[ Writing sub-031_task-AuditoryVisualShift_run-01_events.tsv)]
-sub-032_run-01:
-	[ Remapping sub-032_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Reordered the columns as ['onset', 'duration', 'sample', 'sub_block', 'trial', 'focus_modality', 'event_type', 'attention_status', 'task_role', 'condition', 'event_code', 'cond_code']]
-	[ Writing sub-032_task-AuditoryVisualShift_run-01_events.tsv)]
-sub-033_run-01:
-	[ Remapping sub-033_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Reordered the columns as ['onset', 'duration', 'sample', 'sub_block', 'trial', 'focus_modality', 'event_type', 'attention_status', 'task_role', 'condition', 'event_code', 'cond_code']]
-	[ Writing sub-033_task-AuditoryVisualShift_run-01_events.tsv)]
-sub-034_run-01:
-	[ Remapping sub-034_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Reordered the columns as ['onset', 'duration', 'sample', 'sub_block', 'trial', 'focus_modality', 'event_type', 'attention_status', 'task_role', 'condition', 'event_code', 'cond_code']]
-	[ Writing sub-034_task-AuditoryVisualShift_run-01_events.tsv)]
-sub-035_run-01:
-	[ Remapping sub-035_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Reordered the columns as ['onset', 'duration', 'sample', 'sub_block', 'trial', 'focus_modality', 'event_type', 'attention_status', 'task_role', 'condition', 'event_code', 'cond_code']]
-	[ Writing sub-035_task-AuditoryVisualShift_run-01_events.tsv)]
-sub-036_run-01:
-	[ Remapping sub-036_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Reordered the columns as ['onset', 'duration', 'sample', 'sub_block', 'trial', 'focus_modality', 'event_type', 'attention_status', 'task_role', 'condition', 'event_code', 'cond_code']]
-	[ Writing sub-036_task-AuditoryVisualShift_run-01_events.tsv)]
-sub-036_run-02:
-	[ Remapping sub-036_task-AuditoryVisualShift_run-02_events.tsv]
-	[ Reordered the columns as ['onset', 'duration', 'sample', 'sub_block', 'trial', 'focus_modality', 'event_type', 'attention_status', 'task_role', 'condition', 'event_code', 'cond_code']]
-	[ Writing sub-036_task-AuditoryVisualShift_run-02_events.tsv)]
-sub-037_run-01:
-	[ Remapping sub-037_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Reordered the columns as ['onset', 'duration', 'sample', 'sub_block', 'trial', 'focus_modality', 'event_type', 'attention_status', 'task_role', 'condition', 'event_code', 'cond_code']]
-	[ Writing sub-037_task-AuditoryVisualShift_run-01_events.tsv)]
-sub-038_run-01:
-	[ Remapping sub-038_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Reordered the columns as ['onset', 'duration', 'sample', 'sub_block', 'trial', 'focus_modality', 'event_type', 'attention_status', 'task_role', 'condition', 'event_code', 'cond_code']]
-	[ Writing sub-038_task-AuditoryVisualShift_run-01_events.tsv)]
-sub-039_run-01:
-	[ Remapping sub-039_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Reordered the columns as ['onset', 'duration', 'sample', 'sub_block', 'trial', 'focus_modality', 'event_type', 'attention_status', 'task_role', 'condition', 'event_code', 'cond_code']]
-	[ Writing sub-039_task-AuditoryVisualShift_run-01_events.tsv)]
-sub-040_run-01:
-	[ Remapping sub-040_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Reordered the columns as ['onset', 'duration', 'sample', 'sub_block', 'trial', 'focus_modality', 'event_type', 'attention_status', 'task_role', 'condition', 'event_code', 'cond_code']]
-	[ Writing sub-040_task-AuditoryVisualShift_run-01_events.tsv)]
-sub-041_run-01:
-	[ Remapping sub-041_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Reordered the columns as ['onset', 'duration', 'sample', 'sub_block', 'trial', 'focus_modality', 'event_type', 'attention_status', 'task_role', 'condition', 'event_code', 'cond_code']]
-	[ Writing sub-041_task-AuditoryVisualShift_run-01_events.tsv)]
-sub-042_run-01:
-	[ Remapping sub-042_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Reordered the columns as ['onset', 'duration', 'sample', 'sub_block', 'trial', 'focus_modality', 'event_type', 'attention_status', 'task_role', 'condition', 'event_code', 'cond_code']]
-	[ Writing sub-042_task-AuditoryVisualShift_run-01_events.tsv)]
-sub-043_run-01:
-	[ Remapping sub-043_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Reordered the columns as ['onset', 'duration', 'sample', 'sub_block', 'trial', 'focus_modality', 'event_type', 'attention_status', 'task_role', 'condition', 'event_code', 'cond_code']]
-	[ Writing sub-043_task-AuditoryVisualShift_run-01_events.tsv)]
-sub-044_run-01:
-	[ Remapping sub-044_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Reordered the columns as ['onset', 'duration', 'sample', 'sub_block', 'trial', 'focus_modality', 'event_type', 'attention_status', 'task_role', 'condition', 'event_code', 'cond_code']]
-	[ Writing sub-044_task-AuditoryVisualShift_run-01_events.tsv)]
-sub-045_run-01:
-	[ Remapping sub-045_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Reordered the columns as ['onset', 'duration', 'sample', 'sub_block', 'trial', 'focus_modality', 'event_type', 'attention_status', 'task_role', 'condition', 'event_code', 'cond_code']]
-	[ Writing sub-045_task-AuditoryVisualShift_run-01_events.tsv)]
-sub-046_run-01:
-	[ Remapping sub-046_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Reordered the columns as ['onset', 'duration', 'sample', 'sub_block', 'trial', 'focus_modality', 'event_type', 'attention_status', 'task_role', 'condition', 'event_code', 'cond_code']]
-	[ Writing sub-046_task-AuditoryVisualShift_run-01_events.tsv)]
-sub-047_run-01:
-	[ Remapping sub-047_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Reordered the columns as ['onset', 'duration', 'sample', 'sub_block', 'trial', 'focus_modality', 'event_type', 'attention_status', 'task_role', 'condition', 'event_code', 'cond_code']]
-	[ Writing sub-047_task-AuditoryVisualShift_run-01_events.tsv)]
-sub-048_run-01:
-	[ Remapping sub-048_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Reordered the columns as ['onset', 'duration', 'sample', 'sub_block', 'trial', 'focus_modality', 'event_type', 'attention_status', 'task_role', 'condition', 'event_code', 'cond_code']]
-	[ Writing sub-048_task-AuditoryVisualShift_run-01_events.tsv)]
-sub-049_run-01:
-	[ Remapping sub-049_task-AuditoryVisualShift_run-01_events.tsv]
-	[ Reordered the columns as ['onset', 'duration', 'sample', 'sub_block', 'trial', 'focus_modality', 'event_type', 'attention_status', 'task_role', 'condition', 'event_code', 'cond_code']]
-	[ Writing sub-049_task-AuditoryVisualShift_run-01_events.tsv)]
-
-ERROR Summary:
-attention_shift_11_remap_events_log: Level ERROR
-overall:
-sub-001_run-01:
-sub-002_run-01:
-sub-003_run-01:
-sub-004_run-01:
-sub-004_run-02:
-sub-005_run-01:
-sub-006_run-01:
-sub-007_run-01:
-sub-008_run-01:
-sub-009_run-01:
-sub-010_run-01:
-sub-011_run-01:
-sub-012_run-01:
-sub-013_run-01:
-sub-014_run-01:
-sub-015_run-01:
-sub-016_run-01:
-sub-017_run-01:
-sub-018_run-01:
-sub-019_run-01:
-sub-020_run-02:
-sub-021_run-02:
-sub-022_run-02:
-sub-023_run-01:
-sub-024_run-01:
-sub-025_run-01:
-sub-026_run-01:
-sub-027_run-01:
-sub-028_run-01:
-sub-028_run-02:
-sub-029_run-01:
-sub-030_run-01:
-sub-031_run-01:
-sub-032_run-01:
-sub-033_run-01:
-sub-034_run-01:
-sub-035_run-01:
-sub-036_run-01:
-sub-036_run-02:
-sub-037_run-01:
-sub-038_run-01:
-sub-039_run-01:
-sub-040_run-01:
-sub-041_run-01:
-sub-042_run-01:
-sub-043_run-01:
-sub-044_run-01:
-sub-045_run-01:
-sub-046_run-01:
-sub-047_run-01:
-sub-048_run-01:
-sub-049_run-01:
\ No newline at end of file
diff --git a/datasets/eeg_ds002893s_hed/code/curation_logs/attention_shift_12_final_summary_log.txt b/datasets/eeg_ds002893s_hed/code/curation_logs/attention_shift_12_final_summary_log.txt
deleted file mode 100644
index 33bd194..0000000
--- a/datasets/eeg_ds002893s_hed/code/curation_logs/attention_shift_12_final_summary_log.txt
+++ /dev/null
@@ -1,63 +0,0 @@
-code/curation_logs/attention_shift_12_final_summary_log.txt 2022-04-25 13:56:33.736577
-
-Summary for column dictionary :
-   Categorical columns (7):
-      attention_status (3 distinct values):
-         attended: 154180
-         n/a: 29961
-         unattended: 102994
-      cond_code (3 distinct values):
-         1: 56448
-         2: 55789
-         3: 174898
-      condition (3 distinct values):
-         attend_auditory: 56448
-         attend_visual: 55789
-         shift_attention: 174898
-      event_code (17 distinct values):
-         1: 11702
-         10: 4701
-         11: 37342
-         12: 37461
-         13: 18984
-         14: 18839
-         2: 11701
-         201: 29028
-         202: 927
-         255: 6
-         3: 9296
-         4: 9301
-         5: 37171
-         6: 37167
-         7: 9405
-         8: 9407
-         9: 4697
-      event_type (9 distinct values):
-         bad_event: 6
-         button_press: 29028
-         dark_bar: 93467
-         hear_word: 11702
-         high_tone: 23398
-         light_bar: 23409
-         look_word: 11701
-         low_tone: 93497
-         pause_recording: 927
-      focus_modality (3 distinct values):
-         auditory: 143757
-         n/a: 38
-         visual: 143340
-      task_role (6 distinct values):
-         cue_auditory: 11724
-         cue_visual: 11679
-         frequent_stimulus: 186964
-         infrequent_stimulus: 46807
-         n/a: 933
-         target_detected: 29028
-   Value columns (0):
-
-
-Log output:
-attention_shift_12_final_summary_log: Level None
-
-ERROR Summary:
-attention_shift_12_final_summary_log: Level ERROR
\ No newline at end of file
diff --git a/datasets/eeg_ds002893s_hed/code/curation_logs/attention_shift_13_generate_sidecar_log.txt b/datasets/eeg_ds002893s_hed/code/curation_logs/attention_shift_13_generate_sidecar_log.txt
deleted file mode 100644
index 0b67109..0000000
--- a/datasets/eeg_ds002893s_hed/code/curation_logs/attention_shift_13_generate_sidecar_log.txt
+++ /dev/null
@@ -1,13 +0,0 @@
-code/curation_logs/attention_shift_13_generate_sidecar_log.txt 2022-04-25 13:57:17.272376
-
-
-Log output:
-attention_shift_13_generate_sidecar_log: Level None
-overall:
-	[ Summarizing 52]
-	[ Saving a JSON sidecar template to task-AuditoryVisualShift_events.json]
-	[ Creating a spreadsheet template and saving to task-AuditoryVisualShift_hed_spreadsheet.tsv]
-
-ERROR Summary:
-attention_shift_13_generate_sidecar_log: Level ERROR
-overall:
\ No newline at end of file
diff --git a/datasets/eeg_ds002893s_hed/code/curation_logs/attention_shift_14_analyze_channels_log.txt b/datasets/eeg_ds002893s_hed/code/curation_logs/attention_shift_14_analyze_channels_log.txt
deleted file mode 100644
index c77c79d..0000000
--- a/datasets/eeg_ds002893s_hed/code/curation_logs/attention_shift_14_analyze_channels_log.txt
+++ /dev/null
@@ -1,16 +0,0 @@
-code/curation_logs/attention_shift_14_analyze_channels_log.txt 2022-04-25 13:58:57.853253
-
-
-Log output:
-attention_shift_14_analyze_channels_log: Level None
-sub-001_task-AuditoryVisualShift_run-01_eeg.set:
-	[ This key has 52 files with the same 36 channels]
-	[ The channels are ['Fp1', 'Fpz', 'Fp2', 'AF3', 'AF4', 'F7', 'F3', 'Fz', 'F4', 'F8', 'FC5', 'FC1', 'FC6', 'FC2', 'T7', 'C3', 'Cz', 'C4', 'T8', 'CP5', 'CP1', 'CP2', 'CP6', 'P7', 'P3', 'Pz', 'P4', 'P8', 'PO3', 'PO4', 'O1', 'Oz', 'O2', 'LM', 'REye', 'LEye']]
-Overall:
-	[ Dataset has 36 unique channels]
-	[ {'REye', 'P4', 'PO3', 'Oz', 'T7', 'O1', 'Fpz', 'F3', 'Fp1', 'F4', 'CP5', 'C4', 'Fz', 'C3', 'P3', 'LM', 'AF3', 'FC5', 'F7', 'O2', 'CP1', 'Fp2', 'LEye', 'T8', 'CP2', 'P7', 'FC6', 'Cz', 'PO4', 'AF4', 'CP6', 'P8', 'Pz', 'FC2', 'FC1', 'F8'}]
-
-ERROR Summary:
-attention_shift_14_analyze_channels_log: Level ERROR
-sub-001_task-AuditoryVisualShift_run-01_eeg.set:
-Overall:
\ No newline at end of file
diff --git a/datasets/eeg_ds002893s_hed/code/curation_logs/attention_shift_15_fix_channels_log.txt b/datasets/eeg_ds002893s_hed/code/curation_logs/attention_shift_15_fix_channels_log.txt
deleted file mode 100644
index e1990f4..0000000
--- a/datasets/eeg_ds002893s_hed/code/curation_logs/attention_shift_15_fix_channels_log.txt
+++ /dev/null
@@ -1,320 +0,0 @@
-code/curation_logs/attention_shift_15_fix_channels_log.txt 2022-04-25 14:02:14.550470
-
-
-Log output:
-attention_shift_15_fix_channels_log: Level None
-sub-001_task-AuditoryVisualShift_run-01_eeg.set:
-	[ EEG has 36 channels]
-	[ 33 EEG channels, 2 EOG channels, 0 OTHER channels 1 MISC channels]
-	[ Saved as sub-001_task-AuditoryVisualShift_run-01_channels.tsv]
-	[ Adjusted the MiscChannelCount to 1]
-sub-002_task-AuditoryVisualShift_run-01_eeg.set:
-	[ EEG has 36 channels]
-	[ 33 EEG channels, 2 EOG channels, 0 OTHER channels 1 MISC channels]
-	[ Saved as sub-002_task-AuditoryVisualShift_run-01_channels.tsv]
-	[ Adjusted the MiscChannelCount to 1]
-sub-003_task-AuditoryVisualShift_run-01_eeg.set:
-	[ EEG has 36 channels]
-	[ 33 EEG channels, 2 EOG channels, 0 OTHER channels 1 MISC channels]
-	[ Saved as sub-003_task-AuditoryVisualShift_run-01_channels.tsv]
-	[ Adjusted the MiscChannelCount to 1]
-sub-004_task-AuditoryVisualShift_run-01_eeg.set:
-	[ EEG has 36 channels]
-	[ 33 EEG channels, 2 EOG channels, 0 OTHER channels 1 MISC channels]
-	[ Saved as sub-004_task-AuditoryVisualShift_run-01_channels.tsv]
-	[ Adjusted the MiscChannelCount to 1]
-sub-004_task-AuditoryVisualShift_run-02_eeg.set:
-	[ EEG has 36 channels]
-	[ 33 EEG channels, 2 EOG channels, 0 OTHER channels 1 MISC channels]
-	[ Saved as sub-004_task-AuditoryVisualShift_run-02_channels.tsv]
-	[ Adjusted the MiscChannelCount to 1]
-sub-005_task-AuditoryVisualShift_run-01_eeg.set:
-	[ EEG has 36 channels]
-	[ 33 EEG channels, 2 EOG channels, 0 OTHER channels 1 MISC channels]
-	[ Saved as sub-005_task-AuditoryVisualShift_run-01_channels.tsv]
-	[ Adjusted the MiscChannelCount to 1]
-sub-006_task-AuditoryVisualShift_run-01_eeg.set:
-	[ EEG has 36 channels]
-	[ 33 EEG channels, 2 EOG channels, 0 OTHER channels 1 MISC channels]
-	[ Saved as sub-006_task-AuditoryVisualShift_run-01_channels.tsv]
-	[ Adjusted the MiscChannelCount to 1]
-sub-007_task-AuditoryVisualShift_run-01_eeg.set:
-	[ EEG has 36 channels]
-	[ 33 EEG channels, 2 EOG channels, 0 OTHER channels 1 MISC channels]
-	[ Saved as sub-007_task-AuditoryVisualShift_run-01_channels.tsv]
-	[ Adjusted the MiscChannelCount to 1]
-sub-008_task-AuditoryVisualShift_run-01_eeg.set:
-	[ EEG has 36 channels]
-	[ 33 EEG channels, 2 EOG channels, 0 OTHER channels 1 MISC channels]
-	[ Saved as sub-008_task-AuditoryVisualShift_run-01_channels.tsv]
-	[ Adjusted the MiscChannelCount to 1]
-sub-009_task-AuditoryVisualShift_run-01_eeg.set:
-	[ EEG has 36 channels]
-	[ 33 EEG channels, 2 EOG channels, 0 OTHER channels 1 MISC channels]
-	[ Saved as sub-009_task-AuditoryVisualShift_run-01_channels.tsv]
-	[ Adjusted the MiscChannelCount to 1]
-sub-010_task-AuditoryVisualShift_run-01_eeg.set:
-	[ EEG has 36 channels]
-	[ 33 EEG channels, 2 EOG channels, 0 OTHER channels 1 MISC channels]
-	[ Saved as sub-010_task-AuditoryVisualShift_run-01_channels.tsv]
-	[ Adjusted the MiscChannelCount to 1]
-sub-011_task-AuditoryVisualShift_run-01_eeg.set:
-	[ EEG has 36 channels]
-	[ 33 EEG channels, 2 EOG channels, 0 OTHER channels 1 MISC channels]
-	[ Saved as sub-011_task-AuditoryVisualShift_run-01_channels.tsv]
-	[ Adjusted the MiscChannelCount to 1]
-sub-012_task-AuditoryVisualShift_run-01_eeg.set:
-	[ EEG has 36 channels]
-	[ 33 EEG channels, 2 EOG channels, 0 OTHER channels 1 MISC channels]
-	[ Saved as sub-012_task-AuditoryVisualShift_run-01_channels.tsv]
-	[ Adjusted the MiscChannelCount to 1]
-sub-013_task-AuditoryVisualShift_run-01_eeg.set:
-	[ EEG has 36 channels]
-	[ 33 EEG channels, 2 EOG channels, 0 OTHER channels 1 MISC channels]
-	[ Saved as sub-013_task-AuditoryVisualShift_run-01_channels.tsv]
-	[ Adjusted the MiscChannelCount to 1]
-sub-014_task-AuditoryVisualShift_run-01_eeg.set:
-	[ EEG has 36 channels]
-	[ 33 EEG channels, 2 EOG channels, 0 OTHER channels 1 MISC channels]
-	[ Saved as sub-014_task-AuditoryVisualShift_run-01_channels.tsv]
-	[ Adjusted the MiscChannelCount to 1]
-sub-015_task-AuditoryVisualShift_run-01_eeg.set:
-	[ EEG has 36 channels]
-	[ 33 EEG channels, 2 EOG channels, 0 OTHER channels 1 MISC channels]
-	[ Saved as sub-015_task-AuditoryVisualShift_run-01_channels.tsv]
-	[ Adjusted the MiscChannelCount to 1]
-sub-016_task-AuditoryVisualShift_run-01_eeg.set:
-	[ EEG has 36 channels]
-	[ 33 EEG channels, 2 EOG channels, 0 OTHER channels 1 MISC channels]
-	[ Saved as sub-016_task-AuditoryVisualShift_run-01_channels.tsv]
-	[ Adjusted the MiscChannelCount to 1]
-sub-017_task-AuditoryVisualShift_run-01_eeg.set:
-	[ EEG has 36 channels]
-	[ 33 EEG channels, 2 EOG channels, 0 OTHER channels 1 MISC channels]
-	[ Saved as sub-017_task-AuditoryVisualShift_run-01_channels.tsv]
-	[ Adjusted the MiscChannelCount to 1]
-sub-018_task-AuditoryVisualShift_run-01_eeg.set:
-	[ EEG has 36 channels]
-	[ 33 EEG channels, 2 EOG channels, 0 OTHER channels 1 MISC channels]
-	[ Saved as sub-018_task-AuditoryVisualShift_run-01_channels.tsv]
-	[ Adjusted the MiscChannelCount to 1]
-sub-019_task-AuditoryVisualShift_run-01_eeg.set:
-	[ EEG has 36 channels]
-	[ 33 EEG channels, 2 EOG channels, 0 OTHER channels 1 MISC channels]
-	[ Saved as sub-019_task-AuditoryVisualShift_run-01_channels.tsv]
-	[ Adjusted the MiscChannelCount to 1]
-sub-020_task-AuditoryVisualShift_run-02_eeg.set:
-	[ EEG has 36 channels]
-	[ 33 EEG channels, 2 EOG channels, 0 OTHER channels 1 MISC channels]
-	[ Saved as sub-020_task-AuditoryVisualShift_run-02_channels.tsv]
-	[ Adjusted the MiscChannelCount to 1]
-sub-021_task-AuditoryVisualShift_run-02_eeg.set:
-	[ EEG has 36 channels]
-	[ 33 EEG channels, 2 EOG channels, 0 OTHER channels 1 MISC channels]
-	[ Saved as sub-021_task-AuditoryVisualShift_run-02_channels.tsv]
-	[ Adjusted the MiscChannelCount to 1]
-sub-022_task-AuditoryVisualShift_run-02_eeg.set:
-	[ EEG has 36 channels]
-	[ 33 EEG channels, 2 EOG channels, 0 OTHER channels 1 MISC channels]
-	[ Saved as sub-022_task-AuditoryVisualShift_run-02_channels.tsv]
-	[ Adjusted the MiscChannelCount to 1]
-sub-023_task-AuditoryVisualShift_run-01_eeg.set:
-	[ EEG has 36 channels]
-	[ 33 EEG channels, 2 EOG channels, 0 OTHER channels 1 MISC channels]
-	[ Saved as sub-023_task-AuditoryVisualShift_run-01_channels.tsv]
-	[ Adjusted the MiscChannelCount to 1]
-sub-024_task-AuditoryVisualShift_run-01_eeg.set:
-	[ EEG has 36 channels]
-	[ 33 EEG channels, 2 EOG channels, 0 OTHER channels 1 MISC channels]
-	[ Saved as sub-024_task-AuditoryVisualShift_run-01_channels.tsv]
-	[ Adjusted the MiscChannelCount to 1]
-sub-025_task-AuditoryVisualShift_run-01_eeg.set:
-	[ EEG has 36 channels]
-	[ 33 EEG channels, 2 EOG channels, 0 OTHER channels 1 MISC channels]
-	[ Saved as sub-025_task-AuditoryVisualShift_run-01_channels.tsv]
-	[ Adjusted the MiscChannelCount to 1]
-sub-026_task-AuditoryVisualShift_run-01_eeg.set:
-	[ EEG has 36 channels]
-	[ 33 EEG channels, 2 EOG channels, 0 OTHER channels 1 MISC channels]
-	[ Saved as sub-026_task-AuditoryVisualShift_run-01_channels.tsv]
-	[ Adjusted the MiscChannelCount to 1]
-sub-027_task-AuditoryVisualShift_run-01_eeg.set:
-	[ EEG has 36 channels]
-	[ 33 EEG channels, 2 EOG channels, 0 OTHER channels 1 MISC channels]
-	[ Saved as sub-027_task-AuditoryVisualShift_run-01_channels.tsv]
-	[ Adjusted the MiscChannelCount to 1]
-sub-028_task-AuditoryVisualShift_run-01_eeg.set:
-	[ EEG has 36 channels]
-	[ 33 EEG channels, 2 EOG channels, 0 OTHER channels 1 MISC channels]
-	[ Saved as sub-028_task-AuditoryVisualShift_run-01_channels.tsv]
-	[ Adjusted the MiscChannelCount to 1]
-sub-028_task-AuditoryVisualShift_run-02_eeg.set:
-	[ EEG has 36 channels]
-	[ 33 EEG channels, 2 EOG channels, 0 OTHER channels 1 MISC channels]
-	[ Saved as sub-028_task-AuditoryVisualShift_run-02_channels.tsv]
-	[ Adjusted the MiscChannelCount to 1]
-sub-029_task-AuditoryVisualShift_run-01_eeg.set:
-	[ EEG has 36 channels]
-	[ 33 EEG channels, 2 EOG channels, 0 OTHER channels 1 MISC channels]
-	[ Saved as sub-029_task-AuditoryVisualShift_run-01_channels.tsv]
-	[ Adjusted the MiscChannelCount to 1]
-sub-030_task-AuditoryVisualShift_run-01_eeg.set:
-	[ EEG has 36 channels]
-	[ 33 EEG channels, 2 EOG channels, 0 OTHER channels 1 MISC channels]
-	[ Saved as sub-030_task-AuditoryVisualShift_run-01_channels.tsv]
-	[ Adjusted the MiscChannelCount to 1]
-sub-031_task-AuditoryVisualShift_run-01_eeg.set:
-	[ EEG has 36 channels]
-	[ 33 EEG channels, 2 EOG channels, 0 OTHER channels 1 MISC channels]
-	[ Saved as sub-031_task-AuditoryVisualShift_run-01_channels.tsv]
-	[ Adjusted the MiscChannelCount to 1]
-sub-032_task-AuditoryVisualShift_run-01_eeg.set:
-	[ EEG has 36 channels]
-	[ 33 EEG channels, 2 EOG channels, 0 OTHER channels 1 MISC channels]
-	[ Saved as sub-032_task-AuditoryVisualShift_run-01_channels.tsv]
-	[ Adjusted the MiscChannelCount to 1]
-sub-033_task-AuditoryVisualShift_run-01_eeg.set:
-	[ EEG has 36 channels]
-	[ 33 EEG channels, 2 EOG channels, 0 OTHER channels 1 MISC channels]
-	[ Saved as sub-033_task-AuditoryVisualShift_run-01_channels.tsv]
-	[ Adjusted the MiscChannelCount to 1]
-sub-034_task-AuditoryVisualShift_run-01_eeg.set:
-	[ EEG has 36 channels]
-	[ 33 EEG channels, 2 EOG channels, 0 OTHER channels 1 MISC channels]
-	[ Saved as sub-034_task-AuditoryVisualShift_run-01_channels.tsv]
-	[ Adjusted the MiscChannelCount to 1]
-sub-035_task-AuditoryVisualShift_run-01_eeg.set:
-	[ EEG has 36 channels]
-	[ 33 EEG channels, 2 EOG channels, 0 OTHER channels 1 MISC channels]
-	[ Saved as sub-035_task-AuditoryVisualShift_run-01_channels.tsv]
-	[ Adjusted the MiscChannelCount to 1]
-sub-036_task-AuditoryVisualShift_run-01_eeg.set:
-	[ EEG has 36 channels]
-	[ 33 EEG channels, 2 EOG channels, 0 OTHER channels 1 MISC channels]
-	[ Saved as sub-036_task-AuditoryVisualShift_run-01_channels.tsv]
-	[ Adjusted the MiscChannelCount to 1]
-sub-036_task-AuditoryVisualShift_run-02_eeg.set:
-	[ EEG has 36 channels]
-	[ 33 EEG channels, 2 EOG channels, 0 OTHER channels 1 MISC channels]
-	[ Saved as sub-036_task-AuditoryVisualShift_run-02_channels.tsv]
-	[ Adjusted the MiscChannelCount to 1]
-sub-037_task-AuditoryVisualShift_run-01_eeg.set:
-	[ EEG has 36 channels]
-	[ 33 EEG channels, 2 EOG channels, 0 OTHER channels 1 MISC channels]
-	[ Saved as sub-037_task-AuditoryVisualShift_run-01_channels.tsv]
-	[ Adjusted the MiscChannelCount to 1]
-sub-038_task-AuditoryVisualShift_run-01_eeg.set:
-	[ EEG has 36 channels]
-	[ 33 EEG channels, 2 EOG channels, 0 OTHER channels 1 MISC channels]
-	[ Saved as sub-038_task-AuditoryVisualShift_run-01_channels.tsv]
-	[ Adjusted the MiscChannelCount to 1]
-sub-039_task-AuditoryVisualShift_run-01_eeg.set:
-	[ EEG has 36 channels]
-	[ 33 EEG channels, 2 EOG channels, 0 OTHER channels 1 MISC channels]
-	[ Saved as sub-039_task-AuditoryVisualShift_run-01_channels.tsv]
-	[ Adjusted the MiscChannelCount to 1]
-sub-040_task-AuditoryVisualShift_run-01_eeg.set:
-	[ EEG has 36 channels]
-	[ 33 EEG channels, 2 EOG channels, 0 OTHER channels 1 MISC channels]
-	[ Saved as sub-040_task-AuditoryVisualShift_run-01_channels.tsv]
-	[ Adjusted the MiscChannelCount to 1]
-sub-041_task-AuditoryVisualShift_run-01_eeg.set:
-	[ EEG has 36 channels]
-	[ 33 EEG channels, 2 EOG channels, 0 OTHER channels 1 MISC channels]
-	[ Saved as sub-041_task-AuditoryVisualShift_run-01_channels.tsv]
-	[ Adjusted the MiscChannelCount to 1]
-sub-042_task-AuditoryVisualShift_run-01_eeg.set:
-	[ EEG has 36 channels]
-	[ 33 EEG channels, 2 EOG channels, 0 OTHER channels 1 MISC channels]
-	[ Saved as sub-042_task-AuditoryVisualShift_run-01_channels.tsv]
-	[ Adjusted the MiscChannelCount to 1]
-sub-043_task-AuditoryVisualShift_run-01_eeg.set:
-	[ EEG has 36 channels]
-	[ 33 EEG channels, 2 EOG channels, 0 OTHER channels 1 MISC channels]
-	[ Saved as sub-043_task-AuditoryVisualShift_run-01_channels.tsv]
-	[ Adjusted the MiscChannelCount to 1]
-sub-044_task-AuditoryVisualShift_run-01_eeg.set:
-	[ EEG has 36 channels]
-	[ 33 EEG channels, 2 EOG channels, 0 OTHER channels 1 MISC channels]
-	[ Saved as sub-044_task-AuditoryVisualShift_run-01_channels.tsv]
-	[ Adjusted the MiscChannelCount to 1]
-sub-045_task-AuditoryVisualShift_run-01_eeg.set:
-	[ EEG has 36 channels]
-	[ 33 EEG channels, 2 EOG channels, 0 OTHER channels 1 MISC channels]
-	[ Saved as sub-045_task-AuditoryVisualShift_run-01_channels.tsv]
-	[ Adjusted the MiscChannelCount to 1]
-sub-046_task-AuditoryVisualShift_run-01_eeg.set:
-	[ EEG has 36 channels]
-	[ 33 EEG channels, 2 EOG channels, 0 OTHER channels 1 MISC channels]
-	[ Saved as sub-046_task-AuditoryVisualShift_run-01_channels.tsv]
-	[ Adjusted the MiscChannelCount to 1]
-sub-047_task-AuditoryVisualShift_run-01_eeg.set:
-	[ EEG has 36 channels]
-	[ 33 EEG channels, 2 EOG channels, 0 OTHER channels 1 MISC channels]
-	[ Saved as sub-047_task-AuditoryVisualShift_run-01_channels.tsv]
-	[ Adjusted the MiscChannelCount to 1]
-sub-048_task-AuditoryVisualShift_run-01_eeg.set:
-	[ EEG has 36 channels]
-	[ 33 EEG channels, 2 EOG channels, 0 OTHER channels 1 MISC channels]
-	[ Saved as sub-048_task-AuditoryVisualShift_run-01_channels.tsv]
-	[ Adjusted the MiscChannelCount to 1]
-sub-049_task-AuditoryVisualShift_run-01_eeg.set:
-	[ EEG has 36 channels]
-	[ 33 EEG channels, 2 EOG channels, 0 OTHER channels 1 MISC channels]
-	[ Saved as sub-049_task-AuditoryVisualShift_run-01_channels.tsv]
-	[ Adjusted the MiscChannelCount to 1]
-
-ERROR Summary:
-attention_shift_15_fix_channels_log: Level ERROR
-sub-001_task-AuditoryVisualShift_run-01_eeg.set:
-sub-002_task-AuditoryVisualShift_run-01_eeg.set:
-sub-003_task-AuditoryVisualShift_run-01_eeg.set:
-sub-004_task-AuditoryVisualShift_run-01_eeg.set:
-sub-004_task-AuditoryVisualShift_run-02_eeg.set:
-sub-005_task-AuditoryVisualShift_run-01_eeg.set:
-sub-006_task-AuditoryVisualShift_run-01_eeg.set:
-sub-007_task-AuditoryVisualShift_run-01_eeg.set:
-sub-008_task-AuditoryVisualShift_run-01_eeg.set:
-sub-009_task-AuditoryVisualShift_run-01_eeg.set:
-sub-010_task-AuditoryVisualShift_run-01_eeg.set:
-sub-011_task-AuditoryVisualShift_run-01_eeg.set:
-sub-012_task-AuditoryVisualShift_run-01_eeg.set:
-sub-013_task-AuditoryVisualShift_run-01_eeg.set:
-sub-014_task-AuditoryVisualShift_run-01_eeg.set:
-sub-015_task-AuditoryVisualShift_run-01_eeg.set:
-sub-016_task-AuditoryVisualShift_run-01_eeg.set:
-sub-017_task-AuditoryVisualShift_run-01_eeg.set:
-sub-018_task-AuditoryVisualShift_run-01_eeg.set:
-sub-019_task-AuditoryVisualShift_run-01_eeg.set:
-sub-020_task-AuditoryVisualShift_run-02_eeg.set:
-sub-021_task-AuditoryVisualShift_run-02_eeg.set:
-sub-022_task-AuditoryVisualShift_run-02_eeg.set:
-sub-023_task-AuditoryVisualShift_run-01_eeg.set:
-sub-024_task-AuditoryVisualShift_run-01_eeg.set:
-sub-025_task-AuditoryVisualShift_run-01_eeg.set:
-sub-026_task-AuditoryVisualShift_run-01_eeg.set:
-sub-027_task-AuditoryVisualShift_run-01_eeg.set:
-sub-028_task-AuditoryVisualShift_run-01_eeg.set:
-sub-028_task-AuditoryVisualShift_run-02_eeg.set:
-sub-029_task-AuditoryVisualShift_run-01_eeg.set:
-sub-030_task-AuditoryVisualShift_run-01_eeg.set:
-sub-031_task-AuditoryVisualShift_run-01_eeg.set:
-sub-032_task-AuditoryVisualShift_run-01_eeg.set:
-sub-033_task-AuditoryVisualShift_run-01_eeg.set:
-sub-034_task-AuditoryVisualShift_run-01_eeg.set:
-sub-035_task-AuditoryVisualShift_run-01_eeg.set:
-sub-036_task-AuditoryVisualShift_run-01_eeg.set:
-sub-036_task-AuditoryVisualShift_run-02_eeg.set:
-sub-037_task-AuditoryVisualShift_run-01_eeg.set:
-sub-038_task-AuditoryVisualShift_run-01_eeg.set:
-sub-039_task-AuditoryVisualShift_run-01_eeg.set:
-sub-040_task-AuditoryVisualShift_run-01_eeg.set:
-sub-041_task-AuditoryVisualShift_run-01_eeg.set:
-sub-042_task-AuditoryVisualShift_run-01_eeg.set:
-sub-043_task-AuditoryVisualShift_run-01_eeg.set:
-sub-044_task-AuditoryVisualShift_run-01_eeg.set:
-sub-045_task-AuditoryVisualShift_run-01_eeg.set:
-sub-046_task-AuditoryVisualShift_run-01_eeg.set:
-sub-047_task-AuditoryVisualShift_run-01_eeg.set:
-sub-048_task-AuditoryVisualShift_run-01_eeg.set:
-sub-049_task-AuditoryVisualShift_run-01_eeg.set:
\ No newline at end of file
diff --git a/datasets/eeg_ds002893s_hed/code/curation_logs/attention_shift_16_fix_coordsystem_log.txt b/datasets/eeg_ds002893s_hed/code/curation_logs/attention_shift_16_fix_coordsystem_log.txt
deleted file mode 100644
index 627fd8e..0000000
--- a/datasets/eeg_ds002893s_hed/code/curation_logs/attention_shift_16_fix_coordsystem_log.txt
+++ /dev/null
@@ -1,164 +0,0 @@
-code/curation_logs/attention_shift_16_fix_coordsystem_log.txt 2022-04-25 14:03:57.836915
-
-
-Log output:
-attention_shift_16_fix_coordsystem_log: Level None
-sub-001_task-AuditoryVisualShift_run-01_eeg.set:
-	[ Saving the sub-001_task-AuditoryVisualShift_run-01_coordsystem.json coordinate system file]
-sub-002_task-AuditoryVisualShift_run-01_eeg.set:
-	[ Saving the sub-002_task-AuditoryVisualShift_run-01_coordsystem.json coordinate system file]
-sub-003_task-AuditoryVisualShift_run-01_eeg.set:
-	[ Saving the sub-003_task-AuditoryVisualShift_run-01_coordsystem.json coordinate system file]
-sub-004_task-AuditoryVisualShift_run-01_eeg.set:
-	[ Saving the sub-004_task-AuditoryVisualShift_run-01_coordsystem.json coordinate system file]
-sub-004_task-AuditoryVisualShift_run-02_eeg.set:
-	[ Saving the sub-004_task-AuditoryVisualShift_run-02_coordsystem.json coordinate system file]
-sub-005_task-AuditoryVisualShift_run-01_eeg.set:
-	[ Saving the sub-005_task-AuditoryVisualShift_run-01_coordsystem.json coordinate system file]
-sub-006_task-AuditoryVisualShift_run-01_eeg.set:
-	[ Saving the sub-006_task-AuditoryVisualShift_run-01_coordsystem.json coordinate system file]
-sub-007_task-AuditoryVisualShift_run-01_eeg.set:
-	[ Saving the sub-007_task-AuditoryVisualShift_run-01_coordsystem.json coordinate system file]
-sub-008_task-AuditoryVisualShift_run-01_eeg.set:
-	[ Saving the sub-008_task-AuditoryVisualShift_run-01_coordsystem.json coordinate system file]
-sub-009_task-AuditoryVisualShift_run-01_eeg.set:
-	[ Saving the sub-009_task-AuditoryVisualShift_run-01_coordsystem.json coordinate system file]
-sub-010_task-AuditoryVisualShift_run-01_eeg.set:
-	[ Saving the sub-010_task-AuditoryVisualShift_run-01_coordsystem.json coordinate system file]
-sub-011_task-AuditoryVisualShift_run-01_eeg.set:
-	[ Saving the sub-011_task-AuditoryVisualShift_run-01_coordsystem.json coordinate system file]
-sub-012_task-AuditoryVisualShift_run-01_eeg.set:
-	[ Saving the sub-012_task-AuditoryVisualShift_run-01_coordsystem.json coordinate system file]
-sub-013_task-AuditoryVisualShift_run-01_eeg.set:
-	[ Saving the sub-013_task-AuditoryVisualShift_run-01_coordsystem.json coordinate system file]
-sub-014_task-AuditoryVisualShift_run-01_eeg.set:
-	[ Saving the sub-014_task-AuditoryVisualShift_run-01_coordsystem.json coordinate system file]
-sub-015_task-AuditoryVisualShift_run-01_eeg.set:
-	[ Saving the sub-015_task-AuditoryVisualShift_run-01_coordsystem.json coordinate system file]
-sub-016_task-AuditoryVisualShift_run-01_eeg.set:
-	[ Saving the sub-016_task-AuditoryVisualShift_run-01_coordsystem.json coordinate system file]
-sub-017_task-AuditoryVisualShift_run-01_eeg.set:
-	[ Saving the sub-017_task-AuditoryVisualShift_run-01_coordsystem.json coordinate system file]
-sub-018_task-AuditoryVisualShift_run-01_eeg.set:
-	[ Saving the sub-018_task-AuditoryVisualShift_run-01_coordsystem.json coordinate system file]
-sub-019_task-AuditoryVisualShift_run-01_eeg.set:
-	[ Saving the sub-019_task-AuditoryVisualShift_run-01_coordsystem.json coordinate system file]
-sub-020_task-AuditoryVisualShift_run-02_eeg.set:
-	[ Saving the sub-020_task-AuditoryVisualShift_run-02_coordsystem.json coordinate system file]
-sub-021_task-AuditoryVisualShift_run-02_eeg.set:
-	[ Saving the sub-021_task-AuditoryVisualShift_run-02_coordsystem.json coordinate system file]
-sub-022_task-AuditoryVisualShift_run-02_eeg.set:
-	[ Saving the sub-022_task-AuditoryVisualShift_run-02_coordsystem.json coordinate system file]
-sub-023_task-AuditoryVisualShift_run-01_eeg.set:
-	[ Saving the sub-023_task-AuditoryVisualShift_run-01_coordsystem.json coordinate system file]
-sub-024_task-AuditoryVisualShift_run-01_eeg.set:
-	[ Saving the sub-024_task-AuditoryVisualShift_run-01_coordsystem.json coordinate system file]
-sub-025_task-AuditoryVisualShift_run-01_eeg.set:
-	[ Saving the sub-025_task-AuditoryVisualShift_run-01_coordsystem.json coordinate system file]
-sub-026_task-AuditoryVisualShift_run-01_eeg.set:
-	[ Saving the sub-026_task-AuditoryVisualShift_run-01_coordsystem.json coordinate system file]
-sub-027_task-AuditoryVisualShift_run-01_eeg.set:
-	[ Saving the sub-027_task-AuditoryVisualShift_run-01_coordsystem.json coordinate system file]
-sub-028_task-AuditoryVisualShift_run-01_eeg.set:
-	[ Saving the sub-028_task-AuditoryVisualShift_run-01_coordsystem.json coordinate system file]
-sub-028_task-AuditoryVisualShift_run-02_eeg.set:
-	[ Saving the sub-028_task-AuditoryVisualShift_run-02_coordsystem.json coordinate system file]
-sub-029_task-AuditoryVisualShift_run-01_eeg.set:
-	[ Saving the sub-029_task-AuditoryVisualShift_run-01_coordsystem.json coordinate system file]
-sub-030_task-AuditoryVisualShift_run-01_eeg.set:
-	[ Saving the sub-030_task-AuditoryVisualShift_run-01_coordsystem.json coordinate system file]
-sub-031_task-AuditoryVisualShift_run-01_eeg.set:
-	[ Saving the sub-031_task-AuditoryVisualShift_run-01_coordsystem.json coordinate system file]
-sub-032_task-AuditoryVisualShift_run-01_eeg.set:
-	[ Saving the sub-032_task-AuditoryVisualShift_run-01_coordsystem.json coordinate system file]
-sub-033_task-AuditoryVisualShift_run-01_eeg.set:
-	[ Saving the sub-033_task-AuditoryVisualShift_run-01_coordsystem.json coordinate system file]
-sub-034_task-AuditoryVisualShift_run-01_eeg.set:
-	[ Saving the sub-034_task-AuditoryVisualShift_run-01_coordsystem.json coordinate system file]
-sub-035_task-AuditoryVisualShift_run-01_eeg.set:
-	[ Saving the sub-035_task-AuditoryVisualShift_run-01_coordsystem.json coordinate system file]
-sub-036_task-AuditoryVisualShift_run-01_eeg.set:
-	[ Saving the sub-036_task-AuditoryVisualShift_run-01_coordsystem.json coordinate system file]
-sub-036_task-AuditoryVisualShift_run-02_eeg.set:
-	[ Saving the sub-036_task-AuditoryVisualShift_run-02_coordsystem.json coordinate system file]
-sub-037_task-AuditoryVisualShift_run-01_eeg.set:
-	[ Saving the sub-037_task-AuditoryVisualShift_run-01_coordsystem.json coordinate system file]
-sub-038_task-AuditoryVisualShift_run-01_eeg.set:
-	[ Saving the sub-038_task-AuditoryVisualShift_run-01_coordsystem.json coordinate system file]
-sub-039_task-AuditoryVisualShift_run-01_eeg.set:
-	[ Saving the sub-039_task-AuditoryVisualShift_run-01_coordsystem.json coordinate system file]
-sub-040_task-AuditoryVisualShift_run-01_eeg.set:
-	[ Saving the sub-040_task-AuditoryVisualShift_run-01_coordsystem.json coordinate system file]
-sub-041_task-AuditoryVisualShift_run-01_eeg.set:
-	[ Saving the sub-041_task-AuditoryVisualShift_run-01_coordsystem.json coordinate system file]
-sub-042_task-AuditoryVisualShift_run-01_eeg.set:
-	[ Saving the sub-042_task-AuditoryVisualShift_run-01_coordsystem.json coordinate system file]
-sub-043_task-AuditoryVisualShift_run-01_eeg.set:
-	[ Saving the sub-043_task-AuditoryVisualShift_run-01_coordsystem.json coordinate system file]
-sub-044_task-AuditoryVisualShift_run-01_eeg.set:
-	[ Saving the sub-044_task-AuditoryVisualShift_run-01_coordsystem.json coordinate system file]
-sub-045_task-AuditoryVisualShift_run-01_eeg.set:
-	[ Saving the sub-045_task-AuditoryVisualShift_run-01_coordsystem.json coordinate system file]
-sub-046_task-AuditoryVisualShift_run-01_eeg.set:
-	[ Saving the sub-046_task-AuditoryVisualShift_run-01_coordsystem.json coordinate system file]
-sub-047_task-AuditoryVisualShift_run-01_eeg.set:
-	[ Saving the sub-047_task-AuditoryVisualShift_run-01_coordsystem.json coordinate system file]
-sub-048_task-AuditoryVisualShift_run-01_eeg.set:
-	[ Saving the sub-048_task-AuditoryVisualShift_run-01_coordsystem.json coordinate system file]
-sub-049_task-AuditoryVisualShift_run-01_eeg.set:
-	[ Saving the sub-049_task-AuditoryVisualShift_run-01_coordsystem.json coordinate system file]
-
-ERROR Summary:
-attention_shift_16_fix_coordsystem_log: Level ERROR
-sub-001_task-AuditoryVisualShift_run-01_eeg.set:
-sub-002_task-AuditoryVisualShift_run-01_eeg.set:
-sub-003_task-AuditoryVisualShift_run-01_eeg.set:
-sub-004_task-AuditoryVisualShift_run-01_eeg.set:
-sub-004_task-AuditoryVisualShift_run-02_eeg.set:
-sub-005_task-AuditoryVisualShift_run-01_eeg.set:
-sub-006_task-AuditoryVisualShift_run-01_eeg.set:
-sub-007_task-AuditoryVisualShift_run-01_eeg.set:
-sub-008_task-AuditoryVisualShift_run-01_eeg.set:
-sub-009_task-AuditoryVisualShift_run-01_eeg.set:
-sub-010_task-AuditoryVisualShift_run-01_eeg.set:
-sub-011_task-AuditoryVisualShift_run-01_eeg.set:
-sub-012_task-AuditoryVisualShift_run-01_eeg.set:
-sub-013_task-AuditoryVisualShift_run-01_eeg.set:
-sub-014_task-AuditoryVisualShift_run-01_eeg.set:
-sub-015_task-AuditoryVisualShift_run-01_eeg.set:
-sub-016_task-AuditoryVisualShift_run-01_eeg.set:
-sub-017_task-AuditoryVisualShift_run-01_eeg.set:
-sub-018_task-AuditoryVisualShift_run-01_eeg.set:
-sub-019_task-AuditoryVisualShift_run-01_eeg.set:
-sub-020_task-AuditoryVisualShift_run-02_eeg.set:
-sub-021_task-AuditoryVisualShift_run-02_eeg.set:
-sub-022_task-AuditoryVisualShift_run-02_eeg.set:
-sub-023_task-AuditoryVisualShift_run-01_eeg.set:
-sub-024_task-AuditoryVisualShift_run-01_eeg.set:
-sub-025_task-AuditoryVisualShift_run-01_eeg.set:
-sub-026_task-AuditoryVisualShift_run-01_eeg.set:
-sub-027_task-AuditoryVisualShift_run-01_eeg.set:
-sub-028_task-AuditoryVisualShift_run-01_eeg.set:
-sub-028_task-AuditoryVisualShift_run-02_eeg.set:
-sub-029_task-AuditoryVisualShift_run-01_eeg.set:
-sub-030_task-AuditoryVisualShift_run-01_eeg.set:
-sub-031_task-AuditoryVisualShift_run-01_eeg.set:
-sub-032_task-AuditoryVisualShift_run-01_eeg.set:
-sub-033_task-AuditoryVisualShift_run-01_eeg.set:
-sub-034_task-AuditoryVisualShift_run-01_eeg.set:
-sub-035_task-AuditoryVisualShift_run-01_eeg.set:
-sub-036_task-AuditoryVisualShift_run-01_eeg.set:
-sub-036_task-AuditoryVisualShift_run-02_eeg.set:
-sub-037_task-AuditoryVisualShift_run-01_eeg.set:
-sub-038_task-AuditoryVisualShift_run-01_eeg.set:
-sub-039_task-AuditoryVisualShift_run-01_eeg.set:
-sub-040_task-AuditoryVisualShift_run-01_eeg.set:
-sub-041_task-AuditoryVisualShift_run-01_eeg.set:
-sub-042_task-AuditoryVisualShift_run-01_eeg.set:
-sub-043_task-AuditoryVisualShift_run-01_eeg.set:
-sub-044_task-AuditoryVisualShift_run-01_eeg.set:
-sub-045_task-AuditoryVisualShift_run-01_eeg.set:
-sub-046_task-AuditoryVisualShift_run-01_eeg.set:
-sub-047_task-AuditoryVisualShift_run-01_eeg.set:
-sub-048_task-AuditoryVisualShift_run-01_eeg.set:
-sub-049_task-AuditoryVisualShift_run-01_eeg.set:
\ No newline at end of file
diff --git a/datasets/eeg_ds002893s_hed/code/curation_logs/attention_shift_17_fix_eeglab_channels_log.txt b/datasets/eeg_ds002893s_hed/code/curation_logs/attention_shift_17_fix_eeglab_channels_log.txt
deleted file mode 100644
index 590ca25..0000000
--- a/datasets/eeg_ds002893s_hed/code/curation_logs/attention_shift_17_fix_eeglab_channels_log.txt
+++ /dev/null
@@ -1,261 +0,0 @@
-Log of runEeglabFixChannels.m on 25-Apr-2022 14:04:56
-sub-001_task-AuditoryVisualShift_run-01_eeg:
-	Loading EEG.set file
-	Setting the channel types
-	Writing electrode file with 36 electrodes
-	Resaving the EEG.set file
-sub-002_task-AuditoryVisualShift_run-01_eeg:
-	Loading EEG.set file
-	Setting the channel types
-	Writing electrode file with 36 electrodes
-	Resaving the EEG.set file
-sub-003_task-AuditoryVisualShift_run-01_eeg:
-	Loading EEG.set file
-	Setting the channel types
-	Writing electrode file with 36 electrodes
-	Resaving the EEG.set file
-sub-004_task-AuditoryVisualShift_run-01_eeg:
-	Loading EEG.set file
-	Setting the channel types
-	Writing electrode file with 36 electrodes
-	Resaving the EEG.set file
-sub-004_task-AuditoryVisualShift_run-02_eeg:
-	Loading EEG.set file
-	Setting the channel types
-	Writing electrode file with 36 electrodes
-	Resaving the EEG.set file
-sub-005_task-AuditoryVisualShift_run-01_eeg:
-	Loading EEG.set file
-	Setting the channel types
-	Writing electrode file with 36 electrodes
-	Resaving the EEG.set file
-sub-006_task-AuditoryVisualShift_run-01_eeg:
-	Loading EEG.set file
-	Setting the channel types
-	Writing electrode file with 36 electrodes
-	Resaving the EEG.set file
-sub-007_task-AuditoryVisualShift_run-01_eeg:
-	Loading EEG.set file
-	Setting the channel types
-	Writing electrode file with 36 electrodes
-	Resaving the EEG.set file
-sub-008_task-AuditoryVisualShift_run-01_eeg:
-	Loading EEG.set file
-	Setting the channel types
-	Writing electrode file with 36 electrodes
-	Resaving the EEG.set file
-sub-009_task-AuditoryVisualShift_run-01_eeg:
-	Loading EEG.set file
-	Setting the channel types
-	Writing electrode file with 36 electrodes
-	Resaving the EEG.set file
-sub-010_task-AuditoryVisualShift_run-01_eeg:
-	Loading EEG.set file
-	Setting the channel types
-	Writing electrode file with 36 electrodes
-	Resaving the EEG.set file
-sub-011_task-AuditoryVisualShift_run-01_eeg:
-	Loading EEG.set file
-	Setting the channel types
-	Writing electrode file with 36 electrodes
-	Resaving the EEG.set file
-sub-012_task-AuditoryVisualShift_run-01_eeg:
-	Loading EEG.set file
-	Setting the channel types
-	Writing electrode file with 36 electrodes
-	Resaving the EEG.set file
-sub-013_task-AuditoryVisualShift_run-01_eeg:
-	Loading EEG.set file
-	Setting the channel types
-	Writing electrode file with 36 electrodes
-	Resaving the EEG.set file
-sub-014_task-AuditoryVisualShift_run-01_eeg:
-	Loading EEG.set file
-	Setting the channel types
-	Writing electrode file with 36 electrodes
-	Resaving the EEG.set file
-sub-015_task-AuditoryVisualShift_run-01_eeg:
-	Loading EEG.set file
-	Setting the channel types
-	Writing electrode file with 36 electrodes
-	Resaving the EEG.set file
-sub-016_task-AuditoryVisualShift_run-01_eeg:
-	Loading EEG.set file
-	Setting the channel types
-	Writing electrode file with 36 electrodes
-	Resaving the EEG.set file
-sub-017_task-AuditoryVisualShift_run-01_eeg:
-	Loading EEG.set file
-	Setting the channel types
-	Writing electrode file with 36 electrodes
-	Resaving the EEG.set file
-sub-018_task-AuditoryVisualShift_run-01_eeg:
-	Loading EEG.set file
-	Setting the channel types
-	Writing electrode file with 36 electrodes
-	Resaving the EEG.set file
-sub-019_task-AuditoryVisualShift_run-01_eeg:
-	Loading EEG.set file
-	Setting the channel types
-	Writing electrode file with 36 electrodes
-	Resaving the EEG.set file
-sub-020_task-AuditoryVisualShift_run-02_eeg:
-	Loading EEG.set file
-	Setting the channel types
-	Writing electrode file with 36 electrodes
-	Resaving the EEG.set file
-sub-021_task-AuditoryVisualShift_run-02_eeg:
-	Loading EEG.set file
-	Setting the channel types
-	Writing electrode file with 36 electrodes
-	Resaving the EEG.set file
-sub-022_task-AuditoryVisualShift_run-02_eeg:
-	Loading EEG.set file
-	Setting the channel types
-	Writing electrode file with 36 electrodes
-	Resaving the EEG.set file
-sub-023_task-AuditoryVisualShift_run-01_eeg:
-	Loading EEG.set file
-	Setting the channel types
-	Writing electrode file with 36 electrodes
-	Resaving the EEG.set file
-sub-024_task-AuditoryVisualShift_run-01_eeg:
-	Loading EEG.set file
-	Setting the channel types
-	Writing electrode file with 36 electrodes
-	Resaving the EEG.set file
-sub-025_task-AuditoryVisualShift_run-01_eeg:
-	Loading EEG.set file
-	Setting the channel types
-	Writing electrode file with 36 electrodes
-	Resaving the EEG.set file
-sub-026_task-AuditoryVisualShift_run-01_eeg:
-	Loading EEG.set file
-	Setting the channel types
-	Writing electrode file with 36 electrodes
-	Resaving the EEG.set file
-sub-027_task-AuditoryVisualShift_run-01_eeg:
-	Loading EEG.set file
-	Setting the channel types
-	Writing electrode file with 36 electrodes
-	Resaving the EEG.set file
-sub-028_task-AuditoryVisualShift_run-01_eeg:
-	Loading EEG.set file
-	Setting the channel types
-	Writing electrode file with 36 electrodes
-	Resaving the EEG.set file
-sub-028_task-AuditoryVisualShift_run-02_eeg:
-	Loading EEG.set file
-	Setting the channel types
-	Writing electrode file with 36 electrodes
-	Resaving the EEG.set file
-sub-029_task-AuditoryVisualShift_run-01_eeg:
-	Loading EEG.set file
-	Setting the channel types
-	Writing electrode file with 36 electrodes
-	Resaving the EEG.set file
-sub-030_task-AuditoryVisualShift_run-01_eeg:
-	Loading EEG.set file
-	Setting the channel types
-	Writing electrode file with 36 electrodes
-	Resaving the EEG.set file
-sub-031_task-AuditoryVisualShift_run-01_eeg:
-	Loading EEG.set file
-	Setting the channel types
-	Writing electrode file with 36 electrodes
-	Resaving the EEG.set file
-sub-032_task-AuditoryVisualShift_run-01_eeg:
-	Loading EEG.set file
-	Setting the channel types
-	Writing electrode file with 36 electrodes
-	Resaving the EEG.set file
-sub-033_task-AuditoryVisualShift_run-01_eeg:
-	Loading EEG.set file
-	Setting the channel types
-	Writing electrode file with 36 electrodes
-	Resaving the EEG.set file
-sub-034_task-AuditoryVisualShift_run-01_eeg:
-	Loading EEG.set file
-	Setting the channel types
-	Writing electrode file with 36 electrodes
-	Resaving the EEG.set file
-sub-035_task-AuditoryVisualShift_run-01_eeg:
-	Loading EEG.set file
-	Setting the channel types
-	Writing electrode file with 36 electrodes
-	Resaving the EEG.set file
-sub-036_task-AuditoryVisualShift_run-01_eeg:
-	Loading EEG.set file
-	Setting the channel types
-	Writing electrode file with 36 electrodes
-	Resaving the EEG.set file
-sub-036_task-AuditoryVisualShift_run-02_eeg:
-	Loading EEG.set file
-	Setting the channel types
-	Writing electrode file with 36 electrodes
-	Resaving the EEG.set file
-sub-037_task-AuditoryVisualShift_run-01_eeg:
-	Loading EEG.set file
-	Setting the channel types
-	Writing electrode file with 36 electrodes
-	Resaving the EEG.set file
-sub-038_task-AuditoryVisualShift_run-01_eeg:
-	Loading EEG.set file
-	Setting the channel types
-	Writing electrode file with 36 electrodes
-	Resaving the EEG.set file
-sub-039_task-AuditoryVisualShift_run-01_eeg:
-	Loading EEG.set file
-	Setting the channel types
-	Writing electrode file with 36 electrodes
-	Resaving the EEG.set file
-sub-040_task-AuditoryVisualShift_run-01_eeg:
-	Loading EEG.set file
-	Setting the channel types
-	Writing electrode file with 36 electrodes
-	Resaving the EEG.set file
-sub-041_task-AuditoryVisualShift_run-01_eeg:
-	Loading EEG.set file
-	Setting the channel types
-	Writing electrode file with 36 electrodes
-	Resaving the EEG.set file
-sub-042_task-AuditoryVisualShift_run-01_eeg:
-	Loading EEG.set file
-	Setting the channel types
-	Writing electrode file with 36 electrodes
-	Resaving the EEG.set file
-sub-043_task-AuditoryVisualShift_run-01_eeg:
-	Loading EEG.set file
-	Setting the channel types
-	Writing electrode file with 36 electrodes
-	Resaving the EEG.set file
-sub-044_task-AuditoryVisualShift_run-01_eeg:
-	Loading EEG.set file
-	Setting the channel types
-	Writing electrode file with 36 electrodes
-	Resaving the EEG.set file
-sub-045_task-AuditoryVisualShift_run-01_eeg:
-	Loading EEG.set file
-	Setting the channel types
-	Writing electrode file with 36 electrodes
-	Resaving the EEG.set file
-sub-046_task-AuditoryVisualShift_run-01_eeg:
-	Loading EEG.set file
-	Setting the channel types
-	Writing electrode file with 36 electrodes
-	Resaving the EEG.set file
-sub-047_task-AuditoryVisualShift_run-01_eeg:
-	Loading EEG.set file
-	Setting the channel types
-	Writing electrode file with 36 electrodes
-	Resaving the EEG.set file
-sub-048_task-AuditoryVisualShift_run-01_eeg:
-	Loading EEG.set file
-	Setting the channel types
-	Writing electrode file with 36 electrodes
-	Resaving the EEG.set file
-sub-049_task-AuditoryVisualShift_run-01_eeg:
-	Loading EEG.set file
-	Setting the channel types
-	Writing electrode file with 36 electrodes
-	Resaving the EEG.set file
diff --git a/datasets/eeg_ds002893s_hed/code/curation_logs/attention_shift_18_import_events_log.txt b/datasets/eeg_ds002893s_hed/code/curation_logs/attention_shift_18_import_events_log.txt
deleted file mode 100644
index 537868c..0000000
--- a/datasets/eeg_ds002893s_hed/code/curation_logs/attention_shift_18_import_events_log.txt
+++ /dev/null
@@ -1,313 +0,0 @@
-Log of runEeglabEventsImport.m on 25-Apr-2022 14:12:23
-sub-001_task-AuditoryVisualShift_run-01_eeg:
-	Create a table from the events file
-	Convert the latency column to samples
-	Set the EEG.urevent
-	Set the EEG.event
-	Resave the EEG.set file
-sub-002_task-AuditoryVisualShift_run-01_eeg:
-	Create a table from the events file
-	Convert the latency column to samples
-	Set the EEG.urevent
-	Set the EEG.event
-	Resave the EEG.set file
-sub-003_task-AuditoryVisualShift_run-01_eeg:
-	Create a table from the events file
-	Convert the latency column to samples
-	Set the EEG.urevent
-	Set the EEG.event
-	Resave the EEG.set file
-sub-004_task-AuditoryVisualShift_run-01_eeg:
-	Create a table from the events file
-	Convert the latency column to samples
-	Set the EEG.urevent
-	Set the EEG.event
-	Resave the EEG.set file
-sub-004_task-AuditoryVisualShift_run-02_eeg:
-	Create a table from the events file
-	Convert the latency column to samples
-	Set the EEG.urevent
-	Set the EEG.event
-	Resave the EEG.set file
-sub-005_task-AuditoryVisualShift_run-01_eeg:
-	Create a table from the events file
-	Convert the latency column to samples
-	Set the EEG.urevent
-	Set the EEG.event
-	Resave the EEG.set file
-sub-006_task-AuditoryVisualShift_run-01_eeg:
-	Create a table from the events file
-	Convert the latency column to samples
-	Set the EEG.urevent
-	Set the EEG.event
-	Resave the EEG.set file
-sub-007_task-AuditoryVisualShift_run-01_eeg:
-	Create a table from the events file
-	Convert the latency column to samples
-	Set the EEG.urevent
-	Set the EEG.event
-	Resave the EEG.set file
-sub-008_task-AuditoryVisualShift_run-01_eeg:
-	Create a table from the events file
-	Convert the latency column to samples
-	Set the EEG.urevent
-	Set the EEG.event
-	Resave the EEG.set file
-sub-009_task-AuditoryVisualShift_run-01_eeg:
-	Create a table from the events file
-	Convert the latency column to samples
-	Set the EEG.urevent
-	Set the EEG.event
-	Resave the EEG.set file
-sub-010_task-AuditoryVisualShift_run-01_eeg:
-	Create a table from the events file
-	Convert the latency column to samples
-	Set the EEG.urevent
-	Set the EEG.event
-	Resave the EEG.set file
-sub-011_task-AuditoryVisualShift_run-01_eeg:
-	Create a table from the events file
-	Convert the latency column to samples
-	Set the EEG.urevent
-	Set the EEG.event
-	Resave the EEG.set file
-sub-012_task-AuditoryVisualShift_run-01_eeg:
-	Create a table from the events file
-	Convert the latency column to samples
-	Set the EEG.urevent
-	Set the EEG.event
-	Resave the EEG.set file
-sub-013_task-AuditoryVisualShift_run-01_eeg:
-	Create a table from the events file
-	Convert the latency column to samples
-	Set the EEG.urevent
-	Set the EEG.event
-	Resave the EEG.set file
-sub-014_task-AuditoryVisualShift_run-01_eeg:
-	Create a table from the events file
-	Convert the latency column to samples
-	Set the EEG.urevent
-	Set the EEG.event
-	Resave the EEG.set file
-sub-015_task-AuditoryVisualShift_run-01_eeg:
-	Create a table from the events file
-	Convert the latency column to samples
-	Set the EEG.urevent
-	Set the EEG.event
-	Resave the EEG.set file
-sub-016_task-AuditoryVisualShift_run-01_eeg:
-	Create a table from the events file
-	Convert the latency column to samples
-	Set the EEG.urevent
-	Set the EEG.event
-	Resave the EEG.set file
-sub-017_task-AuditoryVisualShift_run-01_eeg:
-	Create a table from the events file
-	Convert the latency column to samples
-	Set the EEG.urevent
-	Set the EEG.event
-	Resave the EEG.set file
-sub-018_task-AuditoryVisualShift_run-01_eeg:
-	Create a table from the events file
-	Convert the latency column to samples
-	Set the EEG.urevent
-	Set the EEG.event
-	Resave the EEG.set file
-sub-019_task-AuditoryVisualShift_run-01_eeg:
-	Create a table from the events file
-	Convert the latency column to samples
-	Set the EEG.urevent
-	Set the EEG.event
-	Resave the EEG.set file
-sub-020_task-AuditoryVisualShift_run-02_eeg:
-	Create a table from the events file
-	Convert the latency column to samples
-	Set the EEG.urevent
-	Set the EEG.event
-	Resave the EEG.set file
-sub-021_task-AuditoryVisualShift_run-02_eeg:
-	Create a table from the events file
-	Convert the latency column to samples
-	Set the EEG.urevent
-	Set the EEG.event
-	Resave the EEG.set file
-sub-022_task-AuditoryVisualShift_run-02_eeg:
-	Create a table from the events file
-	Convert the latency column to samples
-	Set the EEG.urevent
-	Set the EEG.event
-	Resave the EEG.set file
-sub-023_task-AuditoryVisualShift_run-01_eeg:
-	Create a table from the events file
-	Convert the latency column to samples
-	Set the EEG.urevent
-	Set the EEG.event
-	Resave the EEG.set file
-sub-024_task-AuditoryVisualShift_run-01_eeg:
-	Create a table from the events file
-	Convert the latency column to samples
-	Set the EEG.urevent
-	Set the EEG.event
-	Resave the EEG.set file
-sub-025_task-AuditoryVisualShift_run-01_eeg:
-	Create a table from the events file
-	Convert the latency column to samples
-	Set the EEG.urevent
-	Set the EEG.event
-	Resave the EEG.set file
-sub-026_task-AuditoryVisualShift_run-01_eeg:
-	Create a table from the events file
-	Convert the latency column to samples
-	Set the EEG.urevent
-	Set the EEG.event
-	Resave the EEG.set file
-sub-027_task-AuditoryVisualShift_run-01_eeg:
-	Create a table from the events file
-	Convert the latency column to samples
-	Set the EEG.urevent
-	Set the EEG.event
-	Resave the EEG.set file
-sub-028_task-AuditoryVisualShift_run-01_eeg:
-	Create a table from the events file
-	Convert the latency column to samples
-	Set the EEG.urevent
-	Set the EEG.event
-	Resave the EEG.set file
-sub-028_task-AuditoryVisualShift_run-02_eeg:
-	Create a table from the events file
-	Convert the latency column to samples
-	Set the EEG.urevent
-	Set the EEG.event
-	Resave the EEG.set file
-sub-029_task-AuditoryVisualShift_run-01_eeg:
-	Create a table from the events file
-	Convert the latency column to samples
-	Set the EEG.urevent
-	Set the EEG.event
-	Resave the EEG.set file
-sub-030_task-AuditoryVisualShift_run-01_eeg:
-	Create a table from the events file
-	Convert the latency column to samples
-	Set the EEG.urevent
-	Set the EEG.event
-	Resave the EEG.set file
-sub-031_task-AuditoryVisualShift_run-01_eeg:
-	Create a table from the events file
-	Convert the latency column to samples
-	Set the EEG.urevent
-	Set the EEG.event
-	Resave the EEG.set file
-sub-032_task-AuditoryVisualShift_run-01_eeg:
-	Create a table from the events file
-	Convert the latency column to samples
-	Set the EEG.urevent
-	Set the EEG.event
-	Resave the EEG.set file
-sub-033_task-AuditoryVisualShift_run-01_eeg:
-	Create a table from the events file
-	Convert the latency column to samples
-	Set the EEG.urevent
-	Set the EEG.event
-	Resave the EEG.set file
-sub-034_task-AuditoryVisualShift_run-01_eeg:
-	Create a table from the events file
-	Convert the latency column to samples
-	Set the EEG.urevent
-	Set the EEG.event
-	Resave the EEG.set file
-sub-035_task-AuditoryVisualShift_run-01_eeg:
-	Create a table from the events file
-	Convert the latency column to samples
-	Set the EEG.urevent
-	Set the EEG.event
-	Resave the EEG.set file
-sub-036_task-AuditoryVisualShift_run-01_eeg:
-	Create a table from the events file
-	Convert the latency column to samples
-	Set the EEG.urevent
-	Set the EEG.event
-	Resave the EEG.set file
-sub-036_task-AuditoryVisualShift_run-02_eeg:
-	Create a table from the events file
-	Convert the latency column to samples
-	Set the EEG.urevent
-	Set the EEG.event
-	Resave the EEG.set file
-sub-037_task-AuditoryVisualShift_run-01_eeg:
-	Create a table from the events file
-	Convert the latency column to samples
-	Set the EEG.urevent
-	Set the EEG.event
-	Resave the EEG.set file
-sub-038_task-AuditoryVisualShift_run-01_eeg:
-	Create a table from the events file
-	Convert the latency column to samples
-	Set the EEG.urevent
-	Set the EEG.event
-	Resave the EEG.set file
-sub-039_task-AuditoryVisualShift_run-01_eeg:
-	Create a table from the events file
-	Convert the latency column to samples
-	Set the EEG.urevent
-	Set the EEG.event
-	Resave the EEG.set file
-sub-040_task-AuditoryVisualShift_run-01_eeg:
-	Create a table from the events file
-	Convert the latency column to samples
-	Set the EEG.urevent
-	Set the EEG.event
-	Resave the EEG.set file
-sub-041_task-AuditoryVisualShift_run-01_eeg:
-	Create a table from the events file
-	Convert the latency column to samples
-	Set the EEG.urevent
-	Set the EEG.event
-	Resave the EEG.set file
-sub-042_task-AuditoryVisualShift_run-01_eeg:
-	Create a table from the events file
-	Convert the latency column to samples
-	Set the EEG.urevent
-	Set the EEG.event
-	Resave the EEG.set file
-sub-043_task-AuditoryVisualShift_run-01_eeg:
-	Create a table from the events file
-	Convert the latency column to samples
-	Set the EEG.urevent
-	Set the EEG.event
-	Resave the EEG.set file
-sub-044_task-AuditoryVisualShift_run-01_eeg:
-	Create a table from the events file
-	Convert the latency column to samples
-	Set the EEG.urevent
-	Set the EEG.event
-	Resave the EEG.set file
-sub-045_task-AuditoryVisualShift_run-01_eeg:
-	Create a table from the events file
-	Convert the latency column to samples
-	Set the EEG.urevent
-	Set the EEG.event
-	Resave the EEG.set file
-sub-046_task-AuditoryVisualShift_run-01_eeg:
-	Create a table from the events file
-	Convert the latency column to samples
-	Set the EEG.urevent
-	Set the EEG.event
-	Resave the EEG.set file
-sub-047_task-AuditoryVisualShift_run-01_eeg:
-	Create a table from the events file
-	Convert the latency column to samples
-	Set the EEG.urevent
-	Set the EEG.event
-	Resave the EEG.set file
-sub-048_task-AuditoryVisualShift_run-01_eeg:
-	Create a table from the events file
-	Convert the latency column to samples
-	Set the EEG.urevent
-	Set the EEG.event
-	Resave the EEG.set file
-sub-049_task-AuditoryVisualShift_run-01_eeg:
-	Create a table from the events file
-	Convert the latency column to samples
-	Set the EEG.urevent
-	Set the EEG.event
-	Resave the EEG.set file
diff --git a/datasets/eeg_ds002893s_hed/code/samplingRates.tsv b/datasets/eeg_ds002893s_hed/code/samplingRates.tsv
deleted file mode 100644
index e7297b9..0000000
--- a/datasets/eeg_ds002893s_hed/code/samplingRates.tsv
+++ /dev/null
@@ -1,53 +0,0 @@
-file_basename	sampling_rate
-sub-001_task-AuditoryVisualShift_run-01	250
-sub-002_task-AuditoryVisualShift_run-01	250.029
-sub-003_task-AuditoryVisualShift_run-01	250.029
-sub-004_task-AuditoryVisualShift_run-01	250.029
-sub-004_task-AuditoryVisualShift_run-02	250.029
-sub-005_task-AuditoryVisualShift_run-01	250
-sub-006_task-AuditoryVisualShift_run-01	250
-sub-007_task-AuditoryVisualShift_run-01	250
-sub-008_task-AuditoryVisualShift_run-01	250
-sub-009_task-AuditoryVisualShift_run-01	250
-sub-010_task-AuditoryVisualShift_run-01	250
-sub-011_task-AuditoryVisualShift_run-01	250
-sub-012_task-AuditoryVisualShift_run-01	250
-sub-013_task-AuditoryVisualShift_run-01	250
-sub-014_task-AuditoryVisualShift_run-01	250
-sub-015_task-AuditoryVisualShift_run-01	250
-sub-016_task-AuditoryVisualShift_run-01	250
-sub-017_task-AuditoryVisualShift_run-01	250
-sub-018_task-AuditoryVisualShift_run-01	250
-sub-019_task-AuditoryVisualShift_run-01	250
-sub-020_task-AuditoryVisualShift_run-02	250
-sub-021_task-AuditoryVisualShift_run-02	250
-sub-022_task-AuditoryVisualShift_run-02	250
-sub-023_task-AuditoryVisualShift_run-01	250
-sub-024_task-AuditoryVisualShift_run-01	250
-sub-025_task-AuditoryVisualShift_run-01	250
-sub-026_task-AuditoryVisualShift_run-01	250
-sub-027_task-AuditoryVisualShift_run-01	250
-sub-028_task-AuditoryVisualShift_run-01	250
-sub-028_task-AuditoryVisualShift_run-02	250
-sub-029_task-AuditoryVisualShift_run-01	250
-sub-030_task-AuditoryVisualShift_run-01	250
-sub-031_task-AuditoryVisualShift_run-01	250.029
-sub-032_task-AuditoryVisualShift_run-01	250.029
-sub-033_task-AuditoryVisualShift_run-01	250.029
-sub-034_task-AuditoryVisualShift_run-01	250
-sub-035_task-AuditoryVisualShift_run-01	250.029
-sub-036_task-AuditoryVisualShift_run-01	250.029
-sub-036_task-AuditoryVisualShift_run-02	250.029
-sub-037_task-AuditoryVisualShift_run-01	250
-sub-038_task-AuditoryVisualShift_run-01	250
-sub-039_task-AuditoryVisualShift_run-01	250
-sub-040_task-AuditoryVisualShift_run-01	250
-sub-041_task-AuditoryVisualShift_run-01	250
-sub-042_task-AuditoryVisualShift_run-01	250
-sub-043_task-AuditoryVisualShift_run-01	250
-sub-044_task-AuditoryVisualShift_run-01	250
-sub-045_task-AuditoryVisualShift_run-01	250
-sub-046_task-AuditoryVisualShift_run-01	250
-sub-047_task-AuditoryVisualShift_run-01	250
-sub-048_task-AuditoryVisualShift_run-01	250
-sub-049_task-AuditoryVisualShift_run-01	250
diff --git a/datasets/eeg_ds002893s_hed/code/task-AuditoryVisualShift_events.json b/datasets/eeg_ds002893s_hed/code/task-AuditoryVisualShift_events.json
deleted file mode 100644
index cb17799..0000000
--- a/datasets/eeg_ds002893s_hed/code/task-AuditoryVisualShift_events.json
+++ /dev/null
@@ -1,82 +0,0 @@
-{
-    "focus_modality": {
-        "Levels": {
-            "auditory": "Participant should focus only on auditory stimuli",
-            "visual": "Participant should focus only on visual stimuli."
-        },
-        "HED": {
-            "auditory": "(Selective-attention, Auditory-presentation)",
-            "visual": "(Selective-attention, Visual-presentation)"
-        }
-    },
-    "event_type": {
-        "Levels": {
-            "bad_event": "An event presentation that should not have been made.",
-            "button_press": "Participant presses a button.",
-            "dark_bar": "Presentation of a dark blue square.",
-            "hear_word": "Auditory and visual presentation of a hear cue.",
-            "high_tone": "Presentation of a 550 Hz tone.",
-            "light_bar": "Presentation of a light blue square.",
-            "look_word": "Auditory and visual presentation of a look cue.",
-            "low_tone": "Presentation of a 500 Hz tone.",
-            "pause_recording": "Pause the recording of the experiment."
-        },
-        "HED": {
-            "bad_event": "Sensory-presentation, Mishap",
-            "button_press": "Participant-response, (Experiment-participant, (Press, Mouse-button))",
-            "dark_bar": "Sensory-presentation, Experimental-stimulus, Visual-presentation, (Square, DarkBlue, (Center-of, Computer-screen))",
-            "hear_word": "Sensory-presentation, (Word, Label/Word-hear), Auditory-presentation, Visual-presentation",
-            "high_tone": "Sensory-presentation, Experimental-stimulus, Auditory-presentation, (Tone, Frequency/550 Hz)",
-            "light_bar": "Sensory-presentation, Experimental-stimulus, Visual-presentation, (Square, LightBlue, (Center-of, Computer-screen))",
-            "look_word": "Sensory-presentation, (Word, Label/Word-look), Auditory-presentation, Visual-presentation",
-            "low_tone": "Sensory-presentation, Experimental-stimulus, Auditory-presentation, (Tone, Frequency/500 Hz)",
-            "pause_recording": "Experiment-control, Pause"
-        }
-    },
-    "attention_status": {
-        "Levels": {
-            "attended": "Indicates that the stimulus should be attended to.",
-            "unattended": "Indicates that the stimulus should be ignored."
-        },
-        "HED": {
-            "attended": "Attend-to",
-            "unattended": "Think/Ignore"
-        }
-    },
-    "task_role": {
-        "Levels": {
-            "cue_auditory": "Cue indicating participant should focus on auditory stimuli.",
-            "cue_visual": "Cue indicating participant should focus on visual stimuli.",
-            "frequent_stimulus": "Stimulus that is a non-target.",
-            "infrequent_stimulus": "Stimulus that is designated as the one to be looked for.",
-            "target_detected": "A target in the attended to modality has been detected."
-        },
-        "HED": {
-            "cue_auditory": "(Cue, Instructional, Focused-attention, Auditory-presentation)",
-            "cue_visual": "(Cue, Instructional, Focused-attention, Visual-presentation)",
-            "frequent_stimulus": "Non-target",
-            "infrequent_stimulus": "Target, Oddball",
-            "target_detected": "(Detect, Target)"
-        }
-    },
-    "condition": {
-        "Levels": {
-            "attend_auditory": "Experimental condition in which participant only pays attention to auditory stimuli.",
-            "attend_visual": "Experimental condition in which participant only pays attention to visual stimuli.",
-            "shift_attention": "Experimental condition in which participant shifts attention based on instructions."
-        },
-        "HED": {
-            "attend_auditory": "(Condition-variable/Auditory-focus, (Focused-attention, Auditory-presentation))",
-            "attend_visual": "(Condition-variable/Visual-focus, (Focused-attention, Visual-presentation))",
-            "shift_attention": "(Condition-variable/Shift-focus, (Switch-attention, Auditory-presentation, Visual-presentation))"
-        }
-    },
-    "trial": {
-        "Description": "Number of the trial within the experiment.",
-        "HED": "Experimental-trial/#"
-    },
-    "sub_block": {
-        "Description": "Number of the sub-block within the experiment. A sub-block starts with a cue word and ends when the next sub-block begins.",
-        "HED": "Time-block/#"
-    }
-}
\ No newline at end of file
diff --git a/datasets/eeg_ds002893s_hed/code/task-AuditoryVisualShift_hed_spreadsheet.tsv b/datasets/eeg_ds002893s_hed/code/task-AuditoryVisualShift_hed_spreadsheet.tsv
deleted file mode 100644
index ba42a23..0000000
--- a/datasets/eeg_ds002893s_hed/code/task-AuditoryVisualShift_hed_spreadsheet.tsv
+++ /dev/null
@@ -1,24 +0,0 @@
-column_name	column_value	description	HED
-focus_modality	auditory	Description for auditory	Label/auditory
-focus_modality	visual	Description for visual	Label/visual
-event_type	bad_event	Description for bad_event	Label/bad_event
-event_type	button_press	Description for button_press	Label/button_press
-event_type	dark_bar	Description for dark_bar	Label/dark_bar
-event_type	hear_word	Description for hear_word	Label/hear_word
-event_type	high_tone	Description for high_tone	Label/high_tone
-event_type	light_bar	Description for light_bar	Label/light_bar
-event_type	look_word	Description for look_word	Label/look_word
-event_type	low_tone	Description for low_tone	Label/low_tone
-event_type	pause_recording	Description for pause_recording	Label/pause_recording
-attention_status	attended	Description for attended	Label/attended
-attention_status	unattended	Description for unattended	Label/unattended
-task_role	cue_auditory	Description for cue_auditory	Label/cue_auditory
-task_role	cue_visual	Description for cue_visual	Label/cue_visual
-task_role	frequent_stimulus	Description for frequent_stimulus	Label/frequent_stimulus
-task_role	infrequent_stimulus	Description for infrequent_stimulus	Label/infrequent_stimulus
-task_role	target_detected	Description for target_detected	Label/target_detected
-condition	attend_auditory	Description for attend_auditory	Label/attend_auditory
-condition	attend_visual	Description for attend_visual	Label/attend_visual
-condition	shift_attention	Description for shift_attention	Label/shift_attention
-trial	n/a	Description for trial	Label/#
-sub_block	n/a	Description for sub_block	Label/#
diff --git a/datasets/eeg_ds002893s_hed/code/task-AuditoryVisualShift_hed_spreadsheet_completed.tsv b/datasets/eeg_ds002893s_hed/code/task-AuditoryVisualShift_hed_spreadsheet_completed.tsv
deleted file mode 100644
index 9e42a51..0000000
--- a/datasets/eeg_ds002893s_hed/code/task-AuditoryVisualShift_hed_spreadsheet_completed.tsv
+++ /dev/null
@@ -1,25 +0,0 @@
-column_name	column_value	description	HED
-focus_modality	auditory	Participant should focus only on auditory stimuli	"(Selective-attention, Auditory-presentation)"
-focus_modality	visual	Participant should focus only on visual stimuli.	"(Selective-attention, Visual-presentation)"
-event_type	bad_event	An event presentation that should not have been made.	"Sensory-presentation, Mishap"
-event_type	button_press	Participant presses a button.	"Participant-response, (Experiment-participant, (Press, Mouse-button))"
-event_type	dark_bar	Presentation of a dark blue square.	"Sensory-presentation, Experimental-stimulus, Visual-presentation, (Square, DarkBlue, (Center-of, Computer-screen))"
-event_type	hear_word	Auditory and visual presentation of a hear cue.	"Sensory-presentation, (Word, Label/Word-hear), Auditory-presentation, Visual-presentation"
-event_type	high_tone	Presentation of a 550 Hz tone.	"Sensory-presentation, Experimental-stimulus, Auditory-presentation, (Tone, Frequency/550 Hz)"
-event_type	light_bar	Presentation of a light blue square.	"Sensory-presentation, Experimental-stimulus, Visual-presentation, (Square, LightBlue, (Center-of, Computer-screen))"
-event_type	look_word	Auditory and visual presentation of a look cue.	"Sensory-presentation, (Word, Label/Word-look), Auditory-presentation, Visual-presentation"
-event_type	low_tone	Presentation of a 500 Hz tone.	"Sensory-presentation, Experimental-stimulus, Auditory-presentation, (Tone, Frequency/500 Hz)"
-event_type	pause_recording	Pause the recording of the experiment.	"Experiment-control, Pause"
-attention_status	attended	Indicates that the stimulus should be attended to.	Attend-to
-attention_status	unattended	Indicates that the stimulus should be ignored.	Think/Ignore
-task_role	cue_auditory	Cue indicating participant should focus on auditory stimuli.	"(Cue, Instructional, Focused-attention, Auditory-presentation)"
-task_role	cue_ignore	Ignore this stimulus.	Think/Ignore
-task_role	cue_visual	Cue indicating participant should focus on visual stimuli.	"(Cue, Instructional, Focused-attention, Visual-presentation)"
-task_role	frequent_stimulus	Stimulus that is a non-target.	Non-target
-task_role	infrequent_stimulus	Stimulus that is designated as the one to be looked for.	"Target, Oddball"
-task_role	target_detected	A target in the attended to modality has been detected.	"(Detect, Target)"
-condition	attend_auditory	Experimental condition in which participant only pays attention to auditory stimuli.	"(Condition-variable/Auditory-focus, (Focused-attention, Auditory-presentation))"
-condition	attend_visual	Experimental condition in which participant only pays attention to visual stimuli.	"(Condition-variable/Visual-focus, (Focused-attention, Visual-presentation))"
-condition	shift_attention	Experimental condition in which participant shifts attention based on instructions.	"(Condition-variable/Shift-focus, (Switch-attention, Auditory-presentation, Visual-presentation))"
-trial	n/a	Number of the trial within the experiment.	Experimental-trial/#
-sub_block	n/a	Number of the sub-block within the experiment. A sub-block starts with a cue word and ends when the next sub-block begins.	Time-block/#
diff --git a/datasets/eeg_ds002893s_hed/code/task-AuditoryVisualShift_hed_spreadsheet_completed.txt b/datasets/eeg_ds002893s_hed/code/task-AuditoryVisualShift_hed_spreadsheet_completed.txt
deleted file mode 100644
index 60cf980..0000000
--- a/datasets/eeg_ds002893s_hed/code/task-AuditoryVisualShift_hed_spreadsheet_completed.txt
+++ /dev/null
@@ -1,24 +0,0 @@
-column_name	column_value	description	HED
-focus_modality	auditory	Participant should focus only on auditory stimuli	"(Selective-attention, Auditory-presentation)"
-focus_modality	visual	Participant should focus only on visual stimuli.	"(Selective-attention, Visual-presentation)"
-event_type	bad_event	An event presentation that should not have been made.	"Sensory-presentation, Mishap"
-event_type	button_press	Participant presses a button.	"Participant-response, (Experiment-participant, (Press, Mouse-button))"
-event_type	dark_bar	Presentation of a dark blue square.	"Sensory-presentation, Experimental-stimulus, Visual-presentation, (Square, DarkBlue, (Center-of, Computer-screen))"
-event_type	hear_word	Auditory and visual presentation of a hear cue.	"Sensory-presentation, (Word, Label/Word-hear), Auditory-presentation, Visual-presentation"
-event_type	high_tone	Presentation of a 550 Hz tone.	"Sensory-presentation, Experimental-stimulus, Auditory-presentation, (Tone, Frequency/550 Hz)"
-event_type	light_bar	Presentation of a light blue square.	"Sensory-presentation, Experimental-stimulus, Visual-presentation, (Square, LightBlue, (Center-of, Computer-screen))"
-event_type	look_word	Auditory and visual presentation of a look cue.	"Sensory-presentation, (Word, Label/Word-look), Auditory-presentation, Visual-presentation"
-event_type	low_tone	Presentation of a 500 Hz tone.	"Sensory-presentation, Experimental-stimulus, Auditory-presentation, (Tone, Frequency/500 Hz)"
-event_type	pause_recording	Pause the recording of the experiment.	"Experiment-control, Pause"
-attention_status	attended	Indicates that the stimulus should be attended to.	Attend-to
-attention_status	unattended	Indicates that the stimulus should be ignored.	Think/Ignore
-task_role	cue_auditory	Cue indicating participant should focus on auditory stimuli.	"(Cue, Instructional, Focused-attention, Auditory-presentation)"
-task_role	cue_visual	Cue indicating participant should focus on visual stimuli.	"(Cue, Instructional, Focused-attention, Visual-presentation)"
-task_role	frequent_stimulus	Stimulus that is a non-target.	Non-target
-task_role	infrequent_stimulus	Stimulus that is designated as the one to be looked for.	"Target, Oddball"
-task_role	target_detected	A target in the attended to modality has been detected.	"(Detect, Target)"
-condition	attend_auditory	Experimental condition in which participant only pays attention to auditory stimuli.	"(Condition-variable/Auditory-focus, (Focused-attention, Auditory-presentation))"
-condition	attend_visual	Experimental condition in which participant only pays attention to visual stimuli.	"(Condition-variable/Visual-focus, (Focused-attention, Visual-presentation))"
-condition	shift_attention	Experimental condition in which participant shifts attention based on instructions.	"(Condition-variable/Shift-focus, (Switch-attention, Auditory-presentation, Visual-presentation))"
-trial	n/a	Number of the trial within the experiment.	Experimental-trial/#
-sub_block	n/a	Number of the sub-block within the experiment. A sub-block starts with a cue word and ends when the next sub-block begins.	Time-block/#
diff --git a/datasets/eeg_ds002893s_hed/code/task-AuditoryVisualShift_hed_spreadsheet_completed.xlsx b/datasets/eeg_ds002893s_hed/code/task-AuditoryVisualShift_hed_spreadsheet_completed.xlsx
deleted file mode 100644
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diff --git a/datasets/eeg_ds002893s_hed/participants.tsv b/datasets/eeg_ds002893s_hed/participants.tsv
deleted file mode 100644
index 2024c73..0000000
--- a/datasets/eeg_ds002893s_hed/participants.tsv
+++ /dev/null
@@ -1,3 +0,0 @@
-participant_id	Gender	Age	Group	YearOfBirth	participant_id
-sub-001	F	20	younger	1981	av101
-sub-032	M	74	older	1930	av3036
diff --git a/datasets/eeg_ds002893s_hed/sub-032/eeg/sub-032_task-AuditoryVisualShift_run-01_events.tsv b/datasets/eeg_ds002893s_hed/sub-032/eeg/sub-032_task-AuditoryVisualShift_run-01_events.tsv
deleted file mode 100644
index 01bf41f..0000000
--- a/datasets/eeg_ds002893s_hed/sub-032/eeg/sub-032_task-AuditoryVisualShift_run-01_events.tsv
+++ /dev/null
@@ -1,5873 +0,0 @@
-onset	duration	sample	sub_block	trial	focus_modality	event_type	attention_status	task_role	condition	event_code	cond_code
-3.6155757078	n/a	905	1	0	visual	look_word	unattended	cue_visual	attend_visual	2	2
-4.0195283035	n/a	1006	1	1	visual	dark_bar	attended	frequent_stimulus	attend_visual	6	2
-4.4634762056	n/a	1117	1	2	visual	dark_bar	attended	frequent_stimulus	attend_visual	6	2
-5.2153879679	n/a	1305	1	3	visual	low_tone	unattended	frequent_stimulus	attend_visual	5	2
-5.9513016075	n/a	1489	1	4	visual	low_tone	unattended	frequent_stimulus	attend_visual	5	2
-6.2552659369	n/a	1565	1	5	visual	low_tone	unattended	frequent_stimulus	attend_visual	5	2
-6.8791927184	n/a	1721	1	6	visual	high_tone	unattended	infrequent_stimulus	attend_visual	3	2
-7.2711467221	n/a	1819	1	7	visual	dark_bar	attended	frequent_stimulus	attend_visual	6	2
-7.8590777277	n/a	1966	1	8	visual	dark_bar	attended	frequent_stimulus	attend_visual	6	2
-7.8990730342	n/a	1976	1	8	visual	button_press	n/a	target_detected	attend_visual	201	2
-8.519000285	n/a	2131	1	9	visual	low_tone	unattended	frequent_stimulus	attend_visual	5	2
-9.3149068844	n/a	2330	1	10	visual	dark_bar	attended	frequent_stimulus	attend_visual	6	2
-9.5668773153	n/a	2393	1	11	visual	dark_bar	attended	frequent_stimulus	attend_visual	6	2
-9.8348458689	n/a	2460	2	11	visual	hear_word	unattended	cue_visual	attend_visual	1	2
-10.2028026887	n/a	2552	2	12	visual	low_tone	unattended	frequent_stimulus	attend_visual	5	2
-10.9747121042	n/a	2745	2	13	visual	high_tone	unattended	infrequent_stimulus	attend_visual	3	2
-11.5066496807	n/a	2878	2	14	visual	low_tone	unattended	frequent_stimulus	attend_visual	5	2
-11.7746182342	n/a	2945	2	15	visual	low_tone	unattended	frequent_stimulus	attend_visual	5	2
-12.0025914813	n/a	3002	3	15	visual	look_word	unattended	cue_visual	attend_visual	2	2
-12.3905459544	n/a	3099	3	16	visual	dark_bar	attended	frequent_stimulus	attend_visual	6	2
-13.1864525538	n/a	3298	3	17	visual	light_bar	attended	infrequent_stimulus	attend_visual	4	2
-13.5784065575	n/a	3396	3	17	visual	button_press	n/a	target_detected	attend_visual	201	2
-13.686393885	n/a	3423	3	18	visual	dark_bar	attended	frequent_stimulus	attend_visual	6	2
-14.2943225439	n/a	3575	3	19	visual	dark_bar	attended	frequent_stimulus	attend_visual	6	2
-14.5262953216	n/a	3633	3	20	visual	dark_bar	attended	frequent_stimulus	attend_visual	6	2
-14.6662788943	n/a	3668	3	20	visual	button_press	n/a	target_detected	attend_visual	201	2
-15.2382117773	n/a	3811	3	21	visual	dark_bar	attended	frequent_stimulus	attend_visual	6	2
-15.5981695358	n/a	3901	4	21	visual	hear_word	unattended	cue_visual	attend_visual	1	2
-16.0021221315	n/a	4002	4	22	visual	dark_bar	attended	frequent_stimulus	attend_visual	6	2
-16.4100742578	n/a	4104	4	23	visual	high_tone	unattended	infrequent_stimulus	attend_visual	3	2
-16.9060160585	n/a	4228	4	24	visual	low_tone	unattended	frequent_stimulus	attend_visual	5	2
-17.2979700622	n/a	4326	4	25	visual	low_tone	unattended	frequent_stimulus	attend_visual	5	2
-17.8219085774	n/a	4457	4	26	visual	low_tone	unattended	frequent_stimulus	attend_visual	5	2
-18.1298724374	n/a	4534	4	27	visual	low_tone	unattended	frequent_stimulus	attend_visual	5	2
-18.397840991	n/a	4601	4	28	visual	high_tone	unattended	infrequent_stimulus	attend_visual	3	2
-18.6698090752	n/a	4669	4	29	visual	low_tone	unattended	frequent_stimulus	attend_visual	5	2
-19.0777612015	n/a	4771	4	30	visual	low_tone	unattended	frequent_stimulus	attend_visual	5	2
-19.8536701477	n/a	4965	5	30	visual	look_word	unattended	cue_visual	attend_visual	2	2
-20.3496119483	n/a	5089	5	31	visual	low_tone	unattended	frequent_stimulus	attend_visual	5	2
-20.7655631359	n/a	5193	5	32	visual	light_bar	attended	infrequent_stimulus	attend_visual	4	2
-21.061528404	n/a	5267	5	32	visual	button_press	n/a	target_detected	attend_visual	201	2
-21.1695157316	n/a	5294	5	33	visual	high_tone	unattended	infrequent_stimulus	attend_visual	3	2
-21.8694335954	n/a	5469	5	34	visual	dark_bar	attended	frequent_stimulus	attend_visual	6	2
-22.5973481737	n/a	5651	5	35	visual	dark_bar	attended	frequent_stimulus	attend_visual	6	2
-22.8973129725	n/a	5726	5	36	visual	light_bar	attended	infrequent_stimulus	attend_visual	4	2
-23.2532712004	n/a	5815	5	36	visual	button_press	n/a	target_detected	attend_visual	201	2
-23.2772683843	n/a	5821	5	37	visual	low_tone	unattended	frequent_stimulus	attend_visual	5	2
-23.8052064301	n/a	5953	5	38	visual	dark_bar	attended	frequent_stimulus	attend_visual	6	2
-24.5651172536	n/a	6143	5	39	visual	light_bar	attended	infrequent_stimulus	attend_visual	4	2
-24.8530834604	n/a	6215	5	39	visual	button_press	n/a	target_detected	attend_visual	201	2
-25.0050656252	n/a	6253	5	39	visual	button_press	n/a	target_detected	attend_visual	201	2
-25.2290393416	n/a	6309	5	40	visual	low_tone	unattended	frequent_stimulus	attend_visual	5	2
-25.5290041403	n/a	6384	5	41	visual	dark_bar	attended	frequent_stimulus	attend_visual	6	2
-26.1169351459	n/a	6531	5	42	visual	dark_bar	attended	frequent_stimulus	attend_visual	6	2
-26.4488961899	n/a	6614	5	43	visual	low_tone	unattended	frequent_stimulus	attend_visual	5	2
-26.7048661515	n/a	6678	5	44	visual	dark_bar	attended	frequent_stimulus	attend_visual	6	2
-27.3447910555	n/a	6838	5	45	visual	dark_bar	attended	frequent_stimulus	attend_visual	6	2
-28.0607070419	n/a	7017	5	46	visual	low_tone	unattended	frequent_stimulus	attend_visual	5	2
-28.8366159881	n/a	7211	5	47	visual	dark_bar	attended	frequent_stimulus	attend_visual	6	2
-29.1885746853	n/a	7299	6	47	visual	hear_word	unattended	cue_visual	attend_visual	1	2
-29.4765408921	n/a	7371	6	47	visual	button_press	n/a	target_detected	attend_visual	201	2
-29.580528689	n/a	7397	6	48	visual	dark_bar	attended	frequent_stimulus	attend_visual	6	2
-29.8804934878	n/a	7472	6	49	visual	low_tone	unattended	frequent_stimulus	attend_visual	5	2
-30.1084667348	n/a	7529	6	50	visual	high_tone	unattended	infrequent_stimulus	attend_visual	3	2
-30.8603784971	n/a	7717	6	51	visual	low_tone	unattended	frequent_stimulus	attend_visual	5	2
-31.4483095027	n/a	7864	6	52	visual	high_tone	unattended	infrequent_stimulus	attend_visual	3	2
-32.0522386308	n/a	8015	6	53	visual	dark_bar	attended	frequent_stimulus	attend_visual	6	2
-32.5681780847	n/a	8144	6	54	visual	low_tone	unattended	frequent_stimulus	attend_visual	5	2
-33.2560973566	n/a	8316	6	55	visual	low_tone	unattended	frequent_stimulus	attend_visual	5	2
-33.7480396265	n/a	8439	6	56	visual	low_tone	unattended	frequent_stimulus	attend_visual	5	2
-34.1119969157	n/a	8530	7	56	visual	look_word	unattended	cue_visual	attend_visual	2	2
-34.4799537355	n/a	8622	7	57	visual	low_tone	unattended	frequent_stimulus	attend_visual	5	2
-34.7199255745	n/a	8682	7	58	visual	light_bar	attended	infrequent_stimulus	attend_visual	4	2
-35.0198903733	n/a	8757	7	58	visual	button_press	n/a	target_detected	attend_visual	201	2
-35.0358884959	n/a	8761	7	59	visual	low_tone	unattended	frequent_stimulus	attend_visual	5	2
-35.6958110532	n/a	8926	7	60	visual	dark_bar	attended	frequent_stimulus	attend_visual	6	2
-36.3397354879	n/a	9087	7	61	visual	light_bar	attended	infrequent_stimulus	attend_visual	4	2
-36.6596979399	n/a	9167	7	61	visual	button_press	n/a	target_detected	attend_visual	201	2
-36.7476876142	n/a	9189	7	62	visual	dark_bar	attended	frequent_stimulus	attend_visual	6	2
-37.527596091	n/a	9384	7	63	visual	low_tone	unattended	frequent_stimulus	attend_visual	5	2
-37.9555458706	n/a	9491	7	64	visual	light_bar	attended	infrequent_stimulus	attend_visual	4	2
-38.3075045678	n/a	9579	7	64	visual	button_press	n/a	target_detected	attend_visual	201	2
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-39.2713914545	n/a	9820	7	66	visual	dark_bar	attended	frequent_stimulus	attend_visual	6	2
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-40.9791910421	n/a	10247	8	68	visual	hear_word	unattended	cue_visual	attend_visual	1	2
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-43.9628409072	n/a	10993	8	75	visual	high_tone	unattended	infrequent_stimulus	attend_visual	3	2
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-44.4787803611	n/a	11122	8	77	visual	low_tone	unattended	frequent_stimulus	attend_visual	5	2
-44.6907554855	n/a	11175	8	78	visual	high_tone	unattended	infrequent_stimulus	attend_visual	3	2
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-45.7546306385	n/a	11441	8	80	visual	low_tone	unattended	frequent_stimulus	attend_visual	5	2
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-2699.5352062625	n/a	674964	476	4749	auditory	high_tone	attended	infrequent_stimulus	attend_auditory	3	1
-2699.7831771628	n/a	675026	476	4750	auditory	low_tone	attended	frequent_stimulus	attend_auditory	5	1
-2700.2111269424	n/a	675133	476	4750	auditory	button_press	n/a	target_detected	attend_auditory	201	1
-2700.5710847009	n/a	675223	476	4751	auditory	low_tone	attended	frequent_stimulus	attend_auditory	5	1
-2701.0430293176	n/a	675341	476	4752	auditory	dark_bar	unattended	frequent_stimulus	attend_auditory	6	1
-2701.3429941164	n/a	675416	476	4753	auditory	low_tone	attended	frequent_stimulus	attend_auditory	5	1
-2702.0869068173	n/a	675602	476	4754	auditory	low_tone	attended	frequent_stimulus	attend_auditory	5	1
-2702.7828251504	n/a	675776	477	4754	auditory	look_word	unattended	cue_auditory	attend_auditory	2	1
-2703.2067753994	n/a	675882	477	4755	auditory	dark_bar	unattended	frequent_stimulus	attend_auditory	6	1
-2703.5947298724	n/a	675979	477	4756	auditory	light_bar	unattended	infrequent_stimulus	attend_auditory	4	1
-2703.9506881003	n/a	676068	477	4757	auditory	dark_bar	unattended	frequent_stimulus	attend_auditory	6	1
-2704.2786496136	n/a	676150	477	4758	auditory	dark_bar	unattended	frequent_stimulus	attend_auditory	6	1
-2704.662604556	n/a	676246	477	4759	auditory	dark_bar	unattended	frequent_stimulus	attend_auditory	6	1
-2705.3985181957	n/a	676430	477	4760	auditory	high_tone	attended	infrequent_stimulus	attend_auditory	3	1
-2705.7824731381	n/a	676526	477	4761	auditory	dark_bar	unattended	frequent_stimulus	attend_auditory	6	1
-2705.8264679753	n/a	676537	477	4761	auditory	button_press	n/a	target_detected	attend_auditory	201	1
-2706.5663811455	n/a	676722	478	4761	auditory	hear_word	unattended	cue_auditory	attend_auditory	1	1
-2707.0663224768	n/a	676847	478	4762	auditory	low_tone	attended	frequent_stimulus	attend_auditory	5	1
-2707.7382436261	n/a	677015	478	4763	auditory	low_tone	attended	frequent_stimulus	attend_auditory	5	1
-2708.4501600818	n/a	677193	478	4764	auditory	light_bar	unattended	infrequent_stimulus	attend_auditory	4	1
-2708.8301154936	n/a	677288	478	4765	auditory	dark_bar	unattended	frequent_stimulus	attend_auditory	6	1
-2709.2500662118	n/a	677393	478	4766	auditory	low_tone	attended	frequent_stimulus	attend_auditory	5	1
-2709.5220342961	n/a	677461	478	4767	auditory	dark_bar	unattended	frequent_stimulus	attend_auditory	6	1
-2710.2259516905	n/a	677637	478	4768	auditory	low_tone	attended	frequent_stimulus	attend_auditory	5	1
-2710.6698995927	n/a	677748	478	4769	auditory	light_bar	unattended	infrequent_stimulus	attend_auditory	4	1
-2711.3818160484	n/a	677926	478	4770	auditory	dark_bar	unattended	frequent_stimulus	attend_auditory	6	1
-2711.649784602	n/a	677993	478	4771	auditory	dark_bar	unattended	frequent_stimulus	attend_auditory	6	1
-2712.2017198317	n/a	678131	478	4772	auditory	low_tone	attended	frequent_stimulus	attend_auditory	5	1
-2712.7216588162	n/a	678261	478	4773	auditory	low_tone	attended	frequent_stimulus	attend_auditory	5	1
-2713.0856161054	n/a	678352	479	4773	auditory	look_word	unattended	cue_auditory	attend_auditory	2	1
-2713.4295757413	n/a	678438	479	4774	auditory	low_tone	attended	frequent_stimulus	attend_auditory	5	1
-2713.6895452336	n/a	678503	479	4775	auditory	high_tone	attended	infrequent_stimulus	attend_auditory	3	1
-2714.1614898503	n/a	678621	479	4776	auditory	light_bar	unattended	infrequent_stimulus	attend_auditory	4	1
-2714.2414804633	n/a	678641	479	4776	auditory	button_press	n/a	target_detected	attend_auditory	201	1
-2714.5374457314	n/a	678715	479	4777	auditory	dark_bar	unattended	frequent_stimulus	attend_auditory	6	1
-2714.7574199172	n/a	678770	479	4778	auditory	low_tone	attended	frequent_stimulus	attend_auditory	5	1
-2715.2653603098	n/a	678897	479	4779	auditory	dark_bar	unattended	frequent_stimulus	attend_auditory	6	1
-2715.6693129054	n/a	678998	479	4780	auditory	light_bar	unattended	infrequent_stimulus	attend_auditory	4	1
-2716.0572673785	n/a	679095	479	4781	auditory	dark_bar	unattended	frequent_stimulus	attend_auditory	6	1
-2716.6651960373	n/a	679247	479	4782	auditory	low_tone	attended	frequent_stimulus	attend_auditory	5	1
-2717.48110029	n/a	679451	479	4783	auditory	dark_bar	unattended	frequent_stimulus	attend_auditory	6	1
-2718.0370350504	n/a	679590	479	4784	auditory	low_tone	attended	frequent_stimulus	attend_auditory	5	1
-2718.5009806058	n/a	679706	479	4785	auditory	dark_bar	unattended	frequent_stimulus	attend_auditory	6	1
-2718.8569388337	n/a	679795	479	4786	auditory	dark_bar	unattended	frequent_stimulus	attend_auditory	6	1
-2720.4447525018	n/a	680192	479	4786	auditory	pause_recording	n/a	n/a	attend_auditory	202	1
diff --git a/datasets/eeg_ds002893s_hed/README b/datasets/eeg_ds002893s_hed_attention_shift/README
similarity index 78%
rename from datasets/eeg_ds002893s_hed/README
rename to datasets/eeg_ds002893s_hed_attention_shift/README
index 7ef3e46..afdbd5d 100644
--- a/datasets/eeg_ds002893s_hed/README
+++ b/datasets/eeg_ds002893s_hed_attention_shift/README
@@ -31,9 +31,11 @@ with an analog pass band of 0.01 to 60 Hz (SA Instrumentation, San Diego). Input
 by careful scalp preparation.
 
 **Task conditions:**
+
 - **Focus Visual (FV):** participants pressed the response button only in response to target visual stimuli.
 - **Focus Auditory (FA):** participants pressed the same button only in response to target auditory stimuli.
-- **Shift focus (SF):** participants shifted between performing the FV and FA tasks as cued by the preceding (Look/Hear) cue stimulus.
+- **Shift Focus (SF):** participants shifted between performing the FV and FA tasks as cued by the preceding
+(Look/Hear) cue stimulus.
 
 **Task organization:** The stimuli were presented in blocks of 264 for a duration of 2.64.
 In each block there were 12 "Hear" and 12 "Look" cues.  A total of 20 blocks were presented for each session.
@@ -54,5 +56,15 @@ between 200 and 800 ms.
 
 **Experiment location:**  Department of Psychiatry laboratory of Jeanne Townsend, University of California San Diego, La Jolla CA (USA).
 
-**Notes:** ERP measure results for the FA and FV conditions only were presented in Ceponiene, R., Westerfield, M., Torki, M. and Townsend, J., 2008. Modality-specificity of sensory aging in vision and audition: evidence from event-related potentials.?Brain research,?1215, pp.53-68. Some unpublished results by Christian Kothe and Scott Makeig on the SH condition may be available from the authors <christiankothe@gmail.com> <smakeig@ucsd.edu>.
+**Note 1**:  ERP measure results for the FA and FV conditions only were presented in Ceponiene, R., Westerfield, M., Torki, M. and Townsend, J., 2008. Modality-specificity of sensory aging in vision and audition: evidence from event-related potentials.?Brain research,?1215, pp.53-68. Some unpublished results by Christian Kothe and Scott Makeig on the SH condition may be available from the authors <christiankothe@gmail.com> <smakeig@ucsd.edu>.
+
+**Note 2**: The code subdirectory has several auxilliary files that were produced during
+the curation process. The curation was done using a series of Jupyter notebooks
+that are available as run in the code/curation_notebooks subdirectory.
+
+During the running of these curation notebooks information about the status was logged
+using the HEDLogger. The output of the logging process is in code/curation_logs.
+
+Updated versions of the curation notebooks can be found at:
+https://github.com/hed-standard/hed-examples/tree/main/hedcode/jupyter_notebooks/dataset_specific_processing/attention_shift.
 
diff --git a/datasets/eeg_ds002893s_hed/dataset_description.json b/datasets/eeg_ds002893s_hed_attention_shift/dataset_description.json
similarity index 97%
rename from datasets/eeg_ds002893s_hed/dataset_description.json
rename to datasets/eeg_ds002893s_hed_attention_shift/dataset_description.json
index aac33b3..750758c 100644
--- a/datasets/eeg_ds002893s_hed/dataset_description.json
+++ b/datasets/eeg_ds002893s_hed_attention_shift/dataset_description.json
@@ -1,7 +1,7 @@
 {
     "Name": "Auditory-Visual Shift Study",
     "BIDSVersion": "1.7.0",
-    "HEDVersion": "8.0.0",
+	"HEDVersion": "8.0.0",
     "License": "CC0",
     "Authors": [
         "Marissa Westerfield (data, curation)",
diff --git a/datasets/eeg_ds002893s_hed/participants.json b/datasets/eeg_ds002893s_hed_attention_shift/participants.json
similarity index 79%
rename from datasets/eeg_ds002893s_hed/participants.json
rename to datasets/eeg_ds002893s_hed_attention_shift/participants.json
index be5b739..fed8c09 100644
--- a/datasets/eeg_ds002893s_hed/participants.json
+++ b/datasets/eeg_ds002893s_hed_attention_shift/participants.json
@@ -1,17 +1,17 @@
 {
-  "Gender": {
-    "Description": "Participant gender",
+  "sex": {
+    "Description": "Participant sex",
     "Units": "n/a",
     "Levels": {
       "F": "Female",
       "M": "Male"
     }
   },
-  "Age": {
+  "age": {
     "Description": "Participant age (years)",
     "Units": "years"
   },
-  "Group": {
+  "group": {
     "Description": "Participant group label",
     "Units": "n/a",
     "Levels": {
@@ -19,11 +19,11 @@
       "older": "41 to 89 years"
     }
   },
-  "YearOfBirth": {
+  "year_of_birth": {
     "Description": "Participant year of birth",
     "Units": "years"
   },
-  "participant_id": {
+  "lab_id": {
     "Description": "Unique participant label",
     "Units": "n/a"
   }
diff --git a/datasets/eeg_ds002893s_hed_attention_shift/participants.tsv b/datasets/eeg_ds002893s_hed_attention_shift/participants.tsv
new file mode 100644
index 0000000..bca099e
--- /dev/null
+++ b/datasets/eeg_ds002893s_hed_attention_shift/participants.tsv
@@ -0,0 +1,3 @@
+participant_id	sex	age	group	year_of_birth	lab_id
+sub-001	F	20	younger	1981	av101
+sub-002	F	n/a	younger	n/a	av1039
diff --git a/datasets/eeg_ds002893s_hed/sub-001/eeg/sub-001_task-AuditoryVisualShift_run-01_channels.tsv b/datasets/eeg_ds002893s_hed_attention_shift/sub-001/eeg/sub-001_task-AuditoryVisualShift_run-01_channels.tsv
similarity index 100%
rename from datasets/eeg_ds002893s_hed/sub-001/eeg/sub-001_task-AuditoryVisualShift_run-01_channels.tsv
rename to datasets/eeg_ds002893s_hed_attention_shift/sub-001/eeg/sub-001_task-AuditoryVisualShift_run-01_channels.tsv
diff --git a/datasets/eeg_ds002893s_hed/sub-001/eeg/sub-001_task-AuditoryVisualShift_run-01_coordsystem.json b/datasets/eeg_ds002893s_hed_attention_shift/sub-001/eeg/sub-001_task-AuditoryVisualShift_run-01_coordsystem.json
similarity index 100%
rename from datasets/eeg_ds002893s_hed/sub-001/eeg/sub-001_task-AuditoryVisualShift_run-01_coordsystem.json
rename to datasets/eeg_ds002893s_hed_attention_shift/sub-001/eeg/sub-001_task-AuditoryVisualShift_run-01_coordsystem.json
diff --git a/datasets/eeg_ds002893s_hed/sub-032/eeg/sub-032_task-AuditoryVisualShift_run-01_eeg.set b/datasets/eeg_ds002893s_hed_attention_shift/sub-001/eeg/sub-001_task-AuditoryVisualShift_run-01_eeg.fdt
similarity index 100%
rename from datasets/eeg_ds002893s_hed/sub-032/eeg/sub-032_task-AuditoryVisualShift_run-01_eeg.set
rename to datasets/eeg_ds002893s_hed_attention_shift/sub-001/eeg/sub-001_task-AuditoryVisualShift_run-01_eeg.fdt
diff --git a/datasets/eeg_ds002893s_hed/sub-001/eeg/sub-001_task-AuditoryVisualShift_run-01_eeg.json b/datasets/eeg_ds002893s_hed_attention_shift/sub-001/eeg/sub-001_task-AuditoryVisualShift_run-01_eeg.json
similarity index 100%
rename from datasets/eeg_ds002893s_hed/sub-001/eeg/sub-001_task-AuditoryVisualShift_run-01_eeg.json
rename to datasets/eeg_ds002893s_hed_attention_shift/sub-001/eeg/sub-001_task-AuditoryVisualShift_run-01_eeg.json
diff --git a/datasets/eeg_ds002893s_hed/sub-001/eeg/sub-001_task-AuditoryVisualShift_run-01_eeg.set b/datasets/eeg_ds002893s_hed_attention_shift/sub-001/eeg/sub-001_task-AuditoryVisualShift_run-01_eeg.set
similarity index 100%
rename from datasets/eeg_ds002893s_hed/sub-001/eeg/sub-001_task-AuditoryVisualShift_run-01_eeg.set
rename to datasets/eeg_ds002893s_hed_attention_shift/sub-001/eeg/sub-001_task-AuditoryVisualShift_run-01_eeg.set
diff --git a/datasets/eeg_ds002893s_hed/sub-001/eeg/sub-001_task-AuditoryVisualShift_run-01_electrodes.tsv b/datasets/eeg_ds002893s_hed_attention_shift/sub-001/eeg/sub-001_task-AuditoryVisualShift_run-01_electrodes.tsv
similarity index 100%
rename from datasets/eeg_ds002893s_hed/sub-001/eeg/sub-001_task-AuditoryVisualShift_run-01_electrodes.tsv
rename to datasets/eeg_ds002893s_hed_attention_shift/sub-001/eeg/sub-001_task-AuditoryVisualShift_run-01_electrodes.tsv
diff --git a/datasets/eeg_ds002893s_hed/sub-001/eeg/sub-001_task-AuditoryVisualShift_run-01_events.tsv b/datasets/eeg_ds002893s_hed_attention_shift/sub-001/eeg/sub-001_task-AuditoryVisualShift_run-01_events.tsv
similarity index 100%
rename from datasets/eeg_ds002893s_hed/sub-001/eeg/sub-001_task-AuditoryVisualShift_run-01_events.tsv
rename to datasets/eeg_ds002893s_hed_attention_shift/sub-001/eeg/sub-001_task-AuditoryVisualShift_run-01_events.tsv
diff --git a/datasets/eeg_ds002893s_hed/sub-032/eeg/sub-032_task-AuditoryVisualShift_run-01_channels.tsv b/datasets/eeg_ds002893s_hed_attention_shift/sub-002/eeg/sub-002_task-AuditoryVisualShift_run-01_channels.tsv
similarity index 100%
rename from datasets/eeg_ds002893s_hed/sub-032/eeg/sub-032_task-AuditoryVisualShift_run-01_channels.tsv
rename to datasets/eeg_ds002893s_hed_attention_shift/sub-002/eeg/sub-002_task-AuditoryVisualShift_run-01_channels.tsv
diff --git a/datasets/eeg_ds002893s_hed/sub-032/eeg/sub-032_task-AuditoryVisualShift_run-01_coordsystem.json b/datasets/eeg_ds002893s_hed_attention_shift/sub-002/eeg/sub-002_task-AuditoryVisualShift_run-01_coordsystem.json
similarity index 100%
rename from datasets/eeg_ds002893s_hed/sub-032/eeg/sub-032_task-AuditoryVisualShift_run-01_coordsystem.json
rename to datasets/eeg_ds002893s_hed_attention_shift/sub-002/eeg/sub-002_task-AuditoryVisualShift_run-01_coordsystem.json
diff --git a/datasets/eeg_ds002893s_hed_attention_shift/sub-002/eeg/sub-002_task-AuditoryVisualShift_run-01_eeg.fdt b/datasets/eeg_ds002893s_hed_attention_shift/sub-002/eeg/sub-002_task-AuditoryVisualShift_run-01_eeg.fdt
new file mode 100644
index 0000000..e69de29
diff --git a/datasets/eeg_ds002893s_hed/sub-032/eeg/sub-032_task-AuditoryVisualShift_run-01_eeg.json b/datasets/eeg_ds002893s_hed_attention_shift/sub-002/eeg/sub-002_task-AuditoryVisualShift_run-01_eeg.json
similarity index 97%
rename from datasets/eeg_ds002893s_hed/sub-032/eeg/sub-032_task-AuditoryVisualShift_run-01_eeg.json
rename to datasets/eeg_ds002893s_hed_attention_shift/sub-002/eeg/sub-002_task-AuditoryVisualShift_run-01_eeg.json
index 4aabc74..7760d9a 100644
--- a/datasets/eeg_ds002893s_hed/sub-032/eeg/sub-032_task-AuditoryVisualShift_run-01_eeg.json
+++ b/datasets/eeg_ds002893s_hed_attention_shift/sub-002/eeg/sub-002_task-AuditoryVisualShift_run-01_eeg.json
@@ -20,7 +20,7 @@
     "EOGChannelCount": 2,
     "MiscChannelCount": 1,
     "RecordingType": "continuous",
-    "RecordingDuration": 2720.448752032452,
+    "RecordingDuration": 2656.968201552207,
     "SamplingFrequency": 250.0293378038558,
     "ECGChannelCount": 0,
     "EMGChannelCount": 0
diff --git a/datasets/eeg_ds002893s_hed_attention_shift/sub-002/eeg/sub-002_task-AuditoryVisualShift_run-01_eeg.set b/datasets/eeg_ds002893s_hed_attention_shift/sub-002/eeg/sub-002_task-AuditoryVisualShift_run-01_eeg.set
new file mode 100644
index 0000000..e69de29
diff --git a/datasets/eeg_ds002893s_hed/sub-032/eeg/sub-032_task-AuditoryVisualShift_run-01_electrodes.tsv b/datasets/eeg_ds002893s_hed_attention_shift/sub-002/eeg/sub-002_task-AuditoryVisualShift_run-01_electrodes.tsv
similarity index 100%
rename from datasets/eeg_ds002893s_hed/sub-032/eeg/sub-032_task-AuditoryVisualShift_run-01_electrodes.tsv
rename to datasets/eeg_ds002893s_hed_attention_shift/sub-002/eeg/sub-002_task-AuditoryVisualShift_run-01_electrodes.tsv
diff --git a/datasets/eeg_ds002893s_hed_attention_shift/sub-002/eeg/sub-002_task-AuditoryVisualShift_run-01_events.tsv b/datasets/eeg_ds002893s_hed_attention_shift/sub-002/eeg/sub-002_task-AuditoryVisualShift_run-01_events.tsv
new file mode 100644
index 0000000..f1d9db8
--- /dev/null
+++ b/datasets/eeg_ds002893s_hed_attention_shift/sub-002/eeg/sub-002_task-AuditoryVisualShift_run-01_events.tsv
@@ -0,0 +1,5875 @@
+onset	duration	sample	sub_block	trial	focus_modality	event_type	attention_status	task_role	condition	event_code	cond_code
+3.8795447307	n/a	971	1	0	auditory	hear_word	unattended	cue_auditory	attend_auditory	1	1
+4.299495449	n/a	1076	1	1	auditory	low_tone	attended	frequent_stimulus	attend_auditory	5	1
+4.6714517995	n/a	1169	1	2	auditory	low_tone	attended	frequent_stimulus	attend_auditory	5	1
+5.3713696632	n/a	1344	1	3	auditory	dark_bar	unattended	frequent_stimulus	attend_auditory	6	1
+6.1552776707	n/a	1540	1	4	auditory	dark_bar	unattended	frequent_stimulus	attend_auditory	6	1
+6.6472199407	n/a	1663	1	5	auditory	low_tone	attended	frequent_stimulus	attend_auditory	5	1
+7.1511608026	n/a	1789	1	6	auditory	dark_bar	unattended	frequent_stimulus	attend_auditory	6	1
+7.5311162144	n/a	1884	1	7	auditory	high_tone	attended	infrequent_stimulus	attend_auditory	3	1
+7.7510904001	n/a	1939	1	8	auditory	low_tone	attended	frequent_stimulus	attend_auditory	5	1
+8.095050036	n/a	2025	1	8	auditory	button_press	n/a	target_detected	attend_auditory	201	1
+8.2510317314	n/a	2064	1	9	auditory	low_tone	attended	frequent_stimulus	attend_auditory	5	1
+8.519000285	n/a	2131	2	9	auditory	look_word	unattended	cue_auditory	attend_auditory	2	1
+8.9749467791	n/a	2245	2	10	auditory	low_tone	attended	frequent_stimulus	attend_auditory	5	1
+9.3709003135	n/a	2344	2	11	auditory	light_bar	unattended	infrequent_stimulus	attend_auditory	4	1
+10.0428214627	n/a	2512	2	12	auditory	dark_bar	unattended	frequent_stimulus	attend_auditory	6	1
+10.4347754664	n/a	2610	2	13	auditory	dark_bar	unattended	frequent_stimulus	attend_auditory	6	1
+11.2266825352	n/a	2808	2	14	auditory	low_tone	attended	frequent_stimulus	attend_auditory	5	1
+11.4706539048	n/a	2869	2	15	auditory	dark_bar	unattended	frequent_stimulus	attend_auditory	6	1
+11.7186248051	n/a	2931	2	16	auditory	dark_bar	unattended	frequent_stimulus	attend_auditory	6	1
+12.1945689525	n/a	3050	2	17	auditory	light_bar	unattended	infrequent_stimulus	attend_auditory	4	1
+12.5705248336	n/a	3144	2	18	auditory	low_tone	attended	frequent_stimulus	attend_auditory	5	1
+12.9824764906	n/a	3247	2	19	auditory	dark_bar	unattended	frequent_stimulus	attend_auditory	6	1
+13.2304473909	n/a	3309	2	20	auditory	dark_bar	unattended	frequent_stimulus	attend_auditory	6	1
+13.5224131284	n/a	3382	3	20	auditory	hear_word	unattended	cue_auditory	attend_auditory	1	1
+13.870372295	n/a	3469	3	21	auditory	dark_bar	unattended	frequent_stimulus	attend_auditory	6	1
+14.3463164423	n/a	3588	3	22	auditory	high_tone	attended	infrequent_stimulus	attend_auditory	3	1
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+2607.186043549	n/a	651874	472	4707	visual	low_tone	unattended	frequent_stimulus	attend_visual	5	2
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+2611.8574953484	n/a	653042	473	4715	visual	button_press	n/a	target_detected	attend_visual	201	2
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+2614.6451682116	n/a	653739	473	4721	visual	high_tone	unattended	infrequent_stimulus	attend_visual	3	2
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+2615.9970095714	n/a	654077	473	4724	visual	dark_bar	attended	frequent_stimulus	attend_visual	6	2
+2616.2809762475	n/a	654148	473	4725	visual	dark_bar	attended	frequent_stimulus	attend_visual	6	2
+2616.9209011516	n/a	654308	474	4725	visual	hear_word	unattended	cue_visual	attend_visual	1	2
+2617.4408401361	n/a	654438	474	4726	visual	low_tone	unattended	frequent_stimulus	attend_visual	5	2
+2617.716807751	n/a	654507	474	4727	visual	high_tone	unattended	infrequent_stimulus	attend_visual	3	2
+2618.0567678562	n/a	654592	474	4728	visual	low_tone	unattended	frequent_stimulus	attend_visual	5	2
+2618.7286890055	n/a	654760	474	4729	visual	high_tone	unattended	infrequent_stimulus	attend_visual	3	2
+2619.2326298674	n/a	654886	474	4730	visual	dark_bar	attended	frequent_stimulus	attend_visual	6	2
+2619.8525571182	n/a	655041	474	4731	visual	low_tone	unattended	frequent_stimulus	attend_visual	5	2
+2620.2285129993	n/a	655135	474	4732	visual	low_tone	unattended	frequent_stimulus	attend_visual	5	2
+2620.6044688804	n/a	655229	474	4733	visual	high_tone	unattended	infrequent_stimulus	attend_visual	3	2
+2621.112409273	n/a	655356	474	4734	visual	light_bar	attended	infrequent_stimulus	attend_visual	4	2
+2621.4723670315	n/a	655446	474	4734	visual	button_press	n/a	target_detected	attend_visual	201	2
+2621.7123388705	n/a	655506	474	4735	visual	low_tone	unattended	frequent_stimulus	attend_visual	5	2
+2621.9283135257	n/a	655560	474	4736	visual	low_tone	unattended	frequent_stimulus	attend_visual	5	2
+2622.3082689374	n/a	655655	474	4737	visual	dark_bar	attended	frequent_stimulus	attend_visual	6	2
+2622.5802370216	n/a	655723	474	4738	visual	low_tone	unattended	frequent_stimulus	attend_visual	5	2
+2623.3401478452	n/a	655913	475	4738	visual	look_word	unattended	cue_visual	attend_visual	2	2
+2623.708104665	n/a	656005	475	4739	visual	dark_bar	attended	frequent_stimulus	attend_visual	6	2
+2624.4720150192	n/a	656196	475	4740	visual	high_tone	unattended	infrequent_stimulus	attend_visual	3	2
+2624.9959535344	n/a	656327	475	4741	visual	low_tone	unattended	frequent_stimulus	attend_visual	5	2
+2625.5238915802	n/a	656459	475	4742	visual	dark_bar	attended	frequent_stimulus	attend_visual	6	2
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+2626.5317733041	n/a	656711	475	4744	visual	low_tone	unattended	frequent_stimulus	attend_visual	5	2
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+2627.8716160719	n/a	657046	476	4745	visual	hear_word	unattended	cue_visual	attend_visual	1	2
+2628.2755686675	n/a	657147	476	4746	visual	dark_bar	attended	frequent_stimulus	attend_visual	6	2
+2628.6995189165	n/a	657253	476	4747	visual	high_tone	unattended	infrequent_stimulus	attend_visual	3	2
+2629.3634410044	n/a	657419	476	4748	visual	dark_bar	attended	frequent_stimulus	attend_visual	6	2
+2629.7873912533	n/a	657525	476	4749	visual	low_tone	unattended	frequent_stimulus	attend_visual	5	2
+2630.4993077091	n/a	657703	476	4750	visual	low_tone	unattended	frequent_stimulus	attend_visual	5	2
+2630.8752635902	n/a	657797	476	4751	visual	low_tone	unattended	frequent_stimulus	attend_visual	5	2
+2631.6751697202	n/a	657997	476	4752	visual	dark_bar	attended	frequent_stimulus	attend_visual	6	2
+2632.0791223159	n/a	658098	476	4753	visual	low_tone	unattended	frequent_stimulus	attend_visual	5	2
+2632.7470439345	n/a	658265	477	4753	visual	look_word	unattended	cue_visual	attend_visual	2	2
+2633.2749819803	n/a	658397	477	4754	visual	low_tone	unattended	frequent_stimulus	attend_visual	5	2
+2633.5229528806	n/a	658459	477	4755	visual	dark_bar	attended	frequent_stimulus	attend_visual	6	2
+2633.8109190874	n/a	658531	477	4756	visual	dark_bar	attended	frequent_stimulus	attend_visual	6	2
+2634.4868397673	n/a	658700	477	4757	visual	dark_bar	attended	frequent_stimulus	attend_visual	6	2
+2634.81080175	n/a	658781	477	4758	visual	low_tone	unattended	frequent_stimulus	attend_visual	5	2
+2635.1027674875	n/a	658854	477	4759	visual	light_bar	attended	infrequent_stimulus	attend_visual	4	2
+2635.4387280621	n/a	658938	477	4759	visual	button_press	n/a	target_detected	attend_visual	201	2
+2635.5147191444	n/a	658957	477	4760	visual	dark_bar	attended	frequent_stimulus	attend_visual	6	2
+2636.2226360695	n/a	659134	477	4761	visual	low_tone	unattended	frequent_stimulus	attend_visual	5	2
+2636.7425750541	n/a	659264	477	4762	visual	dark_bar	attended	frequent_stimulus	attend_visual	6	2
+2637.0465393835	n/a	659340	477	4763	visual	light_bar	attended	infrequent_stimulus	attend_visual	4	2
+2637.4784886937	n/a	659448	477	4763	visual	button_press	n/a	target_detected	attend_visual	201	2
+2637.6784652262	n/a	659498	477	4764	visual	low_tone	unattended	frequent_stimulus	attend_visual	5	2
+2638.1104145364	n/a	659606	477	4765	visual	high_tone	unattended	infrequent_stimulus	attend_visual	3	2
+2638.7503394405	n/a	659766	477	4766	visual	light_bar	attended	infrequent_stimulus	attend_visual	4	2
+2639.0503042392	n/a	659841	477	4767	visual	low_tone	unattended	frequent_stimulus	attend_visual	5	2
+2639.1022981377	n/a	659854	477	4767	visual	button_press	n/a	target_detected	attend_visual	201	2
+2639.2862765476	n/a	659900	477	4768	visual	dark_bar	attended	frequent_stimulus	attend_visual	6	2
+2640.002192534	n/a	660079	478	4768	visual	hear_word	unattended	cue_visual	attend_visual	1	2
+2640.4061451297	n/a	660180	478	4769	visual	dark_bar	attended	frequent_stimulus	attend_visual	6	2
+2641.0900648708	n/a	660351	478	4770	visual	high_tone	unattended	infrequent_stimulus	attend_visual	3	2
+2641.7939822653	n/a	660527	478	4771	visual	low_tone	unattended	frequent_stimulus	attend_visual	5	2
+2642.5618921501	n/a	660719	478	4772	visual	low_tone	unattended	frequent_stimulus	attend_visual	5	2
+2642.8578574182	n/a	660793	478	4773	visual	high_tone	unattended	infrequent_stimulus	attend_visual	3	2
+2643.2218147074	n/a	660884	478	4774	visual	low_tone	unattended	frequent_stimulus	attend_visual	5	2
+2643.8537405501	n/a	661042	478	4775	visual	dark_bar	attended	frequent_stimulus	attend_visual	6	2
+2644.3456828201	n/a	661165	478	4776	visual	low_tone	unattended	frequent_stimulus	attend_visual	5	2
+2644.5736560672	n/a	661222	479	4776	visual	look_word	unattended	cue_visual	attend_visual	2	2
+2645.0815964598	n/a	661349	479	4777	visual	dark_bar	attended	frequent_stimulus	attend_visual	6	2
+2645.7215213638	n/a	661509	479	4778	visual	light_bar	attended	infrequent_stimulus	attend_visual	4	2
+2646.0014885093	n/a	661579	479	4778	visual	button_press	n/a	target_detected	attend_visual	201	2
+2646.2374608177	n/a	661638	479	4779	visual	dark_bar	attended	frequent_stimulus	attend_visual	6	2
+2646.5374256164	n/a	661713	479	4780	visual	dark_bar	attended	frequent_stimulus	attend_visual	6	2
+2647.1173575607	n/a	661858	479	4781	visual	low_tone	unattended	frequent_stimulus	attend_visual	5	2
+2647.6732923211	n/a	661997	479	4782	visual	dark_bar	attended	frequent_stimulus	attend_visual	6	2
+2647.9292622827	n/a	662061	480	4782	visual	hear_word	unattended	cue_visual	attend_visual	1	2
+2648.2892200412	n/a	662151	480	4783	visual	low_tone	unattended	frequent_stimulus	attend_visual	5	2
+2648.829156679	n/a	662286	480	4784	visual	high_tone	unattended	infrequent_stimulus	attend_visual	3	2
+2649.6130646865	n/a	662482	480	4785	visual	dark_bar	attended	frequent_stimulus	attend_visual	6	2
+2650.0610121193	n/a	662594	480	4786	visual	low_tone	unattended	frequent_stimulus	attend_visual	5	2
+2650.4449670617	n/a	662690	480	4787	visual	high_tone	unattended	infrequent_stimulus	attend_visual	3	2
+2651.0368975979	n/a	662838	480	4788	visual	dark_bar	attended	frequent_stimulus	attend_visual	6	2
+2651.7848098295	n/a	663025	480	4789	visual	light_bar	attended	infrequent_stimulus	attend_visual	4	2
+2652.2407563237	n/a	663139	480	4789	visual	button_press	n/a	target_detected	attend_visual	201	2
+2652.5847159596	n/a	663225	480	4790	visual	low_tone	unattended	frequent_stimulus	attend_visual	5	2
+2652.8486849825	n/a	663291	480	4791	visual	low_tone	unattended	frequent_stimulus	attend_visual	5	2
+2653.5246056624	n/a	663460	480	4792	visual	dark_bar	attended	frequent_stimulus	attend_visual	6	2
+2653.8125718692	n/a	663532	480	4793	visual	low_tone	unattended	frequent_stimulus	attend_visual	5	2
+2654.6404747138	n/a	663739	480	4794	visual	dark_bar	attended	frequent_stimulus	attend_visual	6	2
+2655.2244061887	n/a	663885	480	4795	visual	low_tone	unattended	frequent_stimulus	attend_visual	5	2
+2656.9642020216	n/a	664320	480	4795	visual	pause_recording	n/a	n/a	attend_visual	202	2
diff --git a/datasets/eeg_ds002893s_hed/task-AuditoryVisualShift_events.json b/datasets/eeg_ds002893s_hed_attention_shift/task-AuditoryVisualShift_events.json
similarity index 95%
rename from datasets/eeg_ds002893s_hed/task-AuditoryVisualShift_events.json
rename to datasets/eeg_ds002893s_hed_attention_shift/task-AuditoryVisualShift_events.json
index cb17799..7c7f7ea 100644
--- a/datasets/eeg_ds002893s_hed/task-AuditoryVisualShift_events.json
+++ b/datasets/eeg_ds002893s_hed_attention_shift/task-AuditoryVisualShift_events.json
@@ -40,7 +40,7 @@
         },
         "HED": {
             "attended": "Attend-to",
-            "unattended": "Think/Ignore"
+            "unattended": "Label/Ignore"
         }
     },
     "task_role": {
@@ -78,5 +78,11 @@
     "sub_block": {
         "Description": "Number of the sub-block within the experiment. A sub-block starts with a cue word and ends when the next sub-block begins.",
         "HED": "Time-block/#"
-    }
+    },
+	"event_code": {
+		"Description": "Original encoding of events."
+	},
+	"cond_code": {
+		"Description": "Original encoding of experimental conditions."
+	}
 }
\ No newline at end of file
diff --git a/datasets/package-lock.json b/datasets/package-lock.json
deleted file mode 100644
index d8abe9c..0000000
--- a/datasets/package-lock.json
+++ /dev/null
@@ -1,6 +0,0 @@
-{
-  "name": "datasets",
-  "lockfileVersion": 2,
-  "requires": true,
-  "packages": {}
-}
diff --git a/hedcode/jupyter_notebooks/bids_processing/bids_generate_sidecar.ipynb b/hedcode/jupyter_notebooks/bids_generate_sidecar.ipynb
similarity index 97%
rename from hedcode/jupyter_notebooks/bids_processing/bids_generate_sidecar.ipynb
rename to hedcode/jupyter_notebooks/bids_generate_sidecar.ipynb
index 91b5e45..b64e6f8 100644
--- a/hedcode/jupyter_notebooks/bids_processing/bids_generate_sidecar.ipynb
+++ b/hedcode/jupyter_notebooks/bids_generate_sidecar.ipynb
@@ -69,7 +69,7 @@
     "from hed.util import get_file_list\n",
     "\n",
     "# Variables to set for the specific dataset\n",
-    "bids_root_path =  os.path.realpath('../../../datasets/eeg_ds003654s_hed')\n",
+    "bids_root_path =  os.path.realpath('../../datasets/eeg_ds003654s_hed')\n",
     "exclude_dirs = ['stimuli']\n",
     "entities = ('sub', 'run')\n",
     "name = 'eeg_ds003654s_hed'\n",
diff --git a/hedcode/jupyter_notebooks/bids_processing/bids_merge_sidecar.ipynb b/hedcode/jupyter_notebooks/bids_merge_sidecar.ipynb
similarity index 97%
rename from hedcode/jupyter_notebooks/bids_processing/bids_merge_sidecar.ipynb
rename to hedcode/jupyter_notebooks/bids_merge_sidecar.ipynb
index 920db5c..189c0aa 100644
--- a/hedcode/jupyter_notebooks/bids_processing/bids_merge_sidecar.ipynb
+++ b/hedcode/jupyter_notebooks/bids_merge_sidecar.ipynb
@@ -195,7 +195,7 @@
     "from hed.tools import df_to_hed, hed_to_df, merge_hed_dict\n",
     "\n",
     "# Create a test spreadsheet for the merge\n",
-    "bids_sidecar_path =  os.path.realpath('../../../datasets/eeg_ds003654s_hed/task-FacePerception_events.json')\n",
+    "bids_sidecar_path =  os.path.realpath('../../datasets/eeg_ds003654s_hed/task-FacePerception_events.json')\n",
     "with open(bids_sidecar_path) as fp:\n",
     "    sidecar_json = json.load(fp)\n",
     "test_spreadsheet = hed_to_df(sidecar_json)\n",
diff --git a/hedcode/jupyter_notebooks/bids_processing/bids_sidecar_to_spreadsheet.ipynb b/hedcode/jupyter_notebooks/bids_sidecar_to_spreadsheet.ipynb
similarity index 93%
rename from hedcode/jupyter_notebooks/bids_processing/bids_sidecar_to_spreadsheet.ipynb
rename to hedcode/jupyter_notebooks/bids_sidecar_to_spreadsheet.ipynb
index 27912e9..5f676bb 100644
--- a/hedcode/jupyter_notebooks/bids_processing/bids_sidecar_to_spreadsheet.ipynb
+++ b/hedcode/jupyter_notebooks/bids_sidecar_to_spreadsheet.ipynb
@@ -52,7 +52,7 @@
     "import json\n",
     "from hed.tools import hed_to_df\n",
     "\n",
-    "json_path =  os.path.realpath('../../../datasets/eeg_ds003654s_hed/task-FacePerception_events.json')\n",
+    "json_path =  os.path.realpath('../../datasets/eeg_ds003654s_hed/task-FacePerception_events.json')\n",
     "spreadsheet_filename = os.path.realpath('./example_spreadsheet.tsv')\n",
     "with open(json_path) as fp:\n",
     "    example_sidecar = json.load(fp)\n",
diff --git a/hedcode/jupyter_notebooks/bids_processing/bids_summarize_events.ipynb b/hedcode/jupyter_notebooks/bids_summarize_events.ipynb
similarity index 96%
rename from hedcode/jupyter_notebooks/bids_processing/bids_summarize_events.ipynb
rename to hedcode/jupyter_notebooks/bids_summarize_events.ipynb
index 57b469d..31753a2 100644
--- a/hedcode/jupyter_notebooks/bids_processing/bids_summarize_events.ipynb
+++ b/hedcode/jupyter_notebooks/bids_summarize_events.ipynb
@@ -136,7 +136,7 @@
     "from hed.util import get_file_list\n",
     "\n",
     "# Variables to set for the specific dataset\n",
-    "bids_root_path =  os.path.realpath('../../../datasets/eeg_ds003654s_hed')\n",
+    "bids_root_path =  os.path.realpath('../../datasets/eeg_ds003654s_hed')\n",
     "name = 'eeg_ds003654s_hed'\n",
     "exclude_dirs = ['stimuli']\n",
     "entities = ('sub', 'run')\n",
diff --git a/hedcode/jupyter_notebooks/bids_processing/bids_validate_dataset.ipynb b/hedcode/jupyter_notebooks/bids_validate_dataset.ipynb
similarity index 75%
rename from hedcode/jupyter_notebooks/bids_processing/bids_validate_dataset.ipynb
rename to hedcode/jupyter_notebooks/bids_validate_dataset.ipynb
index 2127a26..336f05c 100644
--- a/hedcode/jupyter_notebooks/bids_processing/bids_validate_dataset.ipynb
+++ b/hedcode/jupyter_notebooks/bids_validate_dataset.ipynb
@@ -53,23 +53,15 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Using HEDTOOLS version: {'date': '2022-06-15T10:07:31-0500', 'dirty': False, 'error': None, 'full-revisionid': 'a4768260d57ea76b36e039fb3abb8ac91ea172d0', 'version': '0+untagged.1170.ga476826'}\n",
-      "HED Examples version: {'version': '0+untagged.220.g2ac3f7f.dirty', 'full-revisionid': '2ac3f7fba0fa6f34ea1e7d29328dc000d82b0304', 'dirty': True, 'error': None, 'date': '2022-06-15T10:06:07-0500'}\n",
-      "\n",
-      "\n",
-      "Bids root path: D:\\Research\\HED\\hed-examples\\datasets\\eeg_ds003654s_hed\n",
+      "Using HEDTOOLS version: {'date': '2022-06-17T15:46:44-0500', 'dirty': True, 'error': None, 'full-revisionid': 'b95fc4dd5d8e5b833138791e515a7c86c1c0b558', 'version': '0+untagged.1176.gb95fc4d.dirty'}\n",
+      "HED Examples version: {'version': '0+untagged.224.g4b88c9f.dirty', 'full-revisionid': '4b88c9ff590dbe6d67281e2bb1f5fd438a68bbbd', 'dirty': True, 'error': None, 'date': '2022-06-17T10:02:34-0500'}\n",
+      "BIDS path is: ../../../datasets/eeg_ds003654s_hed\n",
       "No HED validation errors\n",
-      "\n",
-      "\n",
-      "Bids root path: D:\\Research\\HED\\hed-examples\\datasets\\eeg_ds003654s_hed_column\n",
+      "BIDS path is: ../../../datasets/eeg_ds003654s_hed_column\n",
       "No HED validation errors\n",
-      "\n",
-      "\n",
-      "Bids root path: D:\\Research\\HED\\hed-examples\\datasets\\eeg_ds003654s_hed_inheritance\n",
+      "BIDS path is: ../../../datasets/eeg_ds003654s_hed_inheritance\n",
       "No HED validation errors\n",
-      "\n",
-      "\n",
-      "Bids root path: D:\\Research\\HED\\hed-examples\\datasets\\eeg_ds003654s_hed_longform\n",
+      "BIDS path is: ../../../datasets/eeg_ds003654s_hed_longform\n",
       "No HED validation errors\n"
      ]
     }
@@ -86,15 +78,15 @@
     "\n",
     "## Set the dataset location and the check_for_warnings flag\n",
     "check_for_warnings = False\n",
-    "bids_paths = ['../../../datasets/eeg_ds003654s_hed',\n",
-    "              '../../../datasets/eeg_ds003654s_hed_column',\n",
-    "              '../../../datasets/eeg_ds003654s_hed_inheritance',\n",
-    "              '../../../datasets/eeg_ds003654s_hed_longform'\n",
+    "bids_paths = ['../../datasets/eeg_ds003654s_hed',\n",
+    "              '../../datasets/eeg_ds003654s_hed_column',\n",
+    "              '../../datasets/eeg_ds003654s_hed_inheritance',\n",
+    "              '../../datasets/eeg_ds003654s_hed_longform'\n",
     "              ]\n",
     "\n",
     "for bids_path in bids_paths:\n",
     "    bids_root_path = os.path.realpath(bids_path)\n",
-    "    print(f\"\\n\\nBids root path: {bids_root_path}\")\n",
+    "    print(f\"BIDS path is: {bids_path}\")\n",
     "\n",
     "    ## Validate the dataset\n",
     "    bids = BidsDataset(bids_root_path)\n",
diff --git a/hedcode/jupyter_notebooks/bids_processing/bids_validate_dataset_with_libraries.ipynb b/hedcode/jupyter_notebooks/bids_validate_dataset_with_libraries.ipynb
similarity index 92%
rename from hedcode/jupyter_notebooks/bids_processing/bids_validate_dataset_with_libraries.ipynb
rename to hedcode/jupyter_notebooks/bids_validate_dataset_with_libraries.ipynb
index df400a7..4d91a60 100644
--- a/hedcode/jupyter_notebooks/bids_processing/bids_validate_dataset_with_libraries.ipynb
+++ b/hedcode/jupyter_notebooks/bids_validate_dataset_with_libraries.ipynb
@@ -47,13 +47,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 1,
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Handling a BIDS data set that uses library schema\n",
+      "Handling a BIDS data set that uses library schema: ../../../datasets/eeg_ds003654s_hed_library\n",
       "No HED validation errors\n",
       "\n",
       "Now validating with the prerelease schema.\n",
@@ -69,10 +69,10 @@
     "\n",
     "## Set the dataset location and the check_for_warnings flag\n",
     "check_for_warnings = False\n",
-    "bids_path = os.path.realpath('../../../datasets/eeg_ds003654s_hed_library')\n",
+    "bids_path = '../../datasets/eeg_ds003654s_hed_library'\n",
     "\n",
     "## Validate the dataset using the information from the dataset_description\n",
-    "print(\"Handling a BIDS data set that uses library schema\")\n",
+    "print(f\"Handling a BIDS data set that uses library schema: {bids_path}\")\n",
     "bids = BidsDataset(bids_path)\n",
     "issue_list1 = bids.validate(check_for_warnings=check_for_warnings)\n",
     "if issue_list1:\n",
diff --git a/hedcode/jupyter_notebooks/dataset_specific_processing/aomic-piop2/aomic-piop2_01_initial_summary.ipynb b/hedcode/jupyter_notebooks/dataset_specific_processing/aomic-piop2/aomic-piop2_01_initial_summary.ipynb
deleted file mode 100644
index c4edc32..0000000
--- a/hedcode/jupyter_notebooks/dataset_specific_processing/aomic-piop2/aomic-piop2_01_initial_summary.ipynb
+++ /dev/null
@@ -1,953 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "collapsed": true,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   },
-   "source": [
-    "## Initial summary of event files\n",
-    "\n",
-    "**Dataset**: aomic-piop2 [openNeuro ds002790](https://openneuro.org/datasets/ds002790).\n",
-    "\n",
-    "This script does a preliminary summary of the contents of the events files.\n",
-    "The summary includes printing out the column names of each event file so\n",
-    "that they can be manually checked for differences.\n",
-    "\n",
-    "The script assumes that the data is in BIDS format and that each BIDS events\n",
-    "file of the form `_events.tsv` has a corresponding events file with\n",
-    "suffix `_events_temp.tsv` that was previously dumped from the `EEG.set` files.\n",
-    "\n",
-    "In order to compare the events coming from the BIDS events files and those\n",
-    "from the EEG.set files, the script creates dictionaries of `key` to full path\n",
-    "for each type of file.  The `key` is of the form `sub-xxx_run-y` which\n",
-    "uniquely specify each event file in the dataset. If a dataset contains\n",
-    "multiple sessions for each subject, the `key` should include additional\n",
-    "parts of the file name to uniquely specify each subject.\n",
-    "\n",
-    "Keys are specified by a `name_indices` tuple which consists of the\n",
-    "pieces of the file name to include. Here pieces are separated by the\n",
-    "underbar character.\n",
-    "\n",
-    "For a file name `sub-001_ses-3_task-target_run-01_events.tsv`,\n",
-    "the tuple (0, 2) gives a key of `sub-001_task-target`,\n",
-    "while the tuple (0, 3) gives a key of `sub-001_run-01`.\n",
-    "The use of dictionaries of file names with such keys makes it\n",
-    "easier to associate related files in the BIDS naming structure.\n",
-    "\n",
-    "The setup requires the setting of the following variables for your dataset:\n",
-    "\n",
-    "| Variable | Purpose |\n",
-    "| -------- | ------- |\n",
-    "| bids_root_path | Full path to root directory of dataset.|\n",
-    "| exclude_dirs | List of directories to exclude when constructing file lists. |\n",
-    "| entities  | Tuple of entity names used to construct a unique keys representing filenames. <br>(See [Dictionaries of filenames](https://hed-examples.readthedocs.io/en/latest/HedInPython.html#dictionaries-of-filenames-anchor) for examples of how to choose the key.)||\n",
-    "| skip_columns  |  List of column names in the `events.tsv` files to skip in the analysis. |"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "outputs": [],
-   "source": [
-    "from hed.tools import BidsTabularDictionary\n",
-    "from hed.util import get_file_list\n",
-    "\n",
-    "# Variables to set for the specific dataset\n",
-    "bids_root_path = 'S:/openneuro/ds002790-download'\n",
-    "exclude_dirs = ['derivatives']\n",
-    "entities = ('sub', 'task')\n",
-    "skip_columns = ['onset', 'duration', 'response_time', 'stop_signal_delay']\n",
-    "tasks = ['emomatching', 'restingstate', 'stopsignal', 'workingmemory']\n",
-    "name = 'aomic-piop2'\n",
-    "# Construct the event file dictionaries for the BIDS and for EEG.event files\n",
-    "event_files = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_events\",\n",
-    "                            exclude_dirs=exclude_dirs)\n",
-    "bids_dict = BidsTabularDictionary(name, event_files, entities=('sub', 'task'))"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Create dictionaries for the BIDS events files and the EEG.event files\n"
-    }
-   }
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Dataset tasks are [dict_keys(['stopsignal', 'workingmemory', 'emomatching'])]\n",
-      "\n",
-      "BIDS-style event files for task stopsignal\n",
-      "<hed.tools.bids.bids_tabular_dictionary.BidsTabularDictionary object at 0x0000021FBB7CD190>\n",
-      "\n",
-      "BIDS-style event files for task workingmemory\n",
-      "<hed.tools.bids.bids_tabular_dictionary.BidsTabularDictionary object at 0x0000021FBB7CD1C0>\n",
-      "\n",
-      "BIDS-style event files for task emomatching\n",
-      "<hed.tools.bids.bids_tabular_dictionary.BidsTabularDictionary object at 0x0000021FBB7C64F0>\n"
-     ]
-    }
-   ],
-   "source": [
-    "task_dicts, leftovers = bids_dict.split_by_entity('task')\n",
-    "print(f\"Dataset tasks are [{str(task_dicts.keys())}]\")\n",
-    "for task, task_dict in task_dicts.items():\n",
-    "    print(f\"\\nBIDS-style event files for task {task}\\n{task_dict}\")\n",
-    "\n",
-    "\n",
-    "if leftovers:\n",
-    "    print(f\"\\nThese file did not have a task entity\\n{leftovers}\")"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Split the dictionaries by task and output each individually\n"
-    }
-   }
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "BIDS-style event file columns:\n",
-      "\n",
-      "Task stopsignal event file columns:\n",
-      "sub-0001_task-stopsignal [100 events]: ['onset', 'duration', 'trial_type', 'stop_signal_delay', 'response_time', 'response_accuracy', 'response_hand', 'sex']\n",
-      "sub-0002_task-stopsignal [100 events]: ['onset', 'duration', 'trial_type', 'stop_signal_delay', 'response_time', 'response_accuracy', 'response_hand', 'sex']\n",
-      "sub-0003_task-stopsignal [100 events]: ['onset', 'duration', 'trial_type', 'stop_signal_delay', 'response_time', 'response_accuracy', 'response_hand', 'sex']\n",
-      "sub-0004_task-stopsignal [100 events]: ['onset', 'duration', 'trial_type', 'stop_signal_delay', 'response_time', 'response_accuracy', 'response_hand', 'sex']\n",
-      "sub-0005_task-stopsignal [100 events]: ['onset', 'duration', 'trial_type', 'stop_signal_delay', 'response_time', 'response_accuracy', 'response_hand', 'sex']\n",
-      "sub-0006_task-stopsignal [100 events]: ['onset', 'duration', 'trial_type', 'stop_signal_delay', 'response_time', 'response_accuracy', 'response_hand', 'sex']\n",
-      "sub-0007_task-stopsignal [100 events]: ['onset', 'duration', 'trial_type', 'stop_signal_delay', 'response_time', 'response_accuracy', 'response_hand', 'sex']\n",
-      "sub-0008_task-stopsignal [100 events]: ['onset', 'duration', 'trial_type', 'stop_signal_delay', 'response_time', 'response_accuracy', 'response_hand', 'sex']\n",
-      "sub-0009_task-stopsignal [100 events]: ['onset', 'duration', 'trial_type', 'stop_signal_delay', 'response_time', 'response_accuracy', 'response_hand', 'sex']\n",
-      "sub-0010_task-stopsignal [100 events]: ['onset', 'duration', 'trial_type', 'stop_signal_delay', 'response_time', 'response_accuracy', 'response_hand', 'sex']\n",
-      "sub-0011_task-stopsignal [100 events]: ['onset', 'duration', 'trial_type', 'stop_signal_delay', 'response_time', 'response_accuracy', 'response_hand', 'sex']\n",
-      "sub-0012_task-stopsignal [100 events]: ['onset', 'duration', 'trial_type', 'stop_signal_delay', 'response_time', 'response_accuracy', 'response_hand', 'sex']\n",
-      "sub-0013_task-stopsignal [100 events]: ['onset', 'duration', 'trial_type', 'stop_signal_delay', 'response_time', 'response_accuracy', 'response_hand', 'sex']\n",
-      "sub-0014_task-stopsignal [100 events]: ['onset', 'duration', 'trial_type', 'stop_signal_delay', 'response_time', 'response_accuracy', 'response_hand', 'sex']\n",
-      "sub-0015_task-stopsignal [100 events]: ['onset', 'duration', 'trial_type', 'stop_signal_delay', 'response_time', 'response_accuracy', 'response_hand', 'sex']\n",
-      "sub-0016_task-stopsignal [100 events]: ['onset', 'duration', 'trial_type', 'stop_signal_delay', 'response_time', 'response_accuracy', 'response_hand', 'sex']\n",
-      "sub-0017_task-stopsignal [100 events]: ['onset', 'duration', 'trial_type', 'stop_signal_delay', 'response_time', 'response_accuracy', 'response_hand', 'sex']\n",
-      "sub-0018_task-stopsignal [100 events]: ['onset', 'duration', 'trial_type', 'stop_signal_delay', 'response_time', 'response_accuracy', 'response_hand', 'sex']\n",
-      "sub-0019_task-stopsignal [100 events]: ['onset', 'duration', 'trial_type', 'stop_signal_delay', 'response_time', 'response_accuracy', 'response_hand', 'sex']\n",
-      "sub-0020_task-stopsignal [100 events]: ['onset', 'duration', 'trial_type', 'stop_signal_delay', 'response_time', 'response_accuracy', 'response_hand', 'sex']\n",
-      "sub-0021_task-stopsignal [100 events]: ['onset', 'duration', 'trial_type', 'stop_signal_delay', 'response_time', 'response_accuracy', 'response_hand', 'sex']\n",
-      "sub-0022_task-stopsignal [100 events]: ['onset', 'duration', 'trial_type', 'stop_signal_delay', 'response_time', 'response_accuracy', 'response_hand', 'sex']\n",
-      "sub-0023_task-stopsignal [100 events]: ['onset', 'duration', 'trial_type', 'stop_signal_delay', 'response_time', 'response_accuracy', 'response_hand', 'sex']\n",
-      "sub-0024_task-stopsignal [100 events]: ['onset', 'duration', 'trial_type', 'stop_signal_delay', 'response_time', 'response_accuracy', 'response_hand', 'sex']\n",
-      "sub-0025_task-stopsignal [100 events]: ['onset', 'duration', 'trial_type', 'stop_signal_delay', 'response_time', 'response_accuracy', 'response_hand', 'sex']\n",
-      "sub-0026_task-stopsignal [100 events]: ['onset', 'duration', 'trial_type', 'stop_signal_delay', 'response_time', 'response_accuracy', 'response_hand', 'sex']\n",
-      "sub-0027_task-stopsignal [100 events]: ['onset', 'duration', 'trial_type', 'stop_signal_delay', 'response_time', 'response_accuracy', 'response_hand', 'sex']\n",
-      "sub-0028_task-stopsignal [100 events]: ['onset', 'duration', 'trial_type', 'stop_signal_delay', 'response_time', 'response_accuracy', 'response_hand', 'sex']\n",
-      "sub-0029_task-stopsignal [100 events]: ['onset', 'duration', 'trial_type', 'stop_signal_delay', 'response_time', 'response_accuracy', 'response_hand', 'sex']\n",
-      "sub-0030_task-stopsignal [100 events]: ['onset', 'duration', 'trial_type', 'stop_signal_delay', 'response_time', 'response_accuracy', 'response_hand', 'sex']\n",
-      "sub-0031_task-stopsignal [100 events]: ['onset', 'duration', 'trial_type', 'stop_signal_delay', 'response_time', 'response_accuracy', 'response_hand', 'sex']\n",
-      "sub-0032_task-stopsignal [100 events]: ['onset', 'duration', 'trial_type', 'stop_signal_delay', 'response_time', 'response_accuracy', 'response_hand', 'sex']\n",
-      "sub-0033_task-stopsignal [100 events]: ['onset', 'duration', 'trial_type', 'stop_signal_delay', 'response_time', 'response_accuracy', 'response_hand', 'sex']\n",
-      "sub-0034_task-stopsignal [100 events]: ['onset', 'duration', 'trial_type', 'stop_signal_delay', 'response_time', 'response_accuracy', 'response_hand', 'sex']\n",
-      "sub-0035_task-stopsignal [100 events]: ['onset', 'duration', 'trial_type', 'stop_signal_delay', 'response_time', 'response_accuracy', 'response_hand', 'sex']\n",
-      "sub-0036_task-stopsignal [100 events]: ['onset', 'duration', 'trial_type', 'stop_signal_delay', 'response_time', 'response_accuracy', 'response_hand', 'sex']\n",
-      "sub-0037_task-stopsignal [100 events]: ['onset', 'duration', 'trial_type', 'stop_signal_delay', 'response_time', 'response_accuracy', 'response_hand', 'sex']\n",
-      "sub-0038_task-stopsignal [100 events]: ['onset', 'duration', 'trial_type', 'stop_signal_delay', 'response_time', 'response_accuracy', 'response_hand', 'sex']\n",
-      "sub-0039_task-stopsignal [100 events]: ['onset', 'duration', 'trial_type', 'stop_signal_delay', 'response_time', 'response_accuracy', 'response_hand', 'sex']\n",
-      "sub-0040_task-stopsignal [100 events]: ['onset', 'duration', 'trial_type', 'stop_signal_delay', 'response_time', 'response_accuracy', 'response_hand', 'sex']\n",
-      "sub-0041_task-stopsignal [100 events]: ['onset', 'duration', 'trial_type', 'stop_signal_delay', 'response_time', 'response_accuracy', 'response_hand', 'sex']\n",
-      "sub-0042_task-stopsignal [100 events]: ['onset', 'duration', 'trial_type', 'stop_signal_delay', 'response_time', 'response_accuracy', 'response_hand', 'sex']\n",
-      "sub-0043_task-stopsignal [100 events]: ['onset', 'duration', 'trial_type', 'stop_signal_delay', 'response_time', 'response_accuracy', 'response_hand', 'sex']\n",
-      "sub-0044_task-stopsignal [100 events]: ['onset', 'duration', 'trial_type', 'stop_signal_delay', 'response_time', 'response_accuracy', 'response_hand', 'sex']\n",
-      "sub-0045_task-stopsignal [100 events]: ['onset', 'duration', 'trial_type', 'stop_signal_delay', 'response_time', 'response_accuracy', 'response_hand', 'sex']\n",
-      "sub-0046_task-stopsignal [100 events]: ['onset', 'duration', 'trial_type', 'stop_signal_delay', 'response_time', 'response_accuracy', 'response_hand', 'sex']\n",
-      "sub-0047_task-stopsignal [100 events]: ['onset', 'duration', 'trial_type', 'stop_signal_delay', 'response_time', 'response_accuracy', 'response_hand', 'sex']\n",
-      "sub-0048_task-stopsignal [100 events]: ['onset', 'duration', 'trial_type', 'stop_signal_delay', 'response_time', 'response_accuracy', 'response_hand', 'sex']\n",
-      "sub-0049_task-stopsignal [100 events]: ['onset', 'duration', 'trial_type', 'stop_signal_delay', 'response_time', 'response_accuracy', 'response_hand', 'sex']\n",
-      "sub-0050_task-stopsignal [100 events]: ['onset', 'duration', 'trial_type', 'stop_signal_delay', 'response_time', 'response_accuracy', 'response_hand', 'sex']\n",
-      "sub-0051_task-stopsignal [100 events]: ['onset', 'duration', 'trial_type', 'stop_signal_delay', 'response_time', 'response_accuracy', 'response_hand', 'sex']\n",
-      "sub-0052_task-stopsignal [100 events]: ['onset', 'duration', 'trial_type', 'stop_signal_delay', 'response_time', 'response_accuracy', 'response_hand', 'sex']\n",
-      "sub-0053_task-stopsignal [100 events]: ['onset', 'duration', 'trial_type', 'stop_signal_delay', 'response_time', 'response_accuracy', 'response_hand', 'sex']\n",
-      "sub-0054_task-stopsignal [100 events]: ['onset', 'duration', 'trial_type', 'stop_signal_delay', 'response_time', 'response_accuracy', 'response_hand', 'sex']\n",
-      "sub-0055_task-stopsignal [100 events]: ['onset', 'duration', 'trial_type', 'stop_signal_delay', 'response_time', 'response_accuracy', 'response_hand', 'sex']\n",
-      "sub-0056_task-stopsignal [100 events]: ['onset', 'duration', 'trial_type', 'stop_signal_delay', 'response_time', 'response_accuracy', 'response_hand', 'sex']\n",
-      "sub-0057_task-stopsignal [100 events]: ['onset', 'duration', 'trial_type', 'stop_signal_delay', 'response_time', 'response_accuracy', 'response_hand', 'sex']\n",
-      "sub-0058_task-stopsignal [100 events]: ['onset', 'duration', 'trial_type', 'stop_signal_delay', 'response_time', 'response_accuracy', 'response_hand', 'sex']\n",
-      "sub-0059_task-stopsignal [100 events]: ['onset', 'duration', 'trial_type', 'stop_signal_delay', 'response_time', 'response_accuracy', 'response_hand', 'sex']\n",
-      "sub-0060_task-stopsignal [100 events]: ['onset', 'duration', 'trial_type', 'stop_signal_delay', 'response_time', 'response_accuracy', 'response_hand', 'sex']\n",
-      "sub-0061_task-stopsignal [100 events]: ['onset', 'duration', 'trial_type', 'stop_signal_delay', 'response_time', 'response_accuracy', 'response_hand', 'sex']\n",
-      "sub-0062_task-stopsignal [100 events]: ['onset', 'duration', 'trial_type', 'stop_signal_delay', 'response_time', 'response_accuracy', 'response_hand', 'sex']\n",
-      "sub-0063_task-stopsignal [100 events]: ['onset', 'duration', 'trial_type', 'stop_signal_delay', 'response_time', 'response_accuracy', 'response_hand', 'sex']\n",
-      "sub-0064_task-stopsignal [100 events]: ['onset', 'duration', 'trial_type', 'stop_signal_delay', 'response_time', 'response_accuracy', 'response_hand', 'sex']\n",
-      "sub-0065_task-stopsignal [100 events]: ['onset', 'duration', 'trial_type', 'stop_signal_delay', 'response_time', 'response_accuracy', 'response_hand', 'sex']\n",
-      "sub-0066_task-stopsignal [100 events]: ['onset', 'duration', 'trial_type', 'stop_signal_delay', 'response_time', 'response_accuracy', 'response_hand', 'sex']\n",
-      "sub-0067_task-stopsignal [100 events]: ['onset', 'duration', 'trial_type', 'stop_signal_delay', 'response_time', 'response_accuracy', 'response_hand', 'sex']\n",
-      "sub-0068_task-stopsignal [100 events]: ['onset', 'duration', 'trial_type', 'stop_signal_delay', 'response_time', 'response_accuracy', 'response_hand', 'sex']\n",
-      "sub-0069_task-stopsignal [100 events]: ['onset', 'duration', 'trial_type', 'stop_signal_delay', 'response_time', 'response_accuracy', 'response_hand', 'sex']\n",
-      "sub-0070_task-stopsignal [100 events]: ['onset', 'duration', 'trial_type', 'stop_signal_delay', 'response_time', 'response_accuracy', 'response_hand', 'sex']\n",
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-      "sub-0203_task-stopsignal [100 events]: ['onset', 'duration', 'trial_type', 'stop_signal_delay', 'response_time', 'response_accuracy', 'response_hand', 'sex']\n",
-      "sub-0204_task-stopsignal [100 events]: ['onset', 'duration', 'trial_type', 'stop_signal_delay', 'response_time', 'response_accuracy', 'response_hand', 'sex']\n",
-      "sub-0205_task-stopsignal [100 events]: ['onset', 'duration', 'trial_type', 'stop_signal_delay', 'response_time', 'response_accuracy', 'response_hand', 'sex']\n",
-      "sub-0206_task-stopsignal [100 events]: ['onset', 'duration', 'trial_type', 'stop_signal_delay', 'response_time', 'response_accuracy', 'response_hand', 'sex']\n",
-      "sub-0207_task-stopsignal [100 events]: ['onset', 'duration', 'trial_type', 'stop_signal_delay', 'response_time', 'response_accuracy', 'response_hand', 'sex']\n",
-      "sub-0208_task-stopsignal [100 events]: ['onset', 'duration', 'trial_type', 'stop_signal_delay', 'response_time', 'response_accuracy', 'response_hand', 'sex']\n",
-      "sub-0209_task-stopsignal [100 events]: ['onset', 'duration', 'trial_type', 'stop_signal_delay', 'response_time', 'response_accuracy', 'response_hand', 'sex']\n",
-      "sub-0210_task-stopsignal [100 events]: ['onset', 'duration', 'trial_type', 'stop_signal_delay', 'response_time', 'response_accuracy', 'response_hand', 'sex']\n",
-      "sub-0211_task-stopsignal [100 events]: ['onset', 'duration', 'trial_type', 'stop_signal_delay', 'response_time', 'response_accuracy', 'response_hand', 'sex']\n",
-      "sub-0212_task-stopsignal [100 events]: ['onset', 'duration', 'trial_type', 'stop_signal_delay', 'response_time', 'response_accuracy', 'response_hand', 'sex']\n",
-      "sub-0213_task-stopsignal [100 events]: ['onset', 'duration', 'trial_type', 'stop_signal_delay', 'response_time', 'response_accuracy', 'response_hand', 'sex']\n",
-      "sub-0214_task-stopsignal [100 events]: ['onset', 'duration', 'trial_type', 'stop_signal_delay', 'response_time', 'response_accuracy', 'response_hand', 'sex']\n",
-      "sub-0215_task-stopsignal [100 events]: ['onset', 'duration', 'trial_type', 'stop_signal_delay', 'response_time', 'response_accuracy', 'response_hand', 'sex']\n",
-      "sub-0216_task-stopsignal [100 events]: ['onset', 'duration', 'trial_type', 'stop_signal_delay', 'response_time', 'response_accuracy', 'response_hand', 'sex']\n",
-      "sub-0217_task-stopsignal [100 events]: ['onset', 'duration', 'trial_type', 'stop_signal_delay', 'response_time', 'response_accuracy', 'response_hand', 'sex']\n",
-      "sub-0218_task-stopsignal [100 events]: ['onset', 'duration', 'trial_type', 'stop_signal_delay', 'response_time', 'response_accuracy', 'response_hand', 'sex']\n",
-      "sub-0219_task-stopsignal [100 events]: ['onset', 'duration', 'trial_type', 'stop_signal_delay', 'response_time', 'response_accuracy', 'response_hand', 'sex']\n",
-      "sub-0220_task-stopsignal [100 events]: ['onset', 'duration', 'trial_type', 'stop_signal_delay', 'response_time', 'response_accuracy', 'response_hand', 'sex']\n",
-      "sub-0221_task-stopsignal [100 events]: ['onset', 'duration', 'trial_type', 'stop_signal_delay', 'response_time', 'response_accuracy', 'response_hand', 'sex']\n",
-      "sub-0222_task-stopsignal [100 events]: ['onset', 'duration', 'trial_type', 'stop_signal_delay', 'response_time', 'response_accuracy', 'response_hand', 'sex']\n",
-      "sub-0223_task-stopsignal [100 events]: ['onset', 'duration', 'trial_type', 'stop_signal_delay', 'response_time', 'response_accuracy', 'response_hand', 'sex']\n",
-      "sub-0224_task-stopsignal [100 events]: ['onset', 'duration', 'trial_type', 'stop_signal_delay', 'response_time', 'response_accuracy', 'response_hand', 'sex']\n",
-      "sub-0225_task-stopsignal [100 events]: ['onset', 'duration', 'trial_type', 'stop_signal_delay', 'response_time', 'response_accuracy', 'response_hand', 'sex']\n",
-      "sub-0226_task-stopsignal [100 events]: ['onset', 'duration', 'trial_type', 'stop_signal_delay', 'response_time', 'response_accuracy', 'response_hand', 'sex']\n",
-      "\n",
-      "Task workingmemory event file columns:\n",
-      "sub-0001_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0002_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0003_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0004_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0005_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0006_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0007_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0008_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0009_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0010_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0011_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0012_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0013_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0014_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0015_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0016_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0017_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0018_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0019_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0020_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0021_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0022_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0023_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0024_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0025_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0026_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0027_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0028_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0029_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0030_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0031_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0032_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0033_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0034_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0035_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0036_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0037_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0039_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0040_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0041_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0042_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0043_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0044_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0045_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0046_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0047_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0048_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0049_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0050_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0051_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0052_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0053_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0054_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0055_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0056_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0057_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0058_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0059_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0060_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0061_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0062_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0063_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0064_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0065_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0066_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0067_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0068_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0069_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0070_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0071_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0072_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0073_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0074_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0075_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0076_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0077_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0078_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0079_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0080_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0081_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0082_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0083_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0084_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0085_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0086_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0087_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0088_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0089_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0090_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0091_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0092_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0093_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0094_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0095_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0096_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0097_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0098_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0099_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0100_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0101_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0103_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0104_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0105_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0106_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0107_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0108_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0109_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0110_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0111_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0112_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0113_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0114_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0115_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0116_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0117_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0118_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0119_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0120_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0121_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0122_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0123_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0124_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0125_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0126_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0127_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0128_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0129_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0130_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0131_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0132_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0133_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0134_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0135_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0136_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0137_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0138_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0139_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0140_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0141_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0142_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0143_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0144_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0145_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0146_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0147_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0148_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0149_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0150_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0151_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0152_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0153_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0154_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0155_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0156_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0157_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0158_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0159_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0160_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0161_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0162_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0163_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0164_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0165_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0166_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0167_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0168_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0169_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0170_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0171_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0172_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0173_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0174_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0175_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0176_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0177_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0178_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0179_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0180_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0181_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0182_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0183_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0184_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0185_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0186_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0187_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0188_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0189_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0190_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0191_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0192_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0193_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0194_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0195_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0196_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0197_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0198_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0199_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0200_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0201_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0202_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0203_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0204_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0205_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0206_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0207_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0208_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0209_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0210_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0211_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0212_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0213_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0214_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0215_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0216_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0217_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0218_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0219_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0220_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0221_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0222_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0223_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0224_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0225_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "sub-0226_task-workingmemory [40 events]: ['onset', 'duration', 'trial_type', 'response_accuracy', 'response_time', 'response_hand']\n",
-      "\n",
-      "Task emomatching event file columns:\n",
-      "sub-0002_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0003_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0004_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0005_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0006_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0007_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0008_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0009_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0011_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0012_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0013_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0014_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0015_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0016_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0017_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0018_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0019_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0020_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0021_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0022_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0023_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0024_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0025_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0026_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0027_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0028_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0029_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0030_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0031_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0032_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0033_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0034_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0035_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0036_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0037_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0038_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0039_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0040_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0041_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0042_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0043_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0044_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0045_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0046_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0047_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0048_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0049_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0050_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0051_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0052_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0053_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0054_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0055_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0056_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0057_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0058_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0059_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0060_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0061_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0062_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0064_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0065_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0066_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0067_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0068_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0069_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0070_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0071_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0072_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0073_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0074_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0075_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0076_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0077_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0078_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0079_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0080_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0081_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0082_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0083_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0084_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0085_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0086_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0087_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0088_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0089_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0090_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0091_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0092_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0093_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0094_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0095_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0096_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0097_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0098_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0099_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0100_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0101_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0102_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0103_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0104_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0105_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0106_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0107_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0108_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0109_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0110_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0111_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0112_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0113_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0114_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0115_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0116_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0117_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0118_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0119_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0120_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0121_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0122_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0123_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0124_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0125_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0126_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0127_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0128_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0129_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0130_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0131_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0132_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0133_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0134_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0135_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0136_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0137_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0138_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0139_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0140_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0141_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0142_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0143_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0144_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0145_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0146_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0147_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0148_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0149_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0150_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0151_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0152_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0153_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0154_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0155_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0156_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0157_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0158_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0159_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0160_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0161_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0162_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0163_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0164_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0165_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0166_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0167_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0168_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0169_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0170_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0171_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0172_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0173_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0174_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0175_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0176_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0177_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0178_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0179_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0180_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0182_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0183_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0184_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0185_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0186_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0187_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0188_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0189_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0190_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0191_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0192_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0193_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0194_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0195_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0196_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0197_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0198_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0199_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0200_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0201_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0202_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0203_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0204_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0205_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0206_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0207_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0208_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0209_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0210_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0211_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0212_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0213_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0214_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0215_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0216_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0217_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0218_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0219_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0220_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0221_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0222_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0223_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0224_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0225_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n",
-      "sub-0226_task-emomatching [48 events]: ['onset', 'duration', 'trial_type', 'response_time', 'response_hand', 'response_accuracy', 'ori_match', 'sex', 'ethn_target', 'ethn_match', 'ethn_distractor', 'emo_match']\n"
-     ]
-    }
-   ],
-   "source": [
-    "print(f\"\\nBIDS-style event file columns:\")\n",
-    "for task, task_dict in task_dicts.items():\n",
-    "    print(f\"\\nTask {task} event file columns:\")\n",
-    "    for key, file, rowcount, columns in task_dict.iter_files():\n",
-    "        print(f\"{key} [{rowcount} events]: {str(columns)}\")\n"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Output the column names for each type of event file\n"
-    }
-   }
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "BIDS events summary counts:\n",
-      "\n",
-      "BIDS-style event info for task stopsignal:\n",
-      "Summary for column dictionary :\n",
-      "   Categorical columns (4):\n",
-      "      response_accuracy (4 distinct values):\n",
-      "         correct: 17061\n",
-      "         incorrect: 923\n",
-      "         miss: 246\n",
-      "         n/a: 4370\n",
-      "      response_hand (2 distinct values):\n",
-      "         left: 9395\n",
-      "         right: 13205\n",
-      "      sex (2 distinct values):\n",
-      "         female: 11360\n",
-      "         male: 11240\n",
-      "      trial_type (3 distinct values):\n",
-      "         go: 15119\n",
-      "         succesful_stop: 4370\n",
-      "         unsuccesful_stop: 3111\n",
-      "   Value columns (0):\n",
-      "\n",
-      "BIDS-style event info for task workingmemory:\n",
-      "Summary for column dictionary :\n",
-      "   Categorical columns (3):\n",
-      "      response_accuracy (4 distinct values):\n",
-      "         correct: 3665\n",
-      "         incorrect: 3353\n",
-      "         miss: 631\n",
-      "         n/a: 1311\n",
-      "      response_hand (3 distinct values):\n",
-      "         left: 4235\n",
-      "         n/a: 8\n",
-      "         right: 4717\n",
-      "      trial_type (3 distinct values):\n",
-      "         active_change: 3584\n",
-      "         active_nochange: 3584\n",
-      "         passive: 1792\n",
-      "   Value columns (0):\n",
-      "\n",
-      "BIDS-style event info for task emomatching:\n",
-      "Summary for column dictionary :\n",
-      "   Categorical columns (9):\n",
-      "      emo_match (3 distinct values):\n",
-      "         anger: 2664\n",
-      "         fear: 2664\n",
-      "         n/a: 5328\n",
-      "      ethn_distractor (5 distinct values):\n",
-      "         asian: 888\n",
-      "         black: 1776\n",
-      "         caucasian: 2442\n",
-      "         n/a: 5328\n",
-      "         white: 222\n",
-      "      ethn_match (4 distinct values):\n",
-      "         asian: 888\n",
-      "         black: 1776\n",
-      "         caucasian: 2664\n",
-      "         n/a: 5328\n",
-      "      ethn_target (4 distinct values):\n",
-      "         asian: 888\n",
-      "         black: 1776\n",
-      "         caucasian: 2664\n",
-      "         n/a: 5328\n",
-      "      ori_match (3 distinct values):\n",
-      "         horizontal: 2442\n",
-      "         n/a: 5328\n",
-      "         vertical: 2886\n",
-      "      response_accuracy (3 distinct values):\n",
-      "         correct: 560\n",
-      "         incorrect: 9901\n",
-      "         miss: 195\n",
-      "      response_hand (3 distinct values):\n",
-      "         left: 5258\n",
-      "         n/a: 195\n",
-      "         right: 5203\n",
-      "      sex (3 distinct values):\n",
-      "         female: 2664\n",
-      "         male: 2664\n",
-      "         n/a: 5328\n",
-      "      trial_type (2 distinct values):\n",
-      "         control: 5328\n",
-      "         emotion: 5328\n",
-      "   Value columns (0):\n"
-     ]
-    }
-   ],
-   "source": [
-    "from hed.tools import BidsTabularSummary\n",
-    "\n",
-    "print('\\nBIDS events summary counts:')\n",
-    "for task, task_dict in task_dicts.items():\n",
-    "    dicts_all, dicts_sep = BidsTabularSummary.make_combined_dicts(task_dict, skip_cols=skip_columns)\n",
-    "    print(f\"\\nBIDS-style event info for task {task}:\\n{dicts_all}\")"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Create summary dictionaries of the original BIDS events files and output column names\n"
-    }
-   }
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 2
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
\ No newline at end of file
diff --git a/hedcode/jupyter_notebooks/dataset_specific_processing/attention_shift/README.md b/hedcode/jupyter_notebooks/dataset_specific_processing/attention_shift/README.md
deleted file mode 100644
index cfd301a..0000000
--- a/hedcode/jupyter_notebooks/dataset_specific_processing/attention_shift/README.md
+++ /dev/null
@@ -1,41 +0,0 @@
-## Processing summary for Attention Shift
-
-The scripts assume that an `_events_temp.tsv` file has been extracted from the EEG.set files for each `_events.tsv` file.  
-
-Order of script execution:
-
-
-| Script                              | Description  |
-| ----------------------------------- | ------------ |
-| [attention_shift_01_initial_summary.ipynb](#preliminary-summary-and-manual-editing)  | Summarize event file contents |
-| [attention_shift_02_initial_combination.ipynb](#preliminary-summary-and-manual-editing)  | Summarize event file contents |
-| [attention_shift_03_check_cond_consistency.ipynb](#preliminary-summary-and-manual-editing)  | Summarize event file contents |
-| [attention_shift_04_fix_cond_codes.ipynb](#preliminary-summary-and-manual-editing)  | Summarize event file contents |
-| [attention_shift_05_add_Trials.ipynb](#preliminary-summary-and-manual-editing)  | Summarize event file contents |
-| [attention_shift_06_final_consistency_check.ipynb](#preliminary-summary-and-manual-editing)  | Summarize event file contents |
-| [attention_shift_07_remove_files.ipynb](#preliminary-summary-and-manual-editing)  | Summarize event file contents |
-| [attention_shift_08_generate_sidecar.ipynb](#preliminary-summary-and-manual-editing)  | Summarize event file contents |
-
-
-
-### Issues
- sub-004 of the attention shift data.  The subject has two runs.  The first run is really short.  The second run won't read correctly with EEGLAB and truncates the data.   Can you look at this?  We may have to delete this subject entirely.  Let me know.... Thanks, Kay
-
-pop_loadset(): loading file G:\AttentionShift\AttentionShiftWorking\sub-004\eeg\sub-004_task-AuditoryVisualShift_run-02_eeg.set ...
-Reading float file 'G:\AttentionShift\AttentionShiftWorking\sub-004\eeg\sub-004_task-AuditoryVisualShift_run-02_eeg.fdt'...
-WARNING: The file size on disk does not correspond to the dataset, file has been truncated
-eeg_checkset error: binary data file likely truncated, importing anyway...
-eeg_checkset note: upper time limit (xmax) adjusted so (xmax-xmin)*srate+1 = number of frames
-Creating a new ALLEEG dataset 1
-
-
-Checking the validity of the event codes:
-sub-005_run-01 has 5 shift event codes in a focus condition
-sub-008_run-01 has 2874 shift event codes in a focus condition
-sub-015_run-01 has 239 focus event codes in a shift condition
-sub-036_run-01 has 721 focus event codes in a shift condition  (Run-02 seems to be the better run?)
-
-Codes 1 and 2 can appear anywhere.
-Codes 3 through 6 should appear only in the focus condition.
-Codes 7 through 14 should appear only in the shift condition.
-Codes 199, 201, 202, and 255 are not related to condition.
diff --git a/hedcode/jupyter_notebooks/dataset_specific_processing/attention_shift/attention_shift_01_initial_summary.ipynb b/hedcode/jupyter_notebooks/dataset_specific_processing/attention_shift/attention_shift_01_initial_summary.ipynb
deleted file mode 100644
index 1ca0f30..0000000
--- a/hedcode/jupyter_notebooks/dataset_specific_processing/attention_shift/attention_shift_01_initial_summary.ipynb
+++ /dev/null
@@ -1,839 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "collapsed": true,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   },
-   "source": [
-    "## Initial summary of event files\n",
-    "\n",
-    "**Dataset**: Auditory-Visual Shift Study v1.0.0 [openNeuro ds002893](https://openneuro.org/datasets/ds002893/versions/1.0.0).\n",
-    "\n",
-    "This script does a preliminary summary of the contents of the events files.\n",
-    "The summary includes printing out the column names of each event file so\n",
-    "that they can be manually checked for differences.\n",
-    "\n",
-    "The script assumes that the data is in BIDS format and that each BIDS events\n",
-    "file of the form `_events.tsv` has a corresponding events file with\n",
-    "suffix `_eventstemp.tsv` that was previously dumped from the `EEG.set` files.\n",
-    "\n",
-    "This script does a preliminary summary of the contents of the events files.\n",
-    "The summary includes printing out the column names of each event file so\n",
-    "that they can be manually checked for differences.\n",
-    "\n",
-    "The script assumes that the data is in BIDS format and that each BIDS events\n",
-    "file of the form `_events.tsv` has a corresponding events file with\n",
-    "suffix `_eventstemp.tsv` that was previously dumped from the `EEG.set` files.\n",
-    "Keys are specified by a `entities` tuple lists the BIDS entity names\n",
-    "to include in the key.\n",
-    "BIDS base file names are constructed of entity *name*-*value* pairs separated\n",
-    "by underbars and followed by an ending *_suffix*.\n",
-    "\n",
-    "For a file name `sub-001_ses-3_task-target_run-01_events.tsv`,\n",
-    "the tuple ('sub', 'task') gives a key of `sub-001_task-target`,\n",
-    "while the tuple ('sub', 'ses', 'run) gives a key of `sub-001_ses-3_run-01`.\n",
-    "The use of dictionaries of file names with such keys makes it\n",
-    "easier to associate related files in the BIDS naming structure.\n",
-    "\n",
-    "The setup requires the setting of the following variables for your dataset:\n",
-    "\n",
-    "| Variable | Purpose |\n",
-    "| -------- | ------- |\n",
-    "| bids_root_path | Full path to root directory of dataset.|\n",
-    "| exclude_dirs | List of directories to exclude when constructing file lists. |\n",
-    "| entities  | Tuple of entity names used to construct a unique keys representing filenames. <br>(See [Dictionaries of filenames](https://hed-examples.readthedocs.io/en/latest/HedInPython.html#dictionaries-of-filenames-anchor) for examples of how to choose the keys.)|\n",
-    "| bids_skip_columns  |  List of column names in the `events.tsv` files to skip in the analysis. |\n",
-    "| eeg_skip_columns  | List of column names in the `eventstemp.tsv` files form EEG.events to skip in analysis.|\n",
-    "| log_name | Name of the log file (saved in the `code/curation_logs` subdirectory). |"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "Bids event files has 52 event files\n",
-      "EEG event files has 52 event files\n",
-      "\n",
-      "Bids event files event files (52 files)\n",
-      "sub-001_run-01: sub-001_task-AuditoryVisualShift_run-01_events.tsv\n",
-      "sub-002_run-01: sub-002_task-AuditoryVisualShift_run-01_events.tsv\n",
-      "sub-003_run-01: sub-003_task-AuditoryVisualShift_run-01_events.tsv\n",
-      "sub-004_run-01: sub-004_task-AuditoryVisualShift_run-01_events.tsv\n",
-      "sub-004_run-02: sub-004_task-AuditoryVisualShift_run-02_events.tsv\n",
-      "sub-005_run-01: sub-005_task-AuditoryVisualShift_run-01_events.tsv\n",
-      "sub-006_run-01: sub-006_task-AuditoryVisualShift_run-01_events.tsv\n",
-      "sub-007_run-01: sub-007_task-AuditoryVisualShift_run-01_events.tsv\n",
-      "sub-008_run-01: sub-008_task-AuditoryVisualShift_run-01_events.tsv\n",
-      "sub-009_run-01: sub-009_task-AuditoryVisualShift_run-01_events.tsv\n",
-      "sub-010_run-01: sub-010_task-AuditoryVisualShift_run-01_events.tsv\n",
-      "sub-011_run-01: sub-011_task-AuditoryVisualShift_run-01_events.tsv\n",
-      "sub-012_run-01: sub-012_task-AuditoryVisualShift_run-01_events.tsv\n",
-      "sub-013_run-01: sub-013_task-AuditoryVisualShift_run-01_events.tsv\n",
-      "sub-014_run-01: sub-014_task-AuditoryVisualShift_run-01_events.tsv\n",
-      "sub-015_run-01: sub-015_task-AuditoryVisualShift_run-01_events.tsv\n",
-      "sub-016_run-01: sub-016_task-AuditoryVisualShift_run-01_events.tsv\n",
-      "sub-017_run-01: sub-017_task-AuditoryVisualShift_run-01_events.tsv\n",
-      "sub-018_run-01: sub-018_task-AuditoryVisualShift_run-01_events.tsv\n",
-      "sub-019_run-01: sub-019_task-AuditoryVisualShift_run-01_events.tsv\n",
-      "sub-020_run-02: sub-020_task-AuditoryVisualShift_run-02_events.tsv\n",
-      "sub-021_run-02: sub-021_task-AuditoryVisualShift_run-02_events.tsv\n",
-      "sub-022_run-02: sub-022_task-AuditoryVisualShift_run-02_events.tsv\n",
-      "sub-023_run-01: sub-023_task-AuditoryVisualShift_run-01_events.tsv\n",
-      "sub-024_run-01: sub-024_task-AuditoryVisualShift_run-01_events.tsv\n",
-      "sub-025_run-01: sub-025_task-AuditoryVisualShift_run-01_events.tsv\n",
-      "sub-026_run-01: sub-026_task-AuditoryVisualShift_run-01_events.tsv\n",
-      "sub-027_run-01: sub-027_task-AuditoryVisualShift_run-01_events.tsv\n",
-      "sub-028_run-01: sub-028_task-AuditoryVisualShift_run-01_events.tsv\n",
-      "sub-028_run-02: sub-028_task-AuditoryVisualShift_run-02_events.tsv\n",
-      "sub-029_run-01: sub-029_task-AuditoryVisualShift_run-01_events.tsv\n",
-      "sub-030_run-01: sub-030_task-AuditoryVisualShift_run-01_events.tsv\n",
-      "sub-031_run-01: sub-031_task-AuditoryVisualShift_run-01_events.tsv\n",
-      "sub-032_run-01: sub-032_task-AuditoryVisualShift_run-01_events.tsv\n",
-      "sub-033_run-01: sub-033_task-AuditoryVisualShift_run-01_events.tsv\n",
-      "sub-034_run-01: sub-034_task-AuditoryVisualShift_run-01_events.tsv\n",
-      "sub-035_run-01: sub-035_task-AuditoryVisualShift_run-01_events.tsv\n",
-      "sub-036_run-01: sub-036_task-AuditoryVisualShift_run-01_events.tsv\n",
-      "sub-036_run-02: sub-036_task-AuditoryVisualShift_run-02_events.tsv\n",
-      "sub-037_run-01: sub-037_task-AuditoryVisualShift_run-01_events.tsv\n",
-      "sub-038_run-01: sub-038_task-AuditoryVisualShift_run-01_events.tsv\n",
-      "sub-039_run-01: sub-039_task-AuditoryVisualShift_run-01_events.tsv\n",
-      "sub-040_run-01: sub-040_task-AuditoryVisualShift_run-01_events.tsv\n",
-      "sub-041_run-01: sub-041_task-AuditoryVisualShift_run-01_events.tsv\n",
-      "sub-042_run-01: sub-042_task-AuditoryVisualShift_run-01_events.tsv\n",
-      "sub-043_run-01: sub-043_task-AuditoryVisualShift_run-01_events.tsv\n",
-      "sub-044_run-01: sub-044_task-AuditoryVisualShift_run-01_events.tsv\n",
-      "sub-045_run-01: sub-045_task-AuditoryVisualShift_run-01_events.tsv\n",
-      "sub-046_run-01: sub-046_task-AuditoryVisualShift_run-01_events.tsv\n",
-      "sub-047_run-01: sub-047_task-AuditoryVisualShift_run-01_events.tsv\n",
-      "sub-048_run-01: sub-048_task-AuditoryVisualShift_run-01_events.tsv\n",
-      "sub-049_run-01: sub-049_task-AuditoryVisualShift_run-01_events.tsv\n",
-      "\n",
-      "EEG event files event files (52 files)\n",
-      "sub-001_run-01: sub-001_task-AuditoryVisualShift_run-01_eventstemp.tsv\n",
-      "sub-002_run-01: sub-002_task-AuditoryVisualShift_run-01_eventstemp.tsv\n",
-      "sub-003_run-01: sub-003_task-AuditoryVisualShift_run-01_eventstemp.tsv\n",
-      "sub-004_run-01: sub-004_task-AuditoryVisualShift_run-01_eventstemp.tsv\n",
-      "sub-004_run-02: sub-004_task-AuditoryVisualShift_run-02_eventstemp.tsv\n",
-      "sub-005_run-01: sub-005_task-AuditoryVisualShift_run-01_eventstemp.tsv\n",
-      "sub-006_run-01: sub-006_task-AuditoryVisualShift_run-01_eventstemp.tsv\n",
-      "sub-007_run-01: sub-007_task-AuditoryVisualShift_run-01_eventstemp.tsv\n",
-      "sub-008_run-01: sub-008_task-AuditoryVisualShift_run-01_eventstemp.tsv\n",
-      "sub-009_run-01: sub-009_task-AuditoryVisualShift_run-01_eventstemp.tsv\n",
-      "sub-010_run-01: sub-010_task-AuditoryVisualShift_run-01_eventstemp.tsv\n",
-      "sub-011_run-01: sub-011_task-AuditoryVisualShift_run-01_eventstemp.tsv\n",
-      "sub-012_run-01: sub-012_task-AuditoryVisualShift_run-01_eventstemp.tsv\n",
-      "sub-013_run-01: sub-013_task-AuditoryVisualShift_run-01_eventstemp.tsv\n",
-      "sub-014_run-01: sub-014_task-AuditoryVisualShift_run-01_eventstemp.tsv\n",
-      "sub-015_run-01: sub-015_task-AuditoryVisualShift_run-01_eventstemp.tsv\n",
-      "sub-016_run-01: sub-016_task-AuditoryVisualShift_run-01_eventstemp.tsv\n",
-      "sub-017_run-01: sub-017_task-AuditoryVisualShift_run-01_eventstemp.tsv\n",
-      "sub-018_run-01: sub-018_task-AuditoryVisualShift_run-01_eventstemp.tsv\n",
-      "sub-019_run-01: sub-019_task-AuditoryVisualShift_run-01_eventstemp.tsv\n",
-      "sub-020_run-02: sub-020_task-AuditoryVisualShift_run-02_eventstemp.tsv\n",
-      "sub-021_run-02: sub-021_task-AuditoryVisualShift_run-02_eventstemp.tsv\n",
-      "sub-022_run-02: sub-022_task-AuditoryVisualShift_run-02_eventstemp.tsv\n",
-      "sub-023_run-01: sub-023_task-AuditoryVisualShift_run-01_eventstemp.tsv\n",
-      "sub-024_run-01: sub-024_task-AuditoryVisualShift_run-01_eventstemp.tsv\n",
-      "sub-025_run-01: sub-025_task-AuditoryVisualShift_run-01_eventstemp.tsv\n",
-      "sub-026_run-01: sub-026_task-AuditoryVisualShift_run-01_eventstemp.tsv\n",
-      "sub-027_run-01: sub-027_task-AuditoryVisualShift_run-01_eventstemp.tsv\n",
-      "sub-028_run-01: sub-028_task-AuditoryVisualShift_run-01_eventstemp.tsv\n",
-      "sub-028_run-02: sub-028_task-AuditoryVisualShift_run-02_eventstemp.tsv\n",
-      "sub-029_run-01: sub-029_task-AuditoryVisualShift_run-01_eventstemp.tsv\n",
-      "sub-030_run-01: sub-030_task-AuditoryVisualShift_run-01_eventstemp.tsv\n",
-      "sub-031_run-01: sub-031_task-AuditoryVisualShift_run-01_eventstemp.tsv\n",
-      "sub-032_run-01: sub-032_task-AuditoryVisualShift_run-01_eventstemp.tsv\n",
-      "sub-033_run-01: sub-033_task-AuditoryVisualShift_run-01_eventstemp.tsv\n",
-      "sub-034_run-01: sub-034_task-AuditoryVisualShift_run-01_eventstemp.tsv\n",
-      "sub-035_run-01: sub-035_task-AuditoryVisualShift_run-01_eventstemp.tsv\n",
-      "sub-036_run-01: sub-036_task-AuditoryVisualShift_run-01_eventstemp.tsv\n",
-      "sub-036_run-02: sub-036_task-AuditoryVisualShift_run-02_eventstemp.tsv\n",
-      "sub-037_run-01: sub-037_task-AuditoryVisualShift_run-01_eventstemp.tsv\n",
-      "sub-038_run-01: sub-038_task-AuditoryVisualShift_run-01_eventstemp.tsv\n",
-      "sub-039_run-01: sub-039_task-AuditoryVisualShift_run-01_eventstemp.tsv\n",
-      "sub-040_run-01: sub-040_task-AuditoryVisualShift_run-01_eventstemp.tsv\n",
-      "sub-041_run-01: sub-041_task-AuditoryVisualShift_run-01_eventstemp.tsv\n",
-      "sub-042_run-01: sub-042_task-AuditoryVisualShift_run-01_eventstemp.tsv\n",
-      "sub-043_run-01: sub-043_task-AuditoryVisualShift_run-01_eventstemp.tsv\n",
-      "sub-044_run-01: sub-044_task-AuditoryVisualShift_run-01_eventstemp.tsv\n",
-      "sub-045_run-01: sub-045_task-AuditoryVisualShift_run-01_eventstemp.tsv\n",
-      "sub-046_run-01: sub-046_task-AuditoryVisualShift_run-01_eventstemp.tsv\n",
-      "sub-047_run-01: sub-047_task-AuditoryVisualShift_run-01_eventstemp.tsv\n",
-      "sub-048_run-01: sub-048_task-AuditoryVisualShift_run-01_eventstemp.tsv\n",
-      "sub-049_run-01: sub-049_task-AuditoryVisualShift_run-01_eventstemp.tsv\n",
-      "\n",
-      "Bids event files event file columns:\n",
-      "Bids event files: [5856 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']\n",
-      "Bids event files: [5874 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']\n",
-      "Bids event files: [5867 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']\n",
-      "Bids event files: [289 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']\n",
-      "Bids event files: [5572 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']\n",
-      "Bids event files: [5769 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']\n",
-      "Bids event files: [5860 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']\n",
-      "Bids event files: [5821 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']\n",
-      "Bids event files: [5920 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']\n",
-      "Bids event files: [5848 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']\n",
-      "Bids event files: [5856 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']\n",
-      "Bids event files: [5892 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']\n",
-      "Bids event files: [5859 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']\n",
-      "Bids event files: [5857 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']\n",
-      "Bids event files: [5832 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']\n",
-      "Bids event files: [5812 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']\n",
-      "Bids event files: [5832 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']\n",
-      "Bids event files: [5858 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']\n",
-      "Bids event files: [5865 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']\n",
-      "Bids event files: [5277 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']\n",
-      "Bids event files: [5868 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']\n",
-      "Bids event files: [5848 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']\n",
-      "Bids event files: [5922 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']\n",
-      "Bids event files: [5848 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']\n",
-      "Bids event files: [5639 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']\n",
-      "Bids event files: [5897 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']\n",
-      "Bids event files: [5852 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']\n",
-      "Bids event files: [5830 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']\n",
-      "Bids event files: [4131 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']\n",
-      "Bids event files: [1729 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']\n",
-      "Bids event files: [5857 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']\n",
-      "Bids event files: [5948 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']\n",
-      "Bids event files: [6067 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']\n",
-      "Bids event files: [5872 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']\n",
-      "Bids event files: [6095 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']\n",
-      "Bids event files: [5849 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']\n",
-      "Bids event files: [5290 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']\n",
-      "Bids event files: [290 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']\n",
-      "Bids event files: [5619 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']\n",
-      "Bids event files: [5858 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']\n",
-      "Bids event files: [5827 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']\n",
-      "Bids event files: [5866 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']\n",
-      "Bids event files: [5860 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']\n",
-      "Bids event files: [5897 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']\n",
-      "Bids event files: [5969 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']\n",
-      "Bids event files: [5965 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']\n",
-      "Bids event files: [6006 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']\n",
-      "Bids event files: [5876 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']\n",
-      "Bids event files: [5898 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']\n",
-      "Bids event files: [5979 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']\n",
-      "Bids event files: [6177 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']\n",
-      "Bids event files: [5890 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']\n",
-      "EEG event files: [5856 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [5874 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [5867 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [289 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [5572 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [5769 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [5860 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [5825 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [5920 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [5848 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [5856 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [5892 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [5859 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [5857 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [5832 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [5812 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [5832 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [5858 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [5865 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [5277 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [5868 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [5848 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [5922 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [5848 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [5639 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [5897 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [5852 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [5830 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [4131 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1729 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [5857 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [5948 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [6067 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [5872 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [6095 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [5849 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [5290 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [290 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [5619 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [5858 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [5827 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [5866 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [5860 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [5897 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [5969 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [5965 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [6006 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [5876 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [5898 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [5979 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [6177 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [5890 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']\n",
-      "\n",
-      "The number of Bids event files events and EEG event files eventsdiffer for the following files:\n",
-      "The Bids event files file has 5821 rows and the EEG event files event file has 5825 rows\n",
-      "\n",
-      "\n",
-      "\n",
-      "Summary of all BIDS events files:\n",
-      "Summary for column dictionary :\n",
-      "   Categorical columns (5):\n",
-      "      duration (1 distinct values):\n",
-      "         n/a: 287135\n",
-      "      response_time (1 distinct values):\n",
-      "         n/a: 287135\n",
-      "      stim_file (1 distinct values):\n",
-      "         n/a: 287135\n",
-      "      trial_type (4 distinct values):\n",
-      "         0: 6067\n",
-      "         1: 58184\n",
-      "         2: 54044\n",
-      "         3: 168840\n",
-      "      value (51 distinct values):\n",
-      "         1: 240\n",
-      "         10: 96\n",
-      "         11: 3179\n",
-      "         110: 96\n",
-      "         111: 766\n",
-      "         112: 766\n",
-      "         113: 384\n",
-      "         114: 382\n",
-      "         12: 3173\n",
-      "         1201: 5075\n",
-      "         13: 4909\n",
-      "         14: 4907\n",
-      "         15: 18089\n",
-      "         16: 18090\n",
-      "         17: 192\n",
-      "         18: 192\n",
-      "         19: 96\n",
-      "         2: 240\n",
-      "         201: 764\n",
-      "         202: 927\n",
-      "         21: 2242\n",
-      "         212: 3\n",
-      "         22: 2245\n",
-      "         2201: 4545\n",
-      "         23: 4484\n",
-      "         24: 4489\n",
-      "         25: 17927\n",
-      "         26: 17923\n",
-      "         28: 2\n",
-      "         3: 192\n",
-      "         31: 6810\n",
-      "         310: 4510\n",
-      "         311: 36014\n",
-      "         312: 35989\n",
-      "         313: 18009\n",
-      "         314: 18014\n",
-      "         32: 6809\n",
-      "         3201: 18644\n",
-      "         33: 96\n",
-      "         34: 96\n",
-      "         35: 383\n",
-      "         36: 385\n",
-      "         37: 9022\n",
-      "         38: 9022\n",
-      "         39: 4504\n",
-      "         4: 192\n",
-      "         5: 772\n",
-      "         6: 769\n",
-      "         7: 192\n",
-      "         8: 192\n",
-      "         9: 96\n",
-      "   Value columns (0):\n",
-      "\n",
-      "Summary of all EEG.set events files:\n",
-      "Summary for column dictionary :\n",
-      "   Categorical columns (3):\n",
-      "      cond_code (4 distinct values):\n",
-      "         0: 6067\n",
-      "         1: 58184\n",
-      "         2: 54048\n",
-      "         3: 168840\n",
-      "      event_code (17 distinct values):\n",
-      "         1: 11703\n",
-      "         10: 4702\n",
-      "         11: 37548\n",
-      "         12: 37524\n",
-      "         13: 18778\n",
-      "         14: 18779\n",
-      "         2: 11701\n",
-      "         201: 29028\n",
-      "         202: 928\n",
-      "         255: 3\n",
-      "         3: 9296\n",
-      "         4: 9301\n",
-      "         5: 37171\n",
-      "         6: 37167\n",
-      "         7: 9406\n",
-      "         8: 9408\n",
-      "         9: 4696\n",
-      "      type (52 distinct values):\n",
-      "         1: 240\n",
-      "         10: 96\n",
-      "         11: 3179\n",
-      "         110: 96\n",
-      "         111: 766\n",
-      "         112: 766\n",
-      "         113: 384\n",
-      "         114: 382\n",
-      "         12: 3173\n",
-      "         1201: 5075\n",
-      "         13: 4909\n",
-      "         14: 4907\n",
-      "         15: 18089\n",
-      "         16: 18090\n",
-      "         17: 192\n",
-      "         18: 192\n",
-      "         19: 96\n",
-      "         2: 240\n",
-      "         201: 764\n",
-      "         202: 928\n",
-      "         21: 2242\n",
-      "         212: 3\n",
-      "         22: 2245\n",
-      "         2201: 4545\n",
-      "         2255: 3\n",
-      "         23: 4484\n",
-      "         24: 4489\n",
-      "         25: 17927\n",
-      "         26: 17923\n",
-      "         28: 2\n",
-      "         3: 192\n",
-      "         31: 6810\n",
-      "         310: 4510\n",
-      "         311: 36014\n",
-      "         312: 35989\n",
-      "         313: 18009\n",
-      "         314: 18014\n",
-      "         32: 6809\n",
-      "         3201: 18644\n",
-      "         33: 96\n",
-      "         34: 96\n",
-      "         35: 383\n",
-      "         36: 385\n",
-      "         37: 9022\n",
-      "         38: 9022\n",
-      "         39: 4504\n",
-      "         4: 192\n",
-      "         5: 772\n",
-      "         6: 769\n",
-      "         7: 192\n",
-      "         8: 192\n",
-      "         9: 96\n",
-      "   Value columns (0):\n",
-      "\n",
-      "\n",
-      "Log output:\n",
-      "attention_shift_01_initial_summary_log: Level None\n",
-      "overall:\n",
-      "\t[ Bids event files has 52 event files]\n",
-      "\t[ EEG event files has 52 event files]\n",
-      "sub-001_run-01:\n",
-      "\t[ Bids event files: sub-001_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ EEG event files: sub-001_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Bids event files: [5856 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']]\n",
-      "\t[ EEG event files: [5856 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-002_run-01:\n",
-      "\t[ Bids event files: sub-002_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ EEG event files: sub-002_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Bids event files: [5874 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']]\n",
-      "\t[ EEG event files: [5874 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-003_run-01:\n",
-      "\t[ Bids event files: sub-003_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ EEG event files: sub-003_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Bids event files: [5867 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']]\n",
-      "\t[ EEG event files: [5867 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-004_run-01:\n",
-      "\t[ Bids event files: sub-004_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ EEG event files: sub-004_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Bids event files: [289 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']]\n",
-      "\t[ EEG event files: [289 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-004_run-02:\n",
-      "\t[ Bids event files: sub-004_task-AuditoryVisualShift_run-02_events.tsv]\n",
-      "\t[ EEG event files: sub-004_task-AuditoryVisualShift_run-02_eventstemp.tsv]\n",
-      "\t[ Bids event files: [5572 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']]\n",
-      "\t[ EEG event files: [5572 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-005_run-01:\n",
-      "\t[ Bids event files: sub-005_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ EEG event files: sub-005_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Bids event files: [5769 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']]\n",
-      "\t[ EEG event files: [5769 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-006_run-01:\n",
-      "\t[ Bids event files: sub-006_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ EEG event files: sub-006_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Bids event files: [5860 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']]\n",
-      "\t[ EEG event files: [5860 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-007_run-01:\n",
-      "\t[ Bids event files: sub-007_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ EEG event files: sub-007_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Bids event files: [5821 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']]\n",
-      "\t[ EEG event files: [5825 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']]\n",
-      "\t[ERROR The Bids event files file has 5821 rows and the EEG event files event file has 5825 rows]\n",
-      "sub-008_run-01:\n",
-      "\t[ Bids event files: sub-008_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ EEG event files: sub-008_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Bids event files: [5920 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']]\n",
-      "\t[ EEG event files: [5920 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-009_run-01:\n",
-      "\t[ Bids event files: sub-009_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ EEG event files: sub-009_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Bids event files: [5848 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']]\n",
-      "\t[ EEG event files: [5848 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-010_run-01:\n",
-      "\t[ Bids event files: sub-010_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ EEG event files: sub-010_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Bids event files: [5856 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']]\n",
-      "\t[ EEG event files: [5856 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-011_run-01:\n",
-      "\t[ Bids event files: sub-011_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ EEG event files: sub-011_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Bids event files: [5892 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']]\n",
-      "\t[ EEG event files: [5892 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-012_run-01:\n",
-      "\t[ Bids event files: sub-012_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ EEG event files: sub-012_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Bids event files: [5859 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']]\n",
-      "\t[ EEG event files: [5859 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-013_run-01:\n",
-      "\t[ Bids event files: sub-013_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ EEG event files: sub-013_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Bids event files: [5857 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']]\n",
-      "\t[ EEG event files: [5857 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-014_run-01:\n",
-      "\t[ Bids event files: sub-014_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ EEG event files: sub-014_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Bids event files: [5832 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']]\n",
-      "\t[ EEG event files: [5832 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-015_run-01:\n",
-      "\t[ Bids event files: sub-015_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ EEG event files: sub-015_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Bids event files: [5812 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']]\n",
-      "\t[ EEG event files: [5812 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-016_run-01:\n",
-      "\t[ Bids event files: sub-016_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ EEG event files: sub-016_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Bids event files: [5832 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']]\n",
-      "\t[ EEG event files: [5832 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-017_run-01:\n",
-      "\t[ Bids event files: sub-017_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ EEG event files: sub-017_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Bids event files: [5858 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']]\n",
-      "\t[ EEG event files: [5858 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-018_run-01:\n",
-      "\t[ Bids event files: sub-018_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ EEG event files: sub-018_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Bids event files: [5865 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']]\n",
-      "\t[ EEG event files: [5865 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-019_run-01:\n",
-      "\t[ Bids event files: sub-019_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ EEG event files: sub-019_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Bids event files: [5277 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']]\n",
-      "\t[ EEG event files: [5277 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-020_run-02:\n",
-      "\t[ Bids event files: sub-020_task-AuditoryVisualShift_run-02_events.tsv]\n",
-      "\t[ EEG event files: sub-020_task-AuditoryVisualShift_run-02_eventstemp.tsv]\n",
-      "\t[ Bids event files: [5868 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']]\n",
-      "\t[ EEG event files: [5868 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-021_run-02:\n",
-      "\t[ Bids event files: sub-021_task-AuditoryVisualShift_run-02_events.tsv]\n",
-      "\t[ EEG event files: sub-021_task-AuditoryVisualShift_run-02_eventstemp.tsv]\n",
-      "\t[ Bids event files: [5848 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']]\n",
-      "\t[ EEG event files: [5848 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-022_run-02:\n",
-      "\t[ Bids event files: sub-022_task-AuditoryVisualShift_run-02_events.tsv]\n",
-      "\t[ EEG event files: sub-022_task-AuditoryVisualShift_run-02_eventstemp.tsv]\n",
-      "\t[ Bids event files: [5922 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']]\n",
-      "\t[ EEG event files: [5922 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-023_run-01:\n",
-      "\t[ Bids event files: sub-023_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ EEG event files: sub-023_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Bids event files: [5848 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']]\n",
-      "\t[ EEG event files: [5848 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-024_run-01:\n",
-      "\t[ Bids event files: sub-024_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ EEG event files: sub-024_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Bids event files: [5639 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']]\n",
-      "\t[ EEG event files: [5639 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-025_run-01:\n",
-      "\t[ Bids event files: sub-025_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ EEG event files: sub-025_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Bids event files: [5897 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']]\n",
-      "\t[ EEG event files: [5897 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-026_run-01:\n",
-      "\t[ Bids event files: sub-026_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ EEG event files: sub-026_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Bids event files: [5852 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']]\n",
-      "\t[ EEG event files: [5852 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-027_run-01:\n",
-      "\t[ Bids event files: sub-027_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ EEG event files: sub-027_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Bids event files: [5830 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']]\n",
-      "\t[ EEG event files: [5830 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-028_run-01:\n",
-      "\t[ Bids event files: sub-028_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ EEG event files: sub-028_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Bids event files: [4131 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']]\n",
-      "\t[ EEG event files: [4131 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-028_run-02:\n",
-      "\t[ Bids event files: sub-028_task-AuditoryVisualShift_run-02_events.tsv]\n",
-      "\t[ EEG event files: sub-028_task-AuditoryVisualShift_run-02_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1729 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']]\n",
-      "\t[ EEG event files: [1729 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-029_run-01:\n",
-      "\t[ Bids event files: sub-029_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ EEG event files: sub-029_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Bids event files: [5857 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']]\n",
-      "\t[ EEG event files: [5857 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-030_run-01:\n",
-      "\t[ Bids event files: sub-030_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ EEG event files: sub-030_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Bids event files: [5948 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']]\n",
-      "\t[ EEG event files: [5948 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-031_run-01:\n",
-      "\t[ Bids event files: sub-031_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ EEG event files: sub-031_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Bids event files: [6067 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']]\n",
-      "\t[ EEG event files: [6067 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-032_run-01:\n",
-      "\t[ Bids event files: sub-032_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ EEG event files: sub-032_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Bids event files: [5872 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']]\n",
-      "\t[ EEG event files: [5872 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-033_run-01:\n",
-      "\t[ Bids event files: sub-033_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ EEG event files: sub-033_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Bids event files: [6095 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']]\n",
-      "\t[ EEG event files: [6095 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-034_run-01:\n",
-      "\t[ Bids event files: sub-034_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ EEG event files: sub-034_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Bids event files: [5849 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']]\n",
-      "\t[ EEG event files: [5849 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-035_run-01:\n",
-      "\t[ Bids event files: sub-035_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ EEG event files: sub-035_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Bids event files: [5290 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']]\n",
-      "\t[ EEG event files: [5290 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-036_run-01:\n",
-      "\t[ Bids event files: sub-036_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ EEG event files: sub-036_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Bids event files: [290 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']]\n",
-      "\t[ EEG event files: [290 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-036_run-02:\n",
-      "\t[ Bids event files: sub-036_task-AuditoryVisualShift_run-02_events.tsv]\n",
-      "\t[ EEG event files: sub-036_task-AuditoryVisualShift_run-02_eventstemp.tsv]\n",
-      "\t[ Bids event files: [5619 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']]\n",
-      "\t[ EEG event files: [5619 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-037_run-01:\n",
-      "\t[ Bids event files: sub-037_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ EEG event files: sub-037_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Bids event files: [5858 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']]\n",
-      "\t[ EEG event files: [5858 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-038_run-01:\n",
-      "\t[ Bids event files: sub-038_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ EEG event files: sub-038_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Bids event files: [5827 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']]\n",
-      "\t[ EEG event files: [5827 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-039_run-01:\n",
-      "\t[ Bids event files: sub-039_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ EEG event files: sub-039_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Bids event files: [5866 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']]\n",
-      "\t[ EEG event files: [5866 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-040_run-01:\n",
-      "\t[ Bids event files: sub-040_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ EEG event files: sub-040_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Bids event files: [5860 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']]\n",
-      "\t[ EEG event files: [5860 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-041_run-01:\n",
-      "\t[ Bids event files: sub-041_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ EEG event files: sub-041_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Bids event files: [5897 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']]\n",
-      "\t[ EEG event files: [5897 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-042_run-01:\n",
-      "\t[ Bids event files: sub-042_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ EEG event files: sub-042_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Bids event files: [5969 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']]\n",
-      "\t[ EEG event files: [5969 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-043_run-01:\n",
-      "\t[ Bids event files: sub-043_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ EEG event files: sub-043_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Bids event files: [5965 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']]\n",
-      "\t[ EEG event files: [5965 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-044_run-01:\n",
-      "\t[ Bids event files: sub-044_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ EEG event files: sub-044_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Bids event files: [6006 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']]\n",
-      "\t[ EEG event files: [6006 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-045_run-01:\n",
-      "\t[ Bids event files: sub-045_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ EEG event files: sub-045_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Bids event files: [5876 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']]\n",
-      "\t[ EEG event files: [5876 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-046_run-01:\n",
-      "\t[ Bids event files: sub-046_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ EEG event files: sub-046_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Bids event files: [5898 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']]\n",
-      "\t[ EEG event files: [5898 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-047_run-01:\n",
-      "\t[ Bids event files: sub-047_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ EEG event files: sub-047_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Bids event files: [5979 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']]\n",
-      "\t[ EEG event files: [5979 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-048_run-01:\n",
-      "\t[ Bids event files: sub-048_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ EEG event files: sub-048_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Bids event files: [6177 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']]\n",
-      "\t[ EEG event files: [6177 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-049_run-01:\n",
-      "\t[ Bids event files: sub-049_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ EEG event files: sub-049_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Bids event files: [5890 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']]\n",
-      "\t[ EEG event files: [5890 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']]\n",
-      "\n",
-      "\n",
-      "ERROR Summary:\n",
-      "attention_shift_01_initial_summary_log: Level ERROR\n",
-      "overall:\n",
-      "sub-001_run-01:\n",
-      "sub-002_run-01:\n",
-      "sub-003_run-01:\n",
-      "sub-004_run-01:\n",
-      "sub-004_run-02:\n",
-      "sub-005_run-01:\n",
-      "sub-006_run-01:\n",
-      "sub-007_run-01:\n",
-      "\t[ERROR The Bids event files file has 5821 rows and the EEG event files event file has 5825 rows]\n",
-      "sub-008_run-01:\n",
-      "sub-009_run-01:\n",
-      "sub-010_run-01:\n",
-      "sub-011_run-01:\n",
-      "sub-012_run-01:\n",
-      "sub-013_run-01:\n",
-      "sub-014_run-01:\n",
-      "sub-015_run-01:\n",
-      "sub-016_run-01:\n",
-      "sub-017_run-01:\n",
-      "sub-018_run-01:\n",
-      "sub-019_run-01:\n",
-      "sub-020_run-02:\n",
-      "sub-021_run-02:\n",
-      "sub-022_run-02:\n",
-      "sub-023_run-01:\n",
-      "sub-024_run-01:\n",
-      "sub-025_run-01:\n",
-      "sub-026_run-01:\n",
-      "sub-027_run-01:\n",
-      "sub-028_run-01:\n",
-      "sub-028_run-02:\n",
-      "sub-029_run-01:\n",
-      "sub-030_run-01:\n",
-      "sub-031_run-01:\n",
-      "sub-032_run-01:\n",
-      "sub-033_run-01:\n",
-      "sub-034_run-01:\n",
-      "sub-035_run-01:\n",
-      "sub-036_run-01:\n",
-      "sub-036_run-02:\n",
-      "sub-037_run-01:\n",
-      "sub-038_run-01:\n",
-      "sub-039_run-01:\n",
-      "sub-040_run-01:\n",
-      "sub-041_run-01:\n",
-      "sub-042_run-01:\n",
-      "sub-043_run-01:\n",
-      "sub-044_run-01:\n",
-      "sub-045_run-01:\n",
-      "sub-046_run-01:\n",
-      "sub-047_run-01:\n",
-      "sub-048_run-01:\n",
-      "sub-049_run-01:\n"
-     ]
-    }
-   ],
-   "source": [
-    "import os\n",
-    "import datetime\n",
-    "from hed.tools import BidsTabularDictionary, BidsTabularSummary, HedLogger, report_diffs\n",
-    "from hed.util import get_file_list\n",
-    "\n",
-    "# Variables to set for the specific dataset\n",
-    "bids_root_path = 'G:\\AttentionShift\\AttentionShiftWorking'\n",
-    "exclude_dirs = ['sourcedata', 'stimuli', 'code']\n",
-    "entities = ('sub', 'run')\n",
-    "bids_skip_columns = ['onset',  'sample', 'HED']\n",
-    "eeg_skip_columns = ['latency', 'sample_offset', 'urevent', 'usertags']\n",
-    "log_name = 'attention_shift_01_initial_summary_log'\n",
-    "\n",
-    "# Set up the logger\n",
-    "log_file_name = f\"code/curation_logs/{log_name}.txt\"\n",
-    "logger = HedLogger(name=log_name)\n",
-    "\n",
-    "# Construct the event file dictionaries for the BIDS and for EEG.event files\n",
-    "files_bids = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_events\", exclude_dirs=exclude_dirs)\n",
-    "bids_dict = BidsTabularDictionary(\"Bids event files\", files_bids, entities=entities)\n",
-    "files_eeg = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_eventstemp\", exclude_dirs=exclude_dirs)\n",
-    "eeg_dict = BidsTabularDictionary(\"EEG event files\", files_eeg, entities=entities)\n",
-    "\n",
-    "# Output a list of files for the two cases and detect differences\n",
-    "print(f\"\\n{report_diffs(bids_dict, eeg_dict, logger)}\\n\\n\")\n",
-    "\n",
-    "# Create summary dictionaries of the original BIDS events files and output column names\n",
-    "bids_sum_all, bids_sum =  BidsTabularSummary.make_combined_dicts(bids_dict, skip_cols=bids_skip_columns)\n",
-    "print(f\"\\nSummary of all BIDS events files:\\n{bids_sum_all}\")\n",
-    "\n",
-    "eeg_sum_all, eeg_sum =  BidsTabularSummary.make_combined_dicts(eeg_dict, skip_cols=eeg_skip_columns)\n",
-    "print(f\"\\nSummary of all EEG.set events files:\\n{eeg_sum_all}\")\n",
-    "\n",
-    "# Output and save the log\n",
-    "log_string = \"\\n\\nLog output:\\n\" + logger.get_log_string()\n",
-    "error_string = \"\\n\\nERROR Summary:\\n\" + logger.get_log_string(level=\"ERROR\")\n",
-    "print(log_string)\n",
-    "print(error_string)\n",
-    "\n",
-    "save_path = os.path.join(bids_root_path, log_file_name)\n",
-    "with open(save_path, \"w\") as fp:\n",
-    "    fp.write(f\"{log_file_name} {datetime.datetime.now()}\\n\")\n",
-    "    fp.write(f\"\\n{bids_sum_all}\\n\")\n",
-    "    fp.write(f\"\\n{eeg_sum_all}\\n\")\n",
-    "    fp.write(log_string)\n",
-    "    fp.write(error_string)"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Set up the variables for producing a summary and construct dictionaries\n"
-    }
-   }
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 2
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
\ No newline at end of file
diff --git a/hedcode/jupyter_notebooks/dataset_specific_processing/attention_shift/attention_shift_02_initial_combination.ipynb b/hedcode/jupyter_notebooks/dataset_specific_processing/attention_shift/attention_shift_02_initial_combination.ipynb
deleted file mode 100644
index ea709ef..0000000
--- a/hedcode/jupyter_notebooks/dataset_specific_processing/attention_shift/attention_shift_02_initial_combination.ipynb
+++ /dev/null
@@ -1,643 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "source": [
-    "## Combine columns of Attention Shift bids and EEG events for processing\n",
-    "\n",
-    "This script starts with the data that uploaded to OpenNeuro as ds002893.\n",
-    "A copy of the EEG.event structure is dumped to the dataset as `_eventstemp.tsv` files.\n",
-    "The `attention_shift_01_initial_summary.ipynb` has already been run and\n",
-    "indicates that the corresponding versions of the event files have\n",
-    "the same number of events.\n",
-    "\n",
-    "This notebook creates a `_eventstemp1.tsv` for each:\n",
-    "1. Check that the respective event files have the expected columns.\n",
-    "2. Combine the dataframes representing the two versions of the file along the columns.\n",
-    "3. Make sure that the `sample` column has the same values as the corresponding values in the\n",
-    "`sample_offset` and `latency` columns.\n",
-    "4. Remove the columns `trial_type`, `value`, `response_time`, `stim_file`, `HED`,\n",
-    "`sample_offset`, `latency`,`urevent`, `type`, and `usertags` from the combined data frame.\n",
-    "5. Save as `_eventstemp1.tsv`."
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   }
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "sub-007_run-01 []: Dropping rows [0, 1, 2, 3] from EEG events\n",
-      "\n",
-      "\n",
-      "Log output:\n",
-      "attention_shift_02_initial_combination_log: Level None\n",
-      "sub-001_run-01:\n",
-      "\t[ Created a dataframe for sub-001_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Created a dataframe for sub-001_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Concatenated the BIDS and EEG event files for processing]\n",
-      "\t[ Verified sample column, sample_offset, and latency columns have same values]\n",
-      "\t[ Dropped ['trial_type', 'value', 'response_time', 'stim_file', 'HED', 'sample_offset', 'latency', 'urevent', 'usertags', 'type'] drop_columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'event_code', 'cond_code']]\n",
-      "\t[ Saved as G:\\AttentionShift\\AttentionShiftWorking\\sub-001\\eeg\\sub-001_task-AuditoryVisualShift_run-01_eventstemp1.tsv]\n",
-      "sub-002_run-01:\n",
-      "\t[ Created a dataframe for sub-002_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Created a dataframe for sub-002_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Concatenated the BIDS and EEG event files for processing]\n",
-      "\t[ Verified sample column, sample_offset, and latency columns have same values]\n",
-      "\t[ Dropped ['trial_type', 'value', 'response_time', 'stim_file', 'HED', 'sample_offset', 'latency', 'urevent', 'usertags', 'type'] drop_columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'event_code', 'cond_code']]\n",
-      "\t[ Saved as G:\\AttentionShift\\AttentionShiftWorking\\sub-002\\eeg\\sub-002_task-AuditoryVisualShift_run-01_eventstemp1.tsv]\n",
-      "sub-003_run-01:\n",
-      "\t[ Created a dataframe for sub-003_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Created a dataframe for sub-003_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Concatenated the BIDS and EEG event files for processing]\n",
-      "\t[ Verified sample column, sample_offset, and latency columns have same values]\n",
-      "\t[ Dropped ['trial_type', 'value', 'response_time', 'stim_file', 'HED', 'sample_offset', 'latency', 'urevent', 'usertags', 'type'] drop_columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'event_code', 'cond_code']]\n",
-      "\t[ Saved as G:\\AttentionShift\\AttentionShiftWorking\\sub-003\\eeg\\sub-003_task-AuditoryVisualShift_run-01_eventstemp1.tsv]\n",
-      "sub-004_run-01:\n",
-      "\t[ Created a dataframe for sub-004_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Created a dataframe for sub-004_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Concatenated the BIDS and EEG event files for processing]\n",
-      "\t[ Verified sample column, sample_offset, and latency columns have same values]\n",
-      "\t[ Dropped ['trial_type', 'value', 'response_time', 'stim_file', 'HED', 'sample_offset', 'latency', 'urevent', 'usertags', 'type'] drop_columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'event_code', 'cond_code']]\n",
-      "\t[ Saved as G:\\AttentionShift\\AttentionShiftWorking\\sub-004\\eeg\\sub-004_task-AuditoryVisualShift_run-01_eventstemp1.tsv]\n",
-      "sub-004_run-02:\n",
-      "\t[ Created a dataframe for sub-004_task-AuditoryVisualShift_run-02_events.tsv]\n",
-      "\t[ Created a dataframe for sub-004_task-AuditoryVisualShift_run-02_eventstemp.tsv]\n",
-      "\t[ Concatenated the BIDS and EEG event files for processing]\n",
-      "\t[ Verified sample column, sample_offset, and latency columns have same values]\n",
-      "\t[ Dropped ['trial_type', 'value', 'response_time', 'stim_file', 'HED', 'sample_offset', 'latency', 'urevent', 'usertags', 'type'] drop_columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'event_code', 'cond_code']]\n",
-      "\t[ Saved as G:\\AttentionShift\\AttentionShiftWorking\\sub-004\\eeg\\sub-004_task-AuditoryVisualShift_run-02_eventstemp1.tsv]\n",
-      "sub-005_run-01:\n",
-      "\t[ Created a dataframe for sub-005_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Created a dataframe for sub-005_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Concatenated the BIDS and EEG event files for processing]\n",
-      "\t[ Verified sample column, sample_offset, and latency columns have same values]\n",
-      "\t[ Dropped ['trial_type', 'value', 'response_time', 'stim_file', 'HED', 'sample_offset', 'latency', 'urevent', 'usertags', 'type'] drop_columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'event_code', 'cond_code']]\n",
-      "\t[ Saved as G:\\AttentionShift\\AttentionShiftWorking\\sub-005\\eeg\\sub-005_task-AuditoryVisualShift_run-01_eventstemp1.tsv]\n",
-      "sub-006_run-01:\n",
-      "\t[ Created a dataframe for sub-006_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Created a dataframe for sub-006_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Concatenated the BIDS and EEG event files for processing]\n",
-      "\t[ Verified sample column, sample_offset, and latency columns have same values]\n",
-      "\t[ Dropped ['trial_type', 'value', 'response_time', 'stim_file', 'HED', 'sample_offset', 'latency', 'urevent', 'usertags', 'type'] drop_columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'event_code', 'cond_code']]\n",
-      "\t[ Saved as G:\\AttentionShift\\AttentionShiftWorking\\sub-006\\eeg\\sub-006_task-AuditoryVisualShift_run-01_eventstemp1.tsv]\n",
-      "sub-007_run-01:\n",
-      "\t[ Created a dataframe for sub-007_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Created a dataframe for sub-007_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Dropping rows [0, 1, 2, 3] from EEG events]\n",
-      "\t[ Concatenated the BIDS and EEG event files for processing]\n",
-      "\t[ Verified sample column, sample_offset, and latency columns have same values]\n",
-      "\t[ Dropped ['trial_type', 'value', 'response_time', 'stim_file', 'HED', 'sample_offset', 'latency', 'urevent', 'usertags', 'type'] drop_columns]\n",
-      "\t[ Dropped extra columns {'index'}]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'event_code', 'cond_code']]\n",
-      "\t[ Saved as G:\\AttentionShift\\AttentionShiftWorking\\sub-007\\eeg\\sub-007_task-AuditoryVisualShift_run-01_eventstemp1.tsv]\n",
-      "sub-008_run-01:\n",
-      "\t[ Created a dataframe for sub-008_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Created a dataframe for sub-008_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Concatenated the BIDS and EEG event files for processing]\n",
-      "\t[ Verified sample column, sample_offset, and latency columns have same values]\n",
-      "\t[ Dropped ['trial_type', 'value', 'response_time', 'stim_file', 'HED', 'sample_offset', 'latency', 'urevent', 'usertags', 'type'] drop_columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'event_code', 'cond_code']]\n",
-      "\t[ Saved as G:\\AttentionShift\\AttentionShiftWorking\\sub-008\\eeg\\sub-008_task-AuditoryVisualShift_run-01_eventstemp1.tsv]\n",
-      "sub-009_run-01:\n",
-      "\t[ Created a dataframe for sub-009_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Created a dataframe for sub-009_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Concatenated the BIDS and EEG event files for processing]\n",
-      "\t[ Verified sample column, sample_offset, and latency columns have same values]\n",
-      "\t[ Dropped ['trial_type', 'value', 'response_time', 'stim_file', 'HED', 'sample_offset', 'latency', 'urevent', 'usertags', 'type'] drop_columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'event_code', 'cond_code']]\n",
-      "\t[ Saved as G:\\AttentionShift\\AttentionShiftWorking\\sub-009\\eeg\\sub-009_task-AuditoryVisualShift_run-01_eventstemp1.tsv]\n",
-      "sub-010_run-01:\n",
-      "\t[ Created a dataframe for sub-010_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Created a dataframe for sub-010_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Concatenated the BIDS and EEG event files for processing]\n",
-      "\t[ Verified sample column, sample_offset, and latency columns have same values]\n",
-      "\t[ Dropped ['trial_type', 'value', 'response_time', 'stim_file', 'HED', 'sample_offset', 'latency', 'urevent', 'usertags', 'type'] drop_columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'event_code', 'cond_code']]\n",
-      "\t[ Saved as G:\\AttentionShift\\AttentionShiftWorking\\sub-010\\eeg\\sub-010_task-AuditoryVisualShift_run-01_eventstemp1.tsv]\n",
-      "sub-011_run-01:\n",
-      "\t[ Created a dataframe for sub-011_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Created a dataframe for sub-011_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Concatenated the BIDS and EEG event files for processing]\n",
-      "\t[ Verified sample column, sample_offset, and latency columns have same values]\n",
-      "\t[ Dropped ['trial_type', 'value', 'response_time', 'stim_file', 'HED', 'sample_offset', 'latency', 'urevent', 'usertags', 'type'] drop_columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'event_code', 'cond_code']]\n",
-      "\t[ Saved as G:\\AttentionShift\\AttentionShiftWorking\\sub-011\\eeg\\sub-011_task-AuditoryVisualShift_run-01_eventstemp1.tsv]\n",
-      "sub-012_run-01:\n",
-      "\t[ Created a dataframe for sub-012_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Created a dataframe for sub-012_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Concatenated the BIDS and EEG event files for processing]\n",
-      "\t[ Verified sample column, sample_offset, and latency columns have same values]\n",
-      "\t[ Dropped ['trial_type', 'value', 'response_time', 'stim_file', 'HED', 'sample_offset', 'latency', 'urevent', 'usertags', 'type'] drop_columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'event_code', 'cond_code']]\n",
-      "\t[ Saved as G:\\AttentionShift\\AttentionShiftWorking\\sub-012\\eeg\\sub-012_task-AuditoryVisualShift_run-01_eventstemp1.tsv]\n",
-      "sub-013_run-01:\n",
-      "\t[ Created a dataframe for sub-013_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Created a dataframe for sub-013_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Concatenated the BIDS and EEG event files for processing]\n",
-      "\t[ Verified sample column, sample_offset, and latency columns have same values]\n",
-      "\t[ Dropped ['trial_type', 'value', 'response_time', 'stim_file', 'HED', 'sample_offset', 'latency', 'urevent', 'usertags', 'type'] drop_columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'event_code', 'cond_code']]\n",
-      "\t[ Saved as G:\\AttentionShift\\AttentionShiftWorking\\sub-013\\eeg\\sub-013_task-AuditoryVisualShift_run-01_eventstemp1.tsv]\n",
-      "sub-014_run-01:\n",
-      "\t[ Created a dataframe for sub-014_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Created a dataframe for sub-014_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Concatenated the BIDS and EEG event files for processing]\n",
-      "\t[ Verified sample column, sample_offset, and latency columns have same values]\n",
-      "\t[ Dropped ['trial_type', 'value', 'response_time', 'stim_file', 'HED', 'sample_offset', 'latency', 'urevent', 'usertags', 'type'] drop_columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'event_code', 'cond_code']]\n",
-      "\t[ Saved as G:\\AttentionShift\\AttentionShiftWorking\\sub-014\\eeg\\sub-014_task-AuditoryVisualShift_run-01_eventstemp1.tsv]\n",
-      "sub-015_run-01:\n",
-      "\t[ Created a dataframe for sub-015_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Created a dataframe for sub-015_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Concatenated the BIDS and EEG event files for processing]\n",
-      "\t[ Verified sample column, sample_offset, and latency columns have same values]\n",
-      "\t[ Dropped ['trial_type', 'value', 'response_time', 'stim_file', 'HED', 'sample_offset', 'latency', 'urevent', 'usertags', 'type'] drop_columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'event_code', 'cond_code']]\n",
-      "\t[ Saved as G:\\AttentionShift\\AttentionShiftWorking\\sub-015\\eeg\\sub-015_task-AuditoryVisualShift_run-01_eventstemp1.tsv]\n",
-      "sub-016_run-01:\n",
-      "\t[ Created a dataframe for sub-016_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Created a dataframe for sub-016_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Concatenated the BIDS and EEG event files for processing]\n",
-      "\t[ Verified sample column, sample_offset, and latency columns have same values]\n",
-      "\t[ Dropped ['trial_type', 'value', 'response_time', 'stim_file', 'HED', 'sample_offset', 'latency', 'urevent', 'usertags', 'type'] drop_columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'event_code', 'cond_code']]\n",
-      "\t[ Saved as G:\\AttentionShift\\AttentionShiftWorking\\sub-016\\eeg\\sub-016_task-AuditoryVisualShift_run-01_eventstemp1.tsv]\n",
-      "sub-017_run-01:\n",
-      "\t[ Created a dataframe for sub-017_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Created a dataframe for sub-017_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Concatenated the BIDS and EEG event files for processing]\n",
-      "\t[ Verified sample column, sample_offset, and latency columns have same values]\n",
-      "\t[ Dropped ['trial_type', 'value', 'response_time', 'stim_file', 'HED', 'sample_offset', 'latency', 'urevent', 'usertags', 'type'] drop_columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'event_code', 'cond_code']]\n",
-      "\t[ Saved as G:\\AttentionShift\\AttentionShiftWorking\\sub-017\\eeg\\sub-017_task-AuditoryVisualShift_run-01_eventstemp1.tsv]\n",
-      "sub-018_run-01:\n",
-      "\t[ Created a dataframe for sub-018_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Created a dataframe for sub-018_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Concatenated the BIDS and EEG event files for processing]\n",
-      "\t[ Verified sample column, sample_offset, and latency columns have same values]\n",
-      "\t[ Dropped ['trial_type', 'value', 'response_time', 'stim_file', 'HED', 'sample_offset', 'latency', 'urevent', 'usertags', 'type'] drop_columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'event_code', 'cond_code']]\n",
-      "\t[ Saved as G:\\AttentionShift\\AttentionShiftWorking\\sub-018\\eeg\\sub-018_task-AuditoryVisualShift_run-01_eventstemp1.tsv]\n",
-      "sub-019_run-01:\n",
-      "\t[ Created a dataframe for sub-019_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Created a dataframe for sub-019_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Concatenated the BIDS and EEG event files for processing]\n",
-      "\t[ Verified sample column, sample_offset, and latency columns have same values]\n",
-      "\t[ Dropped ['trial_type', 'value', 'response_time', 'stim_file', 'HED', 'sample_offset', 'latency', 'urevent', 'usertags', 'type'] drop_columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'event_code', 'cond_code']]\n",
-      "\t[ Saved as G:\\AttentionShift\\AttentionShiftWorking\\sub-019\\eeg\\sub-019_task-AuditoryVisualShift_run-01_eventstemp1.tsv]\n",
-      "sub-020_run-02:\n",
-      "\t[ Created a dataframe for sub-020_task-AuditoryVisualShift_run-02_events.tsv]\n",
-      "\t[ Created a dataframe for sub-020_task-AuditoryVisualShift_run-02_eventstemp.tsv]\n",
-      "\t[ Concatenated the BIDS and EEG event files for processing]\n",
-      "\t[ Verified sample column, sample_offset, and latency columns have same values]\n",
-      "\t[ Dropped ['trial_type', 'value', 'response_time', 'stim_file', 'HED', 'sample_offset', 'latency', 'urevent', 'usertags', 'type'] drop_columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'event_code', 'cond_code']]\n",
-      "\t[ Saved as G:\\AttentionShift\\AttentionShiftWorking\\sub-020\\eeg\\sub-020_task-AuditoryVisualShift_run-02_eventstemp1.tsv]\n",
-      "sub-021_run-02:\n",
-      "\t[ Created a dataframe for sub-021_task-AuditoryVisualShift_run-02_events.tsv]\n",
-      "\t[ Created a dataframe for sub-021_task-AuditoryVisualShift_run-02_eventstemp.tsv]\n",
-      "\t[ Concatenated the BIDS and EEG event files for processing]\n",
-      "\t[ Verified sample column, sample_offset, and latency columns have same values]\n",
-      "\t[ Dropped ['trial_type', 'value', 'response_time', 'stim_file', 'HED', 'sample_offset', 'latency', 'urevent', 'usertags', 'type'] drop_columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'event_code', 'cond_code']]\n",
-      "\t[ Saved as G:\\AttentionShift\\AttentionShiftWorking\\sub-021\\eeg\\sub-021_task-AuditoryVisualShift_run-02_eventstemp1.tsv]\n",
-      "sub-022_run-02:\n",
-      "\t[ Created a dataframe for sub-022_task-AuditoryVisualShift_run-02_events.tsv]\n",
-      "\t[ Created a dataframe for sub-022_task-AuditoryVisualShift_run-02_eventstemp.tsv]\n",
-      "\t[ Concatenated the BIDS and EEG event files for processing]\n",
-      "\t[ Verified sample column, sample_offset, and latency columns have same values]\n",
-      "\t[ Dropped ['trial_type', 'value', 'response_time', 'stim_file', 'HED', 'sample_offset', 'latency', 'urevent', 'usertags', 'type'] drop_columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'event_code', 'cond_code']]\n",
-      "\t[ Saved as G:\\AttentionShift\\AttentionShiftWorking\\sub-022\\eeg\\sub-022_task-AuditoryVisualShift_run-02_eventstemp1.tsv]\n",
-      "sub-023_run-01:\n",
-      "\t[ Created a dataframe for sub-023_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Created a dataframe for sub-023_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Concatenated the BIDS and EEG event files for processing]\n",
-      "\t[ Verified sample column, sample_offset, and latency columns have same values]\n",
-      "\t[ Dropped ['trial_type', 'value', 'response_time', 'stim_file', 'HED', 'sample_offset', 'latency', 'urevent', 'usertags', 'type'] drop_columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'event_code', 'cond_code']]\n",
-      "\t[ Saved as G:\\AttentionShift\\AttentionShiftWorking\\sub-023\\eeg\\sub-023_task-AuditoryVisualShift_run-01_eventstemp1.tsv]\n",
-      "sub-024_run-01:\n",
-      "\t[ Created a dataframe for sub-024_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Created a dataframe for sub-024_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Concatenated the BIDS and EEG event files for processing]\n",
-      "\t[ Verified sample column, sample_offset, and latency columns have same values]\n",
-      "\t[ Dropped ['trial_type', 'value', 'response_time', 'stim_file', 'HED', 'sample_offset', 'latency', 'urevent', 'usertags', 'type'] drop_columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'event_code', 'cond_code']]\n",
-      "\t[ Saved as G:\\AttentionShift\\AttentionShiftWorking\\sub-024\\eeg\\sub-024_task-AuditoryVisualShift_run-01_eventstemp1.tsv]\n",
-      "sub-025_run-01:\n",
-      "\t[ Created a dataframe for sub-025_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Created a dataframe for sub-025_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Concatenated the BIDS and EEG event files for processing]\n",
-      "\t[ Verified sample column, sample_offset, and latency columns have same values]\n",
-      "\t[ Dropped ['trial_type', 'value', 'response_time', 'stim_file', 'HED', 'sample_offset', 'latency', 'urevent', 'usertags', 'type'] drop_columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'event_code', 'cond_code']]\n",
-      "\t[ Saved as G:\\AttentionShift\\AttentionShiftWorking\\sub-025\\eeg\\sub-025_task-AuditoryVisualShift_run-01_eventstemp1.tsv]\n",
-      "sub-026_run-01:\n",
-      "\t[ Created a dataframe for sub-026_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Created a dataframe for sub-026_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Concatenated the BIDS and EEG event files for processing]\n",
-      "\t[ Verified sample column, sample_offset, and latency columns have same values]\n",
-      "\t[ Dropped ['trial_type', 'value', 'response_time', 'stim_file', 'HED', 'sample_offset', 'latency', 'urevent', 'usertags', 'type'] drop_columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'event_code', 'cond_code']]\n",
-      "\t[ Saved as G:\\AttentionShift\\AttentionShiftWorking\\sub-026\\eeg\\sub-026_task-AuditoryVisualShift_run-01_eventstemp1.tsv]\n",
-      "sub-027_run-01:\n",
-      "\t[ Created a dataframe for sub-027_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Created a dataframe for sub-027_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Concatenated the BIDS and EEG event files for processing]\n",
-      "\t[ Verified sample column, sample_offset, and latency columns have same values]\n",
-      "\t[ Dropped ['trial_type', 'value', 'response_time', 'stim_file', 'HED', 'sample_offset', 'latency', 'urevent', 'usertags', 'type'] drop_columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'event_code', 'cond_code']]\n",
-      "\t[ Saved as G:\\AttentionShift\\AttentionShiftWorking\\sub-027\\eeg\\sub-027_task-AuditoryVisualShift_run-01_eventstemp1.tsv]\n",
-      "sub-028_run-01:\n",
-      "\t[ Created a dataframe for sub-028_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Created a dataframe for sub-028_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Concatenated the BIDS and EEG event files for processing]\n",
-      "\t[ Verified sample column, sample_offset, and latency columns have same values]\n",
-      "\t[ Dropped ['trial_type', 'value', 'response_time', 'stim_file', 'HED', 'sample_offset', 'latency', 'urevent', 'usertags', 'type'] drop_columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'event_code', 'cond_code']]\n",
-      "\t[ Saved as G:\\AttentionShift\\AttentionShiftWorking\\sub-028\\eeg\\sub-028_task-AuditoryVisualShift_run-01_eventstemp1.tsv]\n",
-      "sub-028_run-02:\n",
-      "\t[ Created a dataframe for sub-028_task-AuditoryVisualShift_run-02_events.tsv]\n",
-      "\t[ Created a dataframe for sub-028_task-AuditoryVisualShift_run-02_eventstemp.tsv]\n",
-      "\t[ Concatenated the BIDS and EEG event files for processing]\n",
-      "\t[ Verified sample column, sample_offset, and latency columns have same values]\n",
-      "\t[ Dropped ['trial_type', 'value', 'response_time', 'stim_file', 'HED', 'sample_offset', 'latency', 'urevent', 'usertags', 'type'] drop_columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'event_code', 'cond_code']]\n",
-      "\t[ Saved as G:\\AttentionShift\\AttentionShiftWorking\\sub-028\\eeg\\sub-028_task-AuditoryVisualShift_run-02_eventstemp1.tsv]\n",
-      "sub-029_run-01:\n",
-      "\t[ Created a dataframe for sub-029_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Created a dataframe for sub-029_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Concatenated the BIDS and EEG event files for processing]\n",
-      "\t[ Verified sample column, sample_offset, and latency columns have same values]\n",
-      "\t[ Dropped ['trial_type', 'value', 'response_time', 'stim_file', 'HED', 'sample_offset', 'latency', 'urevent', 'usertags', 'type'] drop_columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'event_code', 'cond_code']]\n",
-      "\t[ Saved as G:\\AttentionShift\\AttentionShiftWorking\\sub-029\\eeg\\sub-029_task-AuditoryVisualShift_run-01_eventstemp1.tsv]\n",
-      "sub-030_run-01:\n",
-      "\t[ Created a dataframe for sub-030_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Created a dataframe for sub-030_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Concatenated the BIDS and EEG event files for processing]\n",
-      "\t[ Verified sample column, sample_offset, and latency columns have same values]\n",
-      "\t[ Dropped ['trial_type', 'value', 'response_time', 'stim_file', 'HED', 'sample_offset', 'latency', 'urevent', 'usertags', 'type'] drop_columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'event_code', 'cond_code']]\n",
-      "\t[ Saved as G:\\AttentionShift\\AttentionShiftWorking\\sub-030\\eeg\\sub-030_task-AuditoryVisualShift_run-01_eventstemp1.tsv]\n",
-      "sub-031_run-01:\n",
-      "\t[ Created a dataframe for sub-031_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Created a dataframe for sub-031_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Concatenated the BIDS and EEG event files for processing]\n",
-      "\t[ Verified sample column, sample_offset, and latency columns have same values]\n",
-      "\t[ Dropped ['trial_type', 'value', 'response_time', 'stim_file', 'HED', 'sample_offset', 'latency', 'urevent', 'usertags', 'type'] drop_columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'event_code', 'cond_code']]\n",
-      "\t[ Saved as G:\\AttentionShift\\AttentionShiftWorking\\sub-031\\eeg\\sub-031_task-AuditoryVisualShift_run-01_eventstemp1.tsv]\n",
-      "sub-032_run-01:\n",
-      "\t[ Created a dataframe for sub-032_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Created a dataframe for sub-032_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Concatenated the BIDS and EEG event files for processing]\n",
-      "\t[ Verified sample column, sample_offset, and latency columns have same values]\n",
-      "\t[ Dropped ['trial_type', 'value', 'response_time', 'stim_file', 'HED', 'sample_offset', 'latency', 'urevent', 'usertags', 'type'] drop_columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'event_code', 'cond_code']]\n",
-      "\t[ Saved as G:\\AttentionShift\\AttentionShiftWorking\\sub-032\\eeg\\sub-032_task-AuditoryVisualShift_run-01_eventstemp1.tsv]\n",
-      "sub-033_run-01:\n",
-      "\t[ Created a dataframe for sub-033_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Created a dataframe for sub-033_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Concatenated the BIDS and EEG event files for processing]\n",
-      "\t[ Verified sample column, sample_offset, and latency columns have same values]\n",
-      "\t[ Dropped ['trial_type', 'value', 'response_time', 'stim_file', 'HED', 'sample_offset', 'latency', 'urevent', 'usertags', 'type'] drop_columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'event_code', 'cond_code']]\n",
-      "\t[ Saved as G:\\AttentionShift\\AttentionShiftWorking\\sub-033\\eeg\\sub-033_task-AuditoryVisualShift_run-01_eventstemp1.tsv]\n",
-      "sub-034_run-01:\n",
-      "\t[ Created a dataframe for sub-034_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Created a dataframe for sub-034_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Concatenated the BIDS and EEG event files for processing]\n",
-      "\t[ Verified sample column, sample_offset, and latency columns have same values]\n",
-      "\t[ Dropped ['trial_type', 'value', 'response_time', 'stim_file', 'HED', 'sample_offset', 'latency', 'urevent', 'usertags', 'type'] drop_columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'event_code', 'cond_code']]\n",
-      "\t[ Saved as G:\\AttentionShift\\AttentionShiftWorking\\sub-034\\eeg\\sub-034_task-AuditoryVisualShift_run-01_eventstemp1.tsv]\n",
-      "sub-035_run-01:\n",
-      "\t[ Created a dataframe for sub-035_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Created a dataframe for sub-035_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Concatenated the BIDS and EEG event files for processing]\n",
-      "\t[ Verified sample column, sample_offset, and latency columns have same values]\n",
-      "\t[ Dropped ['trial_type', 'value', 'response_time', 'stim_file', 'HED', 'sample_offset', 'latency', 'urevent', 'usertags', 'type'] drop_columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'event_code', 'cond_code']]\n",
-      "\t[ Saved as G:\\AttentionShift\\AttentionShiftWorking\\sub-035\\eeg\\sub-035_task-AuditoryVisualShift_run-01_eventstemp1.tsv]\n",
-      "sub-036_run-01:\n",
-      "\t[ Created a dataframe for sub-036_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Created a dataframe for sub-036_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Concatenated the BIDS and EEG event files for processing]\n",
-      "\t[ Verified sample column, sample_offset, and latency columns have same values]\n",
-      "\t[ Dropped ['trial_type', 'value', 'response_time', 'stim_file', 'HED', 'sample_offset', 'latency', 'urevent', 'usertags', 'type'] drop_columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'event_code', 'cond_code']]\n",
-      "\t[ Saved as G:\\AttentionShift\\AttentionShiftWorking\\sub-036\\eeg\\sub-036_task-AuditoryVisualShift_run-01_eventstemp1.tsv]\n",
-      "sub-036_run-02:\n",
-      "\t[ Created a dataframe for sub-036_task-AuditoryVisualShift_run-02_events.tsv]\n",
-      "\t[ Created a dataframe for sub-036_task-AuditoryVisualShift_run-02_eventstemp.tsv]\n",
-      "\t[ Concatenated the BIDS and EEG event files for processing]\n",
-      "\t[ Verified sample column, sample_offset, and latency columns have same values]\n",
-      "\t[ Dropped ['trial_type', 'value', 'response_time', 'stim_file', 'HED', 'sample_offset', 'latency', 'urevent', 'usertags', 'type'] drop_columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'event_code', 'cond_code']]\n",
-      "\t[ Saved as G:\\AttentionShift\\AttentionShiftWorking\\sub-036\\eeg\\sub-036_task-AuditoryVisualShift_run-02_eventstemp1.tsv]\n",
-      "sub-037_run-01:\n",
-      "\t[ Created a dataframe for sub-037_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Created a dataframe for sub-037_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Concatenated the BIDS and EEG event files for processing]\n",
-      "\t[ Verified sample column, sample_offset, and latency columns have same values]\n",
-      "\t[ Dropped ['trial_type', 'value', 'response_time', 'stim_file', 'HED', 'sample_offset', 'latency', 'urevent', 'usertags', 'type'] drop_columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'event_code', 'cond_code']]\n",
-      "\t[ Saved as G:\\AttentionShift\\AttentionShiftWorking\\sub-037\\eeg\\sub-037_task-AuditoryVisualShift_run-01_eventstemp1.tsv]\n",
-      "sub-038_run-01:\n",
-      "\t[ Created a dataframe for sub-038_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Created a dataframe for sub-038_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Concatenated the BIDS and EEG event files for processing]\n",
-      "\t[ Verified sample column, sample_offset, and latency columns have same values]\n",
-      "\t[ Dropped ['trial_type', 'value', 'response_time', 'stim_file', 'HED', 'sample_offset', 'latency', 'urevent', 'usertags', 'type'] drop_columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'event_code', 'cond_code']]\n",
-      "\t[ Saved as G:\\AttentionShift\\AttentionShiftWorking\\sub-038\\eeg\\sub-038_task-AuditoryVisualShift_run-01_eventstemp1.tsv]\n",
-      "sub-039_run-01:\n",
-      "\t[ Created a dataframe for sub-039_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Created a dataframe for sub-039_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Concatenated the BIDS and EEG event files for processing]\n",
-      "\t[ Verified sample column, sample_offset, and latency columns have same values]\n",
-      "\t[ Dropped ['trial_type', 'value', 'response_time', 'stim_file', 'HED', 'sample_offset', 'latency', 'urevent', 'usertags', 'type'] drop_columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'event_code', 'cond_code']]\n",
-      "\t[ Saved as G:\\AttentionShift\\AttentionShiftWorking\\sub-039\\eeg\\sub-039_task-AuditoryVisualShift_run-01_eventstemp1.tsv]\n",
-      "sub-040_run-01:\n",
-      "\t[ Created a dataframe for sub-040_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Created a dataframe for sub-040_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Concatenated the BIDS and EEG event files for processing]\n",
-      "\t[ Verified sample column, sample_offset, and latency columns have same values]\n",
-      "\t[ Dropped ['trial_type', 'value', 'response_time', 'stim_file', 'HED', 'sample_offset', 'latency', 'urevent', 'usertags', 'type'] drop_columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'event_code', 'cond_code']]\n",
-      "\t[ Saved as G:\\AttentionShift\\AttentionShiftWorking\\sub-040\\eeg\\sub-040_task-AuditoryVisualShift_run-01_eventstemp1.tsv]\n",
-      "sub-041_run-01:\n",
-      "\t[ Created a dataframe for sub-041_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Created a dataframe for sub-041_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Concatenated the BIDS and EEG event files for processing]\n",
-      "\t[ Verified sample column, sample_offset, and latency columns have same values]\n",
-      "\t[ Dropped ['trial_type', 'value', 'response_time', 'stim_file', 'HED', 'sample_offset', 'latency', 'urevent', 'usertags', 'type'] drop_columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'event_code', 'cond_code']]\n",
-      "\t[ Saved as G:\\AttentionShift\\AttentionShiftWorking\\sub-041\\eeg\\sub-041_task-AuditoryVisualShift_run-01_eventstemp1.tsv]\n",
-      "sub-042_run-01:\n",
-      "\t[ Created a dataframe for sub-042_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Created a dataframe for sub-042_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Concatenated the BIDS and EEG event files for processing]\n",
-      "\t[ Verified sample column, sample_offset, and latency columns have same values]\n",
-      "\t[ Dropped ['trial_type', 'value', 'response_time', 'stim_file', 'HED', 'sample_offset', 'latency', 'urevent', 'usertags', 'type'] drop_columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'event_code', 'cond_code']]\n",
-      "\t[ Saved as G:\\AttentionShift\\AttentionShiftWorking\\sub-042\\eeg\\sub-042_task-AuditoryVisualShift_run-01_eventstemp1.tsv]\n",
-      "sub-043_run-01:\n",
-      "\t[ Created a dataframe for sub-043_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Created a dataframe for sub-043_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Concatenated the BIDS and EEG event files for processing]\n",
-      "\t[ Verified sample column, sample_offset, and latency columns have same values]\n",
-      "\t[ Dropped ['trial_type', 'value', 'response_time', 'stim_file', 'HED', 'sample_offset', 'latency', 'urevent', 'usertags', 'type'] drop_columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'event_code', 'cond_code']]\n",
-      "\t[ Saved as G:\\AttentionShift\\AttentionShiftWorking\\sub-043\\eeg\\sub-043_task-AuditoryVisualShift_run-01_eventstemp1.tsv]\n",
-      "sub-044_run-01:\n",
-      "\t[ Created a dataframe for sub-044_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Created a dataframe for sub-044_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Concatenated the BIDS and EEG event files for processing]\n",
-      "\t[ Verified sample column, sample_offset, and latency columns have same values]\n",
-      "\t[ Dropped ['trial_type', 'value', 'response_time', 'stim_file', 'HED', 'sample_offset', 'latency', 'urevent', 'usertags', 'type'] drop_columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'event_code', 'cond_code']]\n",
-      "\t[ Saved as G:\\AttentionShift\\AttentionShiftWorking\\sub-044\\eeg\\sub-044_task-AuditoryVisualShift_run-01_eventstemp1.tsv]\n",
-      "sub-045_run-01:\n",
-      "\t[ Created a dataframe for sub-045_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Created a dataframe for sub-045_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Concatenated the BIDS and EEG event files for processing]\n",
-      "\t[ Verified sample column, sample_offset, and latency columns have same values]\n",
-      "\t[ Dropped ['trial_type', 'value', 'response_time', 'stim_file', 'HED', 'sample_offset', 'latency', 'urevent', 'usertags', 'type'] drop_columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'event_code', 'cond_code']]\n",
-      "\t[ Saved as G:\\AttentionShift\\AttentionShiftWorking\\sub-045\\eeg\\sub-045_task-AuditoryVisualShift_run-01_eventstemp1.tsv]\n",
-      "sub-046_run-01:\n",
-      "\t[ Created a dataframe for sub-046_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Created a dataframe for sub-046_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Concatenated the BIDS and EEG event files for processing]\n",
-      "\t[ Verified sample column, sample_offset, and latency columns have same values]\n",
-      "\t[ Dropped ['trial_type', 'value', 'response_time', 'stim_file', 'HED', 'sample_offset', 'latency', 'urevent', 'usertags', 'type'] drop_columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'event_code', 'cond_code']]\n",
-      "\t[ Saved as G:\\AttentionShift\\AttentionShiftWorking\\sub-046\\eeg\\sub-046_task-AuditoryVisualShift_run-01_eventstemp1.tsv]\n",
-      "sub-047_run-01:\n",
-      "\t[ Created a dataframe for sub-047_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Created a dataframe for sub-047_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Concatenated the BIDS and EEG event files for processing]\n",
-      "\t[ Verified sample column, sample_offset, and latency columns have same values]\n",
-      "\t[ Dropped ['trial_type', 'value', 'response_time', 'stim_file', 'HED', 'sample_offset', 'latency', 'urevent', 'usertags', 'type'] drop_columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'event_code', 'cond_code']]\n",
-      "\t[ Saved as G:\\AttentionShift\\AttentionShiftWorking\\sub-047\\eeg\\sub-047_task-AuditoryVisualShift_run-01_eventstemp1.tsv]\n",
-      "sub-048_run-01:\n",
-      "\t[ Created a dataframe for sub-048_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Created a dataframe for sub-048_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Concatenated the BIDS and EEG event files for processing]\n",
-      "\t[ Verified sample column, sample_offset, and latency columns have same values]\n",
-      "\t[ Dropped ['trial_type', 'value', 'response_time', 'stim_file', 'HED', 'sample_offset', 'latency', 'urevent', 'usertags', 'type'] drop_columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'event_code', 'cond_code']]\n",
-      "\t[ Saved as G:\\AttentionShift\\AttentionShiftWorking\\sub-048\\eeg\\sub-048_task-AuditoryVisualShift_run-01_eventstemp1.tsv]\n",
-      "sub-049_run-01:\n",
-      "\t[ Created a dataframe for sub-049_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Created a dataframe for sub-049_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Concatenated the BIDS and EEG event files for processing]\n",
-      "\t[ Verified sample column, sample_offset, and latency columns have same values]\n",
-      "\t[ Dropped ['trial_type', 'value', 'response_time', 'stim_file', 'HED', 'sample_offset', 'latency', 'urevent', 'usertags', 'type'] drop_columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'event_code', 'cond_code']]\n",
-      "\t[ Saved as G:\\AttentionShift\\AttentionShiftWorking\\sub-049\\eeg\\sub-049_task-AuditoryVisualShift_run-01_eventstemp1.tsv]\n",
-      "\n",
-      "\n",
-      "ERROR Summary:\n",
-      "attention_shift_02_initial_combination_log: Level ERROR\n",
-      "sub-001_run-01:\n",
-      "sub-002_run-01:\n",
-      "sub-003_run-01:\n",
-      "sub-004_run-01:\n",
-      "sub-004_run-02:\n",
-      "sub-005_run-01:\n",
-      "sub-006_run-01:\n",
-      "sub-007_run-01:\n",
-      "sub-008_run-01:\n",
-      "sub-009_run-01:\n",
-      "sub-010_run-01:\n",
-      "sub-011_run-01:\n",
-      "sub-012_run-01:\n",
-      "sub-013_run-01:\n",
-      "sub-014_run-01:\n",
-      "sub-015_run-01:\n",
-      "sub-016_run-01:\n",
-      "sub-017_run-01:\n",
-      "sub-018_run-01:\n",
-      "sub-019_run-01:\n",
-      "sub-020_run-02:\n",
-      "sub-021_run-02:\n",
-      "sub-022_run-02:\n",
-      "sub-023_run-01:\n",
-      "sub-024_run-01:\n",
-      "sub-025_run-01:\n",
-      "sub-026_run-01:\n",
-      "sub-027_run-01:\n",
-      "sub-028_run-01:\n",
-      "sub-028_run-02:\n",
-      "sub-029_run-01:\n",
-      "sub-030_run-01:\n",
-      "sub-031_run-01:\n",
-      "sub-032_run-01:\n",
-      "sub-033_run-01:\n",
-      "sub-034_run-01:\n",
-      "sub-035_run-01:\n",
-      "sub-036_run-01:\n",
-      "sub-036_run-02:\n",
-      "sub-037_run-01:\n",
-      "sub-038_run-01:\n",
-      "sub-039_run-01:\n",
-      "sub-040_run-01:\n",
-      "sub-041_run-01:\n",
-      "sub-042_run-01:\n",
-      "sub-043_run-01:\n",
-      "sub-044_run-01:\n",
-      "sub-045_run-01:\n",
-      "sub-046_run-01:\n",
-      "sub-047_run-01:\n",
-      "sub-048_run-01:\n",
-      "sub-049_run-01:\n"
-     ]
-    }
-   ],
-   "source": [
-    "import os\n",
-    "import datetime\n",
-    "import pandas as pd\n",
-    "from hed.tools import BidsTabularDictionary, HedLogger\n",
-    "from hed.util import get_file_list, get_new_dataframe\n",
-    "\n",
-    "# Set the specific variables for the Attention Shift dataset.\n",
-    "bids_root_path = 'G:\\AttentionShift\\AttentionShiftWorking'\n",
-    "exclude_dirs = ['sourcedata', 'stimuli', 'code']\n",
-    "entities = ('sub', 'run')\n",
-    "bids_cols_expected = ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value', 'HED']\n",
-    "bids_cols_remove = ['trial_type', 'value', 'response_time', 'stim_file', 'HED']\n",
-    "eeg_cols_expected = ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'urevent', 'usertags']\n",
-    "eeg_cols_remove = ['sample_offset', 'latency', 'urevent', 'usertags', 'type']\n",
-    "final_cols = ['onset', 'duration', 'sample', 'event_code', 'cond_code']\n",
-    "log_name = 'attention_shift_02_initial_combination_log'\n",
-    "\n",
-    "# Set up the logger\n",
-    "log_file_name = f\"code/curation_logs/{log_name}.txt\"\n",
-    "logger = HedLogger(name=log_name)\n",
-    "\n",
-    "#  Create the file lists and dictionaries\n",
-    "bids_files = get_file_list(bids_root_path, extensions=[\".tsv\"], exclude_dirs=exclude_dirs, name_suffix='_events')\n",
-    "bids_dict = BidsTabularDictionary(\"Bids event files\", bids_files, entities=entities)\n",
-    "eeg_files = get_file_list(bids_root_path, extensions=[\".tsv\"], exclude_dirs=exclude_dirs, name_suffix=\"_eventstemp\")\n",
-    "eeg_dict = BidsTabularDictionary(\"EEG event files\", eeg_files, entities=entities)\n",
-    "\n",
-    "# Perform the operations to combine the two versions of the event files\n",
-    "for key, file, rowcount, column_count in bids_dict.iter_tsv_info():\n",
-    "    df_bids = get_new_dataframe(file.file_path)\n",
-    "    logger.add(key, f\"Created a dataframe for {os.path.basename(file.file_path)}\")\n",
-    "\n",
-    "    df_eeg = get_new_dataframe(eeg_dict.get_file_path(key))\n",
-    "    logger.add(key, f\"Created a dataframe for {os.path.basename(eeg_dict.get_file_path(key))}\")\n",
-    "\n",
-    " # Combine the two versions of the events file after verifying they have same number of rows\n",
-    "    if rowcount != eeg_dict.rowcount_dict[key] and key != 'sub-007_run-01':\n",
-    "        logger.add(key, f\"The BIDs file has {rowcount} has {rowcount} row and the EEG file has\" +\n",
-    "                   f\"{eeg_dict.rowcount_dict[key]} rows\", level=\"ERROR\", also_print=True)\n",
-    "        continue\n",
-    "    elif key == 'sub-007_run-01': # Extra EEG events at beginning\n",
-    "        drop_indices = [0, 1, 2, 3]\n",
-    "        df_eeg.drop(axis=0, index=drop_indices, inplace=True)\n",
-    "        df_eeg.reset_index(inplace=True)\n",
-    "        logger.add(key, f\"Dropping rows {str(drop_indices)} from EEG events\", also_print=True)\n",
-    "    df_out = pd.concat([df_bids, df_eeg], axis=1)\n",
-    "    logger.add(key, f\"Concatenated the BIDS and EEG event files for processing\")\n",
-    "\n",
-    "   # Make sure that the sample, sample_offset, and latency columns are equal\n",
-    "    offset_diff = sum(df_out['sample'].map(str) != df_out['sample_offset'].map(str))\n",
-    "    latency_diff = sum(df_out['sample'].map(str) != df_out['latency'].map(str))\n",
-    "    if offset_diff + latency_diff:\n",
-    "        logger.add(key, f\"Sample col has {offset_diff} differences with sample_offset and \"\n",
-    "                        f\"{latency_diff} differences with latency\", level=\"ERROR\", also_print=True)\n",
-    "        continue\n",
-    "    else:\n",
-    "        logger.add(key, f\"Verified sample column, sample_offset, and latency columns have same values\")\n",
-    "\n",
-    "    # Drop the extra columns\n",
-    "    drop_columns = bids_cols_remove + eeg_cols_remove\n",
-    "    df_out.drop(columns=bids_cols_remove+eeg_cols_remove, inplace=True)\n",
-    "    logger.add(key, f\"Dropped {str(drop_columns)} drop_columns\")\n",
-    "\n",
-    "    # Make sure the dataframe has the correct final columns\n",
-    "    extra_cols = set(df_out.columns).difference(set(final_cols))\n",
-    "    if extra_cols:\n",
-    "        df_out.drop(columns=extra_cols, inplace=True)\n",
-    "        logger.add(key, f\"Dropped extra columns {str(extra_cols)}\")\n",
-    "    missing_cols = set(final_cols).difference(set(df_out.columns))\n",
-    "    if missing_cols:\n",
-    "        df_out[missing_cols] = 'n/a'\n",
-    "        logger.add(key, f\"Added missing columns {str(missing_cols)}\")\n",
-    "\n",
-    "    # Do a final reordering for uniformity\n",
-    "    df_out = df_out[final_cols]\n",
-    "    logger.add(key, f\"Reordered the final columns as {str(final_cols)}\")\n",
-    "\n",
-    "    filename = file.file_path[:-4] + \"temp1.tsv\"\n",
-    "    df_out.to_csv(filename, sep='\\t', index=False)\n",
-    "    logger.add(key, f\"Saved as {filename}\")\n",
-    "\n",
-    "# Output and save the log\n",
-    "log_string = \"\\n\\nLog output:\\n\" + logger.get_log_string()\n",
-    "error_string = \"\\n\\nERROR Summary:\\n\" + logger.get_log_string(level=\"ERROR\")\n",
-    "print(log_string)\n",
-    "print(error_string)\n",
-    "\n",
-    "save_path = os.path.join(bids_root_path, log_file_name)\n",
-    "with open(save_path, \"w\") as fp:\n",
-    "    fp.write(f\"{log_file_name} {datetime.datetime.now()}\\n\")\n",
-    "    fp.write(log_string)\n",
-    "    fp.write(error_string)"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Setup the structure and column names\n"
-    }
-   }
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 2
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
\ No newline at end of file
diff --git a/hedcode/jupyter_notebooks/dataset_specific_processing/attention_shift/attention_shift_03_check_cond_consistency.ipynb b/hedcode/jupyter_notebooks/dataset_specific_processing/attention_shift/attention_shift_03_check_cond_consistency.ipynb
deleted file mode 100644
index f976623..0000000
--- a/hedcode/jupyter_notebooks/dataset_specific_processing/attention_shift/attention_shift_03_check_cond_consistency.ipynb
+++ /dev/null
@@ -1,462 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "source": [
-    "## Checks that the event codes are consistent with conditions\n",
-    "\n",
-    "This script cross-checks for consistency after the initial `_eventstemp1.tsv`\n",
-    "files are produced by `attention_shift_02_initial_combination.ipynb` notebook.\n",
-    "\n",
-    "### Checking for forbidden codes\n",
-    "       Codes 1 and 2 can appear anywhere\n",
-    "       Codes 3 through 6 should appear only in the focus condition.\n",
-    "       Codes 7 through 14 should appear only in the shift condition.\n",
-    "       Codes 199, 201, 202, and 255 are not related to condition.\n",
-    "\n",
-    "The conclusions of running this script:\n",
-    "* sub_005_run_01 has 5 shift event codes in a focus condition.\n",
-    "* sub_008_run_01 has 2874 shift event codes in a focus condition.\n",
-    "* sub_015_run_01 has 239 focus event codes in a shift condition.\n",
-    "* sub_031_run_01 has 6067 cond_code values of 0.\n",
-    "* sub_036_run_02 has 721 focus event codes in a shift condition.\n",
-    "\n",
-    "There are other issues with the data that are detected later in this process."
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   }
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "Summary of all BIDS events files after combination:\n",
-      "Summary for column dictionary :\n",
-      "   Categorical columns (2):\n",
-      "      cond_code (4 distinct values):\n",
-      "         0: 6067\n",
-      "         1: 58184\n",
-      "         2: 54044\n",
-      "         3: 168840\n",
-      "      event_code (16 distinct values):\n",
-      "         1: 11703\n",
-      "         10: 4702\n",
-      "         11: 37548\n",
-      "         12: 37524\n",
-      "         13: 18778\n",
-      "         14: 18779\n",
-      "         2: 11701\n",
-      "         201: 29028\n",
-      "         202: 927\n",
-      "         3: 9296\n",
-      "         4: 9301\n",
-      "         5: 37171\n",
-      "         6: 37167\n",
-      "         7: 9406\n",
-      "         8: 9408\n",
-      "         9: 4696\n",
-      "   Value columns (0):\n",
-      "Isolating the bad codes:\n",
-      "\n",
-      "\n",
-      "Log output:\n",
-      "attention_shift_03_check_cond_consistency_log: Level None\n",
-      "sub-001_run-01:\n",
-      "\t[WARNING 6 event_code values of 202]\n",
-      "sub-002_run-01:\n",
-      "\t[WARNING 20 event_code values of 202]\n",
-      "sub-003_run-01:\n",
-      "\t[WARNING 20 event_code values of 202]\n",
-      "sub-004_run-01:\n",
-      "\t[WARNING 1 event_code values of 202]\n",
-      "sub-004_run-02:\n",
-      "\t[WARNING 19 event_code values of 202]\n",
-      "sub-005_run-01:\n",
-      "\t[WARNING 5 shift event codes in a focus condition]\n",
-      "\t[WARNING 6 event_code values of 202]\n",
-      "sub-006_run-01:\n",
-      "\t[WARNING 20 event_code values of 202]\n",
-      "sub-007_run-01:\n",
-      "\t[WARNING 18 event_code values of 202]\n",
-      "sub-008_run-01:\n",
-      "\t[WARNING 2874 shift event codes in a focus condition]\n",
-      "\t[WARNING 11 event_code values of 202]\n",
-      "sub-009_run-01:\n",
-      "\t[WARNING 26 event_code values of 202]\n",
-      "sub-010_run-01:\n",
-      "\t[WARNING 18 event_code values of 202]\n",
-      "sub-011_run-01:\n",
-      "\t[WARNING 21 event_code values of 202]\n",
-      "sub-012_run-01:\n",
-      "\t[WARNING 22 event_code values of 202]\n",
-      "sub-013_run-01:\n",
-      "\t[WARNING 20 event_code values of 202]\n",
-      "sub-014_run-01:\n",
-      "\t[WARNING 19 event_code values of 202]\n",
-      "sub-015_run-01:\n",
-      "\t[WARNING 239 focus event codes in a shift condition]\n",
-      "\t[WARNING 21 event_code values of 202]\n",
-      "sub-016_run-01:\n",
-      "\t[WARNING 22 event_code values of 202]\n",
-      "sub-017_run-01:\n",
-      "\t[WARNING 19 event_code values of 202]\n",
-      "sub-018_run-01:\n",
-      "\t[WARNING 19 event_code values of 202]\n",
-      "sub-019_run-01:\n",
-      "\t[WARNING 16 event_code values of 202]\n",
-      "sub-020_run-02:\n",
-      "\t[WARNING 9 event_code values of 202]\n",
-      "sub-021_run-02:\n",
-      "\t[WARNING 22 event_code values of 202]\n",
-      "sub-022_run-02:\n",
-      "\t[WARNING 17 event_code values of 202]\n",
-      "sub-023_run-01:\n",
-      "\t[WARNING 20 event_code values of 202]\n",
-      "sub-024_run-01:\n",
-      "\t[WARNING 13 event_code values of 202]\n",
-      "sub-025_run-01:\n",
-      "\t[WARNING 20 event_code values of 202]\n",
-      "sub-026_run-01:\n",
-      "\t[WARNING 20 event_code values of 202]\n",
-      "sub-027_run-01:\n",
-      "\t[WARNING 17 event_code values of 202]\n",
-      "sub-028_run-01:\n",
-      "\t[WARNING 14 event_code values of 202]\n",
-      "sub-028_run-02:\n",
-      "\t[WARNING 5 event_code values of 202]\n",
-      "sub-029_run-01:\n",
-      "\t[WARNING 20 event_code values of 202]\n",
-      "sub-030_run-01:\n",
-      "\t[WARNING 20 event_code values of 202]\n",
-      "sub-031_run-01:\n",
-      "\t[WARNING 6067 cond_code values of 0]\n",
-      "\t[WARNING 20 event_code values of 202]\n",
-      "sub-032_run-01:\n",
-      "\t[WARNING 20 event_code values of 202]\n",
-      "sub-033_run-01:\n",
-      "\t[WARNING 20 event_code values of 202]\n",
-      "sub-034_run-01:\n",
-      "\t[WARNING 19 event_code values of 202]\n",
-      "sub-035_run-01:\n",
-      "\t[WARNING 17 event_code values of 202]\n",
-      "sub-036_run-01:\n",
-      "\t[WARNING 1 event_code values of 202]\n",
-      "sub-036_run-02:\n",
-      "\t[WARNING 721 focus event codes in a shift condition]\n",
-      "\t[WARNING 20 event_code values of 202]\n",
-      "sub-037_run-01:\n",
-      "\t[WARNING 22 event_code values of 202]\n",
-      "sub-038_run-01:\n",
-      "\t[WARNING 20 event_code values of 202]\n",
-      "sub-039_run-01:\n",
-      "\t[WARNING 21 event_code values of 202]\n",
-      "sub-040_run-01:\n",
-      "\t[WARNING 20 event_code values of 202]\n",
-      "sub-041_run-01:\n",
-      "\t[WARNING 19 event_code values of 202]\n",
-      "sub-042_run-01:\n",
-      "\t[WARNING 22 event_code values of 202]\n",
-      "sub-043_run-01:\n",
-      "\t[WARNING 21 event_code values of 202]\n",
-      "sub-044_run-01:\n",
-      "\t[WARNING 21 event_code values of 202]\n",
-      "sub-045_run-01:\n",
-      "\t[WARNING 19 event_code values of 202]\n",
-      "sub-046_run-01:\n",
-      "\t[WARNING 20 event_code values of 202]\n",
-      "sub-047_run-01:\n",
-      "\t[WARNING 21 event_code values of 202]\n",
-      "sub-048_run-01:\n",
-      "\t[WARNING 23 event_code values of 202]\n",
-      "sub-049_run-01:\n",
-      "\t[WARNING 20 event_code values of 202]\n",
-      "\n",
-      "\n",
-      "ERROR Summary:\n",
-      "attention_shift_03_check_cond_consistency_log: Level ERROR\n",
-      "sub-001_run-01:\n",
-      "sub-002_run-01:\n",
-      "sub-003_run-01:\n",
-      "sub-004_run-01:\n",
-      "sub-004_run-02:\n",
-      "sub-005_run-01:\n",
-      "sub-006_run-01:\n",
-      "sub-007_run-01:\n",
-      "sub-008_run-01:\n",
-      "sub-009_run-01:\n",
-      "sub-010_run-01:\n",
-      "sub-011_run-01:\n",
-      "sub-012_run-01:\n",
-      "sub-013_run-01:\n",
-      "sub-014_run-01:\n",
-      "sub-015_run-01:\n",
-      "sub-016_run-01:\n",
-      "sub-017_run-01:\n",
-      "sub-018_run-01:\n",
-      "sub-019_run-01:\n",
-      "sub-020_run-02:\n",
-      "sub-021_run-02:\n",
-      "sub-022_run-02:\n",
-      "sub-023_run-01:\n",
-      "sub-024_run-01:\n",
-      "sub-025_run-01:\n",
-      "sub-026_run-01:\n",
-      "sub-027_run-01:\n",
-      "sub-028_run-01:\n",
-      "sub-028_run-02:\n",
-      "sub-029_run-01:\n",
-      "sub-030_run-01:\n",
-      "sub-031_run-01:\n",
-      "sub-032_run-01:\n",
-      "sub-033_run-01:\n",
-      "sub-034_run-01:\n",
-      "sub-035_run-01:\n",
-      "sub-036_run-01:\n",
-      "sub-036_run-02:\n",
-      "sub-037_run-01:\n",
-      "sub-038_run-01:\n",
-      "sub-039_run-01:\n",
-      "sub-040_run-01:\n",
-      "sub-041_run-01:\n",
-      "sub-042_run-01:\n",
-      "sub-043_run-01:\n",
-      "sub-044_run-01:\n",
-      "sub-045_run-01:\n",
-      "sub-046_run-01:\n",
-      "sub-047_run-01:\n",
-      "sub-048_run-01:\n",
-      "sub-049_run-01:\n",
-      "\n",
-      "\n",
-      "ERROR Summary:\n",
-      "attention_shift_03_check_cond_consistency_log: Level WARNING\n",
-      "sub-001_run-01:\n",
-      "\t[WARNING 6 event_code values of 202]\n",
-      "sub-002_run-01:\n",
-      "\t[WARNING 20 event_code values of 202]\n",
-      "sub-003_run-01:\n",
-      "\t[WARNING 20 event_code values of 202]\n",
-      "sub-004_run-01:\n",
-      "\t[WARNING 1 event_code values of 202]\n",
-      "sub-004_run-02:\n",
-      "\t[WARNING 19 event_code values of 202]\n",
-      "sub-005_run-01:\n",
-      "\t[WARNING 5 shift event codes in a focus condition]\n",
-      "\t[WARNING 6 event_code values of 202]\n",
-      "sub-006_run-01:\n",
-      "\t[WARNING 20 event_code values of 202]\n",
-      "sub-007_run-01:\n",
-      "\t[WARNING 18 event_code values of 202]\n",
-      "sub-008_run-01:\n",
-      "\t[WARNING 2874 shift event codes in a focus condition]\n",
-      "\t[WARNING 11 event_code values of 202]\n",
-      "sub-009_run-01:\n",
-      "\t[WARNING 26 event_code values of 202]\n",
-      "sub-010_run-01:\n",
-      "\t[WARNING 18 event_code values of 202]\n",
-      "sub-011_run-01:\n",
-      "\t[WARNING 21 event_code values of 202]\n",
-      "sub-012_run-01:\n",
-      "\t[WARNING 22 event_code values of 202]\n",
-      "sub-013_run-01:\n",
-      "\t[WARNING 20 event_code values of 202]\n",
-      "sub-014_run-01:\n",
-      "\t[WARNING 19 event_code values of 202]\n",
-      "sub-015_run-01:\n",
-      "\t[WARNING 239 focus event codes in a shift condition]\n",
-      "\t[WARNING 21 event_code values of 202]\n",
-      "sub-016_run-01:\n",
-      "\t[WARNING 22 event_code values of 202]\n",
-      "sub-017_run-01:\n",
-      "\t[WARNING 19 event_code values of 202]\n",
-      "sub-018_run-01:\n",
-      "\t[WARNING 19 event_code values of 202]\n",
-      "sub-019_run-01:\n",
-      "\t[WARNING 16 event_code values of 202]\n",
-      "sub-020_run-02:\n",
-      "\t[WARNING 9 event_code values of 202]\n",
-      "sub-021_run-02:\n",
-      "\t[WARNING 22 event_code values of 202]\n",
-      "sub-022_run-02:\n",
-      "\t[WARNING 17 event_code values of 202]\n",
-      "sub-023_run-01:\n",
-      "\t[WARNING 20 event_code values of 202]\n",
-      "sub-024_run-01:\n",
-      "\t[WARNING 13 event_code values of 202]\n",
-      "sub-025_run-01:\n",
-      "\t[WARNING 20 event_code values of 202]\n",
-      "sub-026_run-01:\n",
-      "\t[WARNING 20 event_code values of 202]\n",
-      "sub-027_run-01:\n",
-      "\t[WARNING 17 event_code values of 202]\n",
-      "sub-028_run-01:\n",
-      "\t[WARNING 14 event_code values of 202]\n",
-      "sub-028_run-02:\n",
-      "\t[WARNING 5 event_code values of 202]\n",
-      "sub-029_run-01:\n",
-      "\t[WARNING 20 event_code values of 202]\n",
-      "sub-030_run-01:\n",
-      "\t[WARNING 20 event_code values of 202]\n",
-      "sub-031_run-01:\n",
-      "\t[WARNING 6067 cond_code values of 0]\n",
-      "\t[WARNING 20 event_code values of 202]\n",
-      "sub-032_run-01:\n",
-      "\t[WARNING 20 event_code values of 202]\n",
-      "sub-033_run-01:\n",
-      "\t[WARNING 20 event_code values of 202]\n",
-      "sub-034_run-01:\n",
-      "\t[WARNING 19 event_code values of 202]\n",
-      "sub-035_run-01:\n",
-      "\t[WARNING 17 event_code values of 202]\n",
-      "sub-036_run-01:\n",
-      "\t[WARNING 1 event_code values of 202]\n",
-      "sub-036_run-02:\n",
-      "\t[WARNING 721 focus event codes in a shift condition]\n",
-      "\t[WARNING 20 event_code values of 202]\n",
-      "sub-037_run-01:\n",
-      "\t[WARNING 22 event_code values of 202]\n",
-      "sub-038_run-01:\n",
-      "\t[WARNING 20 event_code values of 202]\n",
-      "sub-039_run-01:\n",
-      "\t[WARNING 21 event_code values of 202]\n",
-      "sub-040_run-01:\n",
-      "\t[WARNING 20 event_code values of 202]\n",
-      "sub-041_run-01:\n",
-      "\t[WARNING 19 event_code values of 202]\n",
-      "sub-042_run-01:\n",
-      "\t[WARNING 22 event_code values of 202]\n",
-      "sub-043_run-01:\n",
-      "\t[WARNING 21 event_code values of 202]\n",
-      "sub-044_run-01:\n",
-      "\t[WARNING 21 event_code values of 202]\n",
-      "sub-045_run-01:\n",
-      "\t[WARNING 19 event_code values of 202]\n",
-      "sub-046_run-01:\n",
-      "\t[WARNING 20 event_code values of 202]\n",
-      "sub-047_run-01:\n",
-      "\t[WARNING 21 event_code values of 202]\n",
-      "sub-048_run-01:\n",
-      "\t[WARNING 23 event_code values of 202]\n",
-      "sub-049_run-01:\n",
-      "\t[WARNING 20 event_code values of 202]\n"
-     ]
-    }
-   ],
-   "source": [
-    "import os\n",
-    "import datetime\n",
-    "from hed.tools import BidsTabularDictionary, BidsTabularSummary, HedLogger\n",
-    "from hed.util import get_file_list, get_new_dataframe\n",
-    "\n",
-    "# Variables to set for the specific dataset\n",
-    "bids_root_path = 'G:\\AttentionShift\\AttentionShiftWorking'\n",
-    "exclude_dirs = ['sourcedata', 'stimuli', 'code']\n",
-    "entities = ('sub', 'run')\n",
-    "skip_cols = ['onset', 'duration', 'sample']\n",
-    "log_name = 'attention_shift_03_check_cond_consistency_log'\n",
-    "\n",
-    "# Set up the logger\n",
-    "log_file_name = f\"code/curation_logs/{log_name}.txt\"\n",
-    "logger = HedLogger(name=log_name)\n",
-    "\n",
-    "# Construct the event file dictionary and summary\n",
-    "bids_files = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_eventstemp1\",\n",
-    "                           exclude_dirs=exclude_dirs)\n",
-    "bids_dict = BidsTabularDictionary(\"Bids event files\", bids_files, entities=entities)\n",
-    "\n",
-    "# Create summary dictionaries of the combined event files\n",
-    "bids_sum_all, bids_sum =  BidsTabularSummary.make_combined_dicts(bids_dict, skip_cols=skip_cols)\n",
-    "print(f\"\\nSummary of all BIDS events files after combination:\\n{bids_sum_all}\")\n",
-    "\n",
-    "# Find which studies have bad codes\n",
-    "print(\"Isolating the bad codes:\")\n",
-    "for key, file, rowcount, columns in bids_dict.iter_tsv_info():\n",
-    "    df_bids = get_new_dataframe(file.file_path)\n",
-    "\n",
-    "    focus_cond_mask = df_bids['cond_code'].map(str).isin(['1', '2'])\n",
-    "    shift_cond_mask = df_bids['cond_code'].map(str).isin(['3'])\n",
-    "    focus_event_mask = df_bids['event_code'].map(str).isin(['3', '4', '5', '6'])\n",
-    "    shift_event_mask = df_bids['event_code'].map(str).isin(['7', '8', '9', '10', '11', '12', '13', '14'])\n",
-    "    bad_focus = sum(focus_cond_mask & shift_event_mask)\n",
-    "    if bad_focus:\n",
-    "        logger.add(key, f\"{bad_focus} shift event codes in a focus condition\", level=\"WARNING\")\n",
-    "\n",
-    "    bad_shift = sum(shift_cond_mask & focus_event_mask)\n",
-    "    if bad_shift:\n",
-    "        logger.add(key, f\"{bad_shift} focus event codes in a shift condition\", level=\"WARNING\")\n",
-    "\n",
-    "    bad_cond_mask = df_bids['cond_code'].map(str).isin(['0'])\n",
-    "    if sum(bad_cond_mask):\n",
-    "        logger.add(key, f\"{sum(bad_cond_mask)} cond_code values of 0\", level=\"WARNING\")\n",
-    "\n",
-    "    pulse_code_mask = df_bids['event_code'].map(str).isin(['199'])\n",
-    "    if sum(pulse_code_mask):\n",
-    "        logger.add(key, f\"{sum(pulse_code_mask)} event_code values of 199\", level=\"WARNING\")\n",
-    "\n",
-    "    pulse_combo_count = sum(pulse_code_mask & bad_cond_mask)\n",
-    "    if pulse_combo_count:\n",
-    "        logger.add(key, f\"{pulse_combo_count} event_code values of 199 with cond_code 0\", level=\"WARNING\")\n",
-    "\n",
-    "    unknown_count = sum(df_bids['event_code'].map(str).isin(['255']))\n",
-    "    if unknown_count:\n",
-    "        logger.add(key, f\"{unknown_count} event_code values of 255\", level=\"WARNING\")\n",
-    "\n",
-    "    pause_count = sum(df_bids['event_code'].map(str).isin(['202']))\n",
-    "    if pause_count:\n",
-    "        logger.add(key, f\"{pause_count} event_code values of 202\", level=\"WARNING\")\n",
-    "\n",
-    "# Output and save the log\n",
-    "log_string = \"\\n\\nLog output:\\n\" + logger.get_log_string()\n",
-    "error_string = \"\\n\\nERROR Summary:\\n\" + logger.get_log_string(level=\"ERROR\")\n",
-    "warning_string = \"\\n\\nERROR Summary:\\n\" + logger.get_log_string(level=\"WARNING\")\n",
-    "print(log_string)\n",
-    "print(error_string)\n",
-    "print(warning_string)\n",
-    "\n",
-    "save_path = os.path.join(bids_root_path, log_file_name)\n",
-    "with open(save_path, \"w\") as fp:\n",
-    "    fp.write(f\"{log_file_name} {datetime.datetime.now()}\\n\")\n",
-    "    fp.write(f\"\\n{bids_sum_all}\\n\")\n",
-    "    fp.write(log_string)\n",
-    "    fp.write(error_string)\n",
-    "    fp.write(warning_string)"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Setup the structure and column names\n"
-    }
-   }
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 2
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
\ No newline at end of file
diff --git a/hedcode/jupyter_notebooks/dataset_specific_processing/attention_shift/attention_shift_04_fix_cond_codes.ipynb b/hedcode/jupyter_notebooks/dataset_specific_processing/attention_shift/attention_shift_04_fix_cond_codes.ipynb
deleted file mode 100644
index a27d50b..0000000
--- a/hedcode/jupyter_notebooks/dataset_specific_processing/attention_shift/attention_shift_04_fix_cond_codes.ipynb
+++ /dev/null
@@ -1,430 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "collapsed": true,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   },
-   "source": [
-    "## Create _eventstemp2.tsv with the events and condition codes corrected.\n",
-    "\n",
-    "The attention shift data had several sections where the event or condition codes\n",
-    "were incorrectly recorded.\n",
-    "The original data can be found in the `sourcedata` directory."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "outputs": [],
-   "source": [
-    "import os\n",
-    "import datetime\n",
-    "from hed.tools import BidsTabularDictionary, HedLogger\n",
-    "from hed.util import get_file_list, get_new_dataframe\n",
-    "\n",
-    "# Variables to set for the specific dataset\n",
-    "bids_root_path = 'G:\\AttentionShift\\AttentionShiftWorking'\n",
-    "exclude_dirs = ['sourcedata', 'stimuli', 'code']\n",
-    "entities = ('sub', 'run')\n",
-    "skip_cols = ['onset', 'duration', 'sample']\n",
-    "log_name = 'attention_shift_04_fix_cond_codes_log'\n",
-    "\n",
-    "# Set up the logger\n",
-    "log_file_name = f\"code/curation_logs/{log_name}.txt\"\n",
-    "logger = HedLogger(name=log_name)\n",
-    "\n",
-    "# Construct the event file dictionary\n",
-    "bids_files = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_eventstemp1\", exclude_dirs=exclude_dirs)\n",
-    "bids_dict = BidsTabularDictionary(\"Event files\", bids_files, entities=entities)"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Set up the variables and create a dictionary for _events_temp1.tsv\n"
-    }
-   }
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "outputs": [],
-   "source": [
-    "for key, file, rowcount, columns in bids_dict.iter_tsv_info():\n",
-    "    filename = file.file_path\n",
-    "    df = get_new_dataframe(filename)\n",
-    "    filename_new = filename[:-5] + \"2.tsv\"\n",
-    "    df.to_csv(filename_new, sep='\\t', index=False)\n",
-    "    logger.add(key, f\"Saving {filename_new}\")"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Copy all of the _eventstemp1.tsv files to _eventstemp2.tsv\n"
-    }
-   }
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "G:\\AttentionShift\\AttentionShiftWorking\\sub-038\\eeg\\sub-038_task-AuditoryVisualShift_run-01_eventstemp2.tsv\n",
-      "\n",
-      "\n",
-      "Log output:\n",
-      "attention_shift_04_fix_cond_codes_log: Level None\n",
-      "sub-001_run-01:\n",
-      "\t[ Saving G:\\AttentionShift\\AttentionShiftWorking\\sub-001\\eeg\\sub-001_task-AuditoryVisualShift_run-01_eventstemp2.tsv]\n",
-      "sub-002_run-01:\n",
-      "\t[ Saving G:\\AttentionShift\\AttentionShiftWorking\\sub-002\\eeg\\sub-002_task-AuditoryVisualShift_run-01_eventstemp2.tsv]\n",
-      "sub-003_run-01:\n",
-      "\t[ Saving G:\\AttentionShift\\AttentionShiftWorking\\sub-003\\eeg\\sub-003_task-AuditoryVisualShift_run-01_eventstemp2.tsv]\n",
-      "\t[ Updating cond_codes 289:578=1, 578=3]\n",
-      "\t[ Saving G:\\AttentionShift\\AttentionShiftWorking\\sub-003\\eeg\\sub-003_task-AuditoryVisualShift_run-01_eventstemp2.tsv]\n",
-      "sub-004_run-01:\n",
-      "\t[ Saving G:\\AttentionShift\\AttentionShiftWorking\\sub-004\\eeg\\sub-004_task-AuditoryVisualShift_run-01_eventstemp2.tsv]\n",
-      "sub-004_run-02:\n",
-      "\t[ Saving G:\\AttentionShift\\AttentionShiftWorking\\sub-004\\eeg\\sub-004_task-AuditoryVisualShift_run-02_eventstemp2.tsv]\n",
-      "sub-005_run-01:\n",
-      "\t[ Saving G:\\AttentionShift\\AttentionShiftWorking\\sub-005\\eeg\\sub-005_task-AuditoryVisualShift_run-01_eventstemp2.tsv]\n",
-      "\t[ Updating event_codes 266:272=255]\n",
-      "\t[ Saving G:\\AttentionShift\\AttentionShiftWorking\\sub-005\\eeg\\sub-005_task-AuditoryVisualShift_run-01_eventstemp2.tsv]\n",
-      "sub-006_run-01:\n",
-      "\t[ Saving G:\\AttentionShift\\AttentionShiftWorking\\sub-006\\eeg\\sub-006_task-AuditoryVisualShift_run-01_eventstemp2.tsv]\n",
-      "sub-007_run-01:\n",
-      "\t[ Saving G:\\AttentionShift\\AttentionShiftWorking\\sub-007\\eeg\\sub-007_task-AuditoryVisualShift_run-01_eventstemp2.tsv]\n",
-      "sub-008_run-01:\n",
-      "\t[ Saving G:\\AttentionShift\\AttentionShiftWorking\\sub-008\\eeg\\sub-008_task-AuditoryVisualShift_run-01_eventstemp2.tsv]\n",
-      "\t[ Updating cond_codes 372:661=2, 661:4197=3, 4197:5059=1, 5059:=2]\n",
-      "\t[ Saving G:\\AttentionShift\\AttentionShiftWorking\\sub-008\\eeg\\sub-008_task-AuditoryVisualShift_run-01_eventstemp2.tsv]\n",
-      "sub-009_run-01:\n",
-      "\t[ Saving G:\\AttentionShift\\AttentionShiftWorking\\sub-009\\eeg\\sub-009_task-AuditoryVisualShift_run-01_eventstemp2.tsv]\n",
-      "sub-010_run-01:\n",
-      "\t[ Saving G:\\AttentionShift\\AttentionShiftWorking\\sub-010\\eeg\\sub-010_task-AuditoryVisualShift_run-01_eventstemp2.tsv]\n",
-      "sub-011_run-01:\n",
-      "\t[ Saving G:\\AttentionShift\\AttentionShiftWorking\\sub-011\\eeg\\sub-011_task-AuditoryVisualShift_run-01_eventstemp2.tsv]\n",
-      "sub-012_run-01:\n",
-      "\t[ Saving G:\\AttentionShift\\AttentionShiftWorking\\sub-012\\eeg\\sub-012_task-AuditoryVisualShift_run-01_eventstemp2.tsv]\n",
-      "sub-013_run-01:\n",
-      "\t[ Saving G:\\AttentionShift\\AttentionShiftWorking\\sub-013\\eeg\\sub-013_task-AuditoryVisualShift_run-01_eventstemp2.tsv]\n",
-      "sub-014_run-01:\n",
-      "\t[ Saving G:\\AttentionShift\\AttentionShiftWorking\\sub-014\\eeg\\sub-014_task-AuditoryVisualShift_run-01_eventstemp2.tsv]\n",
-      "sub-015_run-01:\n",
-      "\t[ Saving G:\\AttentionShift\\AttentionShiftWorking\\sub-015\\eeg\\sub-015_task-AuditoryVisualShift_run-01_eventstemp2.tsv]\n",
-      "\t[ Updating cond_codes 4104:4389=1]\n",
-      "\t[ Saving G:\\AttentionShift\\AttentionShiftWorking\\sub-015\\eeg\\sub-015_task-AuditoryVisualShift_run-01_eventstemp2.tsv]\n",
-      "sub-016_run-01:\n",
-      "\t[ Saving G:\\AttentionShift\\AttentionShiftWorking\\sub-016\\eeg\\sub-016_task-AuditoryVisualShift_run-01_eventstemp2.tsv]\n",
-      "\t[ Updating cond_codes 4973=1]\n",
-      "\t[ Saving G:\\AttentionShift\\AttentionShiftWorking\\sub-016\\eeg\\sub-016_task-AuditoryVisualShift_run-01_eventstemp2.tsv]\n",
-      "sub-017_run-01:\n",
-      "\t[ Saving G:\\AttentionShift\\AttentionShiftWorking\\sub-017\\eeg\\sub-017_task-AuditoryVisualShift_run-01_eventstemp2.tsv]\n",
-      "sub-018_run-01:\n",
-      "\t[ Saving G:\\AttentionShift\\AttentionShiftWorking\\sub-018\\eeg\\sub-018_task-AuditoryVisualShift_run-01_eventstemp2.tsv]\n",
-      "\t[ Updating cond_codes 4999:=1]\n",
-      "\t[ Saving G:\\AttentionShift\\AttentionShiftWorking\\sub-018\\eeg\\sub-018_task-AuditoryVisualShift_run-01_eventstemp2.tsv]\n",
-      "sub-019_run-01:\n",
-      "\t[ Saving G:\\AttentionShift\\AttentionShiftWorking\\sub-019\\eeg\\sub-019_task-AuditoryVisualShift_run-01_eventstemp2.tsv]\n",
-      "sub-020_run-02:\n",
-      "\t[ Saving G:\\AttentionShift\\AttentionShiftWorking\\sub-020\\eeg\\sub-020_task-AuditoryVisualShift_run-02_eventstemp2.tsv]\n",
-      "sub-021_run-02:\n",
-      "\t[ Saving G:\\AttentionShift\\AttentionShiftWorking\\sub-021\\eeg\\sub-021_task-AuditoryVisualShift_run-02_eventstemp2.tsv]\n",
-      "sub-022_run-02:\n",
-      "\t[ Saving G:\\AttentionShift\\AttentionShiftWorking\\sub-022\\eeg\\sub-022_task-AuditoryVisualShift_run-02_eventstemp2.tsv]\n",
-      "sub-023_run-01:\n",
-      "\t[ Saving G:\\AttentionShift\\AttentionShiftWorking\\sub-023\\eeg\\sub-023_task-AuditoryVisualShift_run-01_eventstemp2.tsv]\n",
-      "\t[ Updating cond_codes 0:287=2]\n",
-      "\t[ Saving G:\\AttentionShift\\AttentionShiftWorking\\sub-023\\eeg\\sub-023_task-AuditoryVisualShift_run-01_eventstemp2.tsv]\n",
-      "sub-024_run-01:\n",
-      "\t[ Saving G:\\AttentionShift\\AttentionShiftWorking\\sub-024\\eeg\\sub-024_task-AuditoryVisualShift_run-01_eventstemp2.tsv]\n",
-      "sub-025_run-01:\n",
-      "\t[ Saving G:\\AttentionShift\\AttentionShiftWorking\\sub-025\\eeg\\sub-025_task-AuditoryVisualShift_run-01_eventstemp2.tsv]\n",
-      "sub-026_run-01:\n",
-      "\t[ Saving G:\\AttentionShift\\AttentionShiftWorking\\sub-026\\eeg\\sub-026_task-AuditoryVisualShift_run-01_eventstemp2.tsv]\n",
-      "sub-027_run-01:\n",
-      "\t[ Saving G:\\AttentionShift\\AttentionShiftWorking\\sub-027\\eeg\\sub-027_task-AuditoryVisualShift_run-01_eventstemp2.tsv]\n",
-      "sub-028_run-01:\n",
-      "\t[ Saving G:\\AttentionShift\\AttentionShiftWorking\\sub-028\\eeg\\sub-028_task-AuditoryVisualShift_run-01_eventstemp2.tsv]\n",
-      "sub-028_run-02:\n",
-      "\t[ Saving G:\\AttentionShift\\AttentionShiftWorking\\sub-028\\eeg\\sub-028_task-AuditoryVisualShift_run-02_eventstemp2.tsv]\n",
-      "sub-029_run-01:\n",
-      "\t[ Saving G:\\AttentionShift\\AttentionShiftWorking\\sub-029\\eeg\\sub-029_task-AuditoryVisualShift_run-01_eventstemp2.tsv]\n",
-      "sub-030_run-01:\n",
-      "\t[ Saving G:\\AttentionShift\\AttentionShiftWorking\\sub-030\\eeg\\sub-030_task-AuditoryVisualShift_run-01_eventstemp2.tsv]\n",
-      "sub-031_run-01:\n",
-      "\t[ Saving G:\\AttentionShift\\AttentionShiftWorking\\sub-031\\eeg\\sub-031_task-AuditoryVisualShift_run-01_eventstemp2.tsv]\n",
-      "\t[ Updating cond_codes 0:344=1, 344:635=2, 635:4314=3, 4314:5196=1, 5196:=2]\n",
-      "\t[ Saving G:\\AttentionShift\\AttentionShiftWorking\\sub-031\\eeg\\sub-031_task-AuditoryVisualShift_run-01_eventstemp2.tsv]\n",
-      "\t[ Saving G:\\AttentionShift\\AttentionShiftWorking\\sub-031\\eeg\\sub-031_task-AuditoryVisualShift_run-01_eventstemp2.tsv]\n",
-      "sub-032_run-01:\n",
-      "\t[ Saving G:\\AttentionShift\\AttentionShiftWorking\\sub-032\\eeg\\sub-032_task-AuditoryVisualShift_run-01_eventstemp2.tsv]\n",
-      "sub-033_run-01:\n",
-      "\t[ Saving G:\\AttentionShift\\AttentionShiftWorking\\sub-033\\eeg\\sub-033_task-AuditoryVisualShift_run-01_eventstemp2.tsv]\n",
-      "sub-034_run-01:\n",
-      "\t[ Saving G:\\AttentionShift\\AttentionShiftWorking\\sub-034\\eeg\\sub-034_task-AuditoryVisualShift_run-01_eventstemp2.tsv]\n",
-      "sub-035_run-01:\n",
-      "\t[ Saving G:\\AttentionShift\\AttentionShiftWorking\\sub-035\\eeg\\sub-035_task-AuditoryVisualShift_run-01_eventstemp2.tsv]\n",
-      "sub-036_run-01:\n",
-      "\t[ Saving G:\\AttentionShift\\AttentionShiftWorking\\sub-036\\eeg\\sub-036_task-AuditoryVisualShift_run-01_eventstemp2.tsv]\n",
-      "sub-036_run-02:\n",
-      "\t[ Saving G:\\AttentionShift\\AttentionShiftWorking\\sub-036\\eeg\\sub-036_task-AuditoryVisualShift_run-02_eventstemp2.tsv]\n",
-      "\t[ Updating cond_codes 3881:4752=1]\n",
-      "\t[ Saving G:\\AttentionShift\\AttentionShiftWorking\\sub-036\\eeg\\sub-036_task-AuditoryVisualShift_run-02_eventstemp2.tsv]\n",
-      "sub-037_run-01:\n",
-      "\t[ Saving G:\\AttentionShift\\AttentionShiftWorking\\sub-037\\eeg\\sub-037_task-AuditoryVisualShift_run-01_eventstemp2.tsv]\n",
-      "\t[ Updating cond_codes 312:608=2]\n",
-      "\t[ Saving G:\\AttentionShift\\AttentionShiftWorking\\sub-037\\eeg\\sub-037_task-AuditoryVisualShift_run-01_eventstemp2.tsv]\n",
-      "sub-038_run-01:\n",
-      "\t[ Saving G:\\AttentionShift\\AttentionShiftWorking\\sub-038\\eeg\\sub-038_task-AuditoryVisualShift_run-01_eventstemp2.tsv]\n",
-      "\t[ Updating cond_codes 290:577=1]\n",
-      "\t[ Saving G:\\AttentionShift\\AttentionShiftWorking\\sub-038\\eeg\\sub-038_task-AuditoryVisualShift_run-01_eventstemp2.tsv]\n",
-      "sub-039_run-01:\n",
-      "\t[ Saving G:\\AttentionShift\\AttentionShiftWorking\\sub-039\\eeg\\sub-039_task-AuditoryVisualShift_run-01_eventstemp2.tsv]\n",
-      "sub-040_run-01:\n",
-      "\t[ Saving G:\\AttentionShift\\AttentionShiftWorking\\sub-040\\eeg\\sub-040_task-AuditoryVisualShift_run-01_eventstemp2.tsv]\n",
-      "sub-041_run-01:\n",
-      "\t[ Saving G:\\AttentionShift\\AttentionShiftWorking\\sub-041\\eeg\\sub-041_task-AuditoryVisualShift_run-01_eventstemp2.tsv]\n",
-      "sub-042_run-01:\n",
-      "\t[ Saving G:\\AttentionShift\\AttentionShiftWorking\\sub-042\\eeg\\sub-042_task-AuditoryVisualShift_run-01_eventstemp2.tsv]\n",
-      "sub-043_run-01:\n",
-      "\t[ Saving G:\\AttentionShift\\AttentionShiftWorking\\sub-043\\eeg\\sub-043_task-AuditoryVisualShift_run-01_eventstemp2.tsv]\n",
-      "sub-044_run-01:\n",
-      "\t[ Saving G:\\AttentionShift\\AttentionShiftWorking\\sub-044\\eeg\\sub-044_task-AuditoryVisualShift_run-01_eventstemp2.tsv]\n",
-      "sub-045_run-01:\n",
-      "\t[ Saving G:\\AttentionShift\\AttentionShiftWorking\\sub-045\\eeg\\sub-045_task-AuditoryVisualShift_run-01_eventstemp2.tsv]\n",
-      "sub-046_run-01:\n",
-      "\t[ Saving G:\\AttentionShift\\AttentionShiftWorking\\sub-046\\eeg\\sub-046_task-AuditoryVisualShift_run-01_eventstemp2.tsv]\n",
-      "sub-047_run-01:\n",
-      "\t[ Saving G:\\AttentionShift\\AttentionShiftWorking\\sub-047\\eeg\\sub-047_task-AuditoryVisualShift_run-01_eventstemp2.tsv]\n",
-      "sub-048_run-01:\n",
-      "\t[ Saving G:\\AttentionShift\\AttentionShiftWorking\\sub-048\\eeg\\sub-048_task-AuditoryVisualShift_run-01_eventstemp2.tsv]\n",
-      "sub-049_run-01:\n",
-      "\t[ Saving G:\\AttentionShift\\AttentionShiftWorking\\sub-049\\eeg\\sub-049_task-AuditoryVisualShift_run-01_eventstemp2.tsv]\n",
-      "\n",
-      "\n",
-      "ERROR Summary:\n",
-      "attention_shift_04_fix_cond_codes_log: Level ERROR\n",
-      "sub-001_run-01:\n",
-      "sub-002_run-01:\n",
-      "sub-003_run-01:\n",
-      "sub-004_run-01:\n",
-      "sub-004_run-02:\n",
-      "sub-005_run-01:\n",
-      "sub-006_run-01:\n",
-      "sub-007_run-01:\n",
-      "sub-008_run-01:\n",
-      "sub-009_run-01:\n",
-      "sub-010_run-01:\n",
-      "sub-011_run-01:\n",
-      "sub-012_run-01:\n",
-      "sub-013_run-01:\n",
-      "sub-014_run-01:\n",
-      "sub-015_run-01:\n",
-      "sub-016_run-01:\n",
-      "sub-017_run-01:\n",
-      "sub-018_run-01:\n",
-      "sub-019_run-01:\n",
-      "sub-020_run-02:\n",
-      "sub-021_run-02:\n",
-      "sub-022_run-02:\n",
-      "sub-023_run-01:\n",
-      "sub-024_run-01:\n",
-      "sub-025_run-01:\n",
-      "sub-026_run-01:\n",
-      "sub-027_run-01:\n",
-      "sub-028_run-01:\n",
-      "sub-028_run-02:\n",
-      "sub-029_run-01:\n",
-      "sub-030_run-01:\n",
-      "sub-031_run-01:\n",
-      "sub-032_run-01:\n",
-      "sub-033_run-01:\n",
-      "sub-034_run-01:\n",
-      "sub-035_run-01:\n",
-      "sub-036_run-01:\n",
-      "sub-036_run-02:\n",
-      "sub-037_run-01:\n",
-      "sub-038_run-01:\n",
-      "sub-039_run-01:\n",
-      "sub-040_run-01:\n",
-      "sub-041_run-01:\n",
-      "sub-042_run-01:\n",
-      "sub-043_run-01:\n",
-      "sub-044_run-01:\n",
-      "sub-045_run-01:\n",
-      "sub-046_run-01:\n",
-      "sub-047_run-01:\n",
-      "sub-048_run-01:\n",
-      "sub-049_run-01:\n"
-     ]
-    }
-   ],
-   "source": [
-    "# Fix subject 003 run 1 - First two blocks just one.\n",
-    "key = 'sub-003_run-01'\n",
-    "filename = bids_dict.get_file_path(key)\n",
-    "filename = filename[:-5] + \"2.tsv\"\n",
-    "df = get_new_dataframe(filename)\n",
-    "df.loc[df.index[289:578], 'cond_code'] = '1'\n",
-    "df.loc[df.index[578:579], 'cond_code'] = '3'\n",
-    "logger.add(key, \"Updating cond_codes 289:578=1, 578=3\")\n",
-    "logger.add(key, f\"Saving {filename}\")\n",
-    "df.to_csv(filename, sep='\\t', index=False)\n",
-    "\n",
-    "# Fix subject 005 Third block incorrectly identified\n",
-    "key = 'sub-005_run-01'\n",
-    "filename = bids_dict.get_file_path(key)\n",
-    "filename = filename[:-5] + \"2.tsv\"\n",
-    "df = get_new_dataframe(filename)\n",
-    "df.loc[df.index[266:272], 'event_code'] = '255'\n",
-    "logger.add(key, \"Updating event_codes 266:272=255\")\n",
-    "logger.add(key, f\"Saving {filename}\")\n",
-    "df.to_csv(filename, sep='\\t', index=False)\n",
-    "\n",
-    "# Fix subject 008 run 1 - Entire run one cond_code\n",
-    "key = 'sub-008_run-01'\n",
-    "filename = bids_dict.get_file_path(key)\n",
-    "filename = filename[:-5] + \"2.tsv\"\n",
-    "df = get_new_dataframe(filename)\n",
-    "df.loc[df.index[372:661], 'cond_code'] = '2'\n",
-    "df.loc[df.index[661:4197], 'cond_code'] = '3'\n",
-    "df.loc[df.index[4197:5059], 'cond_code'] = '1'\n",
-    "df.loc[df.index[5059:], 'cond_code'] = '2'\n",
-    "logger.add(key, \"Updating cond_codes 372:661=2, 661:4197=3, 4197:5059=1, 5059:=2\",)\n",
-    "logger.add(key, f\"Saving {filename}\")\n",
-    "df.to_csv(filename, sep='\\t', index=False)\n",
-    "\n",
-    "# Fix subject 015 Third block incorrectly identified\n",
-    "key = 'sub-015_run-01'\n",
-    "filename = bids_dict.get_file_path(key)\n",
-    "filename = filename[:-5] + \"2.tsv\"\n",
-    "df = get_new_dataframe(filename)\n",
-    "df.loc[df.index[4104:4389], 'cond_code'] = '1'\n",
-    "logger.add(key, \"Updating cond_codes 4104:4389=1\")\n",
-    "logger.add(key, f\"Saving {filename}\")\n",
-    "df.to_csv(filename, sep='\\t', index=False)\n",
-    "\n",
-    "# Fix subject 016 Fourth block incorrectly identified\n",
-    "key = 'sub-016_run-01'\n",
-    "filename = bids_dict.get_file_path(key)\n",
-    "filename = filename[:-5] + \"2.tsv\"\n",
-    "df = get_new_dataframe(filename)\n",
-    "df.loc[df.index[4973:], 'cond_code'] = '1'\n",
-    "logger.add(key, \"Updating cond_codes 4973=1\")\n",
-    "logger.add(key, f\"Saving {filename}\")\n",
-    "df.to_csv(filename, sep='\\t', index=False)\n",
-    "\n",
-    "# Fix subject 018 Fourth block incorrectly identified\n",
-    "key = 'sub-018_run-01'\n",
-    "filename = bids_dict.get_file_path(key)\n",
-    "filename = filename[:-5] + \"2.tsv\"\n",
-    "df = get_new_dataframe(filename)\n",
-    "df.loc[df.index[4999:], 'cond_code'] = '1'\n",
-    "logger.add(key, \"Updating cond_codes 4999:=1\")\n",
-    "logger.add(key, f\"Saving {filename}\")\n",
-    "df.to_csv(filename, sep='\\t', index=False)\n",
-    "\n",
-    "# Fix subject 023 First block incorrectly identified\n",
-    "key = 'sub-023_run-01'\n",
-    "filename = bids_dict.get_file_path(key)\n",
-    "filename = filename[:-5] + \"2.tsv\"\n",
-    "df = get_new_dataframe(filename)\n",
-    "df.loc[df.index[0:287], 'cond_code'] = '2'\n",
-    "logger.add(key, \"Updating cond_codes 0:287=2\")\n",
-    "logger.add(key, f\"Saving {filename}\")\n",
-    "df.to_csv(filename, sep='\\t', index=False)\n",
-    "\n",
-    "# Fix to subject 31 run 1 --- cond_code 0.\n",
-    "key = 'sub-031_run-01'\n",
-    "filename = bids_dict.get_file_path(key)\n",
-    "filename = filename[:-5] + \"2.tsv\"\n",
-    "df = get_new_dataframe(filename)\n",
-    "df.loc[df.index[0:344], 'cond_code'] = '1'\n",
-    "df.loc[df.index[344:635], 'cond_code'] = '2'\n",
-    "df.loc[df.index[635:4314], 'cond_code'] = '3'\n",
-    "df.loc[df.index[4314:5196], 'cond_code'] = '1'\n",
-    "df.loc[df.index[5196:], 'cond_code'] = '2'\n",
-    "logger.add(key, \"Updating cond_codes 0:344=1, 344:635=2, 635:4314=3, 4314:5196=1, 5196:=2\")\n",
-    "logger.add(key, f\"Saving {filename}\")\n",
-    "logger.add(key, f\"Saving {filename}\")\n",
-    "df.to_csv(filename, sep='\\t', index=False)\n",
-    "\n",
-    "# Fix subject 036 run 2 Fourth block incorrectly identified\n",
-    "key = 'sub-036_run-02'\n",
-    "filename = bids_dict.get_file_path(key)\n",
-    "filename = filename[:-5] + \"2.tsv\"\n",
-    "df = get_new_dataframe(filename)\n",
-    "df.loc[df.index[3881:4752], 'cond_code'] = '1'\n",
-    "logger.add(key, \"Updating cond_codes 3881:4752=1\")\n",
-    "logger.add(key, f\"Saving {filename}\")\n",
-    "df.to_csv(filename, sep='\\t', index=False)\n",
-    "\n",
-    "# Fix subject 037 Second block incorrectly identified\n",
-    "key = 'sub-037_run-01'\n",
-    "filename = bids_dict.get_file_path(key)\n",
-    "filename = filename[:-5] + \"2.tsv\"\n",
-    "df = get_new_dataframe(filename)\n",
-    "df.loc[df.index[312:608], 'cond_code'] = '2'\n",
-    "logger.add(key, \"Updating cond_codes 312:608=2\")\n",
-    "logger.add(key, f\"Saving {filename}\")\n",
-    "df.to_csv(filename, sep='\\t', index=False)\n",
-    "\n",
-    "# Fix subject 038 Second block incorrectly identified\n",
-    "key = 'sub-038_run-01'\n",
-    "filename = bids_dict.get_file_path(key)\n",
-    "filename = filename[:-5] + \"2.tsv\"\n",
-    "df = get_new_dataframe(filename)\n",
-    "df.loc[df.index[290:577], 'cond_code'] = '1'\n",
-    "logger.add(key, \"Updating cond_codes 290:577=1\")\n",
-    "logger.add(key, f\"Saving {filename}\")\n",
-    "print(filename)\n",
-    "df.to_csv(filename, sep='\\t', index=False)\n",
-    "\n",
-    "# Print the log\n",
-    "log_string = \"\\n\\nLog output:\\n\" + logger.get_log_string()\n",
-    "error_string = \"\\n\\nERROR Summary:\\n\" + logger.get_log_string(level=\"ERROR\")\n",
-    "print(log_string)\n",
-    "print(error_string)\n",
-    "save_path = os.path.join(bids_root_path, log_file_name)\n",
-    "with open(save_path, \"w\") as fp:\n",
-    "    fp.write(f\"{log_file_name} {datetime.datetime.now()}\\n\")\n",
-    "    fp.write(log_string)\n",
-    "    fp.write(error_string)"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Fix the individual bad events --- original data is in the datasource directory\n"
-    }
-   }
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 2
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
\ No newline at end of file
diff --git a/hedcode/jupyter_notebooks/dataset_specific_processing/attention_shift/attention_shift_05_add_trials.ipynb b/hedcode/jupyter_notebooks/dataset_specific_processing/attention_shift/attention_shift_05_add_trials.ipynb
deleted file mode 100644
index 576bcf4..0000000
--- a/hedcode/jupyter_notebooks/dataset_specific_processing/attention_shift/attention_shift_05_add_trials.ipynb
+++ /dev/null
@@ -1,648 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "source": [
-    "## Restructure Attention Shift to have trials, sub-blocks and blocks\n",
-    "\n",
-    "This script reads the `_eventstemp2.tsv` files and adds `trial`, `sub_block`,\n",
-    "`block`, and `focus_modality` columns.\n",
-    "The script then saves the modified dataframe to `_eventstemp3.tsv`.\n",
-    "The script then produces a report of the block and sub-block structure\n",
-    "of the file so that errors can be detected.\n",
-    "\n",
-    "The original data has some problematic event encoding.\n",
-    "This script and `attention_shift_04_fix_cond_codes.ipynb` were executed\n",
-    "iteratively until all errors had been corrected.\n"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   }
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "outputs": [],
-   "source": [
-    "import os\n",
-    "import datetime\n",
-    "import pandas as pd\n",
-    "from hed.tools import BidsTabularDictionary, HedLogger\n",
-    "from hed.util import get_file_list, get_new_dataframe\n",
-    "\n",
-    "# Variables to set for the specific dataset\n",
-    "bids_root_path = 'G:\\AttentionShift\\AttentionShiftWorking'\n",
-    "exclude_dirs = ['sourcedata', 'stimuli', 'code']\n",
-    "entities = ('sub', 'run')\n",
-    "skip_cols = ['onset', 'duration', 'sample']\n",
-    "log_name = 'attention_shift_05_add_trials_log'\n",
-    "\n",
-    "# Set up the logger\n",
-    "log_file_name = f\"code/curation_logs/{log_name}.txt\"\n",
-    "logger = HedLogger(name=log_name)\n",
-    "\n",
-    "# Construct the event file dictionary\n",
-    "bids_files = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_eventstemp2\", exclude_dirs=exclude_dirs)\n",
-    "bids_dict = BidsTabularDictionary(\"Event files\", bids_files, entities=entities)"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Setup the variables and the dictionary for _eventstemp2.tsv\n"
-    }
-   }
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "\n",
-      "Log output:\n",
-      "attention_shift_05_add_trials_log: Level None\n",
-      "sub-001_run-01:\n",
-      "\t[ Added columns with 479 sub_blocks and 4793 trials and shift_modality]\n",
-      "\t[ Saved the file to G:\\AttentionShift\\AttentionShiftWorking\\sub-001\\eeg\\sub-001_task-AuditoryVisualShift_run-01_eventstemp3.tsv]\n",
-      "\t[  Block 1 0:294 (cond_code 1): 24 sub-blocks 240 trials]\n",
-      "\t[  Block 2 294:583 (cond_code 2): 24 sub-blocks 240 trials]\n",
-      "\t[  Block 3 583:4131 (cond_code 3): 287 sub-blocks 2875 trials]\n",
-      "\t[  Block 4 4131:4992 (cond_code 1): 72 sub-blocks 718 trials]\n",
-      "\t[  Block 5 4992:5856 (cond_code 2): 72 sub-blocks 720 trials]\n",
-      "sub-002_run-01:\n",
-      "\t[ Added columns with 480 sub_blocks and 4795 trials and shift_modality]\n",
-      "\t[ Saved the file to G:\\AttentionShift\\AttentionShiftWorking\\sub-002\\eeg\\sub-002_task-AuditoryVisualShift_run-01_eventstemp3.tsv]\n",
-      "\t[  Block 1 0:289 (cond_code 1): 24 sub-blocks 240 trials]\n",
-      "\t[  Block 2 289:578 (cond_code 2): 24 sub-blocks 240 trials]\n",
-      "\t[  Block 3 578:4144 (cond_code 3): 288 sub-blocks 2878 trials]\n",
-      "\t[  Block 4 4144:5009 (cond_code 1): 72 sub-blocks 719 trials]\n",
-      "\t[  Block 5 5009:5874 (cond_code 2): 72 sub-blocks 718 trials]\n",
-      "sub-003_run-01:\n",
-      "\t[ Added columns with 480 sub_blocks and 4795 trials and shift_modality]\n",
-      "\t[ Saved the file to G:\\AttentionShift\\AttentionShiftWorking\\sub-003\\eeg\\sub-003_task-AuditoryVisualShift_run-01_eventstemp3.tsv]\n",
-      "\t[  Block 1 0:289 (cond_code 2): 24 sub-blocks 240 trials]\n",
-      "\t[  Block 2 289:578 (cond_code 1): 24 sub-blocks 240 trials]\n",
-      "\t[  Block 3 578:4138 (cond_code 3): 288 sub-blocks 2878 trials]\n",
-      "\t[  Block 4 4138:5003 (cond_code 2): 72 sub-blocks 718 trials]\n",
-      "\t[  Block 5 5003:5867 (cond_code 1): 72 sub-blocks 719 trials]\n",
-      "sub-004_run-01:\n",
-      "\t[ Added columns with 24 sub_blocks and 240 trials and shift_modality]\n",
-      "\t[ Saved the file to G:\\AttentionShift\\AttentionShiftWorking\\sub-004\\eeg\\sub-004_task-AuditoryVisualShift_run-01_eventstemp3.tsv]\n",
-      "\t[  Block 1 0:289 (cond_code 2): 24 sub-blocks 240 trials]\n",
-      "sub-004_run-02:\n",
-      "\t[ Added columns with 456 sub_blocks and 4556 trials and shift_modality]\n",
-      "\t[ Saved the file to G:\\AttentionShift\\AttentionShiftWorking\\sub-004\\eeg\\sub-004_task-AuditoryVisualShift_run-02_eventstemp3.tsv]\n",
-      "\t[  Block 1 0:289 (cond_code 1): 24 sub-blocks 240 trials]\n",
-      "\t[  Block 2 289:3838 (cond_code 3): 288 sub-blocks 2876 trials]\n",
-      "\t[  Block 3 3838:4705 (cond_code 2): 72 sub-blocks 720 trials]\n",
-      "\t[  Block 4 4705:5572 (cond_code 1): 72 sub-blocks 720 trials]\n",
-      "sub-005_run-01:\n",
-      "\t[ Added columns with 479 sub_blocks and 4791 trials and shift_modality]\n",
-      "\t[ Saved the file to G:\\AttentionShift\\AttentionShiftWorking\\sub-005\\eeg\\sub-005_task-AuditoryVisualShift_run-01_eventstemp3.tsv]\n",
-      "\t[  Block 1 0:264 (cond_code 1): 24 sub-blocks 240 trials]\n",
-      "\t[  Block 2 264:558 (cond_code 2): 24 sub-blocks 240 trials]\n",
-      "\t[  Block 3 558:4047 (cond_code 3): 288 sub-blocks 2878 trials]\n",
-      "\t[  Block 4 4047:4910 (cond_code 1): 72 sub-blocks 718 trials]\n",
-      "\t[  Block 5 4910:5769 (cond_code 2): 71 sub-blocks 715 trials]\n",
-      "sub-006_run-01:\n",
-      "\t[ Added columns with 480 sub_blocks and 4794 trials and shift_modality]\n",
-      "\t[ Saved the file to G:\\AttentionShift\\AttentionShiftWorking\\sub-006\\eeg\\sub-006_task-AuditoryVisualShift_run-01_eventstemp3.tsv]\n",
-      "\t[  Block 1 0:290 (cond_code 1): 24 sub-blocks 240 trials]\n",
-      "\t[  Block 2 290:580 (cond_code 2): 24 sub-blocks 240 trials]\n",
-      "\t[  Block 3 580:4135 (cond_code 3): 288 sub-blocks 2877 trials]\n",
-      "\t[  Block 4 4135:4995 (cond_code 1): 72 sub-blocks 718 trials]\n",
-      "\t[  Block 5 4995:5860 (cond_code 2): 72 sub-blocks 719 trials]\n",
-      "sub-007_run-01:\n",
-      "\t[ Added columns with 481 sub_blocks and 4791 trials and shift_modality]\n",
-      "\t[ Saved the file to G:\\AttentionShift\\AttentionShiftWorking\\sub-007\\eeg\\sub-007_task-AuditoryVisualShift_run-01_eventstemp3.tsv]\n",
-      "\t[  Block 1 0:289 (cond_code 2): 24 sub-blocks 239 trials]\n",
-      "\t[  Block 2 289:571 (cond_code 1): 24 sub-blocks 240 trials]\n",
-      "\t[  Block 3 571:4101 (cond_code 3): 289 sub-blocks 2875 trials]\n",
-      "\t[  Block 4 4101:4962 (cond_code 2): 72 sub-blocks 720 trials]\n",
-      "\t[  Block 5 4962:5821 (cond_code 1): 72 sub-blocks 717 trials]\n",
-      "sub-008_run-01:\n",
-      "\t[ Added columns with 480 sub_blocks and 4791 trials and shift_modality]\n",
-      "\t[ Saved the file to G:\\AttentionShift\\AttentionShiftWorking\\sub-008\\eeg\\sub-008_task-AuditoryVisualShift_run-01_eventstemp3.tsv]\n",
-      "\t[  Block 1 0:372 (cond_code 1): 24 sub-blocks 239 trials]\n",
-      "\t[  Block 2 372:661 (cond_code 2): 24 sub-blocks 240 trials]\n",
-      "\t[  Block 3 661:4197 (cond_code 3): 288 sub-blocks 2874 trials]\n",
-      "\t[  Block 4 4197:5059 (cond_code 1): 72 sub-blocks 718 trials]\n",
-      "\t[  Block 5 5059:5920 (cond_code 2): 72 sub-blocks 720 trials]\n",
-      "sub-009_run-01:\n",
-      "\t[ Added columns with 480 sub_blocks and 4793 trials and shift_modality]\n",
-      "\t[ Saved the file to G:\\AttentionShift\\AttentionShiftWorking\\sub-009\\eeg\\sub-009_task-AuditoryVisualShift_run-01_eventstemp3.tsv]\n",
-      "\t[  Block 1 0:289 (cond_code 2): 24 sub-blocks 240 trials]\n",
-      "\t[  Block 2 289:579 (cond_code 1): 24 sub-blocks 240 trials]\n",
-      "\t[  Block 3 579:4117 (cond_code 3): 288 sub-blocks 2874 trials]\n",
-      "\t[  Block 4 4117:4983 (cond_code 2): 72 sub-blocks 720 trials]\n",
-      "\t[  Block 5 4983:5848 (cond_code 1): 72 sub-blocks 719 trials]\n",
-      "sub-010_run-01:\n",
-      "\t[ Added columns with 480 sub_blocks and 4794 trials and shift_modality]\n",
-      "\t[ Saved the file to G:\\AttentionShift\\AttentionShiftWorking\\sub-010\\eeg\\sub-010_task-AuditoryVisualShift_run-01_eventstemp3.tsv]\n",
-      "\t[  Block 1 0:289 (cond_code 1): 24 sub-blocks 240 trials]\n",
-      "\t[  Block 2 289:580 (cond_code 2): 24 sub-blocks 240 trials]\n",
-      "\t[  Block 3 580:4134 (cond_code 3): 288 sub-blocks 2876 trials]\n",
-      "\t[  Block 4 4134:4999 (cond_code 1): 72 sub-blocks 720 trials]\n",
-      "\t[  Block 5 4999:5856 (cond_code 2): 72 sub-blocks 718 trials]\n",
-      "sub-011_run-01:\n",
-      "\t[ Added columns with 483 sub_blocks and 4818 trials and shift_modality]\n",
-      "\t[ Saved the file to G:\\AttentionShift\\AttentionShiftWorking\\sub-011\\eeg\\sub-011_task-AuditoryVisualShift_run-01_eventstemp3.tsv]\n",
-      "\t[  Block 1 0:327 (cond_code 1): 27 sub-blocks 265 trials]\n",
-      "\t[  Block 2 327:619 (cond_code 2): 24 sub-blocks 240 trials]\n",
-      "\t[  Block 3 619:4160 (cond_code 3): 288 sub-blocks 2874 trials]\n",
-      "\t[  Block 4 4160:5026 (cond_code 1): 72 sub-blocks 720 trials]\n",
-      "\t[  Block 5 5026:5892 (cond_code 2): 72 sub-blocks 719 trials]\n",
-      "sub-012_run-01:\n",
-      "\t[ Added columns with 480 sub_blocks and 4790 trials and shift_modality]\n",
-      "\t[ Saved the file to G:\\AttentionShift\\AttentionShiftWorking\\sub-012\\eeg\\sub-012_task-AuditoryVisualShift_run-01_eventstemp3.tsv]\n",
-      "\t[  Block 1 0:287 (cond_code 2): 24 sub-blocks 238 trials]\n",
-      "\t[  Block 2 287:575 (cond_code 1): 24 sub-blocks 240 trials]\n",
-      "\t[  Block 3 575:4130 (cond_code 3): 288 sub-blocks 2874 trials]\n",
-      "\t[  Block 4 4130:4998 (cond_code 2): 72 sub-blocks 721 trials]\n",
-      "\t[  Block 5 4998:5859 (cond_code 1): 72 sub-blocks 717 trials]\n",
-      "sub-013_run-01:\n",
-      "\t[ Added columns with 480 sub_blocks and 4792 trials and shift_modality]\n",
-      "\t[ Saved the file to G:\\AttentionShift\\AttentionShiftWorking\\sub-013\\eeg\\sub-013_task-AuditoryVisualShift_run-01_eventstemp3.tsv]\n",
-      "\t[  Block 1 0:288 (cond_code 2): 24 sub-blocks 240 trials]\n",
-      "\t[  Block 2 288:577 (cond_code 1): 24 sub-blocks 240 trials]\n",
-      "\t[  Block 3 577:4128 (cond_code 3): 288 sub-blocks 2875 trials]\n",
-      "\t[  Block 4 4128:4992 (cond_code 2): 72 sub-blocks 719 trials]\n",
-      "\t[  Block 5 4992:5857 (cond_code 1): 72 sub-blocks 718 trials]\n",
-      "sub-014_run-01:\n",
-      "\t[ Added columns with 480 sub_blocks and 4792 trials and shift_modality]\n",
-      "\t[ Saved the file to G:\\AttentionShift\\AttentionShiftWorking\\sub-014\\eeg\\sub-014_task-AuditoryVisualShift_run-01_eventstemp3.tsv]\n",
-      "\t[  Block 1 0:287 (cond_code 2): 24 sub-blocks 240 trials]\n",
-      "\t[  Block 2 287:574 (cond_code 1): 24 sub-blocks 240 trials]\n",
-      "\t[  Block 3 574:4105 (cond_code 3): 288 sub-blocks 2873 trials]\n",
-      "\t[  Block 4 4105:4971 (cond_code 2): 72 sub-blocks 720 trials]\n",
-      "\t[  Block 5 4971:5832 (cond_code 1): 72 sub-blocks 719 trials]\n",
-      "sub-015_run-01:\n",
-      "\t[ Added columns with 480 sub_blocks and 4793 trials and shift_modality]\n",
-      "\t[ Saved the file to G:\\AttentionShift\\AttentionShiftWorking\\sub-015\\eeg\\sub-015_task-AuditoryVisualShift_run-01_eventstemp3.tsv]\n",
-      "\t[  Block 1 0:289 (cond_code 1): 24 sub-blocks 240 trials]\n",
-      "\t[  Block 2 289:576 (cond_code 2): 24 sub-blocks 239 trials]\n",
-      "\t[  Block 3 576:4104 (cond_code 3): 288 sub-blocks 2877 trials]\n",
-      "\t[  Block 4 4104:4958 (cond_code 1): 72 sub-blocks 719 trials]\n",
-      "\t[  Block 5 4958:5812 (cond_code 2): 72 sub-blocks 718 trials]\n",
-      "sub-016_run-01:\n",
-      "\t[ Added columns with 480 sub_blocks and 4793 trials and shift_modality]\n",
-      "\t[ Saved the file to G:\\AttentionShift\\AttentionShiftWorking\\sub-016\\eeg\\sub-016_task-AuditoryVisualShift_run-01_eventstemp3.tsv]\n",
-      "\t[  Block 1 0:288 (cond_code 2): 24 sub-blocks 237 trials]\n",
-      "\t[  Block 2 288:576 (cond_code 1): 24 sub-blocks 240 trials]\n",
-      "\t[  Block 3 576:4108 (cond_code 3): 288 sub-blocks 2876 trials]\n",
-      "\t[  Block 4 4108:4973 (cond_code 2): 72 sub-blocks 720 trials]\n",
-      "\t[  Block 5 4973:5832 (cond_code 1): 72 sub-blocks 720 trials]\n",
-      "sub-017_run-01:\n",
-      "\t[ Added columns with 480 sub_blocks and 4791 trials and shift_modality]\n",
-      "\t[ Saved the file to G:\\AttentionShift\\AttentionShiftWorking\\sub-017\\eeg\\sub-017_task-AuditoryVisualShift_run-01_eventstemp3.tsv]\n",
-      "\t[  Block 1 0:291 (cond_code 2): 24 sub-blocks 240 trials]\n",
-      "\t[  Block 2 291:580 (cond_code 1): 24 sub-blocks 240 trials]\n",
-      "\t[  Block 3 580:4128 (cond_code 3): 288 sub-blocks 2874 trials]\n",
-      "\t[  Block 4 4128:4992 (cond_code 2): 72 sub-blocks 718 trials]\n",
-      "\t[  Block 5 4992:5858 (cond_code 1): 72 sub-blocks 719 trials]\n",
-      "sub-018_run-01:\n",
-      "\t[ Added columns with 480 sub_blocks and 4793 trials and shift_modality]\n",
-      "\t[ Saved the file to G:\\AttentionShift\\AttentionShiftWorking\\sub-018\\eeg\\sub-018_task-AuditoryVisualShift_run-01_eventstemp3.tsv]\n",
-      "\t[  Block 1 0:286 (cond_code 2): 24 sub-blocks 240 trials]\n",
-      "\t[  Block 2 286:575 (cond_code 1): 24 sub-blocks 240 trials]\n",
-      "\t[  Block 3 575:4136 (cond_code 3): 288 sub-blocks 2875 trials]\n",
-      "\t[  Block 4 4136:4999 (cond_code 2): 72 sub-blocks 718 trials]\n",
-      "\t[  Block 5 4999:5865 (cond_code 1): 72 sub-blocks 720 trials]\n",
-      "sub-019_run-01:\n",
-      "\t[ Added columns with 432 sub_blocks and 4312 trials and shift_modality]\n",
-      "\t[ Saved the file to G:\\AttentionShift\\AttentionShiftWorking\\sub-019\\eeg\\sub-019_task-AuditoryVisualShift_run-01_eventstemp3.tsv]\n",
-      "\t[  Block 1 0:3546 (cond_code 3): 288 sub-blocks 2874 trials]\n",
-      "\t[  Block 2 3546:4411 (cond_code 2): 72 sub-blocks 718 trials]\n",
-      "\t[  Block 3 4411:5277 (cond_code 1): 72 sub-blocks 720 trials]\n",
-      "sub-020_run-02:\n",
-      "\t[ Added columns with 480 sub_blocks and 4797 trials and shift_modality]\n",
-      "\t[ Saved the file to G:\\AttentionShift\\AttentionShiftWorking\\sub-020\\eeg\\sub-020_task-AuditoryVisualShift_run-02_eventstemp3.tsv]\n",
-      "\t[  Block 1 0:290 (cond_code 1): 24 sub-blocks 240 trials]\n",
-      "\t[  Block 2 290:581 (cond_code 2): 24 sub-blocks 239 trials]\n",
-      "\t[  Block 3 581:4141 (cond_code 3): 288 sub-blocks 2879 trials]\n",
-      "\t[  Block 4 4141:5003 (cond_code 1): 72 sub-blocks 719 trials]\n",
-      "\t[  Block 5 5003:5868 (cond_code 2): 72 sub-blocks 720 trials]\n",
-      "sub-021_run-02:\n",
-      "\t[ Added columns with 479 sub_blocks and 4797 trials and shift_modality]\n",
-      "\t[ Saved the file to G:\\AttentionShift\\AttentionShiftWorking\\sub-021\\eeg\\sub-021_task-AuditoryVisualShift_run-02_eventstemp3.tsv]\n",
-      "\t[  Block 1 0:287 (cond_code 1): 24 sub-blocks 240 trials]\n",
-      "\t[  Block 2 287:576 (cond_code 2): 24 sub-blocks 240 trials]\n",
-      "\t[  Block 3 576:4120 (cond_code 3): 287 sub-blocks 2878 trials]\n",
-      "\t[  Block 4 4120:4983 (cond_code 1): 72 sub-blocks 719 trials]\n",
-      "\t[  Block 5 4983:5848 (cond_code 2): 72 sub-blocks 720 trials]\n",
-      "sub-022_run-02:\n",
-      "\t[ Added columns with 468 sub_blocks and 4731 trials and shift_modality]\n",
-      "\t[ Saved the file to G:\\AttentionShift\\AttentionShiftWorking\\sub-022\\eeg\\sub-022_task-AuditoryVisualShift_run-02_eventstemp3.tsv]\n",
-      "\t[  Block 1 0:299 (cond_code 2): 23 sub-blocks 240 trials]\n",
-      "\t[  Block 2 299:629 (cond_code 1): 24 sub-blocks 239 trials]\n",
-      "\t[  Block 3 629:4192 (cond_code 3): 277 sub-blocks 2814 trials]\n",
-      "\t[  Block 4 4192:5058 (cond_code 2): 72 sub-blocks 720 trials]\n",
-      "\t[  Block 5 5058:5922 (cond_code 1): 72 sub-blocks 718 trials]\n",
-      "sub-023_run-01:\n",
-      "\t[ Added columns with 480 sub_blocks and 4795 trials and shift_modality]\n",
-      "\t[ Saved the file to G:\\AttentionShift\\AttentionShiftWorking\\sub-023\\eeg\\sub-023_task-AuditoryVisualShift_run-01_eventstemp3.tsv]\n",
-      "\t[  Block 1 0:287 (cond_code 2): 24 sub-blocks 240 trials]\n",
-      "\t[  Block 2 287:575 (cond_code 1): 24 sub-blocks 240 trials]\n",
-      "\t[  Block 3 575:4120 (cond_code 3): 288 sub-blocks 2877 trials]\n",
-      "\t[  Block 4 4120:4982 (cond_code 2): 72 sub-blocks 718 trials]\n",
-      "\t[  Block 5 4982:5848 (cond_code 1): 72 sub-blocks 720 trials]\n",
-      "sub-024_run-01:\n",
-      "\t[ Added columns with 456 sub_blocks and 4556 trials and shift_modality]\n",
-      "\t[ Saved the file to G:\\AttentionShift\\AttentionShiftWorking\\sub-024\\eeg\\sub-024_task-AuditoryVisualShift_run-01_eventstemp3.tsv]\n",
-      "\t[  Block 1 0:293 (cond_code 2): 24 sub-blocks 240 trials]\n",
-      "\t[  Block 2 293:3895 (cond_code 3): 288 sub-blocks 2876 trials]\n",
-      "\t[  Block 3 3895:4773 (cond_code 1): 72 sub-blocks 720 trials]\n",
-      "\t[  Block 4 4773:5639 (cond_code 2): 72 sub-blocks 720 trials]\n",
-      "sub-025_run-01:\n",
-      "\t[ Added columns with 480 sub_blocks and 4793 trials and shift_modality]\n",
-      "\t[ Saved the file to G:\\AttentionShift\\AttentionShiftWorking\\sub-025\\eeg\\sub-025_task-AuditoryVisualShift_run-01_eventstemp3.tsv]\n",
-      "\t[  Block 1 0:293 (cond_code 2): 24 sub-blocks 239 trials]\n",
-      "\t[  Block 2 293:583 (cond_code 1): 24 sub-blocks 239 trials]\n",
-      "\t[  Block 3 583:4165 (cond_code 3): 288 sub-blocks 2877 trials]\n",
-      "\t[  Block 4 4165:5030 (cond_code 2): 72 sub-blocks 719 trials]\n",
-      "\t[  Block 5 5030:5897 (cond_code 1): 72 sub-blocks 719 trials]\n",
-      "sub-026_run-01:\n",
-      "\t[ Added columns with 478 sub_blocks and 4797 trials and shift_modality]\n",
-      "\t[ Saved the file to G:\\AttentionShift\\AttentionShiftWorking\\sub-026\\eeg\\sub-026_task-AuditoryVisualShift_run-01_eventstemp3.tsv]\n",
-      "\t[  Block 1 0:288 (cond_code 1): 24 sub-blocks 240 trials]\n",
-      "\t[  Block 2 288:578 (cond_code 2): 24 sub-blocks 240 trials]\n",
-      "\t[  Block 3 578:4125 (cond_code 3): 287 sub-blocks 2878 trials]\n",
-      "\t[  Block 4 4125:4991 (cond_code 1): 72 sub-blocks 719 trials]\n",
-      "\t[  Block 5 4991:5852 (cond_code 2): 71 sub-blocks 720 trials]\n",
-      "sub-027_run-01:\n",
-      "\t[ Added columns with 479 sub_blocks and 4795 trials and shift_modality]\n",
-      "\t[ Saved the file to G:\\AttentionShift\\AttentionShiftWorking\\sub-027\\eeg\\sub-027_task-AuditoryVisualShift_run-01_eventstemp3.tsv]\n",
-      "\t[  Block 1 0:290 (cond_code 2): 24 sub-blocks 240 trials]\n",
-      "\t[  Block 2 290:571 (cond_code 1): 24 sub-blocks 239 trials]\n",
-      "\t[  Block 3 571:4106 (cond_code 3): 287 sub-blocks 2876 trials]\n",
-      "\t[  Block 4 4106:4970 (cond_code 2): 72 sub-blocks 720 trials]\n",
-      "\t[  Block 5 4970:5830 (cond_code 1): 72 sub-blocks 720 trials]\n",
-      "sub-028_run-01:\n",
-      "\t[ Added columns with 336 sub_blocks and 3353 trials and shift_modality]\n",
-      "\t[ Saved the file to G:\\AttentionShift\\AttentionShiftWorking\\sub-028\\eeg\\sub-028_task-AuditoryVisualShift_run-01_eventstemp3.tsv]\n",
-      "\t[  Block 1 0:291 (cond_code 1): 24 sub-blocks 240 trials]\n",
-      "\t[  Block 2 291:580 (cond_code 2): 24 sub-blocks 239 trials]\n",
-      "\t[  Block 3 580:4131 (cond_code 3): 288 sub-blocks 2874 trials]\n",
-      "sub-028_run-02:\n",
-      "\t[ Added columns with 144 sub_blocks and 1438 trials and shift_modality]\n",
-      "\t[ Saved the file to G:\\AttentionShift\\AttentionShiftWorking\\sub-028\\eeg\\sub-028_task-AuditoryVisualShift_run-02_eventstemp3.tsv]\n",
-      "\t[  Block 1 0:865 (cond_code 1): 72 sub-blocks 719 trials]\n",
-      "\t[  Block 2 865:1729 (cond_code 2): 72 sub-blocks 719 trials]\n",
-      "sub-029_run-01:\n",
-      "\t[ Added columns with 480 sub_blocks and 4795 trials and shift_modality]\n",
-      "\t[ Saved the file to G:\\AttentionShift\\AttentionShiftWorking\\sub-029\\eeg\\sub-029_task-AuditoryVisualShift_run-01_eventstemp3.tsv]\n",
-      "\t[  Block 1 0:286 (cond_code 2): 24 sub-blocks 239 trials]\n",
-      "\t[  Block 2 286:575 (cond_code 1): 24 sub-blocks 240 trials]\n",
-      "\t[  Block 3 575:4129 (cond_code 3): 288 sub-blocks 2877 trials]\n",
-      "\t[  Block 4 4129:4993 (cond_code 2): 72 sub-blocks 720 trials]\n",
-      "\t[  Block 5 4993:5857 (cond_code 1): 72 sub-blocks 719 trials]\n",
-      "sub-030_run-01:\n",
-      "\t[ Added columns with 480 sub_blocks and 4793 trials and shift_modality]\n",
-      "\t[ Saved the file to G:\\AttentionShift\\AttentionShiftWorking\\sub-030\\eeg\\sub-030_task-AuditoryVisualShift_run-01_eventstemp3.tsv]\n",
-      "\t[  Block 1 0:304 (cond_code 2): 24 sub-blocks 238 trials]\n",
-      "\t[  Block 2 304:595 (cond_code 1): 24 sub-blocks 240 trials]\n",
-      "\t[  Block 3 595:4217 (cond_code 3): 288 sub-blocks 2877 trials]\n",
-      "\t[  Block 4 4217:5084 (cond_code 2): 72 sub-blocks 719 trials]\n",
-      "\t[  Block 5 5084:5948 (cond_code 1): 72 sub-blocks 719 trials]\n",
-      "sub-031_run-01:\n",
-      "\t[ Added columns with 480 sub_blocks and 4803 trials and shift_modality]\n",
-      "\t[ Saved the file to G:\\AttentionShift\\AttentionShiftWorking\\sub-031\\eeg\\sub-031_task-AuditoryVisualShift_run-01_eventstemp3.tsv]\n",
-      "\t[  Block 1 0:344 (cond_code 1): 24 sub-blocks 240 trials]\n",
-      "\t[  Block 2 344:635 (cond_code 2): 24 sub-blocks 240 trials]\n",
-      "\t[  Block 3 635:4314 (cond_code 3): 288 sub-blocks 2878 trials]\n",
-      "\t[  Block 4 4314:5196 (cond_code 1): 72 sub-blocks 722 trials]\n",
-      "\t[  Block 5 5196:6067 (cond_code 2): 72 sub-blocks 723 trials]\n",
-      "sub-032_run-01:\n",
-      "\t[ Added columns with 479 sub_blocks and 4786 trials and shift_modality]\n",
-      "\t[ Saved the file to G:\\AttentionShift\\AttentionShiftWorking\\sub-032\\eeg\\sub-032_task-AuditoryVisualShift_run-01_eventstemp3.tsv]\n",
-      "\t[  Block 1 0:296 (cond_code 2): 24 sub-blocks 240 trials]\n",
-      "\t[  Block 2 296:579 (cond_code 1): 23 sub-blocks 235 trials]\n",
-      "\t[  Block 3 579:4137 (cond_code 3): 288 sub-blocks 2871 trials]\n",
-      "\t[  Block 4 4137:5003 (cond_code 2): 72 sub-blocks 719 trials]\n",
-      "\t[  Block 5 5003:5872 (cond_code 1): 72 sub-blocks 721 trials]\n",
-      "sub-033_run-01:\n",
-      "\t[ Added columns with 480 sub_blocks and 4789 trials and shift_modality]\n",
-      "\t[ Saved the file to G:\\AttentionShift\\AttentionShiftWorking\\sub-033\\eeg\\sub-033_task-AuditoryVisualShift_run-01_eventstemp3.tsv]\n",
-      "\t[  Block 1 0:294 (cond_code 1): 24 sub-blocks 240 trials]\n",
-      "\t[  Block 2 294:584 (cond_code 2): 24 sub-blocks 240 trials]\n",
-      "\t[  Block 3 584:4342 (cond_code 3): 288 sub-blocks 2873 trials]\n",
-      "\t[  Block 4 4342:5252 (cond_code 1): 72 sub-blocks 716 trials]\n",
-      "\t[  Block 5 5252:6095 (cond_code 2): 72 sub-blocks 720 trials]\n",
-      "sub-034_run-01:\n",
-      "\t[ Added columns with 480 sub_blocks and 4795 trials and shift_modality]\n",
-      "\t[ Saved the file to G:\\AttentionShift\\AttentionShiftWorking\\sub-034\\eeg\\sub-034_task-AuditoryVisualShift_run-01_eventstemp3.tsv]\n",
-      "\t[  Block 1 0:288 (cond_code 2): 24 sub-blocks 239 trials]\n",
-      "\t[  Block 2 288:577 (cond_code 1): 24 sub-blocks 240 trials]\n",
-      "\t[  Block 3 577:4136 (cond_code 3): 288 sub-blocks 2876 trials]\n",
-      "\t[  Block 4 4136:4997 (cond_code 2): 72 sub-blocks 720 trials]\n",
-      "\t[  Block 5 4997:5849 (cond_code 1): 72 sub-blocks 720 trials]\n",
-      "sub-035_run-01:\n",
-      "\t[ Added columns with 408 sub_blocks and 4073 trials and shift_modality]\n",
-      "\t[ Saved the file to G:\\AttentionShift\\AttentionShiftWorking\\sub-035\\eeg\\sub-035_task-AuditoryVisualShift_run-01_eventstemp3.tsv]\n",
-      "\t[  Block 1 0:3822 (cond_code 3): 288 sub-blocks 2875 trials]\n",
-      "\t[  Block 2 3822:4409 (cond_code 2): 48 sub-blocks 479 trials]\n",
-      "\t[  Block 3 4409:5290 (cond_code 1): 72 sub-blocks 719 trials]\n",
-      "sub-036_run-01:\n",
-      "\t[ Added columns with 24 sub_blocks and 240 trials and shift_modality]\n",
-      "\t[ Saved the file to G:\\AttentionShift\\AttentionShiftWorking\\sub-036\\eeg\\sub-036_task-AuditoryVisualShift_run-01_eventstemp3.tsv]\n",
-      "\t[  Block 1 0:290 (cond_code 1): 24 sub-blocks 240 trials]\n",
-      "sub-036_run-02:\n",
-      "\t[ Added columns with 456 sub_blocks and 4553 trials and shift_modality]\n",
-      "\t[ Saved the file to G:\\AttentionShift\\AttentionShiftWorking\\sub-036\\eeg\\sub-036_task-AuditoryVisualShift_run-02_eventstemp3.tsv]\n",
-      "\t[  Block 1 0:295 (cond_code 2): 24 sub-blocks 239 trials]\n",
-      "\t[  Block 2 295:3881 (cond_code 3): 288 sub-blocks 2874 trials]\n",
-      "\t[  Block 3 3881:4752 (cond_code 1): 72 sub-blocks 721 trials]\n",
-      "\t[  Block 4 4752:5619 (cond_code 2): 72 sub-blocks 719 trials]\n",
-      "sub-037_run-01:\n",
-      "\t[ Added columns with 480 sub_blocks and 4783 trials and shift_modality]\n",
-      "\t[ Saved the file to G:\\AttentionShift\\AttentionShiftWorking\\sub-037\\eeg\\sub-037_task-AuditoryVisualShift_run-01_eventstemp3.tsv]\n",
-      "\t[  Block 1 0:312 (cond_code 1): 24 sub-blocks 239 trials]\n",
-      "\t[  Block 2 312:608 (cond_code 2): 24 sub-blocks 239 trials]\n",
-      "\t[  Block 3 608:4133 (cond_code 3): 288 sub-blocks 2866 trials]\n",
-      "\t[  Block 4 4133:4989 (cond_code 1): 72 sub-blocks 719 trials]\n",
-      "\t[  Block 5 4989:5858 (cond_code 2): 72 sub-blocks 720 trials]\n",
-      "sub-038_run-01:\n",
-      "\t[ Added columns with 480 sub_blocks and 4791 trials and shift_modality]\n",
-      "\t[ Saved the file to G:\\AttentionShift\\AttentionShiftWorking\\sub-038\\eeg\\sub-038_task-AuditoryVisualShift_run-01_eventstemp3.tsv]\n",
-      "\t[  Block 1 0:290 (cond_code 2): 24 sub-blocks 240 trials]\n",
-      "\t[  Block 2 290:577 (cond_code 1): 24 sub-blocks 240 trials]\n",
-      "\t[  Block 3 577:4103 (cond_code 3): 288 sub-blocks 2872 trials]\n",
-      "\t[  Block 4 4103:4963 (cond_code 2): 72 sub-blocks 719 trials]\n",
-      "\t[  Block 5 4963:5827 (cond_code 1): 72 sub-blocks 720 trials]\n",
-      "sub-039_run-01:\n",
-      "\t[ Added columns with 481 sub_blocks and 4796 trials and shift_modality]\n",
-      "\t[ Saved the file to G:\\AttentionShift\\AttentionShiftWorking\\sub-039\\eeg\\sub-039_task-AuditoryVisualShift_run-01_eventstemp3.tsv]\n",
-      "\t[  Block 1 0:282 (cond_code 2): 24 sub-blocks 240 trials]\n",
-      "\t[  Block 2 282:568 (cond_code 1): 24 sub-blocks 240 trials]\n",
-      "\t[  Block 3 568:4118 (cond_code 3): 288 sub-blocks 2875 trials]\n",
-      "\t[  Block 4 4118:4994 (cond_code 2): 72 sub-blocks 719 trials]\n",
-      "\t[  Block 5 4994:5866 (cond_code 1): 73 sub-blocks 722 trials]\n",
-      "sub-040_run-01:\n",
-      "\t[ Added columns with 480 sub_blocks and 4796 trials and shift_modality]\n",
-      "\t[ Saved the file to G:\\AttentionShift\\AttentionShiftWorking\\sub-040\\eeg\\sub-040_task-AuditoryVisualShift_run-01_eventstemp3.tsv]\n",
-      "\t[  Block 1 0:292 (cond_code 2): 24 sub-blocks 240 trials]\n",
-      "\t[  Block 2 292:579 (cond_code 1): 24 sub-blocks 240 trials]\n",
-      "\t[  Block 3 579:4131 (cond_code 3): 288 sub-blocks 2877 trials]\n",
-      "\t[  Block 4 4131:4996 (cond_code 2): 72 sub-blocks 720 trials]\n",
-      "\t[  Block 5 4996:5860 (cond_code 1): 72 sub-blocks 719 trials]\n",
-      "sub-041_run-01:\n",
-      "\t[ Added columns with 480 sub_blocks and 4793 trials and shift_modality]\n",
-      "\t[ Saved the file to G:\\AttentionShift\\AttentionShiftWorking\\sub-041\\eeg\\sub-041_task-AuditoryVisualShift_run-01_eventstemp3.tsv]\n",
-      "\t[  Block 1 0:301 (cond_code 2): 24 sub-blocks 240 trials]\n",
-      "\t[  Block 2 301:589 (cond_code 1): 24 sub-blocks 240 trials]\n",
-      "\t[  Block 3 589:4159 (cond_code 3): 288 sub-blocks 2874 trials]\n",
-      "\t[  Block 4 4159:5030 (cond_code 2): 72 sub-blocks 719 trials]\n",
-      "\t[  Block 5 5030:5897 (cond_code 1): 72 sub-blocks 720 trials]\n",
-      "sub-042_run-01:\n",
-      "\t[ Added columns with 479 sub_blocks and 4790 trials and shift_modality]\n",
-      "\t[ Saved the file to G:\\AttentionShift\\AttentionShiftWorking\\sub-042\\eeg\\sub-042_task-AuditoryVisualShift_run-01_eventstemp3.tsv]\n",
-      "\t[  Block 1 0:291 (cond_code 1): 24 sub-blocks 240 trials]\n",
-      "\t[  Block 2 291:595 (cond_code 2): 24 sub-blocks 240 trials]\n",
-      "\t[  Block 3 595:4213 (cond_code 3): 287 sub-blocks 2873 trials]\n",
-      "\t[  Block 4 4213:5090 (cond_code 1): 72 sub-blocks 718 trials]\n",
-      "\t[  Block 5 5090:5969 (cond_code 2): 72 sub-blocks 719 trials]\n",
-      "sub-043_run-01:\n",
-      "\t[ Added columns with 480 sub_blocks and 4793 trials and shift_modality]\n",
-      "\t[ Saved the file to G:\\AttentionShift\\AttentionShiftWorking\\sub-043\\eeg\\sub-043_task-AuditoryVisualShift_run-01_eventstemp3.tsv]\n",
-      "\t[  Block 1 0:288 (cond_code 1): 24 sub-blocks 240 trials]\n",
-      "\t[  Block 2 288:581 (cond_code 2): 24 sub-blocks 240 trials]\n",
-      "\t[  Block 3 581:4224 (cond_code 3): 288 sub-blocks 2876 trials]\n",
-      "\t[  Block 4 4224:5098 (cond_code 1): 72 sub-blocks 719 trials]\n",
-      "\t[  Block 5 5098:5965 (cond_code 2): 72 sub-blocks 718 trials]\n",
-      "sub-044_run-01:\n",
-      "\t[ Added columns with 491 sub_blocks and 4901 trials and shift_modality]\n",
-      "\t[ Saved the file to G:\\AttentionShift\\AttentionShiftWorking\\sub-044\\eeg\\sub-044_task-AuditoryVisualShift_run-01_eventstemp3.tsv]\n",
-      "\t[  Block 1 0:294 (cond_code 2): 24 sub-blocks 242 trials]\n",
-      "\t[  Block 2 294:583 (cond_code 1): 24 sub-blocks 240 trials]\n",
-      "\t[  Block 3 583:4146 (cond_code 3): 288 sub-blocks 2872 trials]\n",
-      "\t[  Block 4 4146:5009 (cond_code 2): 72 sub-blocks 719 trials]\n",
-      "\t[  Block 5 5009:6006 (cond_code 1): 83 sub-blocks 828 trials]\n",
-      "sub-045_run-01:\n",
-      "\t[ Added columns with 480 sub_blocks and 4795 trials and shift_modality]\n",
-      "\t[ Saved the file to G:\\AttentionShift\\AttentionShiftWorking\\sub-045\\eeg\\sub-045_task-AuditoryVisualShift_run-01_eventstemp3.tsv]\n",
-      "\t[  Block 1 0:294 (cond_code 1): 24 sub-blocks 242 trials]\n",
-      "\t[  Block 2 294:585 (cond_code 2): 24 sub-blocks 240 trials]\n",
-      "\t[  Block 3 585:4150 (cond_code 3): 288 sub-blocks 2875 trials]\n",
-      "\t[  Block 4 4150:5012 (cond_code 1): 72 sub-blocks 719 trials]\n",
-      "\t[  Block 5 5012:5876 (cond_code 2): 72 sub-blocks 719 trials]\n",
-      "sub-046_run-01:\n",
-      "\t[ Added columns with 481 sub_blocks and 4791 trials and shift_modality]\n",
-      "\t[ Saved the file to G:\\AttentionShift\\AttentionShiftWorking\\sub-046\\eeg\\sub-046_task-AuditoryVisualShift_run-01_eventstemp3.tsv]\n",
-      "\t[  Block 1 0:306 (cond_code 1): 25 sub-blocks 243 trials]\n",
-      "\t[  Block 2 306:606 (cond_code 2): 24 sub-blocks 239 trials]\n",
-      "\t[  Block 3 606:4172 (cond_code 3): 288 sub-blocks 2873 trials]\n",
-      "\t[  Block 4 4172:5034 (cond_code 1): 72 sub-blocks 719 trials]\n",
-      "\t[  Block 5 5034:5898 (cond_code 2): 72 sub-blocks 717 trials]\n",
-      "sub-047_run-01:\n",
-      "\t[ Added columns with 480 sub_blocks and 4789 trials and shift_modality]\n",
-      "\t[ Saved the file to G:\\AttentionShift\\AttentionShiftWorking\\sub-047\\eeg\\sub-047_task-AuditoryVisualShift_run-01_eventstemp3.tsv]\n",
-      "\t[  Block 1 0:296 (cond_code 2): 24 sub-blocks 239 trials]\n",
-      "\t[  Block 2 296:586 (cond_code 1): 24 sub-blocks 240 trials]\n",
-      "\t[  Block 3 586:4235 (cond_code 3): 288 sub-blocks 2872 trials]\n",
-      "\t[  Block 4 4235:5103 (cond_code 2): 72 sub-blocks 719 trials]\n",
-      "\t[  Block 5 5103:5979 (cond_code 1): 72 sub-blocks 719 trials]\n",
-      "sub-048_run-01:\n",
-      "\t[ Added columns with 508 sub_blocks and 5045 trials and shift_modality]\n",
-      "\t[ Saved the file to G:\\AttentionShift\\AttentionShiftWorking\\sub-048\\eeg\\sub-048_task-AuditoryVisualShift_run-01_eventstemp3.tsv]\n",
-      "\t[  Block 1 0:575 (cond_code 1): 48 sub-blocks 477 trials]\n",
-      "\t[  Block 2 575:868 (cond_code 2): 24 sub-blocks 239 trials]\n",
-      "\t[  Block 3 868:4443 (cond_code 3): 291 sub-blocks 2890 trials]\n",
-      "\t[  Block 4 4443:5308 (cond_code 1): 72 sub-blocks 719 trials]\n",
-      "\t[  Block 5 5308:6177 (cond_code 2): 73 sub-blocks 720 trials]\n",
-      "sub-049_run-01:\n",
-      "\t[ Added columns with 482 sub_blocks and 4822 trials and shift_modality]\n",
-      "\t[ Saved the file to G:\\AttentionShift\\AttentionShiftWorking\\sub-049\\eeg\\sub-049_task-AuditoryVisualShift_run-01_eventstemp3.tsv]\n",
-      "\t[  Block 1 0:291 (cond_code 2): 24 sub-blocks 240 trials]\n",
-      "\t[  Block 2 291:614 (cond_code 1): 24 sub-blocks 240 trials]\n",
-      "\t[  Block 3 614:4125 (cond_code 3): 287 sub-blocks 2878 trials]\n",
-      "\t[  Block 4 4125:4992 (cond_code 2): 72 sub-blocks 720 trials]\n",
-      "\t[  Block 5 4992:5890 (cond_code 1): 75 sub-blocks 744 trials]\n",
-      "\n",
-      "\n",
-      "ERROR Summary:\n",
-      "attention_shift_05_add_trials_log: Level ERROR\n",
-      "sub-001_run-01:\n",
-      "sub-002_run-01:\n",
-      "sub-003_run-01:\n",
-      "sub-004_run-01:\n",
-      "sub-004_run-02:\n",
-      "sub-005_run-01:\n",
-      "sub-006_run-01:\n",
-      "sub-007_run-01:\n",
-      "sub-008_run-01:\n",
-      "sub-009_run-01:\n",
-      "sub-010_run-01:\n",
-      "sub-011_run-01:\n",
-      "sub-012_run-01:\n",
-      "sub-013_run-01:\n",
-      "sub-014_run-01:\n",
-      "sub-015_run-01:\n",
-      "sub-016_run-01:\n",
-      "sub-017_run-01:\n",
-      "sub-018_run-01:\n",
-      "sub-019_run-01:\n",
-      "sub-020_run-02:\n",
-      "sub-021_run-02:\n",
-      "sub-022_run-02:\n",
-      "sub-023_run-01:\n",
-      "sub-024_run-01:\n",
-      "sub-025_run-01:\n",
-      "sub-026_run-01:\n",
-      "sub-027_run-01:\n",
-      "sub-028_run-01:\n",
-      "sub-028_run-02:\n",
-      "sub-029_run-01:\n",
-      "sub-030_run-01:\n",
-      "sub-031_run-01:\n",
-      "sub-032_run-01:\n",
-      "sub-033_run-01:\n",
-      "sub-034_run-01:\n",
-      "sub-035_run-01:\n",
-      "sub-036_run-01:\n",
-      "sub-036_run-02:\n",
-      "sub-037_run-01:\n",
-      "sub-038_run-01:\n",
-      "sub-039_run-01:\n",
-      "sub-040_run-01:\n",
-      "sub-041_run-01:\n",
-      "sub-042_run-01:\n",
-      "sub-043_run-01:\n",
-      "sub-044_run-01:\n",
-      "sub-045_run-01:\n",
-      "sub-046_run-01:\n",
-      "sub-047_run-01:\n",
-      "sub-048_run-01:\n",
-      "sub-049_run-01:\n"
-     ]
-    }
-   ],
-   "source": [
-    "block_markers = ['1', '2']\n",
-    "trial_markers = ['3', '4', '5', '6', '7', '8', '9', '10', '11', '12', '13', '14']\n",
-    "for key, file in bids_dict.iter_files():\n",
-    "    filename = file.file_path\n",
-    "    df = get_new_dataframe(filename)\n",
-    "    df['sub_block'] = 'n/a'\n",
-    "    df['trial'] = 'n/a'\n",
-    "    df['focus_modality'] = 'n/a'\n",
-    "    ## Set the sub block and trial columns\n",
-    "    sub_block_total = 0\n",
-    "    trial_total = 0\n",
-    "    shift_modality = 'n/a'\n",
-    "    for idx, row in df.iterrows():\n",
-    "        # Add sub_block number\n",
-    "        if df.loc[idx, 'event_code'].astype(str) in block_markers:\n",
-    "            sub_block_total += 1\n",
-    "        df.loc[idx, 'sub_block'] = sub_block_total\n",
-    "\n",
-    "        # Add trial number\n",
-    "        if  df.loc[idx,'event_code'].astype(str) in trial_markers:\n",
-    "            trial_total += 1\n",
-    "        df.loc[idx, 'trial'] = trial_total\n",
-    "\n",
-    "        # Add focus_modality\n",
-    "        if df.loc[idx,'cond_code'].astype(str) == '1':\n",
-    "            df.loc[idx, 'focus_modality'] = 'auditory'\n",
-    "            continue\n",
-    "        elif df.loc[idx,'cond_code'].astype(str) == '2':\n",
-    "            df.loc[idx, 'focus_modality'] = 'visual'\n",
-    "            continue\n",
-    "        elif df.loc[idx,'cond_code'].astype(str) != '3':\n",
-    "            df.loc[idx, 'focus_modality'] = 'n/a'\n",
-    "            continue\n",
-    "        if df.loc[idx,'event_code'].astype(str) == '1':\n",
-    "            shift_modality = 'auditory'\n",
-    "        elif  df.loc[idx,'event_code'].astype(str) == '2':\n",
-    "            shift_modality = 'visual'\n",
-    "        df.loc[idx, 'focus_modality'] = shift_modality\n",
-    "\n",
-    "    logger.add(key, f\"Added columns with {sub_block_total} sub_blocks and {trial_total} trials and shift_modality\" )\n",
-    "    filename = filename[:-5] + \"3.tsv\"\n",
-    "    df.to_csv(filename, sep='\\t', index=False)\n",
-    "    logger.add(key, f\"Saved the file to {filename}\")\n",
-    "\n",
-    "    # Produce a log of the counts of the blocks and trials\n",
-    "    start_trial = 1\n",
-    "    start_sub_block = 1\n",
-    "    start_row = 0\n",
-    "    end_row = -1\n",
-    "    end_trial = 0\n",
-    "    end_sub_block = 0\n",
-    "    change_block = False\n",
-    "    current_block = 1\n",
-    "    last_cond = pd.to_numeric(df.loc[0, 'cond_code'])\n",
-    "    current_cond = last_cond\n",
-    "    for idx, row in df.iterrows():\n",
-    "        if pd.to_numeric(row['cond_code']) != last_cond:\n",
-    "            end_row = idx - 1\n",
-    "            end_trial = pd.to_numeric(df.loc[end_row, 'trial'])\n",
-    "            end_sub_block = pd.to_numeric(df.loc[end_row, 'sub_block'])\n",
-    "            change_block = True\n",
-    "            current_cond = last_cond\n",
-    "\n",
-    "        if change_block and df.loc[idx, 'event_code'].astype(str) in block_markers:\n",
-    "            sub_blocks = end_sub_block - start_sub_block + 1\n",
-    "            trials = end_trial - start_trial + 1\n",
-    "            start_trial = end_trial + 1\n",
-    "            start_sub_block = end_sub_block + 1\n",
-    "            logger.add(key,\n",
-    "                   f\" Block {current_block} {start_row}:{end_row + 1} (cond_code {current_cond}): \"\n",
-    "                   f\"{sub_blocks} sub-blocks {trials} trials\")\n",
-    "\n",
-    "            change_block = False\n",
-    "            current_block = current_block + 1\n",
-    "            start_row = end_row + 1\n",
-    "        last_cond = pd.to_numeric(row['cond_code'])\n",
-    "    sub_blocks = pd.to_numeric(df[\"sub_block\"].iloc[-1]) - start_sub_block + 1\n",
-    "    trials =  pd.to_numeric(df[\"trial\"].iloc[-1]) - start_trial + 1\n",
-    "    logger.add(key,\n",
-    "               f\" Block {current_block} {start_row}:{len(df.index)} (cond_code {last_cond}): \"\n",
-    "               f\"{sub_blocks} sub-blocks {trials} trials\")\n",
-    "\n",
-    "# Print the log\n",
-    "log_string = \"\\n\\nLog output:\\n\" + logger.get_log_string()\n",
-    "error_string = \"\\n\\nERROR Summary:\\n\" + logger.get_log_string(level=\"ERROR\")\n",
-    "print(log_string)\n",
-    "print(error_string)\n",
-    "save_path = os.path.join(bids_root_path, log_file_name)\n",
-    "with open(save_path, \"w\") as fp:\n",
-    "    fp.write(f\"{log_file_name} {datetime.datetime.now()}\\n\")\n",
-    "    fp.write(log_string)\n",
-    "    fp.write(error_string)"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Add the columns and then analyze the results for errors. Save to _eventstemp3.tsv\n"
-    }
-   }
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 2
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
\ No newline at end of file
diff --git a/hedcode/jupyter_notebooks/dataset_specific_processing/attention_shift/attention_shift_06_fix_modality_code_inconsistencies.ipynb b/hedcode/jupyter_notebooks/dataset_specific_processing/attention_shift/attention_shift_06_fix_modality_code_inconsistencies.ipynb
deleted file mode 100644
index cd9f3d1..0000000
--- a/hedcode/jupyter_notebooks/dataset_specific_processing/attention_shift/attention_shift_06_fix_modality_code_inconsistencies.ipynb
+++ /dev/null
@@ -1,572 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "source": [
-    "## Fixes the final event-code inconsistencies in the shift condition for Attention Shift\n",
-    "\n",
-    "This script cross-checks for consistency in `_eventstemp3.tsv` and creates `_eventstemp4.tsv` with corrected version.\n",
-    "\n",
-    "### Checking for forbidden codes\n",
-    "       Codes 1 and 2 can appear anywhere\n",
-    "       Codes 3 through 6 should appear only in the focus condition.\n",
-    "       Codes 7 through 14 should appear only in the shift condition.\n",
-    "       Codes 199, 201, 202, and 255 are not related to condition."
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   }
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "outputs": [],
-   "source": [
-    "import os\n",
-    "import datetime\n",
-    "from hed.tools import BidsTabularDictionary, HedLogger\n",
-    "from hed.util import get_file_list, get_new_dataframe\n",
-    "\n",
-    "# Variables to set for the specific dataset\n",
-    "bids_root_path = 'G:\\AttentionShift\\AttentionShiftWorking'\n",
-    "exclude_dirs = ['sourcedata', 'stimuli', 'code']\n",
-    "entities = ('sub', 'run')\n",
-    "skip_cols = ['onset', 'duration', 'sample']\n",
-    "log_name = 'attention_shift_06_fix_modality_code_inconsistencies_log'\n",
-    "\n",
-    "# Set up the logger\n",
-    "log_file_name = f\"code/curation_logs/{log_name}.txt\"\n",
-    "logger = HedLogger(name=log_name)\n",
-    "\n",
-    "# Make the dictionary for _events_temp3\n",
-    "bids_files = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_eventstemp3\", exclude_dirs=exclude_dirs)\n",
-    "bids_dict = BidsTabularDictionary(\"Event files\", bids_files, entities=entities)"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Setup the structure and column names\n"
-    }
-   }
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "\n",
-      "Log output:\n",
-      "attention_shift_06_fix_modality_code_inconsistencies_log: Level None\n",
-      "sub-001_run-01:\n",
-      "\t[ sub-001_run-01 has 1 event code values of 9 in auditory changing to 7]\n",
-      "\t[ [2462]]\n",
-      "\t[ sub-001_run-01 has 4 event code values of 11 in visual changing to 13]\n",
-      "\t[ [883, 884, 1192, 1193]]\n",
-      "\t[ sub-001_run-01 has 7 event code values of 12 in visual changing to 14]\n",
-      "\t[ [820, 2456, 2458, 2460, 2464, 2465, 2467]]\n",
-      "\t[ sub-001_run-01 has 5 event code values of 13 in visual changing to 11]\n",
-      "\t[ [2457, 2459, 2461, 2463, 2466]]\n",
-      "\t[ Saving G:\\AttentionShift\\AttentionShiftWorking\\sub-001\\eeg\\sub-001_task-AuditoryVisualShift_run-01_eventstemp4.tsv]\n",
-      "sub-002_run-01:\n",
-      "\t[ sub-002_run-01 has 4 event code values of 11 in visual changing to 13]\n",
-      "\t[ [880, 881, 1193, 1194]]\n",
-      "\t[ sub-002_run-01 has 1 event code values of 12 in visual changing to 14]\n",
-      "\t[ [815]]\n",
-      "\t[ Saving G:\\AttentionShift\\AttentionShiftWorking\\sub-002\\eeg\\sub-002_task-AuditoryVisualShift_run-01_eventstemp4.tsv]\n",
-      "sub-003_run-01:\n",
-      "\t[ sub-003_run-01 has 4 event code values of 11 in visual changing to 13]\n",
-      "\t[ [877, 878, 1187, 1188]]\n",
-      "\t[ sub-003_run-01 has 1 event code values of 12 in visual changing to 14]\n",
-      "\t[ [814]]\n",
-      "\t[ Saving G:\\AttentionShift\\AttentionShiftWorking\\sub-003\\eeg\\sub-003_task-AuditoryVisualShift_run-01_eventstemp4.tsv]\n",
-      "sub-004_run-01:\n",
-      "\t[ Saving G:\\AttentionShift\\AttentionShiftWorking\\sub-004\\eeg\\sub-004_task-AuditoryVisualShift_run-01_eventstemp4.tsv]\n",
-      "sub-004_run-02:\n",
-      "\t[ sub-004_run-02 has 4 event code values of 11 in visual changing to 13]\n",
-      "\t[ [587, 588, 900, 901]]\n",
-      "\t[ sub-004_run-02 has 1 event code values of 12 in visual changing to 14]\n",
-      "\t[ [523]]\n",
-      "\t[ Saving G:\\AttentionShift\\AttentionShiftWorking\\sub-004\\eeg\\sub-004_task-AuditoryVisualShift_run-02_eventstemp4.tsv]\n",
-      "sub-005_run-01:\n",
-      "\t[ sub-005_run-01 has 4 event code values of 11 in visual changing to 13]\n",
-      "\t[ [827, 828, 1106, 1107]]\n",
-      "\t[ sub-005_run-01 has 1 event code values of 12 in visual changing to 14]\n",
-      "\t[ [770]]\n",
-      "\t[ Saving G:\\AttentionShift\\AttentionShiftWorking\\sub-005\\eeg\\sub-005_task-AuditoryVisualShift_run-01_eventstemp4.tsv]\n",
-      "sub-006_run-01:\n",
-      "\t[ sub-006_run-01 has 4 event code values of 11 in visual changing to 13]\n",
-      "\t[ [883, 884, 1192, 1193]]\n",
-      "\t[ sub-006_run-01 has 1 event code values of 12 in visual changing to 14]\n",
-      "\t[ [820]]\n",
-      "\t[ Saving G:\\AttentionShift\\AttentionShiftWorking\\sub-006\\eeg\\sub-006_task-AuditoryVisualShift_run-01_eventstemp4.tsv]\n",
-      "sub-007_run-01:\n",
-      "\t[ sub-007_run-01 has 1 event code values of 10 in visual changing to 8]\n",
-      "\t[ [629]]\n",
-      "\t[ sub-007_run-01 has 7 event code values of 11 in visual changing to 13]\n",
-      "\t[ [630, 632, 634, 872, 873, 1182, 1183]]\n",
-      "\t[ sub-007_run-01 has 1 event code values of 12 in visual changing to 14]\n",
-      "\t[ [809]]\n",
-      "\t[ sub-007_run-01 has 2 event code values of 14 in visual changing to 12]\n",
-      "\t[ [631, 633]]\n",
-      "\t[ Saving G:\\AttentionShift\\AttentionShiftWorking\\sub-007\\eeg\\sub-007_task-AuditoryVisualShift_run-01_eventstemp4.tsv]\n",
-      "sub-008_run-01:\n",
-      "\t[ sub-008_run-01 has 4 event code values of 11 in visual changing to 13]\n",
-      "\t[ [960, 961, 1269, 1270]]\n",
-      "\t[ sub-008_run-01 has 1 event code values of 12 in visual changing to 14]\n",
-      "\t[ [896]]\n",
-      "\t[ Saving G:\\AttentionShift\\AttentionShiftWorking\\sub-008\\eeg\\sub-008_task-AuditoryVisualShift_run-01_eventstemp4.tsv]\n",
-      "sub-009_run-01:\n",
-      "\t[ sub-009_run-01 has 4 event code values of 11 in visual changing to 13]\n",
-      "\t[ [876, 877, 1183, 1184]]\n",
-      "\t[ sub-009_run-01 has 1 event code values of 12 in visual changing to 14]\n",
-      "\t[ [813]]\n",
-      "\t[ Saving G:\\AttentionShift\\AttentionShiftWorking\\sub-009\\eeg\\sub-009_task-AuditoryVisualShift_run-01_eventstemp4.tsv]\n",
-      "sub-010_run-01:\n",
-      "\t[ sub-010_run-01 has 4 event code values of 11 in visual changing to 13]\n",
-      "\t[ [881, 882, 1194, 1195]]\n",
-      "\t[ sub-010_run-01 has 1 event code values of 12 in visual changing to 14]\n",
-      "\t[ [818]]\n",
-      "\t[ Saving G:\\AttentionShift\\AttentionShiftWorking\\sub-010\\eeg\\sub-010_task-AuditoryVisualShift_run-01_eventstemp4.tsv]\n",
-      "sub-011_run-01:\n",
-      "\t[ sub-011_run-01 has 4 event code values of 11 in visual changing to 13]\n",
-      "\t[ [921, 922, 1233, 1234]]\n",
-      "\t[ sub-011_run-01 has 1 event code values of 12 in visual changing to 14]\n",
-      "\t[ [859]]\n",
-      "\t[ Saving G:\\AttentionShift\\AttentionShiftWorking\\sub-011\\eeg\\sub-011_task-AuditoryVisualShift_run-01_eventstemp4.tsv]\n",
-      "sub-012_run-01:\n",
-      "\t[ sub-012_run-01 has 4 event code values of 11 in visual changing to 13]\n",
-      "\t[ [875, 876, 1186, 1187]]\n",
-      "\t[ sub-012_run-01 has 1 event code values of 12 in visual changing to 14]\n",
-      "\t[ [812]]\n",
-      "\t[ Saving G:\\AttentionShift\\AttentionShiftWorking\\sub-012\\eeg\\sub-012_task-AuditoryVisualShift_run-01_eventstemp4.tsv]\n",
-      "sub-013_run-01:\n",
-      "\t[ sub-013_run-01 has 4 event code values of 11 in visual changing to 13]\n",
-      "\t[ [879, 880, 1190, 1191]]\n",
-      "\t[ sub-013_run-01 has 1 event code values of 12 in visual changing to 14]\n",
-      "\t[ [815]]\n",
-      "\t[ Saving G:\\AttentionShift\\AttentionShiftWorking\\sub-013\\eeg\\sub-013_task-AuditoryVisualShift_run-01_eventstemp4.tsv]\n",
-      "sub-014_run-01:\n",
-      "\t[ sub-014_run-01 has 4 event code values of 11 in visual changing to 13]\n",
-      "\t[ [872, 873, 1179, 1180]]\n",
-      "\t[ sub-014_run-01 has 1 event code values of 12 in visual changing to 14]\n",
-      "\t[ [809]]\n",
-      "\t[ Saving G:\\AttentionShift\\AttentionShiftWorking\\sub-014\\eeg\\sub-014_task-AuditoryVisualShift_run-01_eventstemp4.tsv]\n",
-      "sub-015_run-01:\n",
-      "\t[ sub-015_run-01 has 4 event code values of 11 in visual changing to 13]\n",
-      "\t[ [877, 878, 1190, 1191]]\n",
-      "\t[ sub-015_run-01 has 1 event code values of 12 in visual changing to 14]\n",
-      "\t[ [813]]\n",
-      "\t[ Saving G:\\AttentionShift\\AttentionShiftWorking\\sub-015\\eeg\\sub-015_task-AuditoryVisualShift_run-01_eventstemp4.tsv]\n",
-      "sub-016_run-01:\n",
-      "\t[ sub-016_run-01 has 4 event code values of 11 in visual changing to 13]\n",
-      "\t[ [876, 877, 1188, 1189]]\n",
-      "\t[ sub-016_run-01 has 1 event code values of 12 in visual changing to 14]\n",
-      "\t[ [812]]\n",
-      "\t[ Saving G:\\AttentionShift\\AttentionShiftWorking\\sub-016\\eeg\\sub-016_task-AuditoryVisualShift_run-01_eventstemp4.tsv]\n",
-      "sub-017_run-01:\n",
-      "\t[ sub-017_run-01 has 4 event code values of 11 in visual changing to 13]\n",
-      "\t[ [882, 883, 1191, 1192]]\n",
-      "\t[ sub-017_run-01 has 1 event code values of 12 in visual changing to 14]\n",
-      "\t[ [818]]\n",
-      "\t[ Saving G:\\AttentionShift\\AttentionShiftWorking\\sub-017\\eeg\\sub-017_task-AuditoryVisualShift_run-01_eventstemp4.tsv]\n",
-      "sub-018_run-01:\n",
-      "\t[ sub-018_run-01 has 4 event code values of 11 in visual changing to 13]\n",
-      "\t[ [878, 879, 1189, 1190]]\n",
-      "\t[ sub-018_run-01 has 1 event code values of 12 in visual changing to 14]\n",
-      "\t[ [814]]\n",
-      "\t[ Saving G:\\AttentionShift\\AttentionShiftWorking\\sub-018\\eeg\\sub-018_task-AuditoryVisualShift_run-01_eventstemp4.tsv]\n",
-      "sub-019_run-01:\n",
-      "\t[ sub-019_run-01 has 4 event code values of 11 in visual changing to 13]\n",
-      "\t[ [300, 301, 610, 611]]\n",
-      "\t[ sub-019_run-01 has 1 event code values of 12 in visual changing to 14]\n",
-      "\t[ [236]]\n",
-      "\t[ Saving G:\\AttentionShift\\AttentionShiftWorking\\sub-019\\eeg\\sub-019_task-AuditoryVisualShift_run-01_eventstemp4.tsv]\n",
-      "sub-020_run-02:\n",
-      "\t[ sub-020_run-02 has 4 event code values of 11 in visual changing to 13]\n",
-      "\t[ [886, 887, 1197, 1198]]\n",
-      "\t[ sub-020_run-02 has 1 event code values of 12 in visual changing to 14]\n",
-      "\t[ [821]]\n",
-      "\t[ Saving G:\\AttentionShift\\AttentionShiftWorking\\sub-020\\eeg\\sub-020_task-AuditoryVisualShift_run-02_eventstemp4.tsv]\n",
-      "sub-021_run-02:\n",
-      "\t[ sub-021_run-02 has 4 event code values of 11 in visual changing to 13]\n",
-      "\t[ [878, 879, 1187, 1188]]\n",
-      "\t[ sub-021_run-02 has 1 event code values of 12 in visual changing to 14]\n",
-      "\t[ [815]]\n",
-      "\t[ Saving G:\\AttentionShift\\AttentionShiftWorking\\sub-021\\eeg\\sub-021_task-AuditoryVisualShift_run-02_eventstemp4.tsv]\n",
-      "\t[ Updating focus_modality for 576:586 from n/a to auditory]\n",
-      "\t[ Saving G:\\AttentionShift\\AttentionShiftWorking\\sub-021\\eeg\\sub-021_task-AuditoryVisualShift_run-02_eventstemp4.tsv]\n",
-      "sub-022_run-02:\n",
-      "\t[ sub-022_run-02 has 3 event code values of 7 in visual changing to 9]\n",
-      "\t[ [946, 948, 950]]\n",
-      "\t[ sub-022_run-02 has 2 event code values of 10 in visual changing to 8]\n",
-      "\t[ [1494, 1501]]\n",
-      "\t[ sub-022_run-02 has 14 event code values of 11 in visual changing to 13]\n",
-      "\t[ [947, 949, 952, 953, 954, 1201, 1202, 1489, 1491, 1493, 1496, 1499, 1500, 1506]]\n",
-      "\t[ sub-022_run-02 has 1 event code values of 12 in visual changing to 14]\n",
-      "\t[ [886]]\n",
-      "\t[ sub-022_run-02 has 6 event code values of 14 in visual changing to 12]\n",
-      "\t[ [951, 1495, 1497, 1503, 1504, 1505]]\n",
-      "\t[ Saving G:\\AttentionShift\\AttentionShiftWorking\\sub-022\\eeg\\sub-022_task-AuditoryVisualShift_run-02_eventstemp4.tsv]\n",
-      "sub-023_run-01:\n",
-      "\t[ sub-023_run-01 has 4 event code values of 11 in visual changing to 13]\n",
-      "\t[ [874, 875, 1183, 1184]]\n",
-      "\t[ sub-023_run-01 has 1 event code values of 12 in visual changing to 14]\n",
-      "\t[ [810]]\n",
-      "\t[ Saving G:\\AttentionShift\\AttentionShiftWorking\\sub-023\\eeg\\sub-023_task-AuditoryVisualShift_run-01_eventstemp4.tsv]\n",
-      "sub-024_run-01:\n",
-      "\t[ sub-024_run-01 has 4 event code values of 11 in visual changing to 13]\n",
-      "\t[ [597, 598, 911, 912]]\n",
-      "\t[ sub-024_run-01 has 1 event code values of 12 in visual changing to 14]\n",
-      "\t[ [532]]\n",
-      "\t[ Saving G:\\AttentionShift\\AttentionShiftWorking\\sub-024\\eeg\\sub-024_task-AuditoryVisualShift_run-01_eventstemp4.tsv]\n",
-      "sub-025_run-01:\n",
-      "\t[ sub-025_run-01 has 4 event code values of 11 in visual changing to 13]\n",
-      "\t[ [890, 891, 1206, 1207]]\n",
-      "\t[ sub-025_run-01 has 1 event code values of 12 in visual changing to 14]\n",
-      "\t[ [824]]\n",
-      "\t[ Saving G:\\AttentionShift\\AttentionShiftWorking\\sub-025\\eeg\\sub-025_task-AuditoryVisualShift_run-01_eventstemp4.tsv]\n",
-      "sub-026_run-01:\n",
-      "\t[ sub-026_run-01 has 2 event code values of 7 in visual changing to 9]\n",
-      "\t[ [764, 770]]\n",
-      "\t[ sub-026_run-01 has 14 event code values of 11 in visual changing to 13]\n",
-      "\t[ [759, 760, 761, 763, 766, 768, 769, 772, 773, 774, 878, 879, 1188, 1189]]\n",
-      "\t[ sub-026_run-01 has 1 event code values of 12 in visual changing to 14]\n",
-      "\t[ [813]]\n",
-      "\t[ sub-026_run-01 has 3 event code values of 14 in visual changing to 12]\n",
-      "\t[ [758, 762, 767]]\n",
-      "\t[ Saving G:\\AttentionShift\\AttentionShiftWorking\\sub-026\\eeg\\sub-026_task-AuditoryVisualShift_run-01_eventstemp4.tsv]\n",
-      "sub-027_run-01:\n",
-      "\t[ sub-027_run-01 has 1 event code values of 9 in auditory changing to 7]\n",
-      "\t[ [2443]]\n",
-      "\t[ sub-027_run-01 has 4 event code values of 11 in visual changing to 13]\n",
-      "\t[ [871, 872, 1180, 1181]]\n",
-      "\t[ sub-027_run-01 has 7 event code values of 12 in visual changing to 14]\n",
-      "\t[ [806, 2437, 2439, 2441, 2445, 2446, 2448]]\n",
-      "\t[ sub-027_run-01 has 5 event code values of 13 in visual changing to 11]\n",
-      "\t[ [2438, 2440, 2442, 2444, 2447]]\n",
-      "\t[ Saving G:\\AttentionShift\\AttentionShiftWorking\\sub-027\\eeg\\sub-027_task-AuditoryVisualShift_run-01_eventstemp4.tsv]\n",
-      "sub-028_run-01:\n",
-      "\t[ sub-028_run-01 has 4 event code values of 11 in visual changing to 13]\n",
-      "\t[ [886, 887, 1200, 1201]]\n",
-      "\t[ sub-028_run-01 has 1 event code values of 12 in visual changing to 14]\n",
-      "\t[ [822]]\n",
-      "\t[ Saving G:\\AttentionShift\\AttentionShiftWorking\\sub-028\\eeg\\sub-028_task-AuditoryVisualShift_run-01_eventstemp4.tsv]\n",
-      "sub-028_run-02:\n",
-      "\t[ Saving G:\\AttentionShift\\AttentionShiftWorking\\sub-028\\eeg\\sub-028_task-AuditoryVisualShift_run-02_eventstemp4.tsv]\n",
-      "sub-029_run-01:\n",
-      "\t[ sub-029_run-01 has 4 event code values of 11 in visual changing to 13]\n",
-      "\t[ [877, 878, 1190, 1191]]\n",
-      "\t[ sub-029_run-01 has 1 event code values of 12 in visual changing to 14]\n",
-      "\t[ [813]]\n",
-      "\t[ Saving G:\\AttentionShift\\AttentionShiftWorking\\sub-029\\eeg\\sub-029_task-AuditoryVisualShift_run-01_eventstemp4.tsv]\n",
-      "sub-030_run-01:\n",
-      "\t[ sub-030_run-01 has 4 event code values of 11 in visual changing to 13]\n",
-      "\t[ [909, 910, 1227, 1228]]\n",
-      "\t[ sub-030_run-01 has 1 event code values of 12 in visual changing to 14]\n",
-      "\t[ [844]]\n",
-      "\t[ Saving G:\\AttentionShift\\AttentionShiftWorking\\sub-030\\eeg\\sub-030_task-AuditoryVisualShift_run-01_eventstemp4.tsv]\n",
-      "sub-031_run-01:\n",
-      "\t[ sub-031_run-01 has 4 event code values of 11 in visual changing to 13]\n",
-      "\t[ [974, 975, 1307, 1308]]\n",
-      "\t[ sub-031_run-01 has 1 event code values of 12 in visual changing to 14]\n",
-      "\t[ [904]]\n",
-      "\t[ Saving G:\\AttentionShift\\AttentionShiftWorking\\sub-031\\eeg\\sub-031_task-AuditoryVisualShift_run-01_eventstemp4.tsv]\n",
-      "sub-032_run-01:\n",
-      "\t[ sub-032_run-01 has 4 event code values of 11 in visual changing to 13]\n",
-      "\t[ [879, 880, 1190, 1191]]\n",
-      "\t[ sub-032_run-01 has 1 event code values of 12 in visual changing to 14]\n",
-      "\t[ [816]]\n",
-      "\t[ Saving G:\\AttentionShift\\AttentionShiftWorking\\sub-032\\eeg\\sub-032_task-AuditoryVisualShift_run-01_eventstemp4.tsv]\n",
-      "sub-033_run-01:\n",
-      "\t[ sub-033_run-01 has 4 event code values of 11 in visual changing to 13]\n",
-      "\t[ [901, 902, 1230, 1231]]\n",
-      "\t[ sub-033_run-01 has 1 event code values of 12 in visual changing to 14]\n",
-      "\t[ [835]]\n",
-      "\t[ Saving G:\\AttentionShift\\AttentionShiftWorking\\sub-033\\eeg\\sub-033_task-AuditoryVisualShift_run-01_eventstemp4.tsv]\n",
-      "sub-034_run-01:\n",
-      "\t[ sub-034_run-01 has 4 event code values of 11 in visual changing to 13]\n",
-      "\t[ [878, 879, 1189, 1190]]\n",
-      "\t[ sub-034_run-01 has 1 event code values of 12 in visual changing to 14]\n",
-      "\t[ [814]]\n",
-      "\t[ Saving G:\\AttentionShift\\AttentionShiftWorking\\sub-034\\eeg\\sub-034_task-AuditoryVisualShift_run-01_eventstemp4.tsv]\n",
-      "sub-035_run-01:\n",
-      "\t[ sub-035_run-01 has 4 event code values of 11 in visual changing to 13]\n",
-      "\t[ [333, 334, 677, 678]]\n",
-      "\t[ sub-035_run-01 has 1 event code values of 12 in visual changing to 14]\n",
-      "\t[ [264]]\n",
-      "\t[ Saving G:\\AttentionShift\\AttentionShiftWorking\\sub-035\\eeg\\sub-035_task-AuditoryVisualShift_run-01_eventstemp4.tsv]\n",
-      "sub-036_run-01:\n",
-      "\t[ Saving G:\\AttentionShift\\AttentionShiftWorking\\sub-036\\eeg\\sub-036_task-AuditoryVisualShift_run-01_eventstemp4.tsv]\n",
-      "sub-036_run-02:\n",
-      "\t[ sub-036_run-02 has 4 event code values of 11 in visual changing to 13]\n",
-      "\t[ [600, 601, 916, 917]]\n",
-      "\t[ sub-036_run-02 has 1 event code values of 12 in visual changing to 14]\n",
-      "\t[ [535]]\n",
-      "\t[ Saving G:\\AttentionShift\\AttentionShiftWorking\\sub-036\\eeg\\sub-036_task-AuditoryVisualShift_run-02_eventstemp4.tsv]\n",
-      "sub-037_run-01:\n",
-      "\t[ sub-037_run-01 has 4 event code values of 11 in visual changing to 13]\n",
-      "\t[ [911, 912, 1219, 1220]]\n",
-      "\t[ sub-037_run-01 has 1 event code values of 12 in visual changing to 14]\n",
-      "\t[ [847]]\n",
-      "\t[ Saving G:\\AttentionShift\\AttentionShiftWorking\\sub-037\\eeg\\sub-037_task-AuditoryVisualShift_run-01_eventstemp4.tsv]\n",
-      "sub-038_run-01:\n",
-      "\t[ sub-038_run-01 has 4 event code values of 11 in visual changing to 13]\n",
-      "\t[ [873, 874, 1182, 1183]]\n",
-      "\t[ sub-038_run-01 has 1 event code values of 12 in visual changing to 14]\n",
-      "\t[ [812]]\n",
-      "\t[ Saving G:\\AttentionShift\\AttentionShiftWorking\\sub-038\\eeg\\sub-038_task-AuditoryVisualShift_run-01_eventstemp4.tsv]\n",
-      "sub-039_run-01:\n",
-      "\t[ sub-039_run-01 has 4 event code values of 11 in visual changing to 13]\n",
-      "\t[ [870, 871, 1176, 1177]]\n",
-      "\t[ sub-039_run-01 has 1 event code values of 12 in visual changing to 14]\n",
-      "\t[ [806]]\n",
-      "\t[ Saving G:\\AttentionShift\\AttentionShiftWorking\\sub-039\\eeg\\sub-039_task-AuditoryVisualShift_run-01_eventstemp4.tsv]\n",
-      "sub-040_run-01:\n",
-      "\t[ sub-040_run-01 has 4 event code values of 11 in visual changing to 13]\n",
-      "\t[ [883, 884, 1195, 1196]]\n",
-      "\t[ sub-040_run-01 has 1 event code values of 12 in visual changing to 14]\n",
-      "\t[ [819]]\n",
-      "\t[ Saving G:\\AttentionShift\\AttentionShiftWorking\\sub-040\\eeg\\sub-040_task-AuditoryVisualShift_run-01_eventstemp4.tsv]\n",
-      "sub-041_run-01:\n",
-      "\t[ sub-041_run-01 has 4 event code values of 11 in visual changing to 13]\n",
-      "\t[ [895, 896, 1205, 1206]]\n",
-      "\t[ sub-041_run-01 has 1 event code values of 12 in visual changing to 14]\n",
-      "\t[ [829]]\n",
-      "\t[ Saving G:\\AttentionShift\\AttentionShiftWorking\\sub-041\\eeg\\sub-041_task-AuditoryVisualShift_run-01_eventstemp4.tsv]\n",
-      "sub-042_run-01:\n",
-      "\t[ sub-042_run-01 has 1 event code values of 8 in auditory changing to 10]\n",
-      "\t[ [724]]\n",
-      "\t[ sub-042_run-01 has 1 event code values of 9 in auditory changing to 7]\n",
-      "\t[ [726]]\n",
-      "\t[ sub-042_run-01 has 4 event code values of 11 in visual changing to 13]\n",
-      "\t[ [904, 905, 1222, 1223]]\n",
-      "\t[ sub-042_run-01 has 6 event code values of 12 in visual changing to 14]\n",
-      "\t[ [721, 723, 727, 728, 730, 838]]\n",
-      "\t[ sub-042_run-01 has 3 event code values of 13 in visual changing to 11]\n",
-      "\t[ [720, 725, 729]]\n",
-      "\t[ Saving G:\\AttentionShift\\AttentionShiftWorking\\sub-042\\eeg\\sub-042_task-AuditoryVisualShift_run-01_eventstemp4.tsv]\n",
-      "sub-043_run-01:\n",
-      "\t[ sub-043_run-01 has 4 event code values of 11 in visual changing to 13]\n",
-      "\t[ [889, 890, 1210, 1211]]\n",
-      "\t[ sub-043_run-01 has 1 event code values of 12 in visual changing to 14]\n",
-      "\t[ [825]]\n",
-      "\t[ Saving G:\\AttentionShift\\AttentionShiftWorking\\sub-043\\eeg\\sub-043_task-AuditoryVisualShift_run-01_eventstemp4.tsv]\n",
-      "sub-044_run-01:\n",
-      "\t[ sub-044_run-01 has 4 event code values of 11 in visual changing to 13]\n",
-      "\t[ [891, 892, 1204, 1205]]\n",
-      "\t[ sub-044_run-01 has 1 event code values of 12 in visual changing to 14]\n",
-      "\t[ [827]]\n",
-      "\t[ Saving G:\\AttentionShift\\AttentionShiftWorking\\sub-044\\eeg\\sub-044_task-AuditoryVisualShift_run-01_eventstemp4.tsv]\n",
-      "sub-045_run-01:\n",
-      "\t[ sub-045_run-01 has 4 event code values of 11 in visual changing to 13]\n",
-      "\t[ [889, 890, 1207, 1208]]\n",
-      "\t[ sub-045_run-01 has 1 event code values of 12 in visual changing to 14]\n",
-      "\t[ [825]]\n",
-      "\t[ Saving G:\\AttentionShift\\AttentionShiftWorking\\sub-045\\eeg\\sub-045_task-AuditoryVisualShift_run-01_eventstemp4.tsv]\n",
-      "sub-046_run-01:\n",
-      "\t[ sub-046_run-01 has 4 event code values of 11 in visual changing to 13]\n",
-      "\t[ [913, 914, 1226, 1227]]\n",
-      "\t[ sub-046_run-01 has 1 event code values of 12 in visual changing to 14]\n",
-      "\t[ [849]]\n",
-      "\t[ Saving G:\\AttentionShift\\AttentionShiftWorking\\sub-046\\eeg\\sub-046_task-AuditoryVisualShift_run-01_eventstemp4.tsv]\n",
-      "sub-047_run-01:\n",
-      "\t[ sub-047_run-01 has 4 event code values of 11 in visual changing to 13]\n",
-      "\t[ [896, 897, 1218, 1219]]\n",
-      "\t[ sub-047_run-01 has 1 event code values of 12 in visual changing to 14]\n",
-      "\t[ [832]]\n",
-      "\t[ Saving G:\\AttentionShift\\AttentionShiftWorking\\sub-047\\eeg\\sub-047_task-AuditoryVisualShift_run-01_eventstemp4.tsv]\n",
-      "sub-048_run-01:\n",
-      "\t[ sub-048_run-01 has 6 event code values of 11 in visual changing to 13]\n",
-      "\t[ [1161, 1162, 1184, 1185, 1493, 1494]]\n",
-      "\t[ sub-048_run-01 has 1 event code values of 12 in visual changing to 14]\n",
-      "\t[ [1098]]\n",
-      "\t[ Saving G:\\AttentionShift\\AttentionShiftWorking\\sub-048\\eeg\\sub-048_task-AuditoryVisualShift_run-01_eventstemp4.tsv]\n",
-      "sub-049_run-01:\n",
-      "\t[ sub-049_run-01 has 1 event code values of 8 in auditory changing to 10]\n",
-      "\t[ [629]]\n",
-      "\t[ sub-049_run-01 has 1 event code values of 9 in auditory changing to 7]\n",
-      "\t[ [626]]\n",
-      "\t[ sub-049_run-01 has 4 event code values of 11 in visual changing to 13]\n",
-      "\t[ [912, 913, 1222, 1223]]\n",
-      "\t[ sub-049_run-01 has 6 event code values of 12 in visual changing to 14]\n",
-      "\t[ [625, 628, 630, 633, 634, 849]]\n",
-      "\t[ sub-049_run-01 has 2 event code values of 13 in visual changing to 11]\n",
-      "\t[ [627, 632]]\n",
-      "\t[ Saving G:\\AttentionShift\\AttentionShiftWorking\\sub-049\\eeg\\sub-049_task-AuditoryVisualShift_run-01_eventstemp4.tsv]\n",
-      "\n",
-      "\n",
-      "ERROR Summary:\n",
-      "attention_shift_06_fix_modality_code_inconsistencies_log: Level ERROR\n",
-      "sub-001_run-01:\n",
-      "sub-002_run-01:\n",
-      "sub-003_run-01:\n",
-      "sub-004_run-01:\n",
-      "sub-004_run-02:\n",
-      "sub-005_run-01:\n",
-      "sub-006_run-01:\n",
-      "sub-007_run-01:\n",
-      "sub-008_run-01:\n",
-      "sub-009_run-01:\n",
-      "sub-010_run-01:\n",
-      "sub-011_run-01:\n",
-      "sub-012_run-01:\n",
-      "sub-013_run-01:\n",
-      "sub-014_run-01:\n",
-      "sub-015_run-01:\n",
-      "sub-016_run-01:\n",
-      "sub-017_run-01:\n",
-      "sub-018_run-01:\n",
-      "sub-019_run-01:\n",
-      "sub-020_run-02:\n",
-      "sub-021_run-02:\n",
-      "sub-022_run-02:\n",
-      "sub-023_run-01:\n",
-      "sub-024_run-01:\n",
-      "sub-025_run-01:\n",
-      "sub-026_run-01:\n",
-      "sub-027_run-01:\n",
-      "sub-028_run-01:\n",
-      "sub-028_run-02:\n",
-      "sub-029_run-01:\n",
-      "sub-030_run-01:\n",
-      "sub-031_run-01:\n",
-      "sub-032_run-01:\n",
-      "sub-033_run-01:\n",
-      "sub-034_run-01:\n",
-      "sub-035_run-01:\n",
-      "sub-036_run-01:\n",
-      "sub-036_run-02:\n",
-      "sub-037_run-01:\n",
-      "sub-038_run-01:\n",
-      "sub-039_run-01:\n",
-      "sub-040_run-01:\n",
-      "sub-041_run-01:\n",
-      "sub-042_run-01:\n",
-      "sub-043_run-01:\n",
-      "sub-044_run-01:\n",
-      "sub-045_run-01:\n",
-      "sub-046_run-01:\n",
-      "sub-047_run-01:\n",
-      "sub-048_run-01:\n",
-      "sub-049_run-01:\n"
-     ]
-    }
-   ],
-   "source": [
-    "for key, file, rowcount, columns in bids_dict.iter_tsv_info():\n",
-    "    filename = file.file_path\n",
-    "    df_bids = get_new_dataframe(filename)\n",
-    "    shift_cond_mask = df_bids['cond_code'].map(str).isin(['3'])\n",
-    "    visual_shift_mask = shift_cond_mask & df_bids['focus_modality'].map(str).isin(['visual'])\n",
-    "    auditory_shift_mask = shift_cond_mask & df_bids['focus_modality'].map(str).isin(['auditory'])\n",
-    "\n",
-    "    bad_7 = visual_shift_mask & df_bids['event_code'].map(str).isin(['7'])\n",
-    "    if sum(bad_7):\n",
-    "        df_bids.loc[df_bids.index[bad_7], 'event_code'] = '9'\n",
-    "        logger.add(key, f\"{key} has {sum(bad_7)} event code values of 7 in visual changing to 9\")\n",
-    "        logger.add(key, f\"{str(list(df_bids.index[bad_7]))}\")\n",
-    "\n",
-    "    bad_8 = auditory_shift_mask & df_bids['event_code'].map(str).isin(['8'])\n",
-    "    if sum(bad_8):\n",
-    "        df_bids.loc[df_bids.index[bad_8], 'event_code'] = '10'\n",
-    "        logger.add(key, f\"{key} has {sum(bad_8)} event code values of 8 in auditory changing to 10\")\n",
-    "        logger.add(key, f\"{str(list(df_bids.index[bad_8]))}\")\n",
-    "\n",
-    "    bad_9 = auditory_shift_mask & df_bids['event_code'].map(str).isin(['9'])\n",
-    "    if sum(bad_9):\n",
-    "        df_bids.loc[df_bids.index[bad_9], 'event_code'] = '7'\n",
-    "        logger.add(key, f\"{key} has {sum(bad_9)} event code values of 9 in auditory changing to 7\")\n",
-    "        logger.add(key, f\"{str(list(df_bids.index[bad_9]))}\")\n",
-    "\n",
-    "    bad_10 = visual_shift_mask & df_bids['event_code'].map(str).isin(['10'])\n",
-    "    if sum(bad_10):\n",
-    "        df_bids.loc[df_bids.index[bad_10], 'event_code'] = '8'\n",
-    "        logger.add(key, f\"{key} has {sum(bad_10)} event code values of 10 in visual changing to 8\")\n",
-    "        logger.add(key, f\"{str(list(df_bids.index[bad_10]))}\")\n",
-    "\n",
-    "    bad_11 = visual_shift_mask & df_bids['event_code'].map(str).isin(['11'])\n",
-    "    if sum(bad_11):\n",
-    "        df_bids.loc[df_bids.index[bad_11], 'event_code'] = '13'\n",
-    "        logger.add(key, f\"{key} has {sum(bad_11)} event code values of 11 in visual changing to 13\")\n",
-    "        logger.add(key, f\"{str(list(df_bids.index[bad_11]))}\")\n",
-    "\n",
-    "    bad_12 = auditory_shift_mask & df_bids['event_code'].map(str).isin(['12'])\n",
-    "    if sum(bad_12):\n",
-    "        df_bids.loc[df_bids.index[bad_12], 'event_code'] = '14'\n",
-    "        logger.add(key, f\"{key} has {sum(bad_12)} event code values of 12 in visual changing to 14\")\n",
-    "        logger.add(key, f\"{str(list(df_bids.index[bad_12]))}\")\n",
-    "\n",
-    "    bad_13 = auditory_shift_mask & df_bids['event_code'].map(str).isin(['13'])\n",
-    "    if sum(bad_13):\n",
-    "        df_bids.loc[df_bids.index[bad_13], 'event_code'] = '11'\n",
-    "        logger.add(key, f\"{key} has {sum(bad_13)} event code values of 13 in visual changing to 11\")\n",
-    "        logger.add(key, f\"{str(list(df_bids.index[bad_13]))}\")\n",
-    "\n",
-    "    bad_14 = visual_shift_mask & df_bids['event_code'].map(str).isin(['14'])\n",
-    "    if sum(bad_14):\n",
-    "        df_bids.loc[df_bids.index[bad_14], 'event_code'] = '12'\n",
-    "        logger.add(key, f\"{key} has {sum(bad_14)} event code values of 14 in visual changing to 12\")\n",
-    "        logger.add(key, f\"{str(list(df_bids.index[bad_14]))}\")\n",
-    "    filename_new = filename[:-5] + \"4.tsv\"\n",
-    "    df_bids.to_csv(filename_new , sep='\\t', index=False)\n",
-    "    logger.add(key, f\"Saving {filename_new}\")\n",
-    "\n",
-    "# Now fix subject 021 run 2 with missing shift code\n",
-    "key = 'sub-021_run-02'\n",
-    "filename = bids_dict.get_file_path(key)\n",
-    "filename_new = filename[:-5] + \"4.tsv\"\n",
-    "df = get_new_dataframe(filename_new)\n",
-    "df.loc[df.index[576:586], 'focus_modality'] = 'auditory'\n",
-    "logger.add(key, \"Updating focus_modality for 576:586 from n/a to auditory\")\n",
-    "logger.add(key, f\"Saving {filename_new}\")\n",
-    "df.to_csv(filename_new, sep='\\t', index=False)\n",
-    "\n",
-    "# Output and save the log\n",
-    "log_string = \"\\n\\nLog output:\\n\" + logger.get_log_string()\n",
-    "error_string = \"\\n\\nERROR Summary:\\n\" + logger.get_log_string(level=\"ERROR\")\n",
-    "print(log_string)\n",
-    "print(error_string)\n",
-    "\n",
-    "save_path = os.path.join(bids_root_path, log_file_name)\n",
-    "with open(save_path, \"w\") as fp:\n",
-    "    fp.write(f\"{log_file_name} {datetime.datetime.now()}\\n\")\n",
-    "    fp.write(log_string)\n",
-    "    fp.write(error_string)\n"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Find which studies have bad codes\n"
-    }
-   }
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 2
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
\ No newline at end of file
diff --git a/hedcode/jupyter_notebooks/dataset_specific_processing/attention_shift/attention_shift_07_final_consistency_check.ipynb b/hedcode/jupyter_notebooks/dataset_specific_processing/attention_shift/attention_shift_07_final_consistency_check.ipynb
deleted file mode 100644
index 7bde740..0000000
--- a/hedcode/jupyter_notebooks/dataset_specific_processing/attention_shift/attention_shift_07_final_consistency_check.ipynb
+++ /dev/null
@@ -1,159 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "source": [
-    "## Checks that the event codes are consistent with conditions for Attention Shift\n",
-    "\n",
-    "This script cross-checks for consistency in `_eventstemp4.tsv` after\n",
-    "all corrections have been made notebook.\n",
-    "\n",
-    "### Checking for forbidden codes\n",
-    "       Codes 1 and 2 can appear anywhere\n",
-    "       Codes 3 through 6 should appear only in the focus condition.\n",
-    "       Codes 7 through 14 should appear only in the shift condition.\n",
-    "       Codes 199, 201, 202, and 255 are not related to condition."
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   }
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "outputs": [],
-   "source": [
-    "import os\n",
-    "import datetime\n",
-    "from hed.tools import BidsTabularDictionary, HedLogger\n",
-    "from hed.util import get_file_list, get_new_dataframe\n",
-    "\n",
-    "# Variables to set for the specific dataset\n",
-    "bids_root_path = 'G:\\AttentionShift\\AttentionShiftWorking'\n",
-    "exclude_dirs = ['sourcedata', 'stimuli', 'code']\n",
-    "entities = ('sub', 'run')\n",
-    "skip_cols = ['onset', 'duration', 'sample']\n",
-    "log_name = 'attention_shift_07_final_consistency_check_log'\n",
-    "\n",
-    "# Set up the logger\n",
-    "log_file_name = f\"code/curation_logs/{log_name}.txt\"\n",
-    "logger = HedLogger(name=log_name)\n",
-    "\n",
-    "# Construct the event file dictionary\n",
-    "bids_files = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_eventstemp4\", exclude_dirs=exclude_dirs)\n",
-    "bids_dict = BidsTabularDictionary(\"Event files\", bids_files, entities=entities)"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Setup the structure and column names\n"
-    }
-   }
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "\n",
-      "Log output:\n",
-      "attention_shift_07_final_consistency_check_log: Level None\n",
-      "sub-005_run-01:\n",
-      "\t[ sub-005_run-01 has 6 event_code values of 255]\n",
-      "\t[ [266, 267, 268, 269, 270, 271]]\n",
-      "\n",
-      "\n",
-      "ERROR Summary:\n",
-      "attention_shift_07_final_consistency_check_log: Level ERROR\n",
-      "sub-005_run-01:\n"
-     ]
-    }
-   ],
-   "source": [
-    "for key, file, rowcount, columns in bids_dict.iter_tsv_info():\n",
-    "    df_bids = get_new_dataframe(file.file_path)\n",
-    "\n",
-    "    focus_cond_mask = df_bids['cond_code'].map(str).isin(['1', '2'])\n",
-    "    shift_cond_mask = df_bids['cond_code'].map(str).isin(['3'])\n",
-    "    focus_event_mask = df_bids['event_code'].map(str).isin(['3', '4', '5', '6'])\n",
-    "    shift_event_mask = df_bids['event_code'].map(str).isin(['7', '8', '9', '10', '11', '12', '13', '14'])\n",
-    "    bad_focus = sum(focus_cond_mask & shift_event_mask)\n",
-    "    if bad_focus:\n",
-    "        indices = df_bids.index[focus_cond_mask & shift_event_mask]\n",
-    "        logger.add(key, f\"{key} has {bad_focus} shift event codes in a focus condition\")\n",
-    "        logger.add(key, f\"{str(list(indices))}\")\n",
-    "    bad_shift = sum(shift_cond_mask & focus_event_mask)\n",
-    "    if bad_shift:\n",
-    "        indices = df_bids.index[shift_cond_mask & focus_event_mask]\n",
-    "        logger.add(key, f\"{key} has {bad_shift} focus event codes in a shift condition\")\n",
-    "        logger.add(key, f\"{str(list(indices))}\")\n",
-    "    bad_cond_mask = df_bids['cond_code'].map(str).isin(['0'])\n",
-    "    if sum(bad_cond_mask):\n",
-    "        logger.add(key, f\"{key} has {sum(bad_cond_mask)} cond_code values of 0\")\n",
-    "        logger.add(key, f\"{str(list(df_bids.index[bad_cond_mask]))}\")\n",
-    "    unknown_mask = df_bids['event_code'].map(str).isin(['255'])\n",
-    "    if sum(unknown_mask):\n",
-    "        logger.add(key, f\"{key} has {sum(unknown_mask)} event_code values of 255\")\n",
-    "        logger.add(key, f\"{str(list(df_bids.index[unknown_mask]))}\")\n",
-    "    auditory_shift_mask = df_bids['event_code'].map(str).isin(['7', '10', '11',  '14'])\n",
-    "    visual_shift_mask = df_bids['event_code'].map(str).isin(['8', '9', '12', '13'])\n",
-    "    visual_mask = df_bids['focus_modality'].map(str).isin(['visual', 'n/a'])\n",
-    "    auditory_mask = df_bids['focus_modality'].map(str).isin(['auditory', 'n/a'])\n",
-    "    bad_visual = shift_cond_mask & auditory_mask & visual_shift_mask\n",
-    "    if sum(bad_visual):\n",
-    "        logger.add(key, f\"{key} has {sum(bad_visual)} visual event_code values in auditory focus modality\")\n",
-    "        logger.add(key, f\"{str(list(df_bids.index[bad_visual]))}\")\n",
-    "    bad_auditory = shift_cond_mask & visual_mask & auditory_shift_mask\n",
-    "    if sum(bad_auditory):\n",
-    "        logger.add(key, f\"{key} has {sum(bad_auditory)} auditory event_code values in visual focus modality\")\n",
-    "        logger.add(key, f\"{str(list(df_bids.index[bad_auditory]))}\")\n",
-    "\n",
-    "# Output and save the log\n",
-    "log_string = \"\\n\\nLog output:\\n\" + logger.get_log_string()\n",
-    "error_string = \"\\n\\nERROR Summary:\\n\" + logger.get_log_string(level=\"ERROR\")\n",
-    "print(log_string)\n",
-    "print(error_string)\n",
-    "\n",
-    "save_path = os.path.join(bids_root_path, log_file_name)\n",
-    "with open(save_path, \"w\") as fp:\n",
-    "    fp.write(f\"{log_file_name} {datetime.datetime.now()}\\n\")\n",
-    "    fp.write(log_string)\n",
-    "    fp.write(error_string)"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Find which studies have bad codes\n"
-    }
-   }
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 2
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
\ No newline at end of file
diff --git a/hedcode/jupyter_notebooks/dataset_specific_processing/attention_shift/attention_shift_08_remove_files.ipynb b/hedcode/jupyter_notebooks/dataset_specific_processing/attention_shift/attention_shift_08_remove_files.ipynb
deleted file mode 100644
index 7aeaa59..0000000
--- a/hedcode/jupyter_notebooks/dataset_specific_processing/attention_shift/attention_shift_08_remove_files.ipynb
+++ /dev/null
@@ -1,732 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "collapsed": true,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   },
-   "source": [
-    "## Remove the extra files\n",
-    "\n",
-    "This script assumes that you have copied the AttentionShiftWorking directory into\n",
-    "the AttentionShiftWorkingPhaseTwo directory.\n",
-    "\n",
-    "This script removes `_events.tsv` and renames `_eventstemp4.tsv` to `_events.tsv`.\n",
-    "The script then removes `_eventstemp1.tsv`, `_eventstemp2.tsv`, `_eventstemp3.tsv`,\n",
-    "and some datasets that have `_eventstemp5.tsv`."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "outputs": [],
-   "source": [
-    "import os\n",
-    "import datetime\n",
-    "from hed.tools import BidsTabularDictionary, HedLogger\n",
-    "from hed.util import get_file_list\n",
-    "\n",
-    "# Variables to set for the specific dataset\n",
-    "bids_root_path = 'G:\\AttentionShift\\AttentionShiftWorkingPhaseTwo'\n",
-    "exclude_dirs = ['sourcedata', 'stimuli', 'code']\n",
-    "entities = ('sub', 'run')\n",
-    "skip_cols = ['onset', 'duration', 'sample']\n",
-    "log_name = 'attention_shift_08_remove_files_log'\n",
-    "\n",
-    "# Set up the logger\n",
-    "log_file_name = f\"code/curation_logs/{log_name}.txt\"\n",
-    "logger = HedLogger(name=log_name)\n",
-    "\n",
-    "# Make sure that there actually are temp_files to move\n",
-    "temp_files = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_eventstemp\", exclude_dirs=exclude_dirs)\n",
-    "if not temp_files:\n",
-    "    raise Exception(\"There are no eventstemp files to move to events\")\n",
-    "\n",
-    "# Construct the event file dictionaries for the BIDS and for EEG.event files\n",
-    "bids_files = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_events\",\n",
-    "                           exclude_dirs=exclude_dirs)\n",
-    "bids_dict = BidsTabularDictionary(\"BIDS event files\", bids_files, entities=entities)"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Run the script\n"
-    }
-   }
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "\n",
-      "Log output:\n",
-      "attention_shift_08_remove_files_log: Level None\n",
-      "sub-001_run-01:\n",
-      "\t[ Removed sub-001_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Removed sub-001_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Removed sub-001_task-AuditoryVisualShift_run-01_eventstemp1.tsv]\n",
-      "\t[ Removed sub-001_task-AuditoryVisualShift_run-01_eventstemp2.tsv]\n",
-      "\t[ Removed sub-001_task-AuditoryVisualShift_run-01_eventstemp3.tsv]\n",
-      "\t[ Renamed sub-001_task-AuditoryVisualShift_run-01_eventstemp4.tsv\n",
-      "\t\tto sub-001_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "sub-002_run-01:\n",
-      "\t[ Removed sub-002_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Removed sub-002_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Removed sub-002_task-AuditoryVisualShift_run-01_eventstemp1.tsv]\n",
-      "\t[ Removed sub-002_task-AuditoryVisualShift_run-01_eventstemp2.tsv]\n",
-      "\t[ Removed sub-002_task-AuditoryVisualShift_run-01_eventstemp3.tsv]\n",
-      "\t[ Renamed sub-002_task-AuditoryVisualShift_run-01_eventstemp4.tsv\n",
-      "\t\tto sub-002_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "sub-003_run-01:\n",
-      "\t[ Removed sub-003_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Removed sub-003_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Removed sub-003_task-AuditoryVisualShift_run-01_eventstemp1.tsv]\n",
-      "\t[ Removed sub-003_task-AuditoryVisualShift_run-01_eventstemp2.tsv]\n",
-      "\t[ Removed sub-003_task-AuditoryVisualShift_run-01_eventstemp3.tsv]\n",
-      "\t[ Renamed sub-003_task-AuditoryVisualShift_run-01_eventstemp4.tsv\n",
-      "\t\tto sub-003_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "sub-004_run-01:\n",
-      "\t[ Removed sub-004_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Removed sub-004_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Removed sub-004_task-AuditoryVisualShift_run-01_eventstemp1.tsv]\n",
-      "\t[ Removed sub-004_task-AuditoryVisualShift_run-01_eventstemp2.tsv]\n",
-      "\t[ Removed sub-004_task-AuditoryVisualShift_run-01_eventstemp3.tsv]\n",
-      "\t[ Renamed sub-004_task-AuditoryVisualShift_run-01_eventstemp4.tsv\n",
-      "\t\tto sub-004_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "sub-004_run-02:\n",
-      "\t[ Removed sub-004_task-AuditoryVisualShift_run-02_events.tsv]\n",
-      "\t[ Removed sub-004_task-AuditoryVisualShift_run-02_eventstemp.tsv]\n",
-      "\t[ Removed sub-004_task-AuditoryVisualShift_run-02_eventstemp1.tsv]\n",
-      "\t[ Removed sub-004_task-AuditoryVisualShift_run-02_eventstemp2.tsv]\n",
-      "\t[ Removed sub-004_task-AuditoryVisualShift_run-02_eventstemp3.tsv]\n",
-      "\t[ Renamed sub-004_task-AuditoryVisualShift_run-02_eventstemp4.tsv\n",
-      "\t\tto sub-004_task-AuditoryVisualShift_run-02_events.tsv]\n",
-      "sub-005_run-01:\n",
-      "\t[ Removed sub-005_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Removed sub-005_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Removed sub-005_task-AuditoryVisualShift_run-01_eventstemp1.tsv]\n",
-      "\t[ Removed sub-005_task-AuditoryVisualShift_run-01_eventstemp2.tsv]\n",
-      "\t[ Removed sub-005_task-AuditoryVisualShift_run-01_eventstemp3.tsv]\n",
-      "\t[ Renamed sub-005_task-AuditoryVisualShift_run-01_eventstemp4.tsv\n",
-      "\t\tto sub-005_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "sub-006_run-01:\n",
-      "\t[ Removed sub-006_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Removed sub-006_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Removed sub-006_task-AuditoryVisualShift_run-01_eventstemp1.tsv]\n",
-      "\t[ Removed sub-006_task-AuditoryVisualShift_run-01_eventstemp2.tsv]\n",
-      "\t[ Removed sub-006_task-AuditoryVisualShift_run-01_eventstemp3.tsv]\n",
-      "\t[ Renamed sub-006_task-AuditoryVisualShift_run-01_eventstemp4.tsv\n",
-      "\t\tto sub-006_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "sub-007_run-01:\n",
-      "\t[ Removed sub-007_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Removed sub-007_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Removed sub-007_task-AuditoryVisualShift_run-01_eventstemp1.tsv]\n",
-      "\t[ Removed sub-007_task-AuditoryVisualShift_run-01_eventstemp2.tsv]\n",
-      "\t[ Removed sub-007_task-AuditoryVisualShift_run-01_eventstemp3.tsv]\n",
-      "\t[ Renamed sub-007_task-AuditoryVisualShift_run-01_eventstemp4.tsv\n",
-      "\t\tto sub-007_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "sub-008_run-01:\n",
-      "\t[ Removed sub-008_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Removed sub-008_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Removed sub-008_task-AuditoryVisualShift_run-01_eventstemp1.tsv]\n",
-      "\t[ Removed sub-008_task-AuditoryVisualShift_run-01_eventstemp2.tsv]\n",
-      "\t[ Removed sub-008_task-AuditoryVisualShift_run-01_eventstemp3.tsv]\n",
-      "\t[ Renamed sub-008_task-AuditoryVisualShift_run-01_eventstemp4.tsv\n",
-      "\t\tto sub-008_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "sub-009_run-01:\n",
-      "\t[ Removed sub-009_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Removed sub-009_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Removed sub-009_task-AuditoryVisualShift_run-01_eventstemp1.tsv]\n",
-      "\t[ Removed sub-009_task-AuditoryVisualShift_run-01_eventstemp2.tsv]\n",
-      "\t[ Removed sub-009_task-AuditoryVisualShift_run-01_eventstemp3.tsv]\n",
-      "\t[ Renamed sub-009_task-AuditoryVisualShift_run-01_eventstemp4.tsv\n",
-      "\t\tto sub-009_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "sub-010_run-01:\n",
-      "\t[ Removed sub-010_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Removed sub-010_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Removed sub-010_task-AuditoryVisualShift_run-01_eventstemp1.tsv]\n",
-      "\t[ Removed sub-010_task-AuditoryVisualShift_run-01_eventstemp2.tsv]\n",
-      "\t[ Removed sub-010_task-AuditoryVisualShift_run-01_eventstemp3.tsv]\n",
-      "\t[ Renamed sub-010_task-AuditoryVisualShift_run-01_eventstemp4.tsv\n",
-      "\t\tto sub-010_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "sub-011_run-01:\n",
-      "\t[ Removed sub-011_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Removed sub-011_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Removed sub-011_task-AuditoryVisualShift_run-01_eventstemp1.tsv]\n",
-      "\t[ Removed sub-011_task-AuditoryVisualShift_run-01_eventstemp2.tsv]\n",
-      "\t[ Removed sub-011_task-AuditoryVisualShift_run-01_eventstemp3.tsv]\n",
-      "\t[ Renamed sub-011_task-AuditoryVisualShift_run-01_eventstemp4.tsv\n",
-      "\t\tto sub-011_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "sub-012_run-01:\n",
-      "\t[ Removed sub-012_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Removed sub-012_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Removed sub-012_task-AuditoryVisualShift_run-01_eventstemp1.tsv]\n",
-      "\t[ Removed sub-012_task-AuditoryVisualShift_run-01_eventstemp2.tsv]\n",
-      "\t[ Removed sub-012_task-AuditoryVisualShift_run-01_eventstemp3.tsv]\n",
-      "\t[ Renamed sub-012_task-AuditoryVisualShift_run-01_eventstemp4.tsv\n",
-      "\t\tto sub-012_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "sub-013_run-01:\n",
-      "\t[ Removed sub-013_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Removed sub-013_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Removed sub-013_task-AuditoryVisualShift_run-01_eventstemp1.tsv]\n",
-      "\t[ Removed sub-013_task-AuditoryVisualShift_run-01_eventstemp2.tsv]\n",
-      "\t[ Removed sub-013_task-AuditoryVisualShift_run-01_eventstemp3.tsv]\n",
-      "\t[ Renamed sub-013_task-AuditoryVisualShift_run-01_eventstemp4.tsv\n",
-      "\t\tto sub-013_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "sub-014_run-01:\n",
-      "\t[ Removed sub-014_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Removed sub-014_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Removed sub-014_task-AuditoryVisualShift_run-01_eventstemp1.tsv]\n",
-      "\t[ Removed sub-014_task-AuditoryVisualShift_run-01_eventstemp2.tsv]\n",
-      "\t[ Removed sub-014_task-AuditoryVisualShift_run-01_eventstemp3.tsv]\n",
-      "\t[ Renamed sub-014_task-AuditoryVisualShift_run-01_eventstemp4.tsv\n",
-      "\t\tto sub-014_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "sub-015_run-01:\n",
-      "\t[ Removed sub-015_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Removed sub-015_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Removed sub-015_task-AuditoryVisualShift_run-01_eventstemp1.tsv]\n",
-      "\t[ Removed sub-015_task-AuditoryVisualShift_run-01_eventstemp2.tsv]\n",
-      "\t[ Removed sub-015_task-AuditoryVisualShift_run-01_eventstemp3.tsv]\n",
-      "\t[ Renamed sub-015_task-AuditoryVisualShift_run-01_eventstemp4.tsv\n",
-      "\t\tto sub-015_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "sub-016_run-01:\n",
-      "\t[ Removed sub-016_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Removed sub-016_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Removed sub-016_task-AuditoryVisualShift_run-01_eventstemp1.tsv]\n",
-      "\t[ Removed sub-016_task-AuditoryVisualShift_run-01_eventstemp2.tsv]\n",
-      "\t[ Removed sub-016_task-AuditoryVisualShift_run-01_eventstemp3.tsv]\n",
-      "\t[ Renamed sub-016_task-AuditoryVisualShift_run-01_eventstemp4.tsv\n",
-      "\t\tto sub-016_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "sub-017_run-01:\n",
-      "\t[ Removed sub-017_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Removed sub-017_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Removed sub-017_task-AuditoryVisualShift_run-01_eventstemp1.tsv]\n",
-      "\t[ Removed sub-017_task-AuditoryVisualShift_run-01_eventstemp2.tsv]\n",
-      "\t[ Removed sub-017_task-AuditoryVisualShift_run-01_eventstemp3.tsv]\n",
-      "\t[ Renamed sub-017_task-AuditoryVisualShift_run-01_eventstemp4.tsv\n",
-      "\t\tto sub-017_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "sub-018_run-01:\n",
-      "\t[ Removed sub-018_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Removed sub-018_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Removed sub-018_task-AuditoryVisualShift_run-01_eventstemp1.tsv]\n",
-      "\t[ Removed sub-018_task-AuditoryVisualShift_run-01_eventstemp2.tsv]\n",
-      "\t[ Removed sub-018_task-AuditoryVisualShift_run-01_eventstemp3.tsv]\n",
-      "\t[ Renamed sub-018_task-AuditoryVisualShift_run-01_eventstemp4.tsv\n",
-      "\t\tto sub-018_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "sub-019_run-01:\n",
-      "\t[ Removed sub-019_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Removed sub-019_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Removed sub-019_task-AuditoryVisualShift_run-01_eventstemp1.tsv]\n",
-      "\t[ Removed sub-019_task-AuditoryVisualShift_run-01_eventstemp2.tsv]\n",
-      "\t[ Removed sub-019_task-AuditoryVisualShift_run-01_eventstemp3.tsv]\n",
-      "\t[ Renamed sub-019_task-AuditoryVisualShift_run-01_eventstemp4.tsv\n",
-      "\t\tto sub-019_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "sub-020_run-02:\n",
-      "\t[ Removed sub-020_task-AuditoryVisualShift_run-02_events.tsv]\n",
-      "\t[ Removed sub-020_task-AuditoryVisualShift_run-02_eventstemp.tsv]\n",
-      "\t[ Removed sub-020_task-AuditoryVisualShift_run-02_eventstemp1.tsv]\n",
-      "\t[ Removed sub-020_task-AuditoryVisualShift_run-02_eventstemp2.tsv]\n",
-      "\t[ Removed sub-020_task-AuditoryVisualShift_run-02_eventstemp3.tsv]\n",
-      "\t[ Renamed sub-020_task-AuditoryVisualShift_run-02_eventstemp4.tsv\n",
-      "\t\tto sub-020_task-AuditoryVisualShift_run-02_events.tsv]\n",
-      "sub-021_run-02:\n",
-      "\t[ Removed sub-021_task-AuditoryVisualShift_run-02_events.tsv]\n",
-      "\t[ Removed sub-021_task-AuditoryVisualShift_run-02_eventstemp.tsv]\n",
-      "\t[ Removed sub-021_task-AuditoryVisualShift_run-02_eventstemp1.tsv]\n",
-      "\t[ Removed sub-021_task-AuditoryVisualShift_run-02_eventstemp2.tsv]\n",
-      "\t[ Removed sub-021_task-AuditoryVisualShift_run-02_eventstemp3.tsv]\n",
-      "\t[ Renamed sub-021_task-AuditoryVisualShift_run-02_eventstemp4.tsv\n",
-      "\t\tto sub-021_task-AuditoryVisualShift_run-02_events.tsv]\n",
-      "sub-022_run-02:\n",
-      "\t[ Removed sub-022_task-AuditoryVisualShift_run-02_events.tsv]\n",
-      "\t[ Removed sub-022_task-AuditoryVisualShift_run-02_eventstemp.tsv]\n",
-      "\t[ Removed sub-022_task-AuditoryVisualShift_run-02_eventstemp1.tsv]\n",
-      "\t[ Removed sub-022_task-AuditoryVisualShift_run-02_eventstemp2.tsv]\n",
-      "\t[ Removed sub-022_task-AuditoryVisualShift_run-02_eventstemp3.tsv]\n",
-      "\t[ Renamed sub-022_task-AuditoryVisualShift_run-02_eventstemp4.tsv\n",
-      "\t\tto sub-022_task-AuditoryVisualShift_run-02_events.tsv]\n",
-      "sub-023_run-01:\n",
-      "\t[ Removed sub-023_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Removed sub-023_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Removed sub-023_task-AuditoryVisualShift_run-01_eventstemp1.tsv]\n",
-      "\t[ Removed sub-023_task-AuditoryVisualShift_run-01_eventstemp2.tsv]\n",
-      "\t[ Removed sub-023_task-AuditoryVisualShift_run-01_eventstemp3.tsv]\n",
-      "\t[ Renamed sub-023_task-AuditoryVisualShift_run-01_eventstemp4.tsv\n",
-      "\t\tto sub-023_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "sub-024_run-01:\n",
-      "\t[ Removed sub-024_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Removed sub-024_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Removed sub-024_task-AuditoryVisualShift_run-01_eventstemp1.tsv]\n",
-      "\t[ Removed sub-024_task-AuditoryVisualShift_run-01_eventstemp2.tsv]\n",
-      "\t[ Removed sub-024_task-AuditoryVisualShift_run-01_eventstemp3.tsv]\n",
-      "\t[ Renamed sub-024_task-AuditoryVisualShift_run-01_eventstemp4.tsv\n",
-      "\t\tto sub-024_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "sub-025_run-01:\n",
-      "\t[ Removed sub-025_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Removed sub-025_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Removed sub-025_task-AuditoryVisualShift_run-01_eventstemp1.tsv]\n",
-      "\t[ Removed sub-025_task-AuditoryVisualShift_run-01_eventstemp2.tsv]\n",
-      "\t[ Removed sub-025_task-AuditoryVisualShift_run-01_eventstemp3.tsv]\n",
-      "\t[ Renamed sub-025_task-AuditoryVisualShift_run-01_eventstemp4.tsv\n",
-      "\t\tto sub-025_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "sub-026_run-01:\n",
-      "\t[ Removed sub-026_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Removed sub-026_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Removed sub-026_task-AuditoryVisualShift_run-01_eventstemp1.tsv]\n",
-      "\t[ Removed sub-026_task-AuditoryVisualShift_run-01_eventstemp2.tsv]\n",
-      "\t[ Removed sub-026_task-AuditoryVisualShift_run-01_eventstemp3.tsv]\n",
-      "\t[ Renamed sub-026_task-AuditoryVisualShift_run-01_eventstemp4.tsv\n",
-      "\t\tto sub-026_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "sub-027_run-01:\n",
-      "\t[ Removed sub-027_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Removed sub-027_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Removed sub-027_task-AuditoryVisualShift_run-01_eventstemp1.tsv]\n",
-      "\t[ Removed sub-027_task-AuditoryVisualShift_run-01_eventstemp2.tsv]\n",
-      "\t[ Removed sub-027_task-AuditoryVisualShift_run-01_eventstemp3.tsv]\n",
-      "\t[ Renamed sub-027_task-AuditoryVisualShift_run-01_eventstemp4.tsv\n",
-      "\t\tto sub-027_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "sub-028_run-01:\n",
-      "\t[ Removed sub-028_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Removed sub-028_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Removed sub-028_task-AuditoryVisualShift_run-01_eventstemp1.tsv]\n",
-      "\t[ Removed sub-028_task-AuditoryVisualShift_run-01_eventstemp2.tsv]\n",
-      "\t[ Removed sub-028_task-AuditoryVisualShift_run-01_eventstemp3.tsv]\n",
-      "\t[ Renamed sub-028_task-AuditoryVisualShift_run-01_eventstemp4.tsv\n",
-      "\t\tto sub-028_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "sub-028_run-02:\n",
-      "\t[ Removed sub-028_task-AuditoryVisualShift_run-02_events.tsv]\n",
-      "\t[ Removed sub-028_task-AuditoryVisualShift_run-02_eventstemp.tsv]\n",
-      "\t[ Removed sub-028_task-AuditoryVisualShift_run-02_eventstemp1.tsv]\n",
-      "\t[ Removed sub-028_task-AuditoryVisualShift_run-02_eventstemp2.tsv]\n",
-      "\t[ Removed sub-028_task-AuditoryVisualShift_run-02_eventstemp3.tsv]\n",
-      "\t[ Renamed sub-028_task-AuditoryVisualShift_run-02_eventstemp4.tsv\n",
-      "\t\tto sub-028_task-AuditoryVisualShift_run-02_events.tsv]\n",
-      "sub-029_run-01:\n",
-      "\t[ Removed sub-029_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Removed sub-029_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Removed sub-029_task-AuditoryVisualShift_run-01_eventstemp1.tsv]\n",
-      "\t[ Removed sub-029_task-AuditoryVisualShift_run-01_eventstemp2.tsv]\n",
-      "\t[ Removed sub-029_task-AuditoryVisualShift_run-01_eventstemp3.tsv]\n",
-      "\t[ Renamed sub-029_task-AuditoryVisualShift_run-01_eventstemp4.tsv\n",
-      "\t\tto sub-029_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "sub-030_run-01:\n",
-      "\t[ Removed sub-030_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Removed sub-030_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Removed sub-030_task-AuditoryVisualShift_run-01_eventstemp1.tsv]\n",
-      "\t[ Removed sub-030_task-AuditoryVisualShift_run-01_eventstemp2.tsv]\n",
-      "\t[ Removed sub-030_task-AuditoryVisualShift_run-01_eventstemp3.tsv]\n",
-      "\t[ Renamed sub-030_task-AuditoryVisualShift_run-01_eventstemp4.tsv\n",
-      "\t\tto sub-030_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "sub-031_run-01:\n",
-      "\t[ Removed sub-031_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Removed sub-031_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Removed sub-031_task-AuditoryVisualShift_run-01_eventstemp1.tsv]\n",
-      "\t[ Removed sub-031_task-AuditoryVisualShift_run-01_eventstemp2.tsv]\n",
-      "\t[ Removed sub-031_task-AuditoryVisualShift_run-01_eventstemp3.tsv]\n",
-      "\t[ Renamed sub-031_task-AuditoryVisualShift_run-01_eventstemp4.tsv\n",
-      "\t\tto sub-031_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "sub-032_run-01:\n",
-      "\t[ Removed sub-032_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Removed sub-032_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Removed sub-032_task-AuditoryVisualShift_run-01_eventstemp1.tsv]\n",
-      "\t[ Removed sub-032_task-AuditoryVisualShift_run-01_eventstemp2.tsv]\n",
-      "\t[ Removed sub-032_task-AuditoryVisualShift_run-01_eventstemp3.tsv]\n",
-      "\t[ Renamed sub-032_task-AuditoryVisualShift_run-01_eventstemp4.tsv\n",
-      "\t\tto sub-032_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "sub-033_run-01:\n",
-      "\t[ Removed sub-033_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Removed sub-033_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Removed sub-033_task-AuditoryVisualShift_run-01_eventstemp1.tsv]\n",
-      "\t[ Removed sub-033_task-AuditoryVisualShift_run-01_eventstemp2.tsv]\n",
-      "\t[ Removed sub-033_task-AuditoryVisualShift_run-01_eventstemp3.tsv]\n",
-      "\t[ Renamed sub-033_task-AuditoryVisualShift_run-01_eventstemp4.tsv\n",
-      "\t\tto sub-033_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "sub-034_run-01:\n",
-      "\t[ Removed sub-034_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Removed sub-034_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Removed sub-034_task-AuditoryVisualShift_run-01_eventstemp1.tsv]\n",
-      "\t[ Removed sub-034_task-AuditoryVisualShift_run-01_eventstemp2.tsv]\n",
-      "\t[ Removed sub-034_task-AuditoryVisualShift_run-01_eventstemp3.tsv]\n",
-      "\t[ Renamed sub-034_task-AuditoryVisualShift_run-01_eventstemp4.tsv\n",
-      "\t\tto sub-034_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "sub-035_run-01:\n",
-      "\t[ Removed sub-035_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Removed sub-035_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Removed sub-035_task-AuditoryVisualShift_run-01_eventstemp1.tsv]\n",
-      "\t[ Removed sub-035_task-AuditoryVisualShift_run-01_eventstemp2.tsv]\n",
-      "\t[ Removed sub-035_task-AuditoryVisualShift_run-01_eventstemp3.tsv]\n",
-      "\t[ Renamed sub-035_task-AuditoryVisualShift_run-01_eventstemp4.tsv\n",
-      "\t\tto sub-035_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "sub-036_run-01:\n",
-      "\t[ Removed sub-036_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Removed sub-036_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Removed sub-036_task-AuditoryVisualShift_run-01_eventstemp1.tsv]\n",
-      "\t[ Removed sub-036_task-AuditoryVisualShift_run-01_eventstemp2.tsv]\n",
-      "\t[ Removed sub-036_task-AuditoryVisualShift_run-01_eventstemp3.tsv]\n",
-      "\t[ Renamed sub-036_task-AuditoryVisualShift_run-01_eventstemp4.tsv\n",
-      "\t\tto sub-036_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "sub-036_run-02:\n",
-      "\t[ Removed sub-036_task-AuditoryVisualShift_run-02_events.tsv]\n",
-      "\t[ Removed sub-036_task-AuditoryVisualShift_run-02_eventstemp.tsv]\n",
-      "\t[ Removed sub-036_task-AuditoryVisualShift_run-02_eventstemp1.tsv]\n",
-      "\t[ Removed sub-036_task-AuditoryVisualShift_run-02_eventstemp2.tsv]\n",
-      "\t[ Removed sub-036_task-AuditoryVisualShift_run-02_eventstemp3.tsv]\n",
-      "\t[ Renamed sub-036_task-AuditoryVisualShift_run-02_eventstemp4.tsv\n",
-      "\t\tto sub-036_task-AuditoryVisualShift_run-02_events.tsv]\n",
-      "sub-037_run-01:\n",
-      "\t[ Removed sub-037_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Removed sub-037_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Removed sub-037_task-AuditoryVisualShift_run-01_eventstemp1.tsv]\n",
-      "\t[ Removed sub-037_task-AuditoryVisualShift_run-01_eventstemp2.tsv]\n",
-      "\t[ Removed sub-037_task-AuditoryVisualShift_run-01_eventstemp3.tsv]\n",
-      "\t[ Renamed sub-037_task-AuditoryVisualShift_run-01_eventstemp4.tsv\n",
-      "\t\tto sub-037_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "sub-038_run-01:\n",
-      "\t[ Removed sub-038_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Removed sub-038_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Removed sub-038_task-AuditoryVisualShift_run-01_eventstemp1.tsv]\n",
-      "\t[ Removed sub-038_task-AuditoryVisualShift_run-01_eventstemp2.tsv]\n",
-      "\t[ Removed sub-038_task-AuditoryVisualShift_run-01_eventstemp3.tsv]\n",
-      "\t[ Renamed sub-038_task-AuditoryVisualShift_run-01_eventstemp4.tsv\n",
-      "\t\tto sub-038_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "sub-039_run-01:\n",
-      "\t[ Removed sub-039_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Removed sub-039_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Removed sub-039_task-AuditoryVisualShift_run-01_eventstemp1.tsv]\n",
-      "\t[ Removed sub-039_task-AuditoryVisualShift_run-01_eventstemp2.tsv]\n",
-      "\t[ Removed sub-039_task-AuditoryVisualShift_run-01_eventstemp3.tsv]\n",
-      "\t[ Renamed sub-039_task-AuditoryVisualShift_run-01_eventstemp4.tsv\n",
-      "\t\tto sub-039_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "sub-040_run-01:\n",
-      "\t[ Removed sub-040_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Removed sub-040_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Removed sub-040_task-AuditoryVisualShift_run-01_eventstemp1.tsv]\n",
-      "\t[ Removed sub-040_task-AuditoryVisualShift_run-01_eventstemp2.tsv]\n",
-      "\t[ Removed sub-040_task-AuditoryVisualShift_run-01_eventstemp3.tsv]\n",
-      "\t[ Renamed sub-040_task-AuditoryVisualShift_run-01_eventstemp4.tsv\n",
-      "\t\tto sub-040_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "sub-041_run-01:\n",
-      "\t[ Removed sub-041_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Removed sub-041_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Removed sub-041_task-AuditoryVisualShift_run-01_eventstemp1.tsv]\n",
-      "\t[ Removed sub-041_task-AuditoryVisualShift_run-01_eventstemp2.tsv]\n",
-      "\t[ Removed sub-041_task-AuditoryVisualShift_run-01_eventstemp3.tsv]\n",
-      "\t[ Renamed sub-041_task-AuditoryVisualShift_run-01_eventstemp4.tsv\n",
-      "\t\tto sub-041_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "sub-042_run-01:\n",
-      "\t[ Removed sub-042_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Removed sub-042_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Removed sub-042_task-AuditoryVisualShift_run-01_eventstemp1.tsv]\n",
-      "\t[ Removed sub-042_task-AuditoryVisualShift_run-01_eventstemp2.tsv]\n",
-      "\t[ Removed sub-042_task-AuditoryVisualShift_run-01_eventstemp3.tsv]\n",
-      "\t[ Renamed sub-042_task-AuditoryVisualShift_run-01_eventstemp4.tsv\n",
-      "\t\tto sub-042_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "sub-043_run-01:\n",
-      "\t[ Removed sub-043_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Removed sub-043_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Removed sub-043_task-AuditoryVisualShift_run-01_eventstemp1.tsv]\n",
-      "\t[ Removed sub-043_task-AuditoryVisualShift_run-01_eventstemp2.tsv]\n",
-      "\t[ Removed sub-043_task-AuditoryVisualShift_run-01_eventstemp3.tsv]\n",
-      "\t[ Renamed sub-043_task-AuditoryVisualShift_run-01_eventstemp4.tsv\n",
-      "\t\tto sub-043_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "sub-044_run-01:\n",
-      "\t[ Removed sub-044_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Removed sub-044_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Removed sub-044_task-AuditoryVisualShift_run-01_eventstemp1.tsv]\n",
-      "\t[ Removed sub-044_task-AuditoryVisualShift_run-01_eventstemp2.tsv]\n",
-      "\t[ Removed sub-044_task-AuditoryVisualShift_run-01_eventstemp3.tsv]\n",
-      "\t[ Renamed sub-044_task-AuditoryVisualShift_run-01_eventstemp4.tsv\n",
-      "\t\tto sub-044_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "sub-045_run-01:\n",
-      "\t[ Removed sub-045_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Removed sub-045_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Removed sub-045_task-AuditoryVisualShift_run-01_eventstemp1.tsv]\n",
-      "\t[ Removed sub-045_task-AuditoryVisualShift_run-01_eventstemp2.tsv]\n",
-      "\t[ Removed sub-045_task-AuditoryVisualShift_run-01_eventstemp3.tsv]\n",
-      "\t[ Renamed sub-045_task-AuditoryVisualShift_run-01_eventstemp4.tsv\n",
-      "\t\tto sub-045_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "sub-046_run-01:\n",
-      "\t[ Removed sub-046_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Removed sub-046_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Removed sub-046_task-AuditoryVisualShift_run-01_eventstemp1.tsv]\n",
-      "\t[ Removed sub-046_task-AuditoryVisualShift_run-01_eventstemp2.tsv]\n",
-      "\t[ Removed sub-046_task-AuditoryVisualShift_run-01_eventstemp3.tsv]\n",
-      "\t[ Renamed sub-046_task-AuditoryVisualShift_run-01_eventstemp4.tsv\n",
-      "\t\tto sub-046_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "sub-047_run-01:\n",
-      "\t[ Removed sub-047_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Removed sub-047_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Removed sub-047_task-AuditoryVisualShift_run-01_eventstemp1.tsv]\n",
-      "\t[ Removed sub-047_task-AuditoryVisualShift_run-01_eventstemp2.tsv]\n",
-      "\t[ Removed sub-047_task-AuditoryVisualShift_run-01_eventstemp3.tsv]\n",
-      "\t[ Renamed sub-047_task-AuditoryVisualShift_run-01_eventstemp4.tsv\n",
-      "\t\tto sub-047_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "sub-048_run-01:\n",
-      "\t[ Removed sub-048_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Removed sub-048_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Removed sub-048_task-AuditoryVisualShift_run-01_eventstemp1.tsv]\n",
-      "\t[ Removed sub-048_task-AuditoryVisualShift_run-01_eventstemp2.tsv]\n",
-      "\t[ Removed sub-048_task-AuditoryVisualShift_run-01_eventstemp3.tsv]\n",
-      "\t[ Renamed sub-048_task-AuditoryVisualShift_run-01_eventstemp4.tsv\n",
-      "\t\tto sub-048_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "sub-049_run-01:\n",
-      "\t[ Removed sub-049_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Removed sub-049_task-AuditoryVisualShift_run-01_eventstemp.tsv]\n",
-      "\t[ Removed sub-049_task-AuditoryVisualShift_run-01_eventstemp1.tsv]\n",
-      "\t[ Removed sub-049_task-AuditoryVisualShift_run-01_eventstemp2.tsv]\n",
-      "\t[ Removed sub-049_task-AuditoryVisualShift_run-01_eventstemp3.tsv]\n",
-      "\t[ Renamed sub-049_task-AuditoryVisualShift_run-01_eventstemp4.tsv\n",
-      "\t\tto sub-049_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\n",
-      "\n",
-      "ERROR Summary:\n",
-      "attention_shift_08_remove_files_log: Level ERROR\n",
-      "sub-001_run-01:\n",
-      "sub-002_run-01:\n",
-      "sub-003_run-01:\n",
-      "sub-004_run-01:\n",
-      "sub-004_run-02:\n",
-      "sub-005_run-01:\n",
-      "sub-006_run-01:\n",
-      "sub-007_run-01:\n",
-      "sub-008_run-01:\n",
-      "sub-009_run-01:\n",
-      "sub-010_run-01:\n",
-      "sub-011_run-01:\n",
-      "sub-012_run-01:\n",
-      "sub-013_run-01:\n",
-      "sub-014_run-01:\n",
-      "sub-015_run-01:\n",
-      "sub-016_run-01:\n",
-      "sub-017_run-01:\n",
-      "sub-018_run-01:\n",
-      "sub-019_run-01:\n",
-      "sub-020_run-02:\n",
-      "sub-021_run-02:\n",
-      "sub-022_run-02:\n",
-      "sub-023_run-01:\n",
-      "sub-024_run-01:\n",
-      "sub-025_run-01:\n",
-      "sub-026_run-01:\n",
-      "sub-027_run-01:\n",
-      "sub-028_run-01:\n",
-      "sub-028_run-02:\n",
-      "sub-029_run-01:\n",
-      "sub-030_run-01:\n",
-      "sub-031_run-01:\n",
-      "sub-032_run-01:\n",
-      "sub-033_run-01:\n",
-      "sub-034_run-01:\n",
-      "sub-035_run-01:\n",
-      "sub-036_run-01:\n",
-      "sub-036_run-02:\n",
-      "sub-037_run-01:\n",
-      "sub-038_run-01:\n",
-      "sub-039_run-01:\n",
-      "sub-040_run-01:\n",
-      "sub-041_run-01:\n",
-      "sub-042_run-01:\n",
-      "sub-043_run-01:\n",
-      "sub-044_run-01:\n",
-      "sub-045_run-01:\n",
-      "sub-046_run-01:\n",
-      "sub-047_run-01:\n",
-      "sub-048_run-01:\n",
-      "sub-049_run-01:\n",
-      "\n",
-      "\n",
-      "ERROR Summary:\n",
-      "attention_shift_08_remove_files_log: Level WARNING\n",
-      "sub-001_run-01:\n",
-      "sub-002_run-01:\n",
-      "sub-003_run-01:\n",
-      "sub-004_run-01:\n",
-      "sub-004_run-02:\n",
-      "sub-005_run-01:\n",
-      "sub-006_run-01:\n",
-      "sub-007_run-01:\n",
-      "sub-008_run-01:\n",
-      "sub-009_run-01:\n",
-      "sub-010_run-01:\n",
-      "sub-011_run-01:\n",
-      "sub-012_run-01:\n",
-      "sub-013_run-01:\n",
-      "sub-014_run-01:\n",
-      "sub-015_run-01:\n",
-      "sub-016_run-01:\n",
-      "sub-017_run-01:\n",
-      "sub-018_run-01:\n",
-      "sub-019_run-01:\n",
-      "sub-020_run-02:\n",
-      "sub-021_run-02:\n",
-      "sub-022_run-02:\n",
-      "sub-023_run-01:\n",
-      "sub-024_run-01:\n",
-      "sub-025_run-01:\n",
-      "sub-026_run-01:\n",
-      "sub-027_run-01:\n",
-      "sub-028_run-01:\n",
-      "sub-028_run-02:\n",
-      "sub-029_run-01:\n",
-      "sub-030_run-01:\n",
-      "sub-031_run-01:\n",
-      "sub-032_run-01:\n",
-      "sub-033_run-01:\n",
-      "sub-034_run-01:\n",
-      "sub-035_run-01:\n",
-      "sub-036_run-01:\n",
-      "sub-036_run-02:\n",
-      "sub-037_run-01:\n",
-      "sub-038_run-01:\n",
-      "sub-039_run-01:\n",
-      "sub-040_run-01:\n",
-      "sub-041_run-01:\n",
-      "sub-042_run-01:\n",
-      "sub-043_run-01:\n",
-      "sub-044_run-01:\n",
-      "sub-045_run-01:\n",
-      "sub-046_run-01:\n",
-      "sub-047_run-01:\n",
-      "sub-048_run-01:\n",
-      "sub-049_run-01:\n"
-     ]
-    }
-   ],
-   "source": [
-    "for key, file in bids_dict.iter_files():\n",
-    "    # Remove events.tsv\n",
-    "    filename = file.file_path\n",
-    "    os.remove(filename)\n",
-    "    logger.add(key, f\"Removed {os.path.basename(filename)}\")\n",
-    "\n",
-    "    # Remove eventstemp.tsv\n",
-    "    filename_temp = filename[:-4] + \"temp.tsv\"\n",
-    "    if os.path.isfile(filename_temp):\n",
-    "        os.remove(filename_temp)\n",
-    "        logger.add(key, f\"Removed {os.path.basename(filename_temp)}\")\n",
-    "    else:\n",
-    "        logger.add(key, f\"{os.path.basename(filename_temp)} does not exist and could not be removed\", level=\"WARNING\")\n",
-    "\n",
-    "    # Remove eventstemp1.tsv\n",
-    "    filename_temp1 = filename[:-4] + \"temp1.tsv\"\n",
-    "    if os.path.isfile(filename_temp1):\n",
-    "        os.remove(filename_temp1)\n",
-    "        logger.add(key, f\"Removed {os.path.basename(filename_temp1)}\")\n",
-    "    else:\n",
-    "        logger.add(key, f\"{os.path.basename(filename_temp1)} does not exist and could not be removed\", level=\"WARNING\")\n",
-    "\n",
-    "    # Remove eventstemp2.tsv\n",
-    "    filename_temp2 = filename[:-4] + \"temp2.tsv\"\n",
-    "    if os.path.isfile(filename_temp2):\n",
-    "        os.remove(filename_temp2)\n",
-    "        logger.add(key, f\"Removed {os.path.basename(filename_temp2)}\")\n",
-    "    else:\n",
-    "        logger.add(key, f\"{os.path.basename(filename_temp2)} does not exist and could not be removed\", level=\"WARNING\")\n",
-    "\n",
-    "    # Move eventstemp3.tsv to events.tsv\n",
-    "    filename_temp3 = filename[:-4] + \"temp3.tsv\"\n",
-    "    if os.path.isfile(filename_temp3):\n",
-    "        os.remove(filename_temp3)\n",
-    "        logger.add(key, f\"Removed {os.path.basename(filename_temp3)}\")\n",
-    "    else:\n",
-    "        logger.add(key, f\"{os.path.basename(filename_temp3)} does not exist and could not be removed\", level=\"WARNING\")\n",
-    "\n",
-    "   # Move eventstemp4.tsv to events.tsv\n",
-    "    filename_temp4 = filename[:-4] + \"temp4.tsv\"\n",
-    "    if os.path.isfile(filename_temp4):\n",
-    "        os.rename(filename_temp4, filename)\n",
-    "        logger.add(key, f\"Renamed {os.path.basename(filename_temp4)}\\n\\t\\tto {os.path.basename(filename)}\")\n",
-    "    else:\n",
-    "        logger.add(key, f\"{os.path.basename(filename_temp4)} does not exist and could not be moved\", level=\"ERROR\")\n",
-    "\n",
-    "\n",
-    "# Now make sure there aren't any unexpected leftovers\n",
-    "temp_files = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_eventstemp\",\n",
-    "                           exclude_dirs=exclude_dirs)\n",
-    "if temp_files:\n",
-    "    for file in temp_files:\n",
-    "        logger.add('', f\"{os.path.basename(file)} is unexpectedly leftover\", level=\"WARNING\")\n",
-    "\n",
-    "temp1_files = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_eventstemp1\",\n",
-    "                           exclude_dirs=exclude_dirs)\n",
-    "if temp1_files:\n",
-    "    for file in temp1_files:\n",
-    "        logger.add('', f\"{os.path.basename(file)} is unexpectedly leftover\", level=\"WARNING\")\n",
-    "\n",
-    "temp2_files = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_eventstemp2\",\n",
-    "                           exclude_dirs=exclude_dirs)\n",
-    "if temp2_files:\n",
-    "    for file in temp2_files:\n",
-    "        logger.add('', f\"{os.path.basename(file)} is unexpectedly leftover\", level=\"WARNING\")\n",
-    "\n",
-    "temp3_files = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_eventstemp3\",\n",
-    "                           exclude_dirs=exclude_dirs)\n",
-    "if temp3_files:\n",
-    "    for file in temp3_files:\n",
-    "        logger.add('', f\"{os.path.basename(file)} is unexpectedly leftover\", level=\"WARNING\")\n",
-    "\n",
-    "temp4_files = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_eventstemp4\",\n",
-    "                           exclude_dirs=exclude_dirs)\n",
-    "if temp4_files:\n",
-    "    for file in temp4_files:\n",
-    "        logger.add('', f\"{os.path.basename(file)} is unexpectedly leftover\", level=\"WARNING\")\n",
-    "\n",
-    "temp5_files = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_eventstemp5\",\n",
-    "                           exclude_dirs=exclude_dirs)\n",
-    "if temp5_files:\n",
-    "    for file in temp5_files:\n",
-    "        logger.add('', f\"{os.path.basename(file)} is unexpectedly leftover\", level=\"WARNING\")\n",
-    "\n",
-    "# Output and save the log\n",
-    "log_string = \"\\n\\nLog output:\\n\" + logger.get_log_string()\n",
-    "error_string = \"\\n\\nERROR Summary:\\n\" + logger.get_log_string(level=\"ERROR\")\n",
-    "warning_string = \"\\n\\nERROR Summary:\\n\" + logger.get_log_string(level=\"WARNING\")\n",
-    "print(log_string)\n",
-    "print(error_string)\n",
-    "print(warning_string)\n",
-    "\n",
-    "save_path = os.path.join(bids_root_path, log_file_name)\n",
-    "with open(save_path, \"w\") as fp:\n",
-    "    fp.write(f\"{log_file_name} {datetime.datetime.now()}\\n\")\n",
-    "    fp.write(log_string)\n",
-    "    fp.write(error_string)\n",
-    "    fp.write(warning_string)"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Do the file moving/removal\n"
-    }
-   }
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 2
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
\ No newline at end of file
diff --git a/hedcode/jupyter_notebooks/dataset_specific_processing/attention_shift/attention_shift_09_remove_events.json.ipynb b/hedcode/jupyter_notebooks/dataset_specific_processing/attention_shift/attention_shift_09_remove_events.json.ipynb
deleted file mode 100644
index e33ed67..0000000
--- a/hedcode/jupyter_notebooks/dataset_specific_processing/attention_shift/attention_shift_09_remove_events.json.ipynb
+++ /dev/null
@@ -1,156 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "collapsed": true,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   },
-   "source": [
-    "## Remove the events.json files generated by EEGLAB.\n",
-    "\n",
-    "This notebook removes the events.json files generated by EEGLAB BidsTools\n",
-    "for the Attention Shift data.\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "source": [
-    "import os\n",
-    "import datetime\n",
-    "from hed.tools import HedLogger\n",
-    "from hed.util import get_file_list\n",
-    "\n",
-    "# Variables to set for the specific dataset\n",
-    "bids_root_path = 'g:/AttentionShift/AttentionShiftWorkingPhaseTwo'\n",
-    "exclude_dirs = ['sourcedata', 'stimuli', 'code']\n",
-    "log_name = 'attention_shift_09_remove_events_json_log'\n",
-    "\n",
-    "# Set up the logger\n",
-    "log_file_name = f\"code/curation_logs/{log_name}.txt\"\n",
-    "logger = HedLogger(name=log_name)\n",
-    "\n",
-    "# Construct the lists of the EEG files\n",
-    "json_files = get_file_list(bids_root_path, extensions=[\".json\"], name_suffix=\"_events\", exclude_dirs=exclude_dirs)\n",
-    "logger.add(\"overall\", f\"{len(json_files)} to remove\")\n",
-    "for file_name in json_files:\n",
-    "    basename = os.path.basename(file_name)\n",
-    "    os.remove(file_name)\n",
-    "    logger.add(\"overall\", f\"Removed {basename}\")\n",
-    "\n",
-    "# Output and save the log\n",
-    "log_string = \"\\n\\nLog output:\\n\" + logger.get_log_string()\n",
-    "error_string = \"\\n\\nERROR Summary:\\n\" + logger.get_log_string(level=\"ERROR\")\n",
-    "print(log_string)\n",
-    "print(error_string)\n",
-    "\n",
-    "save_path = os.path.join(bids_root_path, log_file_name)\n",
-    "with open(save_path, \"w\") as fp:\n",
-    "    fp.write(f\"{log_file_name} {datetime.datetime.now()}\\n\")\n",
-    "    fp.write(log_string)\n",
-    "    fp.write(error_string)"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Set up the directories and create a dictionary for events.tsv files\n"
-    }
-   },
-   "execution_count": 1,
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "\n",
-      "Log output:\n",
-      "attention_shift_09_remove_events_json_log: Level None\n",
-      "overall:\n",
-      "\t[ 52 to remove]\n",
-      "\t[ Removed sub-001_task-AuditoryVisualShift_run-01_events.json]\n",
-      "\t[ Removed sub-002_task-AuditoryVisualShift_run-01_events.json]\n",
-      "\t[ Removed sub-003_task-AuditoryVisualShift_run-01_events.json]\n",
-      "\t[ Removed sub-004_task-AuditoryVisualShift_run-01_events.json]\n",
-      "\t[ Removed sub-004_task-AuditoryVisualShift_run-02_events.json]\n",
-      "\t[ Removed sub-005_task-AuditoryVisualShift_run-01_events.json]\n",
-      "\t[ Removed sub-006_task-AuditoryVisualShift_run-01_events.json]\n",
-      "\t[ Removed sub-007_task-AuditoryVisualShift_run-01_events.json]\n",
-      "\t[ Removed sub-008_task-AuditoryVisualShift_run-01_events.json]\n",
-      "\t[ Removed sub-009_task-AuditoryVisualShift_run-01_events.json]\n",
-      "\t[ Removed sub-010_task-AuditoryVisualShift_run-01_events.json]\n",
-      "\t[ Removed sub-011_task-AuditoryVisualShift_run-01_events.json]\n",
-      "\t[ Removed sub-012_task-AuditoryVisualShift_run-01_events.json]\n",
-      "\t[ Removed sub-013_task-AuditoryVisualShift_run-01_events.json]\n",
-      "\t[ Removed sub-014_task-AuditoryVisualShift_run-01_events.json]\n",
-      "\t[ Removed sub-015_task-AuditoryVisualShift_run-01_events.json]\n",
-      "\t[ Removed sub-016_task-AuditoryVisualShift_run-01_events.json]\n",
-      "\t[ Removed sub-017_task-AuditoryVisualShift_run-01_events.json]\n",
-      "\t[ Removed sub-018_task-AuditoryVisualShift_run-01_events.json]\n",
-      "\t[ Removed sub-019_task-AuditoryVisualShift_run-01_events.json]\n",
-      "\t[ Removed sub-020_task-AuditoryVisualShift_run-02_events.json]\n",
-      "\t[ Removed sub-021_task-AuditoryVisualShift_run-02_events.json]\n",
-      "\t[ Removed sub-022_task-AuditoryVisualShift_run-02_events.json]\n",
-      "\t[ Removed sub-023_task-AuditoryVisualShift_run-01_events.json]\n",
-      "\t[ Removed sub-024_task-AuditoryVisualShift_run-01_events.json]\n",
-      "\t[ Removed sub-025_task-AuditoryVisualShift_run-01_events.json]\n",
-      "\t[ Removed sub-026_task-AuditoryVisualShift_run-01_events.json]\n",
-      "\t[ Removed sub-027_task-AuditoryVisualShift_run-01_events.json]\n",
-      "\t[ Removed sub-028_task-AuditoryVisualShift_run-01_events.json]\n",
-      "\t[ Removed sub-028_task-AuditoryVisualShift_run-02_events.json]\n",
-      "\t[ Removed sub-029_task-AuditoryVisualShift_run-01_events.json]\n",
-      "\t[ Removed sub-030_task-AuditoryVisualShift_run-01_events.json]\n",
-      "\t[ Removed sub-031_task-AuditoryVisualShift_run-01_events.json]\n",
-      "\t[ Removed sub-032_task-AuditoryVisualShift_run-01_events.json]\n",
-      "\t[ Removed sub-033_task-AuditoryVisualShift_run-01_events.json]\n",
-      "\t[ Removed sub-034_task-AuditoryVisualShift_run-01_events.json]\n",
-      "\t[ Removed sub-035_task-AuditoryVisualShift_run-01_events.json]\n",
-      "\t[ Removed sub-036_task-AuditoryVisualShift_run-01_events.json]\n",
-      "\t[ Removed sub-036_task-AuditoryVisualShift_run-02_events.json]\n",
-      "\t[ Removed sub-037_task-AuditoryVisualShift_run-01_events.json]\n",
-      "\t[ Removed sub-038_task-AuditoryVisualShift_run-01_events.json]\n",
-      "\t[ Removed sub-039_task-AuditoryVisualShift_run-01_events.json]\n",
-      "\t[ Removed sub-040_task-AuditoryVisualShift_run-01_events.json]\n",
-      "\t[ Removed sub-041_task-AuditoryVisualShift_run-01_events.json]\n",
-      "\t[ Removed sub-042_task-AuditoryVisualShift_run-01_events.json]\n",
-      "\t[ Removed sub-043_task-AuditoryVisualShift_run-01_events.json]\n",
-      "\t[ Removed sub-044_task-AuditoryVisualShift_run-01_events.json]\n",
-      "\t[ Removed sub-045_task-AuditoryVisualShift_run-01_events.json]\n",
-      "\t[ Removed sub-046_task-AuditoryVisualShift_run-01_events.json]\n",
-      "\t[ Removed sub-047_task-AuditoryVisualShift_run-01_events.json]\n",
-      "\t[ Removed sub-048_task-AuditoryVisualShift_run-01_events.json]\n",
-      "\t[ Removed sub-049_task-AuditoryVisualShift_run-01_events.json]\n",
-      "\n",
-      "\n",
-      "ERROR Summary:\n",
-      "attention_shift_09_remove_events_json_log: Level ERROR\n",
-      "overall:\n"
-     ]
-    }
-   ]
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 2
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
\ No newline at end of file
diff --git a/hedcode/jupyter_notebooks/dataset_specific_processing/attention_shift/attention_shift_10_create_remap_template.ipynb b/hedcode/jupyter_notebooks/dataset_specific_processing/attention_shift/attention_shift_10_create_remap_template.ipynb
deleted file mode 100644
index b41427e..0000000
--- a/hedcode/jupyter_notebooks/dataset_specific_processing/attention_shift/attention_shift_10_create_remap_template.ipynb
+++ /dev/null
@@ -1,160 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "collapsed": true,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   },
-   "source": [
-    "## Create a template for event remapping for the attention shift data\n",
-    "\n",
-    "This notebook works through the process analyzing the contents of the event files in\n",
-    "a BIDS dataset and creating a template for remapping event codes. The goal of such\n",
-    "a remapping is to orthogonalize event design and make the meanings of contents\n",
-    "of the event file more clear."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "\n",
-      "Key template:\n",
-      " counts for key [['event_code', 'cond_code', 'focus_modality']]:\n",
-      "[1, 1, 'auditory']\t2339\n",
-      "[1, 2, 'visual']\t2313\n",
-      "[1, 3, 'auditory']\t7050\n",
-      "[2, 1, 'auditory']\t2335\n",
-      "[2, 2, 'visual']\t2317\n",
-      "[2, 3, 'visual']\t7049\n",
-      "[3, 1, 'auditory']\t4668\n",
-      "[3, 2, 'visual']\t4628\n",
-      "[4, 1, 'auditory']\t4668\n",
-      "[4, 2, 'visual']\t4633\n",
-      "[5, 1, 'auditory']\t18666\n",
-      "[5, 2, 'visual']\t18505\n",
-      "[6, 1, 'auditory']\t18668\n",
-      "[6, 2, 'visual']\t18499\n",
-      "[7, 3, 'auditory']\t9405\n",
-      "[8, 3, 'visual']\t9407\n",
-      "[9, 3, 'visual']\t4697\n",
-      "[10, 3, 'auditory']\t4701\n",
-      "[11, 3, 'auditory']\t37342\n",
-      "[12, 3, 'visual']\t37461\n",
-      "[13, 3, 'visual']\t18984\n",
-      "[14, 3, 'auditory']\t18839\n",
-      "[201, 1, 'auditory']\t4913\n",
-      "[201, 2, 'visual']\t4698\n",
-      "[201, 3, 'auditory']\t9733\n",
-      "[201, 3, 'visual']\t9684\n",
-      "[202, 1, 'auditory']\t191\n",
-      "[202, 2, 'visual']\t190\n",
-      "[202, 3, 'auditory']\t239\n",
-      "[202, 3, 'n/a']\t38\n",
-      "[202, 3, 'visual']\t269\n",
-      "[255, 2, 'visual']\t6\n",
-      "\n",
-      "\n",
-      "Log output:\n",
-      "attention_shift_10_create_remap_template_log: Level None\n",
-      "overall:\n",
-      "\t[ Creating a key template with key_columns ['event_code', 'cond_code', 'focus_modality']]\n",
-      "\t[ Adding information from 52 event files]\n",
-      "\t[ Adding ['event_type', 'attention_status', 'task_role', 'condition'] additional columns to template]\n",
-      "\t[ Saving the template to G:\\AttentionShift\\AttentionShiftWorkingPhaseTwo\\code/attention_shift_remap_event_template.tsv]\n",
-      "\n",
-      "\n",
-      "ERROR Summary:\n",
-      "attention_shift_10_create_remap_template_log: Level ERROR\n",
-      "overall:\n"
-     ]
-    }
-   ],
-   "source": [
-    "import os\n",
-    "import datetime\n",
-    "from hed.tools import KeyMap, HedLogger\n",
-    "from hed.util import get_file_list\n",
-    "\n",
-    "# Variables to set for the specific dataset\n",
-    "bids_root_path = 'G:\\AttentionShift\\AttentionShiftWorkingPhaseTwo'\n",
-    "exclude_dirs = ['sourcedata', 'stimuli', 'code']\n",
-    "entities = ('sub', 'run')\n",
-    "key_columns = [\"event_code\", \"cond_code\", \"focus_modality\"]\n",
-    "target_columns = [\"event_type\", \"attention_status\", \"task_role\", \"condition\"]\n",
-    "log_name = 'attention_shift_10_create_remap_template_log'\n",
-    "template_file = os.path.join(bids_root_path, \"code/attention_shift_remap_event_template.tsv\")\n",
-    "\n",
-    "# Set up the logger\n",
-    "log_file_name = f\"code/curation_logs/{log_name}.txt\"\n",
-    "logger = HedLogger(name=log_name)\n",
-    "\n",
-    "# Make the file list for _events_temp4\n",
-    "bids_files = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_events\", exclude_dirs=exclude_dirs)\n",
-    "\n",
-    "# Create the template\n",
-    "logger.add(\"overall\", f\"Creating a key template with key_columns {str(key_columns)}\")\n",
-    "template = KeyMap(key_columns)\n",
-    "logger.add(\"overall\", f\"Adding information from {len(bids_files)} event files\")\n",
-    "for file in bids_files:\n",
-    "    template.update(file)\n",
-    "template.resort()\n",
-    "\n",
-    "logger.add(\"overall\", f\"Adding {str(target_columns)} additional columns to template\")\n",
-    "df = template.make_template(additional_cols=target_columns)\n",
-    "df.to_csv(template_file, sep='\\t', index=False)\n",
-    "logger.add(\"overall\", f\"Saving the template to {template_file}\")\n",
-    "\n",
-    "# Output and save the log\n",
-    "log_string = \"\\n\\nLog output:\\n\" + logger.get_log_string()\n",
-    "error_string = \"\\n\\nERROR Summary:\\n\" + logger.get_log_string(level=\"ERROR\")\n",
-    "template_string = \"\\n\\nKey template:\\n\" + str(template)\n",
-    "print(template_string)\n",
-    "print(log_string)\n",
-    "print(error_string)\n",
-    "\n",
-    "save_path = os.path.join(bids_root_path, log_file_name)\n",
-    "with open(save_path, \"w\") as fp:\n",
-    "    fp.write(f\"{log_file_name} {datetime.datetime.now()}\\n\")\n",
-    "    fp.write(template_string)\n",
-    "    fp.write(log_string)\n",
-    "    fp.write(error_string)"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Create the template for the dataset\n"
-    }
-   }
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 2
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
\ No newline at end of file
diff --git a/hedcode/jupyter_notebooks/dataset_specific_processing/attention_shift/attention_shift_11_remap_events.ipynb b/hedcode/jupyter_notebooks/dataset_specific_processing/attention_shift/attention_shift_11_remap_events.ipynb
deleted file mode 100644
index 06996d8..0000000
--- a/hedcode/jupyter_notebooks/dataset_specific_processing/attention_shift/attention_shift_11_remap_events.ipynb
+++ /dev/null
@@ -1,387 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "collapsed": true,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   },
-   "source": [
-    "## Remap events for the Attention Shift Data\n",
-    "\n",
-    "This notebook assumes that you have already created a remapped template"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "\n",
-      "Log output:\n",
-      "attention_shift_11_remap_events_log: Level None\n",
-      "overall:\n",
-      "\t[ Creating a key map with key_columns ['event_code', 'cond_code', 'focus_modality'] and target_columns ['event_type', 'attention_status', 'task_role', 'condition']]\n",
-      "\t[ Read the template from attention_shift_remap_event_template_filled.tsv]\n",
-      "sub-001_run-01:\n",
-      "\t[ Remapping sub-001_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'sub_block', 'trial', 'focus_modality', 'event_type', 'attention_status', 'task_role', 'condition', 'event_code', 'cond_code']]\n",
-      "\t[ Writing sub-001_task-AuditoryVisualShift_run-01_events.tsv)]\n",
-      "sub-002_run-01:\n",
-      "\t[ Remapping sub-002_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'sub_block', 'trial', 'focus_modality', 'event_type', 'attention_status', 'task_role', 'condition', 'event_code', 'cond_code']]\n",
-      "\t[ Writing sub-002_task-AuditoryVisualShift_run-01_events.tsv)]\n",
-      "sub-003_run-01:\n",
-      "\t[ Remapping sub-003_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'sub_block', 'trial', 'focus_modality', 'event_type', 'attention_status', 'task_role', 'condition', 'event_code', 'cond_code']]\n",
-      "\t[ Writing sub-003_task-AuditoryVisualShift_run-01_events.tsv)]\n",
-      "sub-004_run-01:\n",
-      "\t[ Remapping sub-004_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'sub_block', 'trial', 'focus_modality', 'event_type', 'attention_status', 'task_role', 'condition', 'event_code', 'cond_code']]\n",
-      "\t[ Writing sub-004_task-AuditoryVisualShift_run-01_events.tsv)]\n",
-      "sub-004_run-02:\n",
-      "\t[ Remapping sub-004_task-AuditoryVisualShift_run-02_events.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'sub_block', 'trial', 'focus_modality', 'event_type', 'attention_status', 'task_role', 'condition', 'event_code', 'cond_code']]\n",
-      "\t[ Writing sub-004_task-AuditoryVisualShift_run-02_events.tsv)]\n",
-      "sub-005_run-01:\n",
-      "\t[ Remapping sub-005_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'sub_block', 'trial', 'focus_modality', 'event_type', 'attention_status', 'task_role', 'condition', 'event_code', 'cond_code']]\n",
-      "\t[ Writing sub-005_task-AuditoryVisualShift_run-01_events.tsv)]\n",
-      "sub-006_run-01:\n",
-      "\t[ Remapping sub-006_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'sub_block', 'trial', 'focus_modality', 'event_type', 'attention_status', 'task_role', 'condition', 'event_code', 'cond_code']]\n",
-      "\t[ Writing sub-006_task-AuditoryVisualShift_run-01_events.tsv)]\n",
-      "sub-007_run-01:\n",
-      "\t[ Remapping sub-007_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'sub_block', 'trial', 'focus_modality', 'event_type', 'attention_status', 'task_role', 'condition', 'event_code', 'cond_code']]\n",
-      "\t[ Writing sub-007_task-AuditoryVisualShift_run-01_events.tsv)]\n",
-      "sub-008_run-01:\n",
-      "\t[ Remapping sub-008_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'sub_block', 'trial', 'focus_modality', 'event_type', 'attention_status', 'task_role', 'condition', 'event_code', 'cond_code']]\n",
-      "\t[ Writing sub-008_task-AuditoryVisualShift_run-01_events.tsv)]\n",
-      "sub-009_run-01:\n",
-      "\t[ Remapping sub-009_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'sub_block', 'trial', 'focus_modality', 'event_type', 'attention_status', 'task_role', 'condition', 'event_code', 'cond_code']]\n",
-      "\t[ Writing sub-009_task-AuditoryVisualShift_run-01_events.tsv)]\n",
-      "sub-010_run-01:\n",
-      "\t[ Remapping sub-010_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'sub_block', 'trial', 'focus_modality', 'event_type', 'attention_status', 'task_role', 'condition', 'event_code', 'cond_code']]\n",
-      "\t[ Writing sub-010_task-AuditoryVisualShift_run-01_events.tsv)]\n",
-      "sub-011_run-01:\n",
-      "\t[ Remapping sub-011_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'sub_block', 'trial', 'focus_modality', 'event_type', 'attention_status', 'task_role', 'condition', 'event_code', 'cond_code']]\n",
-      "\t[ Writing sub-011_task-AuditoryVisualShift_run-01_events.tsv)]\n",
-      "sub-012_run-01:\n",
-      "\t[ Remapping sub-012_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'sub_block', 'trial', 'focus_modality', 'event_type', 'attention_status', 'task_role', 'condition', 'event_code', 'cond_code']]\n",
-      "\t[ Writing sub-012_task-AuditoryVisualShift_run-01_events.tsv)]\n",
-      "sub-013_run-01:\n",
-      "\t[ Remapping sub-013_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'sub_block', 'trial', 'focus_modality', 'event_type', 'attention_status', 'task_role', 'condition', 'event_code', 'cond_code']]\n",
-      "\t[ Writing sub-013_task-AuditoryVisualShift_run-01_events.tsv)]\n",
-      "sub-014_run-01:\n",
-      "\t[ Remapping sub-014_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'sub_block', 'trial', 'focus_modality', 'event_type', 'attention_status', 'task_role', 'condition', 'event_code', 'cond_code']]\n",
-      "\t[ Writing sub-014_task-AuditoryVisualShift_run-01_events.tsv)]\n",
-      "sub-015_run-01:\n",
-      "\t[ Remapping sub-015_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'sub_block', 'trial', 'focus_modality', 'event_type', 'attention_status', 'task_role', 'condition', 'event_code', 'cond_code']]\n",
-      "\t[ Writing sub-015_task-AuditoryVisualShift_run-01_events.tsv)]\n",
-      "sub-016_run-01:\n",
-      "\t[ Remapping sub-016_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'sub_block', 'trial', 'focus_modality', 'event_type', 'attention_status', 'task_role', 'condition', 'event_code', 'cond_code']]\n",
-      "\t[ Writing sub-016_task-AuditoryVisualShift_run-01_events.tsv)]\n",
-      "sub-017_run-01:\n",
-      "\t[ Remapping sub-017_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'sub_block', 'trial', 'focus_modality', 'event_type', 'attention_status', 'task_role', 'condition', 'event_code', 'cond_code']]\n",
-      "\t[ Writing sub-017_task-AuditoryVisualShift_run-01_events.tsv)]\n",
-      "sub-018_run-01:\n",
-      "\t[ Remapping sub-018_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'sub_block', 'trial', 'focus_modality', 'event_type', 'attention_status', 'task_role', 'condition', 'event_code', 'cond_code']]\n",
-      "\t[ Writing sub-018_task-AuditoryVisualShift_run-01_events.tsv)]\n",
-      "sub-019_run-01:\n",
-      "\t[ Remapping sub-019_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'sub_block', 'trial', 'focus_modality', 'event_type', 'attention_status', 'task_role', 'condition', 'event_code', 'cond_code']]\n",
-      "\t[ Writing sub-019_task-AuditoryVisualShift_run-01_events.tsv)]\n",
-      "sub-020_run-02:\n",
-      "\t[ Remapping sub-020_task-AuditoryVisualShift_run-02_events.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'sub_block', 'trial', 'focus_modality', 'event_type', 'attention_status', 'task_role', 'condition', 'event_code', 'cond_code']]\n",
-      "\t[ Writing sub-020_task-AuditoryVisualShift_run-02_events.tsv)]\n",
-      "sub-021_run-02:\n",
-      "\t[ Remapping sub-021_task-AuditoryVisualShift_run-02_events.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'sub_block', 'trial', 'focus_modality', 'event_type', 'attention_status', 'task_role', 'condition', 'event_code', 'cond_code']]\n",
-      "\t[ Writing sub-021_task-AuditoryVisualShift_run-02_events.tsv)]\n",
-      "sub-022_run-02:\n",
-      "\t[ Remapping sub-022_task-AuditoryVisualShift_run-02_events.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'sub_block', 'trial', 'focus_modality', 'event_type', 'attention_status', 'task_role', 'condition', 'event_code', 'cond_code']]\n",
-      "\t[ Writing sub-022_task-AuditoryVisualShift_run-02_events.tsv)]\n",
-      "sub-023_run-01:\n",
-      "\t[ Remapping sub-023_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'sub_block', 'trial', 'focus_modality', 'event_type', 'attention_status', 'task_role', 'condition', 'event_code', 'cond_code']]\n",
-      "\t[ Writing sub-023_task-AuditoryVisualShift_run-01_events.tsv)]\n",
-      "sub-024_run-01:\n",
-      "\t[ Remapping sub-024_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'sub_block', 'trial', 'focus_modality', 'event_type', 'attention_status', 'task_role', 'condition', 'event_code', 'cond_code']]\n",
-      "\t[ Writing sub-024_task-AuditoryVisualShift_run-01_events.tsv)]\n",
-      "sub-025_run-01:\n",
-      "\t[ Remapping sub-025_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'sub_block', 'trial', 'focus_modality', 'event_type', 'attention_status', 'task_role', 'condition', 'event_code', 'cond_code']]\n",
-      "\t[ Writing sub-025_task-AuditoryVisualShift_run-01_events.tsv)]\n",
-      "sub-026_run-01:\n",
-      "\t[ Remapping sub-026_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'sub_block', 'trial', 'focus_modality', 'event_type', 'attention_status', 'task_role', 'condition', 'event_code', 'cond_code']]\n",
-      "\t[ Writing sub-026_task-AuditoryVisualShift_run-01_events.tsv)]\n",
-      "sub-027_run-01:\n",
-      "\t[ Remapping sub-027_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'sub_block', 'trial', 'focus_modality', 'event_type', 'attention_status', 'task_role', 'condition', 'event_code', 'cond_code']]\n",
-      "\t[ Writing sub-027_task-AuditoryVisualShift_run-01_events.tsv)]\n",
-      "sub-028_run-01:\n",
-      "\t[ Remapping sub-028_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'sub_block', 'trial', 'focus_modality', 'event_type', 'attention_status', 'task_role', 'condition', 'event_code', 'cond_code']]\n",
-      "\t[ Writing sub-028_task-AuditoryVisualShift_run-01_events.tsv)]\n",
-      "sub-028_run-02:\n",
-      "\t[ Remapping sub-028_task-AuditoryVisualShift_run-02_events.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'sub_block', 'trial', 'focus_modality', 'event_type', 'attention_status', 'task_role', 'condition', 'event_code', 'cond_code']]\n",
-      "\t[ Writing sub-028_task-AuditoryVisualShift_run-02_events.tsv)]\n",
-      "sub-029_run-01:\n",
-      "\t[ Remapping sub-029_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'sub_block', 'trial', 'focus_modality', 'event_type', 'attention_status', 'task_role', 'condition', 'event_code', 'cond_code']]\n",
-      "\t[ Writing sub-029_task-AuditoryVisualShift_run-01_events.tsv)]\n",
-      "sub-030_run-01:\n",
-      "\t[ Remapping sub-030_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'sub_block', 'trial', 'focus_modality', 'event_type', 'attention_status', 'task_role', 'condition', 'event_code', 'cond_code']]\n",
-      "\t[ Writing sub-030_task-AuditoryVisualShift_run-01_events.tsv)]\n",
-      "sub-031_run-01:\n",
-      "\t[ Remapping sub-031_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'sub_block', 'trial', 'focus_modality', 'event_type', 'attention_status', 'task_role', 'condition', 'event_code', 'cond_code']]\n",
-      "\t[ Writing sub-031_task-AuditoryVisualShift_run-01_events.tsv)]\n",
-      "sub-032_run-01:\n",
-      "\t[ Remapping sub-032_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'sub_block', 'trial', 'focus_modality', 'event_type', 'attention_status', 'task_role', 'condition', 'event_code', 'cond_code']]\n",
-      "\t[ Writing sub-032_task-AuditoryVisualShift_run-01_events.tsv)]\n",
-      "sub-033_run-01:\n",
-      "\t[ Remapping sub-033_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'sub_block', 'trial', 'focus_modality', 'event_type', 'attention_status', 'task_role', 'condition', 'event_code', 'cond_code']]\n",
-      "\t[ Writing sub-033_task-AuditoryVisualShift_run-01_events.tsv)]\n",
-      "sub-034_run-01:\n",
-      "\t[ Remapping sub-034_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'sub_block', 'trial', 'focus_modality', 'event_type', 'attention_status', 'task_role', 'condition', 'event_code', 'cond_code']]\n",
-      "\t[ Writing sub-034_task-AuditoryVisualShift_run-01_events.tsv)]\n",
-      "sub-035_run-01:\n",
-      "\t[ Remapping sub-035_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'sub_block', 'trial', 'focus_modality', 'event_type', 'attention_status', 'task_role', 'condition', 'event_code', 'cond_code']]\n",
-      "\t[ Writing sub-035_task-AuditoryVisualShift_run-01_events.tsv)]\n",
-      "sub-036_run-01:\n",
-      "\t[ Remapping sub-036_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'sub_block', 'trial', 'focus_modality', 'event_type', 'attention_status', 'task_role', 'condition', 'event_code', 'cond_code']]\n",
-      "\t[ Writing sub-036_task-AuditoryVisualShift_run-01_events.tsv)]\n",
-      "sub-036_run-02:\n",
-      "\t[ Remapping sub-036_task-AuditoryVisualShift_run-02_events.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'sub_block', 'trial', 'focus_modality', 'event_type', 'attention_status', 'task_role', 'condition', 'event_code', 'cond_code']]\n",
-      "\t[ Writing sub-036_task-AuditoryVisualShift_run-02_events.tsv)]\n",
-      "sub-037_run-01:\n",
-      "\t[ Remapping sub-037_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'sub_block', 'trial', 'focus_modality', 'event_type', 'attention_status', 'task_role', 'condition', 'event_code', 'cond_code']]\n",
-      "\t[ Writing sub-037_task-AuditoryVisualShift_run-01_events.tsv)]\n",
-      "sub-038_run-01:\n",
-      "\t[ Remapping sub-038_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'sub_block', 'trial', 'focus_modality', 'event_type', 'attention_status', 'task_role', 'condition', 'event_code', 'cond_code']]\n",
-      "\t[ Writing sub-038_task-AuditoryVisualShift_run-01_events.tsv)]\n",
-      "sub-039_run-01:\n",
-      "\t[ Remapping sub-039_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'sub_block', 'trial', 'focus_modality', 'event_type', 'attention_status', 'task_role', 'condition', 'event_code', 'cond_code']]\n",
-      "\t[ Writing sub-039_task-AuditoryVisualShift_run-01_events.tsv)]\n",
-      "sub-040_run-01:\n",
-      "\t[ Remapping sub-040_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'sub_block', 'trial', 'focus_modality', 'event_type', 'attention_status', 'task_role', 'condition', 'event_code', 'cond_code']]\n",
-      "\t[ Writing sub-040_task-AuditoryVisualShift_run-01_events.tsv)]\n",
-      "sub-041_run-01:\n",
-      "\t[ Remapping sub-041_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'sub_block', 'trial', 'focus_modality', 'event_type', 'attention_status', 'task_role', 'condition', 'event_code', 'cond_code']]\n",
-      "\t[ Writing sub-041_task-AuditoryVisualShift_run-01_events.tsv)]\n",
-      "sub-042_run-01:\n",
-      "\t[ Remapping sub-042_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'sub_block', 'trial', 'focus_modality', 'event_type', 'attention_status', 'task_role', 'condition', 'event_code', 'cond_code']]\n",
-      "\t[ Writing sub-042_task-AuditoryVisualShift_run-01_events.tsv)]\n",
-      "sub-043_run-01:\n",
-      "\t[ Remapping sub-043_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'sub_block', 'trial', 'focus_modality', 'event_type', 'attention_status', 'task_role', 'condition', 'event_code', 'cond_code']]\n",
-      "\t[ Writing sub-043_task-AuditoryVisualShift_run-01_events.tsv)]\n",
-      "sub-044_run-01:\n",
-      "\t[ Remapping sub-044_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'sub_block', 'trial', 'focus_modality', 'event_type', 'attention_status', 'task_role', 'condition', 'event_code', 'cond_code']]\n",
-      "\t[ Writing sub-044_task-AuditoryVisualShift_run-01_events.tsv)]\n",
-      "sub-045_run-01:\n",
-      "\t[ Remapping sub-045_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'sub_block', 'trial', 'focus_modality', 'event_type', 'attention_status', 'task_role', 'condition', 'event_code', 'cond_code']]\n",
-      "\t[ Writing sub-045_task-AuditoryVisualShift_run-01_events.tsv)]\n",
-      "sub-046_run-01:\n",
-      "\t[ Remapping sub-046_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'sub_block', 'trial', 'focus_modality', 'event_type', 'attention_status', 'task_role', 'condition', 'event_code', 'cond_code']]\n",
-      "\t[ Writing sub-046_task-AuditoryVisualShift_run-01_events.tsv)]\n",
-      "sub-047_run-01:\n",
-      "\t[ Remapping sub-047_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'sub_block', 'trial', 'focus_modality', 'event_type', 'attention_status', 'task_role', 'condition', 'event_code', 'cond_code']]\n",
-      "\t[ Writing sub-047_task-AuditoryVisualShift_run-01_events.tsv)]\n",
-      "sub-048_run-01:\n",
-      "\t[ Remapping sub-048_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'sub_block', 'trial', 'focus_modality', 'event_type', 'attention_status', 'task_role', 'condition', 'event_code', 'cond_code']]\n",
-      "\t[ Writing sub-048_task-AuditoryVisualShift_run-01_events.tsv)]\n",
-      "sub-049_run-01:\n",
-      "\t[ Remapping sub-049_task-AuditoryVisualShift_run-01_events.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'sub_block', 'trial', 'focus_modality', 'event_type', 'attention_status', 'task_role', 'condition', 'event_code', 'cond_code']]\n",
-      "\t[ Writing sub-049_task-AuditoryVisualShift_run-01_events.tsv)]\n",
-      "\n",
-      "\n",
-      "ERROR Summary:\n",
-      "attention_shift_11_remap_events_log: Level ERROR\n",
-      "overall:\n",
-      "sub-001_run-01:\n",
-      "sub-002_run-01:\n",
-      "sub-003_run-01:\n",
-      "sub-004_run-01:\n",
-      "sub-004_run-02:\n",
-      "sub-005_run-01:\n",
-      "sub-006_run-01:\n",
-      "sub-007_run-01:\n",
-      "sub-008_run-01:\n",
-      "sub-009_run-01:\n",
-      "sub-010_run-01:\n",
-      "sub-011_run-01:\n",
-      "sub-012_run-01:\n",
-      "sub-013_run-01:\n",
-      "sub-014_run-01:\n",
-      "sub-015_run-01:\n",
-      "sub-016_run-01:\n",
-      "sub-017_run-01:\n",
-      "sub-018_run-01:\n",
-      "sub-019_run-01:\n",
-      "sub-020_run-02:\n",
-      "sub-021_run-02:\n",
-      "sub-022_run-02:\n",
-      "sub-023_run-01:\n",
-      "sub-024_run-01:\n",
-      "sub-025_run-01:\n",
-      "sub-026_run-01:\n",
-      "sub-027_run-01:\n",
-      "sub-028_run-01:\n",
-      "sub-028_run-02:\n",
-      "sub-029_run-01:\n",
-      "sub-030_run-01:\n",
-      "sub-031_run-01:\n",
-      "sub-032_run-01:\n",
-      "sub-033_run-01:\n",
-      "sub-034_run-01:\n",
-      "sub-035_run-01:\n",
-      "sub-036_run-01:\n",
-      "sub-036_run-02:\n",
-      "sub-037_run-01:\n",
-      "sub-038_run-01:\n",
-      "sub-039_run-01:\n",
-      "sub-040_run-01:\n",
-      "sub-041_run-01:\n",
-      "sub-042_run-01:\n",
-      "sub-043_run-01:\n",
-      "sub-044_run-01:\n",
-      "sub-045_run-01:\n",
-      "sub-046_run-01:\n",
-      "sub-047_run-01:\n",
-      "sub-048_run-01:\n",
-      "sub-049_run-01:\n"
-     ]
-    }
-   ],
-   "source": [
-    "import os\n",
-    "import datetime\n",
-    "from hed.tools import BidsTabularDictionary, KeyMap,  HedLogger\n",
-    "from hed.util import get_file_list, get_new_dataframe\n",
-    "\n",
-    "# Variables to set for the specific dataset\n",
-    "bids_root_path = 'G:\\AttentionShift\\AttentionShiftWorkingPhaseTwo'\n",
-    "exclude_dirs = ['sourcedata', 'stimuli', 'code']\n",
-    "entities = ('sub', 'run')\n",
-    "key_columns = [\"event_code\", \"cond_code\", \"focus_modality\"]\n",
-    "target_columns = [\"event_type\", \"attention_status\", \"task_role\", \"condition\"]\n",
-    "final_column_order = [\"onset\", \"duration\", \"sample\", \"sub_block\",\n",
-    "                      \"trial\", \"focus_modality\", \"event_type\", \"attention_status\", \"task_role\",\n",
-    "                      \"condition\", \"event_code\", \"cond_code\"]\n",
-    "log_name = 'attention_shift_11_remap_events_log'\n",
-    "template_file = os.path.realpath(os.path.join(bids_root_path, \"code/attention_shift_remap_event_template_filled.tsv\"))\n",
-    "\n",
-    "# Set up the logger\n",
-    "log_file_name = f\"code/curation_logs/{log_name}.txt\"\n",
-    "logger = HedLogger(name=log_name)\n",
-    "\n",
-    "# Make the file list and dictionary for _events\n",
-    "bids_files = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_events\", exclude_dirs=exclude_dirs)\n",
-    "bids_dict = BidsTabularDictionary(\"Event files\", bids_files, entities=entities)\n",
-    "\n",
-    "# Create the template\n",
-    "key_map = KeyMap(key_cols=key_columns, target_cols=target_columns, name='attention_shift_remap')\n",
-    "logger.add(\"overall\",\n",
-    "           f\"Creating a key map with key_columns {str(key_columns)} and target_columns {str(target_columns)}\")\n",
-    "logger.add(\"overall\", f\"Read the template from {os.path.basename(template_file)}\")\n",
-    "duplicates = key_map.update(template_file, allow_missing=False, keep_counts=False)\n",
-    "if duplicates:\n",
-    "    logger.add(\"overall\", f\"This mapping has {len(duplicates)} duplicate key entries\", level=\"ERROR\", also_print=True)\n",
-    "\n",
-    "for key, file, rowcount, columns in bids_dict.iter_tsv_info():\n",
-    "    filename = file.file_path\n",
-    "    df_bids = get_new_dataframe(filename)\n",
-    "    logger.add(key, f\"Remapping {os.path.basename(filename)}\")\n",
-    "    df_new, missing = key_map.remap(filename)\n",
-    "    if missing:\n",
-    "        logger.add(key, f\"The keys {str(missing)} were not in the map\", level=\"ERROR\", also_print=True)\n",
-    "    df_new = df_new.reindex(columns=final_column_order)\n",
-    "    logger.add(key, f\"Reordered the columns as {str(final_column_order)}\")\n",
-    "    df_new.to_csv(filename, sep='\\t', index=False)\n",
-    "    logger.add(key, f\"Writing {os.path.basename(filename)})\")\n",
-    "\n",
-    "# Print the log\n",
-    "log_string = \"\\n\\nLog output:\\n\" + logger.get_log_string()\n",
-    "error_string = \"\\n\\nERROR Summary:\\n\" + logger.get_log_string(level=\"ERROR\")\n",
-    "print(log_string)\n",
-    "print(error_string)\n",
-    "save_path = os.path.join(bids_root_path, log_file_name)\n",
-    "with open(save_path, \"w\") as fp:\n",
-    "    fp.write(f\"{log_file_name} {datetime.datetime.now()}\\n\")\n",
-    "    fp.write(log_string)\n",
-    "    fp.write(error_string)"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Create the template for the dataset\n"
-    }
-   }
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 2
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
\ No newline at end of file
diff --git a/hedcode/jupyter_notebooks/dataset_specific_processing/attention_shift/attention_shift_12_final_summary.ipynb b/hedcode/jupyter_notebooks/dataset_specific_processing/attention_shift/attention_shift_12_final_summary.ipynb
deleted file mode 100644
index f7857b0..0000000
--- a/hedcode/jupyter_notebooks/dataset_specific_processing/attention_shift/attention_shift_12_final_summary.ipynb
+++ /dev/null
@@ -1,158 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "collapsed": true,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   },
-   "source": [
-    "## Final summary of event files\n",
-    "\n",
-    "This script performs a final event summary of the Attention Shift dataset."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "Summary of all BIDS events files:\n",
-      "Summary for column dictionary :\n",
-      "   Categorical columns (7):\n",
-      "      attention_status (3 distinct values):\n",
-      "         attended: 154180\n",
-      "         n/a: 29961\n",
-      "         unattended: 102994\n",
-      "      cond_code (3 distinct values):\n",
-      "         1: 56448\n",
-      "         2: 55789\n",
-      "         3: 174898\n",
-      "      condition (3 distinct values):\n",
-      "         attend_auditory: 56448\n",
-      "         attend_visual: 55789\n",
-      "         shift_attention: 174898\n",
-      "      event_code (17 distinct values):\n",
-      "         1: 11702\n",
-      "         10: 4701\n",
-      "         11: 37342\n",
-      "         12: 37461\n",
-      "         13: 18984\n",
-      "         14: 18839\n",
-      "         2: 11701\n",
-      "         201: 29028\n",
-      "         202: 927\n",
-      "         255: 6\n",
-      "         3: 9296\n",
-      "         4: 9301\n",
-      "         5: 37171\n",
-      "         6: 37167\n",
-      "         7: 9405\n",
-      "         8: 9407\n",
-      "         9: 4697\n",
-      "      event_type (9 distinct values):\n",
-      "         bad_event: 6\n",
-      "         button_press: 29028\n",
-      "         dark_bar: 93467\n",
-      "         hear_word: 11702\n",
-      "         high_tone: 23398\n",
-      "         light_bar: 23409\n",
-      "         look_word: 11701\n",
-      "         low_tone: 93497\n",
-      "         pause_recording: 927\n",
-      "      focus_modality (3 distinct values):\n",
-      "         auditory: 143757\n",
-      "         n/a: 38\n",
-      "         visual: 143340\n",
-      "      task_role (6 distinct values):\n",
-      "         cue_auditory: 11724\n",
-      "         cue_visual: 11679\n",
-      "         frequent_stimulus: 186964\n",
-      "         infrequent_stimulus: 46807\n",
-      "         n/a: 933\n",
-      "         target_detected: 29028\n",
-      "   Value columns (0):\n",
-      "\n",
-      "\n",
-      "Log output:\n",
-      "attention_shift_12_final_summary_log: Level None\n",
-      "\n",
-      "\n",
-      "ERROR Summary:\n",
-      "attention_shift_12_final_summary_log: Level ERROR\n"
-     ]
-    }
-   ],
-   "source": [
-    "import os\n",
-    "import datetime\n",
-    "from hed.tools import BidsTabularDictionary, BidsTabularSummary, HedLogger\n",
-    "from hed.util import get_file_list\n",
-    "\n",
-    "# Variables to set for the specific dataset\n",
-    "bids_root_path = 'G:\\AttentionShift\\AttentionShiftWorkingPhaseTwo'\n",
-    "exclude_dirs = ['sourcedata', 'stimuli', 'code']\n",
-    "entities = ('sub', 'run')\n",
-    "skip_columns = [\"onset\", \"duration\", \"sample\", \"sub_block\", \"trial\"]\n",
-    "log_name = 'attention_shift_12_final_summary_log'\n",
-    "\n",
-    "# Set up the logger\n",
-    "log_file_name = f\"code/curation_logs/{log_name}.txt\"\n",
-    "logger = HedLogger(name=log_name)\n",
-    "\n",
-    "# Construct the event file dictionaries for the event files\n",
-    "files_bids = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_events\", exclude_dirs=exclude_dirs)\n",
-    "bids_dict = BidsTabularDictionary(\"Bids event files\", files_bids, entities=entities)\n",
-    "\n",
-    "# Create summary dictionaries of the original BIDS events files and output column names\n",
-    "bids_sum_all, bids_sum =  BidsTabularSummary.make_combined_dicts(bids_dict, skip_cols=skip_columns)\n",
-    "print(f\"\\nSummary of all BIDS events files:\\n{bids_sum_all}\")\n",
-    "\n",
-    "log_string = \"\\n\\nLog output:\\n\" + logger.get_log_string()\n",
-    "error_string = \"\\n\\nERROR Summary:\\n\" + logger.get_log_string(level=\"ERROR\")\n",
-    "print(log_string)\n",
-    "print(error_string)\n",
-    "\n",
-    "save_path = os.path.join(bids_root_path, log_file_name)\n",
-    "with open(save_path, \"w\") as fp:\n",
-    "    fp.write(f\"{log_file_name} {datetime.datetime.now()}\\n\")\n",
-    "    fp.write(f\"\\n{bids_sum_all}\\n\")\n",
-    "    fp.write(log_string)\n",
-    "    fp.write(error_string)"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Set up the variables for producing a summary and construct dictionaries\n"
-    }
-   }
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 2
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
\ No newline at end of file
diff --git a/hedcode/jupyter_notebooks/dataset_specific_processing/attention_shift/attention_shift_13_generate_sidecar.ipynb b/hedcode/jupyter_notebooks/dataset_specific_processing/attention_shift/attention_shift_13_generate_sidecar.ipynb
deleted file mode 100644
index 8d135c8..0000000
--- a/hedcode/jupyter_notebooks/dataset_specific_processing/attention_shift/attention_shift_13_generate_sidecar.ipynb
+++ /dev/null
@@ -1,124 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "collapsed": true,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   },
-   "source": [
-    "## Generate a JSON events sidecar template and spreadsheet from a BIDS dataset\n",
-    "\n",
-    "This generates a JSON events sidecar template and a corresponding 4-column spreadsheet\n",
-    "for the AttentionShiftWorkingPhaseTwo data.\n",
-    "\n",
-    "For tutorial examples of this process see the Jupyter notebooks:\n",
-    "- [`bids_generate_sidecar.ipynb`](https://github.com/hed-standard/hed-examples/blob/main/hedcode/jupyter_notebooks/bids_processing/bids_generate_sidecar.ipynb)\n",
-    "- [`bids_sidecar_to_spreadsheet.ipynb`](https://github.com/hed-standard/hed-examples/blob/main/hedcode/jupyter_notebooks/bids_processing/bids_sidecar_to_spreadsheet.ipynb)\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "source": [
-    "import os\n",
-    "import json\n",
-    "import datetime\n",
-    "from hed.tools import hed_to_df, BidsTabularSummary, HedLogger\n",
-    "from hed.util import get_file_list\n",
-    "\n",
-    "# Variables to set for the specific dataset\n",
-    "bids_root_path = 'G:\\AttentionShift\\AttentionShiftWorkingPhaseTwo'\n",
-    "json_path = os.path.realpath(os.path.join(bids_root_path, 'task-AuditoryVisualShift_events.json'))\n",
-    "spreadsheet_path = os.path.realpath(os.path.join(bids_root_path, 'code/task-AuditoryVisualShift_hed_spreadsheet.tsv'))\n",
-    "exclude_dirs = ['sourcedata', 'stimuli', 'code']\n",
-    "entities = ('sub', 'run')\n",
-    "skip_columns = ['onset', 'duration', 'sample', 'event_code', 'cond_code']\n",
-    "value_columns = ['trial', 'sub_block']\n",
-    "log_name = 'attention_shift_13_generate_sidecar_log'\n",
-    "\n",
-    "# Set up the logger\n",
-    "log_file_name = f\"code/curation_logs/{log_name}.txt\"\n",
-    "logger = HedLogger(name=log_name)\n",
-    "\n",
-    "# Construct the event file dictionaries for the BIDS event files\n",
-    "bids_files = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_events\",\n",
-    "                           exclude_dirs=exclude_dirs)\n",
-    "\n",
-    "# Construct the event file value summary and generate a sidecar template representing dataset\n",
-    "logger.add(\"overall\", f\"Summarizing {len(bids_files)}\")\n",
-    "value_summary = BidsTabularSummary(skip_cols=skip_columns, value_cols=value_columns, name=\"Attention Shift\")\n",
-    "value_summary.update(bids_files)\n",
-    "sidecar_template = value_summary.extract_sidecar_template()\n",
-    "with open(json_path, 'w') as fp:\n",
-    "   json.dump(sidecar_template, fp, indent=4)\n",
-    "logger.add(\"overall\", f\"Saving a JSON sidecar template to {os.path.basename(json_path)}\")\n",
-    "\n",
-    "hed_spreadsheet = hed_to_df(sidecar_template)\n",
-    "logger.add(\"overall\", f\"Creating a spreadsheet template and saving to {os.path.basename(spreadsheet_path)}\")\n",
-    "hed_spreadsheet.to_csv(spreadsheet_path, sep='\\t', index=False,)\n",
-    "\n",
-    "# Print the log\n",
-    "log_string = \"\\n\\nLog output:\\n\" + logger.get_log_string()\n",
-    "error_string = \"\\n\\nERROR Summary:\\n\" + logger.get_log_string(level=\"ERROR\")\n",
-    "print(log_string)\n",
-    "print(error_string)\n",
-    "save_path = os.path.join(bids_root_path, log_file_name)\n",
-    "with open(save_path, \"w\") as fp:\n",
-    "    fp.write(f\"{log_file_name} {datetime.datetime.now()}\\n\")\n",
-    "    fp.write(log_string)\n",
-    "    fp.write(error_string)"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Set up the directories and create a dictionary for events.tsv files\n"
-    }
-   },
-   "execution_count": 1,
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "\n",
-      "Log output:\n",
-      "attention_shift_13_generate_sidecar_log: Level None\n",
-      "overall:\n",
-      "\t[ Summarizing 52]\n",
-      "\t[ Saving a JSON sidecar template to task-AuditoryVisualShift_events.json]\n",
-      "\t[ Creating a spreadsheet template and saving to task-AuditoryVisualShift_hed_spreadsheet.tsv]\n",
-      "\n",
-      "\n",
-      "ERROR Summary:\n",
-      "attention_shift_13_generate_sidecar_log: Level ERROR\n",
-      "overall:\n"
-     ]
-    }
-   ]
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 2
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
\ No newline at end of file
diff --git a/hedcode/jupyter_notebooks/dataset_specific_processing/attention_shift/attention_shift_14_analyze_channels.ipynb b/hedcode/jupyter_notebooks/dataset_specific_processing/attention_shift/attention_shift_14_analyze_channels.ipynb
deleted file mode 100644
index 4518438..0000000
--- a/hedcode/jupyter_notebooks/dataset_specific_processing/attention_shift/attention_shift_14_analyze_channels.ipynb
+++ /dev/null
@@ -1,142 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "collapsed": true,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   },
-   "source": [
-    "## Analyze the channels for the Attention Shift data\n",
-    "\n",
-    "This notebook assumes that a JSON dictionary called `originalChannels.json`\n",
-    "has been created in the `\\code` subdirectory of the dataset."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "\n",
-      "Log output:\n",
-      "attention_shift_14_analyze_channels_log: Level None\n",
-      "sub-001_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "\t[ This key has 52 files with the same 36 channels]\n",
-      "\t[ The channels are ['Fp1', 'Fpz', 'Fp2', 'AF3', 'AF4', 'F7', 'F3', 'Fz', 'F4', 'F8', 'FC5', 'FC1', 'FC6', 'FC2', 'T7', 'C3', 'Cz', 'C4', 'T8', 'CP5', 'CP1', 'CP2', 'CP6', 'P7', 'P3', 'Pz', 'P4', 'P8', 'PO3', 'PO4', 'O1', 'Oz', 'O2', 'LM', 'REye', 'LEye']]\n",
-      "Overall:\n",
-      "\t[ Dataset has 36 unique channels]\n",
-      "\t[ {'REye', 'P4', 'PO3', 'Oz', 'T7', 'O1', 'Fpz', 'F3', 'Fp1', 'F4', 'CP5', 'C4', 'Fz', 'C3', 'P3', 'LM', 'AF3', 'FC5', 'F7', 'O2', 'CP1', 'Fp2', 'LEye', 'T8', 'CP2', 'P7', 'FC6', 'Cz', 'PO4', 'AF4', 'CP6', 'P8', 'Pz', 'FC2', 'FC1', 'F8'}]\n",
-      "\n",
-      "\n",
-      "ERROR Summary:\n",
-      "attention_shift_14_analyze_channels_log: Level ERROR\n",
-      "sub-001_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "Overall:\n"
-     ]
-    }
-   ],
-   "source": [
-    "import os\n",
-    "import datetime\n",
-    "import json\n",
-    "from hed.tools import HedLogger\n",
-    "from hed.util import get_file_list\n",
-    "\n",
-    "# Variables to set for the specific dataset\n",
-    "bids_root_path = 'G:\\AttentionShift\\AttentionShiftWorkingPhaseTwo'\n",
-    "exclude_dirs = ['sourcedata', 'stimuli', 'code']\n",
-    "entities = ('sub', 'run')\n",
-    "log_name = 'attention_shift_14_analyze_channels_log'\n",
-    "channel_file = os.path.realpath(os.path.join(bids_root_path, \"code/channelsOriginal.json\"))\n",
-    "\n",
-    "# Set up the logger\n",
-    "log_file_name = f\"code/curation_logs/{log_name}.txt\"\n",
-    "logger = HedLogger(name=log_name)\n",
-    "\n",
-    "# Load the channels file\n",
-    "with open(channel_file, 'r') as fp:\n",
-    "    channel_info = json.load(fp)\n",
-    "\n",
-    "# Make the file list and dictionary for _events\n",
-    "eeg_files = get_file_list(bids_root_path, extensions=[\".set\"], name_suffix=\"_eeg\", exclude_dirs=exclude_dirs)\n",
-    "\n",
-    "# Create the dictionaries of channels\n",
-    "key_list = list(channel_info.keys())\n",
-    "unique_dict = {}\n",
-    "name_dict = {}\n",
-    "for file_key, item in channel_info.items():\n",
-    "    search_key = None\n",
-    "    for skey in name_dict.keys():\n",
-    "        if item == channel_info[skey]:\n",
-    "            search_key = skey\n",
-    "            break\n",
-    "    if search_key:\n",
-    "        search_values = name_dict[search_key]\n",
-    "        name_dict[search_key].append(file_key)\n",
-    "    else:\n",
-    "        name_dict[file_key] = [file_key]\n",
-    "\n",
-    "# Now check the order of the elements in the list:\n",
-    "all_channels = set\n",
-    "for file_key, file_list in name_dict.items():\n",
-    "    logger.add(file_key, f\"This key has {len(file_list)} files with the same {len(channel_info[file_key])} channels\")\n",
-    "    logger.add(file_key, f\"The channels are {str(channel_info[file_key])}\")\n",
-    "\n",
-    "\n",
-    "key_list = list(name_dict.keys())\n",
-    "union_channels = set()\n",
-    "inter_channels = set(channel_info[key_list[0]])\n",
-    "for file_key in key_list:\n",
-    "    union_channels = union_channels.union(set(channel_info[file_key]))\n",
-    "    inter_channels = inter_channels.intersection(set(channel_info[file_key]))\n",
-    "logger.add(\"Overall\", f\"Dataset has {len(union_channels)} unique channels\")\n",
-    "logger.add(\"Overall\", f\"{str(union_channels)}\")\n",
-    "\n",
-    "# Output and save the log\n",
-    "log_string = \"\\n\\nLog output:\\n\" + logger.get_log_string()\n",
-    "error_string = \"\\n\\nERROR Summary:\\n\" + logger.get_log_string(level=\"ERROR\")\n",
-    "print(log_string)\n",
-    "print(error_string)\n",
-    "save_path = os.path.join(bids_root_path, log_file_name)\n",
-    "with open(save_path, \"w\") as fp:\n",
-    "    fp.write(f\"{log_file_name} {datetime.datetime.now()}\\n\")\n",
-    "    fp.write(log_string)\n",
-    "    fp.write(error_string)"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Create the template for the dataset\n"
-    }
-   }
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 2
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
\ No newline at end of file
diff --git a/hedcode/jupyter_notebooks/dataset_specific_processing/attention_shift/attention_shift_15_fix_channels.ipynb b/hedcode/jupyter_notebooks/dataset_specific_processing/attention_shift/attention_shift_15_fix_channels.ipynb
deleted file mode 100644
index 6dddfcc..0000000
--- a/hedcode/jupyter_notebooks/dataset_specific_processing/attention_shift/attention_shift_15_fix_channels.ipynb
+++ /dev/null
@@ -1,457 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "collapsed": true,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   },
-   "source": [
-    "## Add channel files based on the EEG with fixes.\n",
-    "\n",
-    "This notebook replaces the `channels.tsv` files with those generated by EEGLAB BidsTools\n",
-    "for the Attention Shift data.\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "source": [
-    "import os\n",
-    "import json\n",
-    "import datetime\n",
-    "import pandas as pd\n",
-    "from hed.tools import HedLogger\n",
-    "from hed.util import get_file_list, get_value_dict\n",
-    "\n",
-    "# Variables to set for the specific dataset\n",
-    "bids_root_path = 'g:/AttentionShift/AttentionShiftWorkingPhaseTwo'\n",
-    "exclude_dirs = ['sourcedata', 'stimuli', 'code']\n",
-    "log_name = 'attention_shift_15_fix_channels_log'\n",
-    "sampling_rate_file = os.path.realpath(os.path.join(bids_root_path, 'code/samplingRates.tsv'))\n",
-    "channel_file = os.path.realpath(os.path.join(bids_root_path, \"code/channelsOriginal.json\"))\n",
-    "\n",
-    "# Set up the logger\n",
-    "log_file_name = f\"code/curation_logs/{log_name}.txt\"\n",
-    "logger = HedLogger(name=log_name)\n",
-    "\n",
-    "# Load the channels file\n",
-    "with open(channel_file, 'r') as fp:\n",
-    "    channel_info = json.load(fp)\n",
-    "\n",
-    "# Construct the lists of the EEG files\n",
-    "eeg_files = get_file_list(bids_root_path, extensions=[\".set\"], name_suffix=\"_eeg\", exclude_dirs=exclude_dirs)\n",
-    "\n",
-    "# Get the sample rate dictionary\n",
-    "sampling_dict = get_value_dict(sampling_rate_file)\n",
-    "\n",
-    "chan_dict = {'LM': ('LM', 'MISC', 'microV', 'Left mastoid.'),\n",
-    "             'REye': ('REye', 'EOG', 'microV', 'Right EOG channel.'),\n",
-    "             'LEye': ('LEye', 'EOG', 'microV', 'Right EOG channel.')\n",
-    "             }\n",
-    "\n",
-    "for file_name in eeg_files:\n",
-    "    basename = os.path.basename(file_name)\n",
-    "    channels = channel_info[basename]\n",
-    "    logger.add(basename, f\"EEG has {len(channels)} channels\")\n",
-    "\n",
-    "    data = {'name': channels}\n",
-    "    df = pd.DataFrame(data)\n",
-    "    df[['type', 'units', 'description']] = 'n/a'\n",
-    "    names = df['name']\n",
-    "    for index, name in names.iteritems():\n",
-    "        row = chan_dict.get(name, None)\n",
-    "        if not row:\n",
-    "            row = (name, 'EEG', 'microV', 'n/a')\n",
-    "        df.loc[index, 'name'] = row[0]\n",
-    "        df.loc[index, 'type'] = row[1]\n",
-    "        df.loc[index, 'units'] = row[2]\n",
-    "        df.loc[index, 'description'] = row[3]\n",
-    "    EEG = sum(df['type'].map(str) == 'EEG')\n",
-    "    EOG = sum(df['type'].map(str) == 'EOG')\n",
-    "    OTHER = sum(df['type'].map(str) == 'OTHER')\n",
-    "    MISC = sum(df['type'].map(str) == 'MISC')\n",
-    "    logger.add(basename, f\"{EEG} EEG channels, {EOG} EOG channels, {OTHER} OTHER channels {MISC} MISC channels\")\n",
-    "    file_new = file_name[:-7] + \"channels.tsv\"\n",
-    "    df.to_csv(file_new, sep='\\t', index=False)\n",
-    "    logger.add(basename, f\"Saved as {os.path.basename(file_new)}\")\n",
-    "    eeg_json_file = file_name[:-4] + \".json\"\n",
-    "    with open(eeg_json_file, 'r') as fp:\n",
-    "        eeg_json = json.load(fp)\n",
-    "    logger.add(basename, f\"Adjusted the MiscChannelCount to 1\")\n",
-    "    eeg_json['MiscChannelCount'] = 1\n",
-    "    with open(eeg_json_file, 'w') as fp:\n",
-    "        json.dump(eeg_json, fp, indent=4)\n",
-    "\n",
-    "# Output and save the log\n",
-    "log_string = \"\\n\\nLog output:\\n\" + logger.get_log_string()\n",
-    "error_string = \"\\n\\nERROR Summary:\\n\" + logger.get_log_string(level=\"ERROR\")\n",
-    "print(log_string)\n",
-    "print(error_string)\n",
-    "\n",
-    "save_path = os.path.join(bids_root_path, log_file_name)\n",
-    "with open(save_path, \"w\") as fp:\n",
-    "    fp.write(f\"{log_file_name} {datetime.datetime.now()}\\n\")\n",
-    "    fp.write(log_string)\n",
-    "    fp.write(error_string)"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Perform the calculation\n"
-    }
-   },
-   "execution_count": 1,
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "\n",
-      "Log output:\n",
-      "attention_shift_15_fix_channels_log: Level None\n",
-      "sub-001_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "\t[ EEG has 36 channels]\n",
-      "\t[ 33 EEG channels, 2 EOG channels, 0 OTHER channels 1 MISC channels]\n",
-      "\t[ Saved as sub-001_task-AuditoryVisualShift_run-01_channels.tsv]\n",
-      "\t[ Adjusted the MiscChannelCount to 1]\n",
-      "sub-002_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "\t[ EEG has 36 channels]\n",
-      "\t[ 33 EEG channels, 2 EOG channels, 0 OTHER channels 1 MISC channels]\n",
-      "\t[ Saved as sub-002_task-AuditoryVisualShift_run-01_channels.tsv]\n",
-      "\t[ Adjusted the MiscChannelCount to 1]\n",
-      "sub-003_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "\t[ EEG has 36 channels]\n",
-      "\t[ 33 EEG channels, 2 EOG channels, 0 OTHER channels 1 MISC channels]\n",
-      "\t[ Saved as sub-003_task-AuditoryVisualShift_run-01_channels.tsv]\n",
-      "\t[ Adjusted the MiscChannelCount to 1]\n",
-      "sub-004_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "\t[ EEG has 36 channels]\n",
-      "\t[ 33 EEG channels, 2 EOG channels, 0 OTHER channels 1 MISC channels]\n",
-      "\t[ Saved as sub-004_task-AuditoryVisualShift_run-01_channels.tsv]\n",
-      "\t[ Adjusted the MiscChannelCount to 1]\n",
-      "sub-004_task-AuditoryVisualShift_run-02_eeg.set:\n",
-      "\t[ EEG has 36 channels]\n",
-      "\t[ 33 EEG channels, 2 EOG channels, 0 OTHER channels 1 MISC channels]\n",
-      "\t[ Saved as sub-004_task-AuditoryVisualShift_run-02_channels.tsv]\n",
-      "\t[ Adjusted the MiscChannelCount to 1]\n",
-      "sub-005_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "\t[ EEG has 36 channels]\n",
-      "\t[ 33 EEG channels, 2 EOG channels, 0 OTHER channels 1 MISC channels]\n",
-      "\t[ Saved as sub-005_task-AuditoryVisualShift_run-01_channels.tsv]\n",
-      "\t[ Adjusted the MiscChannelCount to 1]\n",
-      "sub-006_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "\t[ EEG has 36 channels]\n",
-      "\t[ 33 EEG channels, 2 EOG channels, 0 OTHER channels 1 MISC channels]\n",
-      "\t[ Saved as sub-006_task-AuditoryVisualShift_run-01_channels.tsv]\n",
-      "\t[ Adjusted the MiscChannelCount to 1]\n",
-      "sub-007_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "\t[ EEG has 36 channels]\n",
-      "\t[ 33 EEG channels, 2 EOG channels, 0 OTHER channels 1 MISC channels]\n",
-      "\t[ Saved as sub-007_task-AuditoryVisualShift_run-01_channels.tsv]\n",
-      "\t[ Adjusted the MiscChannelCount to 1]\n",
-      "sub-008_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "\t[ EEG has 36 channels]\n",
-      "\t[ 33 EEG channels, 2 EOG channels, 0 OTHER channels 1 MISC channels]\n",
-      "\t[ Saved as sub-008_task-AuditoryVisualShift_run-01_channels.tsv]\n",
-      "\t[ Adjusted the MiscChannelCount to 1]\n",
-      "sub-009_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "\t[ EEG has 36 channels]\n",
-      "\t[ 33 EEG channels, 2 EOG channels, 0 OTHER channels 1 MISC channels]\n",
-      "\t[ Saved as sub-009_task-AuditoryVisualShift_run-01_channels.tsv]\n",
-      "\t[ Adjusted the MiscChannelCount to 1]\n",
-      "sub-010_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "\t[ EEG has 36 channels]\n",
-      "\t[ 33 EEG channels, 2 EOG channels, 0 OTHER channels 1 MISC channels]\n",
-      "\t[ Saved as sub-010_task-AuditoryVisualShift_run-01_channels.tsv]\n",
-      "\t[ Adjusted the MiscChannelCount to 1]\n",
-      "sub-011_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "\t[ EEG has 36 channels]\n",
-      "\t[ 33 EEG channels, 2 EOG channels, 0 OTHER channels 1 MISC channels]\n",
-      "\t[ Saved as sub-011_task-AuditoryVisualShift_run-01_channels.tsv]\n",
-      "\t[ Adjusted the MiscChannelCount to 1]\n",
-      "sub-012_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "\t[ EEG has 36 channels]\n",
-      "\t[ 33 EEG channels, 2 EOG channels, 0 OTHER channels 1 MISC channels]\n",
-      "\t[ Saved as sub-012_task-AuditoryVisualShift_run-01_channels.tsv]\n",
-      "\t[ Adjusted the MiscChannelCount to 1]\n",
-      "sub-013_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "\t[ EEG has 36 channels]\n",
-      "\t[ 33 EEG channels, 2 EOG channels, 0 OTHER channels 1 MISC channels]\n",
-      "\t[ Saved as sub-013_task-AuditoryVisualShift_run-01_channels.tsv]\n",
-      "\t[ Adjusted the MiscChannelCount to 1]\n",
-      "sub-014_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "\t[ EEG has 36 channels]\n",
-      "\t[ 33 EEG channels, 2 EOG channels, 0 OTHER channels 1 MISC channels]\n",
-      "\t[ Saved as sub-014_task-AuditoryVisualShift_run-01_channels.tsv]\n",
-      "\t[ Adjusted the MiscChannelCount to 1]\n",
-      "sub-015_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "\t[ EEG has 36 channels]\n",
-      "\t[ 33 EEG channels, 2 EOG channels, 0 OTHER channels 1 MISC channels]\n",
-      "\t[ Saved as sub-015_task-AuditoryVisualShift_run-01_channels.tsv]\n",
-      "\t[ Adjusted the MiscChannelCount to 1]\n",
-      "sub-016_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "\t[ EEG has 36 channels]\n",
-      "\t[ 33 EEG channels, 2 EOG channels, 0 OTHER channels 1 MISC channels]\n",
-      "\t[ Saved as sub-016_task-AuditoryVisualShift_run-01_channels.tsv]\n",
-      "\t[ Adjusted the MiscChannelCount to 1]\n",
-      "sub-017_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "\t[ EEG has 36 channels]\n",
-      "\t[ 33 EEG channels, 2 EOG channels, 0 OTHER channels 1 MISC channels]\n",
-      "\t[ Saved as sub-017_task-AuditoryVisualShift_run-01_channels.tsv]\n",
-      "\t[ Adjusted the MiscChannelCount to 1]\n",
-      "sub-018_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "\t[ EEG has 36 channels]\n",
-      "\t[ 33 EEG channels, 2 EOG channels, 0 OTHER channels 1 MISC channels]\n",
-      "\t[ Saved as sub-018_task-AuditoryVisualShift_run-01_channels.tsv]\n",
-      "\t[ Adjusted the MiscChannelCount to 1]\n",
-      "sub-019_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "\t[ EEG has 36 channels]\n",
-      "\t[ 33 EEG channels, 2 EOG channels, 0 OTHER channels 1 MISC channels]\n",
-      "\t[ Saved as sub-019_task-AuditoryVisualShift_run-01_channels.tsv]\n",
-      "\t[ Adjusted the MiscChannelCount to 1]\n",
-      "sub-020_task-AuditoryVisualShift_run-02_eeg.set:\n",
-      "\t[ EEG has 36 channels]\n",
-      "\t[ 33 EEG channels, 2 EOG channels, 0 OTHER channels 1 MISC channels]\n",
-      "\t[ Saved as sub-020_task-AuditoryVisualShift_run-02_channels.tsv]\n",
-      "\t[ Adjusted the MiscChannelCount to 1]\n",
-      "sub-021_task-AuditoryVisualShift_run-02_eeg.set:\n",
-      "\t[ EEG has 36 channels]\n",
-      "\t[ 33 EEG channels, 2 EOG channels, 0 OTHER channels 1 MISC channels]\n",
-      "\t[ Saved as sub-021_task-AuditoryVisualShift_run-02_channels.tsv]\n",
-      "\t[ Adjusted the MiscChannelCount to 1]\n",
-      "sub-022_task-AuditoryVisualShift_run-02_eeg.set:\n",
-      "\t[ EEG has 36 channels]\n",
-      "\t[ 33 EEG channels, 2 EOG channels, 0 OTHER channels 1 MISC channels]\n",
-      "\t[ Saved as sub-022_task-AuditoryVisualShift_run-02_channels.tsv]\n",
-      "\t[ Adjusted the MiscChannelCount to 1]\n",
-      "sub-023_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "\t[ EEG has 36 channels]\n",
-      "\t[ 33 EEG channels, 2 EOG channels, 0 OTHER channels 1 MISC channels]\n",
-      "\t[ Saved as sub-023_task-AuditoryVisualShift_run-01_channels.tsv]\n",
-      "\t[ Adjusted the MiscChannelCount to 1]\n",
-      "sub-024_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "\t[ EEG has 36 channels]\n",
-      "\t[ 33 EEG channels, 2 EOG channels, 0 OTHER channels 1 MISC channels]\n",
-      "\t[ Saved as sub-024_task-AuditoryVisualShift_run-01_channels.tsv]\n",
-      "\t[ Adjusted the MiscChannelCount to 1]\n",
-      "sub-025_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "\t[ EEG has 36 channels]\n",
-      "\t[ 33 EEG channels, 2 EOG channels, 0 OTHER channels 1 MISC channels]\n",
-      "\t[ Saved as sub-025_task-AuditoryVisualShift_run-01_channels.tsv]\n",
-      "\t[ Adjusted the MiscChannelCount to 1]\n",
-      "sub-026_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "\t[ EEG has 36 channels]\n",
-      "\t[ 33 EEG channels, 2 EOG channels, 0 OTHER channels 1 MISC channels]\n",
-      "\t[ Saved as sub-026_task-AuditoryVisualShift_run-01_channels.tsv]\n",
-      "\t[ Adjusted the MiscChannelCount to 1]\n",
-      "sub-027_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "\t[ EEG has 36 channels]\n",
-      "\t[ 33 EEG channels, 2 EOG channels, 0 OTHER channels 1 MISC channels]\n",
-      "\t[ Saved as sub-027_task-AuditoryVisualShift_run-01_channels.tsv]\n",
-      "\t[ Adjusted the MiscChannelCount to 1]\n",
-      "sub-028_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "\t[ EEG has 36 channels]\n",
-      "\t[ 33 EEG channels, 2 EOG channels, 0 OTHER channels 1 MISC channels]\n",
-      "\t[ Saved as sub-028_task-AuditoryVisualShift_run-01_channels.tsv]\n",
-      "\t[ Adjusted the MiscChannelCount to 1]\n",
-      "sub-028_task-AuditoryVisualShift_run-02_eeg.set:\n",
-      "\t[ EEG has 36 channels]\n",
-      "\t[ 33 EEG channels, 2 EOG channels, 0 OTHER channels 1 MISC channels]\n",
-      "\t[ Saved as sub-028_task-AuditoryVisualShift_run-02_channels.tsv]\n",
-      "\t[ Adjusted the MiscChannelCount to 1]\n",
-      "sub-029_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "\t[ EEG has 36 channels]\n",
-      "\t[ 33 EEG channels, 2 EOG channels, 0 OTHER channels 1 MISC channels]\n",
-      "\t[ Saved as sub-029_task-AuditoryVisualShift_run-01_channels.tsv]\n",
-      "\t[ Adjusted the MiscChannelCount to 1]\n",
-      "sub-030_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "\t[ EEG has 36 channels]\n",
-      "\t[ 33 EEG channels, 2 EOG channels, 0 OTHER channels 1 MISC channels]\n",
-      "\t[ Saved as sub-030_task-AuditoryVisualShift_run-01_channels.tsv]\n",
-      "\t[ Adjusted the MiscChannelCount to 1]\n",
-      "sub-031_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "\t[ EEG has 36 channels]\n",
-      "\t[ 33 EEG channels, 2 EOG channels, 0 OTHER channels 1 MISC channels]\n",
-      "\t[ Saved as sub-031_task-AuditoryVisualShift_run-01_channels.tsv]\n",
-      "\t[ Adjusted the MiscChannelCount to 1]\n",
-      "sub-032_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "\t[ EEG has 36 channels]\n",
-      "\t[ 33 EEG channels, 2 EOG channels, 0 OTHER channels 1 MISC channels]\n",
-      "\t[ Saved as sub-032_task-AuditoryVisualShift_run-01_channels.tsv]\n",
-      "\t[ Adjusted the MiscChannelCount to 1]\n",
-      "sub-033_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "\t[ EEG has 36 channels]\n",
-      "\t[ 33 EEG channels, 2 EOG channels, 0 OTHER channels 1 MISC channels]\n",
-      "\t[ Saved as sub-033_task-AuditoryVisualShift_run-01_channels.tsv]\n",
-      "\t[ Adjusted the MiscChannelCount to 1]\n",
-      "sub-034_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "\t[ EEG has 36 channels]\n",
-      "\t[ 33 EEG channels, 2 EOG channels, 0 OTHER channels 1 MISC channels]\n",
-      "\t[ Saved as sub-034_task-AuditoryVisualShift_run-01_channels.tsv]\n",
-      "\t[ Adjusted the MiscChannelCount to 1]\n",
-      "sub-035_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "\t[ EEG has 36 channels]\n",
-      "\t[ 33 EEG channels, 2 EOG channels, 0 OTHER channels 1 MISC channels]\n",
-      "\t[ Saved as sub-035_task-AuditoryVisualShift_run-01_channels.tsv]\n",
-      "\t[ Adjusted the MiscChannelCount to 1]\n",
-      "sub-036_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "\t[ EEG has 36 channels]\n",
-      "\t[ 33 EEG channels, 2 EOG channels, 0 OTHER channels 1 MISC channels]\n",
-      "\t[ Saved as sub-036_task-AuditoryVisualShift_run-01_channels.tsv]\n",
-      "\t[ Adjusted the MiscChannelCount to 1]\n",
-      "sub-036_task-AuditoryVisualShift_run-02_eeg.set:\n",
-      "\t[ EEG has 36 channels]\n",
-      "\t[ 33 EEG channels, 2 EOG channels, 0 OTHER channels 1 MISC channels]\n",
-      "\t[ Saved as sub-036_task-AuditoryVisualShift_run-02_channels.tsv]\n",
-      "\t[ Adjusted the MiscChannelCount to 1]\n",
-      "sub-037_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "\t[ EEG has 36 channels]\n",
-      "\t[ 33 EEG channels, 2 EOG channels, 0 OTHER channels 1 MISC channels]\n",
-      "\t[ Saved as sub-037_task-AuditoryVisualShift_run-01_channels.tsv]\n",
-      "\t[ Adjusted the MiscChannelCount to 1]\n",
-      "sub-038_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "\t[ EEG has 36 channels]\n",
-      "\t[ 33 EEG channels, 2 EOG channels, 0 OTHER channels 1 MISC channels]\n",
-      "\t[ Saved as sub-038_task-AuditoryVisualShift_run-01_channels.tsv]\n",
-      "\t[ Adjusted the MiscChannelCount to 1]\n",
-      "sub-039_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "\t[ EEG has 36 channels]\n",
-      "\t[ 33 EEG channels, 2 EOG channels, 0 OTHER channels 1 MISC channels]\n",
-      "\t[ Saved as sub-039_task-AuditoryVisualShift_run-01_channels.tsv]\n",
-      "\t[ Adjusted the MiscChannelCount to 1]\n",
-      "sub-040_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "\t[ EEG has 36 channels]\n",
-      "\t[ 33 EEG channels, 2 EOG channels, 0 OTHER channels 1 MISC channels]\n",
-      "\t[ Saved as sub-040_task-AuditoryVisualShift_run-01_channels.tsv]\n",
-      "\t[ Adjusted the MiscChannelCount to 1]\n",
-      "sub-041_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "\t[ EEG has 36 channels]\n",
-      "\t[ 33 EEG channels, 2 EOG channels, 0 OTHER channels 1 MISC channels]\n",
-      "\t[ Saved as sub-041_task-AuditoryVisualShift_run-01_channels.tsv]\n",
-      "\t[ Adjusted the MiscChannelCount to 1]\n",
-      "sub-042_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "\t[ EEG has 36 channels]\n",
-      "\t[ 33 EEG channels, 2 EOG channels, 0 OTHER channels 1 MISC channels]\n",
-      "\t[ Saved as sub-042_task-AuditoryVisualShift_run-01_channels.tsv]\n",
-      "\t[ Adjusted the MiscChannelCount to 1]\n",
-      "sub-043_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "\t[ EEG has 36 channels]\n",
-      "\t[ 33 EEG channels, 2 EOG channels, 0 OTHER channels 1 MISC channels]\n",
-      "\t[ Saved as sub-043_task-AuditoryVisualShift_run-01_channels.tsv]\n",
-      "\t[ Adjusted the MiscChannelCount to 1]\n",
-      "sub-044_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "\t[ EEG has 36 channels]\n",
-      "\t[ 33 EEG channels, 2 EOG channels, 0 OTHER channels 1 MISC channels]\n",
-      "\t[ Saved as sub-044_task-AuditoryVisualShift_run-01_channels.tsv]\n",
-      "\t[ Adjusted the MiscChannelCount to 1]\n",
-      "sub-045_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "\t[ EEG has 36 channels]\n",
-      "\t[ 33 EEG channels, 2 EOG channels, 0 OTHER channels 1 MISC channels]\n",
-      "\t[ Saved as sub-045_task-AuditoryVisualShift_run-01_channels.tsv]\n",
-      "\t[ Adjusted the MiscChannelCount to 1]\n",
-      "sub-046_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "\t[ EEG has 36 channels]\n",
-      "\t[ 33 EEG channels, 2 EOG channels, 0 OTHER channels 1 MISC channels]\n",
-      "\t[ Saved as sub-046_task-AuditoryVisualShift_run-01_channels.tsv]\n",
-      "\t[ Adjusted the MiscChannelCount to 1]\n",
-      "sub-047_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "\t[ EEG has 36 channels]\n",
-      "\t[ 33 EEG channels, 2 EOG channels, 0 OTHER channels 1 MISC channels]\n",
-      "\t[ Saved as sub-047_task-AuditoryVisualShift_run-01_channels.tsv]\n",
-      "\t[ Adjusted the MiscChannelCount to 1]\n",
-      "sub-048_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "\t[ EEG has 36 channels]\n",
-      "\t[ 33 EEG channels, 2 EOG channels, 0 OTHER channels 1 MISC channels]\n",
-      "\t[ Saved as sub-048_task-AuditoryVisualShift_run-01_channels.tsv]\n",
-      "\t[ Adjusted the MiscChannelCount to 1]\n",
-      "sub-049_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "\t[ EEG has 36 channels]\n",
-      "\t[ 33 EEG channels, 2 EOG channels, 0 OTHER channels 1 MISC channels]\n",
-      "\t[ Saved as sub-049_task-AuditoryVisualShift_run-01_channels.tsv]\n",
-      "\t[ Adjusted the MiscChannelCount to 1]\n",
-      "\n",
-      "\n",
-      "ERROR Summary:\n",
-      "attention_shift_15_fix_channels_log: Level ERROR\n",
-      "sub-001_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "sub-002_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "sub-003_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "sub-004_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "sub-004_task-AuditoryVisualShift_run-02_eeg.set:\n",
-      "sub-005_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "sub-006_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "sub-007_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "sub-008_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "sub-009_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "sub-010_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "sub-011_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "sub-012_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "sub-013_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "sub-014_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "sub-015_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "sub-016_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "sub-017_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "sub-018_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "sub-019_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "sub-020_task-AuditoryVisualShift_run-02_eeg.set:\n",
-      "sub-021_task-AuditoryVisualShift_run-02_eeg.set:\n",
-      "sub-022_task-AuditoryVisualShift_run-02_eeg.set:\n",
-      "sub-023_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "sub-024_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "sub-025_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "sub-026_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "sub-027_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "sub-028_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "sub-028_task-AuditoryVisualShift_run-02_eeg.set:\n",
-      "sub-029_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "sub-030_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "sub-031_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "sub-032_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "sub-033_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "sub-034_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "sub-035_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "sub-036_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "sub-036_task-AuditoryVisualShift_run-02_eeg.set:\n",
-      "sub-037_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "sub-038_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "sub-039_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "sub-040_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "sub-041_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "sub-042_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "sub-043_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "sub-044_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "sub-045_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "sub-046_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "sub-047_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "sub-048_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "sub-049_task-AuditoryVisualShift_run-01_eeg.set:\n"
-     ]
-    }
-   ]
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 2
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
\ No newline at end of file
diff --git a/hedcode/jupyter_notebooks/dataset_specific_processing/attention_shift/attention_shift_16_fix_coordsystem.ipynb b/hedcode/jupyter_notebooks/dataset_specific_processing/attention_shift/attention_shift_16_fix_coordsystem.ipynb
deleted file mode 100644
index 837fb94..0000000
--- a/hedcode/jupyter_notebooks/dataset_specific_processing/attention_shift/attention_shift_16_fix_coordsystem.ipynb
+++ /dev/null
@@ -1,266 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "collapsed": true,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   },
-   "source": [
-    "## Fix the coordsystem.json files generated by ESS.\n",
-    "\n",
-    "This notebook replaces the `coordsystem.json` files of ESS with those generated by EEGLAB BidsTools\n",
-    "for the Attention Shift data.\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "source": [
-    "import os\n",
-    "import json\n",
-    "import datetime\n",
-    "from hed.tools import HedLogger\n",
-    "from hed.util import get_file_list\n",
-    "\n",
-    "# Variables to set for the specific dataset\n",
-    "bids_root_path = 'g:/AttentionShift/AttentionShiftWorkingPhaseTwo'\n",
-    "exclude_dirs = ['sourcedata', 'stimuli', 'code']\n",
-    "log_name = 'attention_shift_16_fix_coordsystem_log'\n",
-    "sampling_rate_file = os.path.realpath(os.path.join(bids_root_path, 'code/samplingRates.tsv'))\n",
-    "\n",
-    "# Set up the logger\n",
-    "log_file_name = f\"code/curation_logs/{log_name}.txt\"\n",
-    "logger = HedLogger(name=log_name)\n",
-    "\n",
-    "# Construct the lists of the EEG files\n",
-    "eeg_files = get_file_list(bids_root_path, extensions=[\".set\"], name_suffix=\"_eeg\", exclude_dirs=exclude_dirs)\n",
-    "\n",
-    "# Coordsystem.json template\n",
-    "coordsystem_template = {\"EEGCoordinateUnits\":\"n/a\",\n",
-    "                        \"EEGCoordinateSystem\":\"CTF\",\n",
-    "                        \"EEGCoordinateSystemDescription\":\"EEGLAB\"}\n",
-    "\n",
-    "for file_name in eeg_files:\n",
-    "    basename = os.path.basename(file_name)\n",
-    "    json_new = file_name[:-7] + \"coordsystem.json\"\n",
-    "    with open(json_new, 'w') as fp:\n",
-    "        json.dump(coordsystem_template, fp)\n",
-    "    logger.add(basename, f\"Saving the {os.path.basename(json_new)} coordinate system file\")\n",
-    "\n",
-    "# Output and save the log\n",
-    "log_string = \"\\n\\nLog output:\\n\" + logger.get_log_string()\n",
-    "error_string = \"\\n\\nERROR Summary:\\n\" + logger.get_log_string(level=\"ERROR\")\n",
-    "print(log_string)\n",
-    "print(error_string)\n",
-    "\n",
-    "save_path = os.path.join(bids_root_path, log_file_name)\n",
-    "with open(save_path, \"w\") as fp:\n",
-    "    fp.write(f\"{log_file_name} {datetime.datetime.now()}\\n\")\n",
-    "    fp.write(log_string)\n",
-    "    fp.write(error_string)"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Set up the directories and create a dictionary for events.tsv files\n"
-    }
-   },
-   "execution_count": 1,
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "\n",
-      "Log output:\n",
-      "attention_shift_16_fix_coordsystem_log: Level None\n",
-      "sub-001_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "\t[ Saving the sub-001_task-AuditoryVisualShift_run-01_coordsystem.json coordinate system file]\n",
-      "sub-002_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "\t[ Saving the sub-002_task-AuditoryVisualShift_run-01_coordsystem.json coordinate system file]\n",
-      "sub-003_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "\t[ Saving the sub-003_task-AuditoryVisualShift_run-01_coordsystem.json coordinate system file]\n",
-      "sub-004_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "\t[ Saving the sub-004_task-AuditoryVisualShift_run-01_coordsystem.json coordinate system file]\n",
-      "sub-004_task-AuditoryVisualShift_run-02_eeg.set:\n",
-      "\t[ Saving the sub-004_task-AuditoryVisualShift_run-02_coordsystem.json coordinate system file]\n",
-      "sub-005_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "\t[ Saving the sub-005_task-AuditoryVisualShift_run-01_coordsystem.json coordinate system file]\n",
-      "sub-006_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "\t[ Saving the sub-006_task-AuditoryVisualShift_run-01_coordsystem.json coordinate system file]\n",
-      "sub-007_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "\t[ Saving the sub-007_task-AuditoryVisualShift_run-01_coordsystem.json coordinate system file]\n",
-      "sub-008_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "\t[ Saving the sub-008_task-AuditoryVisualShift_run-01_coordsystem.json coordinate system file]\n",
-      "sub-009_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "\t[ Saving the sub-009_task-AuditoryVisualShift_run-01_coordsystem.json coordinate system file]\n",
-      "sub-010_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "\t[ Saving the sub-010_task-AuditoryVisualShift_run-01_coordsystem.json coordinate system file]\n",
-      "sub-011_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "\t[ Saving the sub-011_task-AuditoryVisualShift_run-01_coordsystem.json coordinate system file]\n",
-      "sub-012_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "\t[ Saving the sub-012_task-AuditoryVisualShift_run-01_coordsystem.json coordinate system file]\n",
-      "sub-013_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "\t[ Saving the sub-013_task-AuditoryVisualShift_run-01_coordsystem.json coordinate system file]\n",
-      "sub-014_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "\t[ Saving the sub-014_task-AuditoryVisualShift_run-01_coordsystem.json coordinate system file]\n",
-      "sub-015_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "\t[ Saving the sub-015_task-AuditoryVisualShift_run-01_coordsystem.json coordinate system file]\n",
-      "sub-016_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "\t[ Saving the sub-016_task-AuditoryVisualShift_run-01_coordsystem.json coordinate system file]\n",
-      "sub-017_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "\t[ Saving the sub-017_task-AuditoryVisualShift_run-01_coordsystem.json coordinate system file]\n",
-      "sub-018_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "\t[ Saving the sub-018_task-AuditoryVisualShift_run-01_coordsystem.json coordinate system file]\n",
-      "sub-019_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "\t[ Saving the sub-019_task-AuditoryVisualShift_run-01_coordsystem.json coordinate system file]\n",
-      "sub-020_task-AuditoryVisualShift_run-02_eeg.set:\n",
-      "\t[ Saving the sub-020_task-AuditoryVisualShift_run-02_coordsystem.json coordinate system file]\n",
-      "sub-021_task-AuditoryVisualShift_run-02_eeg.set:\n",
-      "\t[ Saving the sub-021_task-AuditoryVisualShift_run-02_coordsystem.json coordinate system file]\n",
-      "sub-022_task-AuditoryVisualShift_run-02_eeg.set:\n",
-      "\t[ Saving the sub-022_task-AuditoryVisualShift_run-02_coordsystem.json coordinate system file]\n",
-      "sub-023_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "\t[ Saving the sub-023_task-AuditoryVisualShift_run-01_coordsystem.json coordinate system file]\n",
-      "sub-024_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "\t[ Saving the sub-024_task-AuditoryVisualShift_run-01_coordsystem.json coordinate system file]\n",
-      "sub-025_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "\t[ Saving the sub-025_task-AuditoryVisualShift_run-01_coordsystem.json coordinate system file]\n",
-      "sub-026_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "\t[ Saving the sub-026_task-AuditoryVisualShift_run-01_coordsystem.json coordinate system file]\n",
-      "sub-027_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "\t[ Saving the sub-027_task-AuditoryVisualShift_run-01_coordsystem.json coordinate system file]\n",
-      "sub-028_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "\t[ Saving the sub-028_task-AuditoryVisualShift_run-01_coordsystem.json coordinate system file]\n",
-      "sub-028_task-AuditoryVisualShift_run-02_eeg.set:\n",
-      "\t[ Saving the sub-028_task-AuditoryVisualShift_run-02_coordsystem.json coordinate system file]\n",
-      "sub-029_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "\t[ Saving the sub-029_task-AuditoryVisualShift_run-01_coordsystem.json coordinate system file]\n",
-      "sub-030_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "\t[ Saving the sub-030_task-AuditoryVisualShift_run-01_coordsystem.json coordinate system file]\n",
-      "sub-031_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "\t[ Saving the sub-031_task-AuditoryVisualShift_run-01_coordsystem.json coordinate system file]\n",
-      "sub-032_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "\t[ Saving the sub-032_task-AuditoryVisualShift_run-01_coordsystem.json coordinate system file]\n",
-      "sub-033_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "\t[ Saving the sub-033_task-AuditoryVisualShift_run-01_coordsystem.json coordinate system file]\n",
-      "sub-034_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "\t[ Saving the sub-034_task-AuditoryVisualShift_run-01_coordsystem.json coordinate system file]\n",
-      "sub-035_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "\t[ Saving the sub-035_task-AuditoryVisualShift_run-01_coordsystem.json coordinate system file]\n",
-      "sub-036_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "\t[ Saving the sub-036_task-AuditoryVisualShift_run-01_coordsystem.json coordinate system file]\n",
-      "sub-036_task-AuditoryVisualShift_run-02_eeg.set:\n",
-      "\t[ Saving the sub-036_task-AuditoryVisualShift_run-02_coordsystem.json coordinate system file]\n",
-      "sub-037_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "\t[ Saving the sub-037_task-AuditoryVisualShift_run-01_coordsystem.json coordinate system file]\n",
-      "sub-038_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "\t[ Saving the sub-038_task-AuditoryVisualShift_run-01_coordsystem.json coordinate system file]\n",
-      "sub-039_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "\t[ Saving the sub-039_task-AuditoryVisualShift_run-01_coordsystem.json coordinate system file]\n",
-      "sub-040_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "\t[ Saving the sub-040_task-AuditoryVisualShift_run-01_coordsystem.json coordinate system file]\n",
-      "sub-041_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "\t[ Saving the sub-041_task-AuditoryVisualShift_run-01_coordsystem.json coordinate system file]\n",
-      "sub-042_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "\t[ Saving the sub-042_task-AuditoryVisualShift_run-01_coordsystem.json coordinate system file]\n",
-      "sub-043_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "\t[ Saving the sub-043_task-AuditoryVisualShift_run-01_coordsystem.json coordinate system file]\n",
-      "sub-044_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "\t[ Saving the sub-044_task-AuditoryVisualShift_run-01_coordsystem.json coordinate system file]\n",
-      "sub-045_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "\t[ Saving the sub-045_task-AuditoryVisualShift_run-01_coordsystem.json coordinate system file]\n",
-      "sub-046_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "\t[ Saving the sub-046_task-AuditoryVisualShift_run-01_coordsystem.json coordinate system file]\n",
-      "sub-047_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "\t[ Saving the sub-047_task-AuditoryVisualShift_run-01_coordsystem.json coordinate system file]\n",
-      "sub-048_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "\t[ Saving the sub-048_task-AuditoryVisualShift_run-01_coordsystem.json coordinate system file]\n",
-      "sub-049_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "\t[ Saving the sub-049_task-AuditoryVisualShift_run-01_coordsystem.json coordinate system file]\n",
-      "\n",
-      "\n",
-      "ERROR Summary:\n",
-      "attention_shift_16_fix_coordsystem_log: Level ERROR\n",
-      "sub-001_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "sub-002_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "sub-003_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "sub-004_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "sub-004_task-AuditoryVisualShift_run-02_eeg.set:\n",
-      "sub-005_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "sub-006_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "sub-007_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "sub-008_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "sub-009_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "sub-010_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "sub-011_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "sub-012_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "sub-013_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "sub-014_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "sub-015_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "sub-016_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "sub-017_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "sub-018_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "sub-019_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "sub-020_task-AuditoryVisualShift_run-02_eeg.set:\n",
-      "sub-021_task-AuditoryVisualShift_run-02_eeg.set:\n",
-      "sub-022_task-AuditoryVisualShift_run-02_eeg.set:\n",
-      "sub-023_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "sub-024_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "sub-025_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "sub-026_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "sub-027_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "sub-028_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "sub-028_task-AuditoryVisualShift_run-02_eeg.set:\n",
-      "sub-029_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "sub-030_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "sub-031_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "sub-032_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "sub-033_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "sub-034_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "sub-035_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "sub-036_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "sub-036_task-AuditoryVisualShift_run-02_eeg.set:\n",
-      "sub-037_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "sub-038_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "sub-039_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "sub-040_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "sub-041_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "sub-042_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "sub-043_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "sub-044_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "sub-045_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "sub-046_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "sub-047_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "sub-048_task-AuditoryVisualShift_run-01_eeg.set:\n",
-      "sub-049_task-AuditoryVisualShift_run-01_eeg.set:\n"
-     ]
-    }
-   ]
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 2
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
\ No newline at end of file
diff --git a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_advanced_guard_duty/bcit_advanced_guard_duty_01_initial_summary.ipynb b/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_advanced_guard_duty/bcit_advanced_guard_duty_01_initial_summary.ipynb
deleted file mode 100644
index fba2bc6..0000000
--- a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_advanced_guard_duty/bcit_advanced_guard_duty_01_initial_summary.ipynb
+++ /dev/null
@@ -1,857 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "collapsed": true,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   },
-   "source": [
-    "## Initial summary of event files\n",
-    "\n",
-    "**Dataset** BCIT Advanced Guard Duty (in process)\n",
-    "\n",
-    "This script does a preliminary summary of the contents of the events files.\n",
-    "The summary includes printing out the column names of each event file so\n",
-    "that they can be manually checked for differences.\n",
-    "\n",
-    "The script assumes that the data is in BIDS format and that each BIDS events\n",
-    "file of the form `_events.tsv` has a corresponding events file with\n",
-    "suffix `_eventstemp.tsv` that was previously dumped from the `EEG.set` files.\n",
-    "\n",
-    "This script does a preliminary summary of the contents of the events files.\n",
-    "The summary includes printing out the column names of each event file so\n",
-    "that they can be manually checked for differences.\n",
-    "\n",
-    "The script assumes that the data is in BIDS format and that each BIDS events\n",
-    "file of the form `_events.tsv` has a corresponding events file with\n",
-    "suffix `_eventstemp.tsv` that was previously dumped from the `EEG.set` files.\n",
-    "Keys are specified by a `entities` tuple lists the BIDS entity names\n",
-    "to include in the key.\n",
-    "BIDS base file names are constructed of entity *name*-*value* pairs separated\n",
-    "by underbars and followed by an ending *_suffix*.\n",
-    "\n",
-    "For a file name `sub-001_ses-3_task-target_run-01_events.tsv`,\n",
-    "the tuple ('sub', 'task') gives a key of `sub-001_task-target`,\n",
-    "while the tuple ('sub', 'ses', 'run) gives a key of `sub-001_ses-3_run-01`.\n",
-    "The use of dictionaries of file names with such keys makes it\n",
-    "easier to associate related files in the BIDS naming structure.\n",
-    "\n",
-    "The setup requires the setting of the following variables for your dataset:\n",
-    "\n",
-    "| Variable | Purpose |\n",
-    "| -------- | ------- |\n",
-    "| bids_root_path | Full path to root directory of dataset.|\n",
-    "| exclude_dirs | List of directories to exclude when constructing file lists. |\n",
-    "| entities  | Tuple of entity names used to construct a unique keys representing filenames. <br>(See [Dictionaries of filenames](https://hed-examples.readthedocs.io/en/latest/HedInPython.html#dictionaries-of-filenames-anchor) for examples of how to choose the keys.)|\n",
-    "| bids_skip_columns  |  List of column names in the `events.tsv` files to skip in the analysis. |\n",
-    "| eeg_skip_columns  | List of column names in the `eventstemp.tsv` files form EEG.events to skip in analysis.|\n",
-    "| log_name | Name of the log file (saved in the `code/curation_logs` subdirectory). |"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "Bids event files has 29 event files\n",
-      "EEG event files has 29 event files\n",
-      "\n",
-      "Bids event files event files (29 files)\n",
-      "sub-01_ses-01_run-1: sub-01_ses-01_task-GuardDuty_run-1_events.tsv\n",
-      "sub-02_ses-01_run-1: sub-02_ses-01_task-GuardDuty_run-1_events.tsv\n",
-      "sub-03_ses-01_run-1: sub-03_ses-01_task-GuardDuty_run-1_events.tsv\n",
-      "sub-04_ses-01_run-1: sub-04_ses-01_task-GuardDuty_run-1_events.tsv\n",
-      "sub-05_ses-01_run-1: sub-05_ses-01_task-GuardDuty_run-1_events.tsv\n",
-      "sub-06_ses-01_run-1: sub-06_ses-01_task-GuardDuty_run-1_events.tsv\n",
-      "sub-07_ses-01_run-1: sub-07_ses-01_task-GuardDuty_run-1_events.tsv\n",
-      "sub-08_ses-01_run-1: sub-08_ses-01_task-GuardDuty_run-1_events.tsv\n",
-      "sub-09_ses-01_run-1: sub-09_ses-01_task-GuardDuty_run-1_events.tsv\n",
-      "sub-10_ses-01_run-1: sub-10_ses-01_task-GuardDuty_run-1_events.tsv\n",
-      "sub-11_ses-01_run-1: sub-11_ses-01_task-GuardDuty_run-1_events.tsv\n",
-      "sub-12_ses-01_run-1: sub-12_ses-01_task-GuardDuty_run-1_events.tsv\n",
-      "sub-13_ses-01_run-1: sub-13_ses-01_task-GuardDuty_run-1_events.tsv\n",
-      "sub-14_ses-01_run-1: sub-14_ses-01_task-GuardDuty_run-1_events.tsv\n",
-      "sub-15_ses-01_run-1: sub-15_ses-01_task-GuardDuty_run-1_events.tsv\n",
-      "sub-16_ses-01_run-1: sub-16_ses-01_task-GuardDuty_run-1_events.tsv\n",
-      "sub-17_ses-01_run-1: sub-17_ses-01_task-GuardDuty_run-1_events.tsv\n",
-      "sub-17_ses-01_run-2: sub-17_ses-01_task-GuardDuty_run-2_events.tsv\n",
-      "sub-18_ses-01_run-1: sub-18_ses-01_task-GuardDuty_run-1_events.tsv\n",
-      "sub-19_ses-01_run-1: sub-19_ses-01_task-GuardDuty_run-1_events.tsv\n",
-      "sub-20_ses-01_run-1: sub-20_ses-01_task-GuardDuty_run-1_events.tsv\n",
-      "sub-21_ses-01_run-1: sub-21_ses-01_task-GuardDuty_run-1_events.tsv\n",
-      "sub-22_ses-01_run-1: sub-22_ses-01_task-GuardDuty_run-1_events.tsv\n",
-      "sub-23_ses-01_run-1: sub-23_ses-01_task-GuardDuty_run-1_events.tsv\n",
-      "sub-24_ses-01_run-1: sub-24_ses-01_task-GuardDuty_run-1_events.tsv\n",
-      "sub-25_ses-01_run-1: sub-25_ses-01_task-GuardDuty_run-1_events.tsv\n",
-      "sub-25_ses-01_run-2: sub-25_ses-01_task-GuardDuty_run-2_events.tsv\n",
-      "sub-26_ses-01_run-1: sub-26_ses-01_task-GuardDuty_run-1_events.tsv\n",
-      "sub-27_ses-01_run-1: sub-27_ses-01_task-GuardDuty_run-1_events.tsv\n",
-      "\n",
-      "EEG event files event files (29 files)\n",
-      "sub-01_ses-01_run-1: sub-01_ses-01_task-GuardDuty_run-1_eventstemp.tsv\n",
-      "sub-02_ses-01_run-1: sub-02_ses-01_task-GuardDuty_run-1_eventstemp.tsv\n",
-      "sub-03_ses-01_run-1: sub-03_ses-01_task-GuardDuty_run-1_eventstemp.tsv\n",
-      "sub-04_ses-01_run-1: sub-04_ses-01_task-GuardDuty_run-1_eventstemp.tsv\n",
-      "sub-05_ses-01_run-1: sub-05_ses-01_task-GuardDuty_run-1_eventstemp.tsv\n",
-      "sub-06_ses-01_run-1: sub-06_ses-01_task-GuardDuty_run-1_eventstemp.tsv\n",
-      "sub-07_ses-01_run-1: sub-07_ses-01_task-GuardDuty_run-1_eventstemp.tsv\n",
-      "sub-08_ses-01_run-1: sub-08_ses-01_task-GuardDuty_run-1_eventstemp.tsv\n",
-      "sub-09_ses-01_run-1: sub-09_ses-01_task-GuardDuty_run-1_eventstemp.tsv\n",
-      "sub-10_ses-01_run-1: sub-10_ses-01_task-GuardDuty_run-1_eventstemp.tsv\n",
-      "sub-11_ses-01_run-1: sub-11_ses-01_task-GuardDuty_run-1_eventstemp.tsv\n",
-      "sub-12_ses-01_run-1: sub-12_ses-01_task-GuardDuty_run-1_eventstemp.tsv\n",
-      "sub-13_ses-01_run-1: sub-13_ses-01_task-GuardDuty_run-1_eventstemp.tsv\n",
-      "sub-14_ses-01_run-1: sub-14_ses-01_task-GuardDuty_run-1_eventstemp.tsv\n",
-      "sub-15_ses-01_run-1: sub-15_ses-01_task-GuardDuty_run-1_eventstemp.tsv\n",
-      "sub-16_ses-01_run-1: sub-16_ses-01_task-GuardDuty_run-1_eventstemp.tsv\n",
-      "sub-17_ses-01_run-1: sub-17_ses-01_task-GuardDuty_run-1_eventstemp.tsv\n",
-      "sub-17_ses-01_run-2: sub-17_ses-01_task-GuardDuty_run-2_eventstemp.tsv\n",
-      "sub-18_ses-01_run-1: sub-18_ses-01_task-GuardDuty_run-1_eventstemp.tsv\n",
-      "sub-19_ses-01_run-1: sub-19_ses-01_task-GuardDuty_run-1_eventstemp.tsv\n",
-      "sub-20_ses-01_run-1: sub-20_ses-01_task-GuardDuty_run-1_eventstemp.tsv\n",
-      "sub-21_ses-01_run-1: sub-21_ses-01_task-GuardDuty_run-1_eventstemp.tsv\n",
-      "sub-22_ses-01_run-1: sub-22_ses-01_task-GuardDuty_run-1_eventstemp.tsv\n",
-      "sub-23_ses-01_run-1: sub-23_ses-01_task-GuardDuty_run-1_eventstemp.tsv\n",
-      "sub-24_ses-01_run-1: sub-24_ses-01_task-GuardDuty_run-1_eventstemp.tsv\n",
-      "sub-25_ses-01_run-1: sub-25_ses-01_task-GuardDuty_run-1_eventstemp.tsv\n",
-      "sub-25_ses-01_run-2: sub-25_ses-01_task-GuardDuty_run-2_eventstemp.tsv\n",
-      "sub-26_ses-01_run-1: sub-26_ses-01_task-GuardDuty_run-1_eventstemp.tsv\n",
-      "sub-27_ses-01_run-1: sub-27_ses-01_task-GuardDuty_run-1_eventstemp.tsv\n",
-      "\n",
-      "Bids event files event file columns:\n",
-      "Bids event files: [1086 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [984 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [819 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1137 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [891 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1023 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1185 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1038 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1068 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1050 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1038 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1128 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1035 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [714 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1035 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [897 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [720 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [720 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1074 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1131 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [930 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [603 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [909 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [996 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [795 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [567 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [567 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1101 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1044 events] ['onset', 'duration', 'event_code']\n",
-      "EEG event files: [1086 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'usertags']\n",
-      "EEG event files: [984 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'usertags']\n",
-      "EEG event files: [819 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'usertags']\n",
-      "EEG event files: [1137 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'usertags']\n",
-      "EEG event files: [891 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'usertags']\n",
-      "EEG event files: [1023 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'usertags']\n",
-      "EEG event files: [1185 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'usertags']\n",
-      "EEG event files: [1038 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'usertags']\n",
-      "EEG event files: [1068 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'usertags']\n",
-      "EEG event files: [1050 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'usertags']\n",
-      "EEG event files: [1038 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'usertags']\n",
-      "EEG event files: [1128 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'usertags']\n",
-      "EEG event files: [1035 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'usertags']\n",
-      "EEG event files: [714 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'usertags']\n",
-      "EEG event files: [1035 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'usertags']\n",
-      "EEG event files: [897 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'usertags']\n",
-      "EEG event files: [335 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'usertags']\n",
-      "EEG event files: [720 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'usertags']\n",
-      "EEG event files: [1074 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'usertags']\n",
-      "EEG event files: [1131 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'usertags']\n",
-      "EEG event files: [930 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'usertags']\n",
-      "EEG event files: [603 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'usertags']\n",
-      "EEG event files: [909 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'usertags']\n",
-      "EEG event files: [996 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'usertags']\n",
-      "EEG event files: [795 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'usertags']\n",
-      "EEG event files: [519 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'usertags']\n",
-      "EEG event files: [567 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'usertags']\n",
-      "EEG event files: [1101 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'usertags']\n",
-      "EEG event files: [1044 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'usertags']\n",
-      "\n",
-      "The number of Bids event files events and EEG event files eventsdiffer for the following files:\n",
-      "The Bids event files file has 720 rows and the EEG event files event file has 335 rows\n",
-      "The Bids event files file has 567 rows and the EEG event files event file has 519 rows\n",
-      "\n",
-      "\n",
-      "\n",
-      "Summary of all BIDS events files:\n",
-      "Summary for column dictionary :\n",
-      "   Categorical columns (2):\n",
-      "      duration (1 distinct values):\n",
-      "         n/a: 27285\n",
-      "      event_code (29 distinct values):\n",
-      "         1121: 25\n",
-      "         1122: 29\n",
-      "         1211: 56\n",
-      "         1212: 56\n",
-      "         1221: 54\n",
-      "         1222: 54\n",
-      "         1231: 56\n",
-      "         1232: 56\n",
-      "         1241: 50\n",
-      "         1242: 50\n",
-      "         1251: 58\n",
-      "         1252: 58\n",
-      "         1311: 7307\n",
-      "         1312: 7307\n",
-      "         1321: 537\n",
-      "         1322: 537\n",
-      "         1331: 516\n",
-      "         1332: 516\n",
-      "         1341: 172\n",
-      "         1342: 172\n",
-      "         1351: 172\n",
-      "         1352: 172\n",
-      "         1361: 171\n",
-      "         1362: 171\n",
-      "         2110: 7223\n",
-      "         2120: 1652\n",
-      "         3111: 27\n",
-      "         3112: 27\n",
-      "         3232: 4\n",
-      "   Value columns (0):\n",
-      "\n",
-      "Summary of all EEG.set events files:\n",
-      "Summary for column dictionary :\n",
-      "   Categorical columns (3):\n",
-      "      gid (317 distinct values):\n",
-      "         0: 9384\n",
-      "         1000: 56\n",
-      "         1001: 58\n",
-      "         1002: 56\n",
-      "         1003: 54\n",
-      "         1004: 54\n",
-      "         1005: 56\n",
-      "         1006: 58\n",
-      "         1007: 56\n",
-      "         1008: 62\n",
-      "         1009: 54\n",
-      "         1010: 52\n",
-      "         1011: 60\n",
-      "         1012: 58\n",
-      "         1013: 56\n",
-      "         1014: 54\n",
-      "         1015: 52\n",
-      "         1016: 56\n",
-      "         1017: 54\n",
-      "         1018: 56\n",
-      "         1019: 54\n",
-      "         1020: 52\n",
-      "         1021: 52\n",
-      "         1022: 50\n",
-      "         1023: 60\n",
-      "         1024: 56\n",
-      "         1025: 54\n",
-      "         1026: 52\n",
-      "         1027: 52\n",
-      "         1028: 56\n",
-      "         1029: 58\n",
-      "         1030: 62\n",
-      "         1031: 56\n",
-      "         1032: 54\n",
-      "         1033: 58\n",
-      "         1034: 58\n",
-      "         1035: 52\n",
-      "         1036: 58\n",
-      "         1037: 56\n",
-      "         1038: 54\n",
-      "         1039: 56\n",
-      "         1040: 56\n",
-      "         1041: 54\n",
-      "         1042: 58\n",
-      "         1043: 58\n",
-      "         1044: 58\n",
-      "         1045: 54\n",
-      "         1046: 52\n",
-      "         1047: 58\n",
-      "         1048: 52\n",
-      "         1049: 52\n",
-      "         1050: 58\n",
-      "         1051: 54\n",
-      "         1052: 54\n",
-      "         1053: 54\n",
-      "         1054: 62\n",
-      "         1055: 54\n",
-      "         1056: 56\n",
-      "         1057: 50\n",
-      "         1058: 54\n",
-      "         1059: 56\n",
-      "         1060: 58\n",
-      "         1061: 56\n",
-      "         1062: 58\n",
-      "         1063: 52\n",
-      "         1064: 54\n",
-      "         1065: 58\n",
-      "         1066: 50\n",
-      "         1067: 56\n",
-      "         1068: 54\n",
-      "         1069: 68\n",
-      "         1070: 56\n",
-      "         1071: 52\n",
-      "         1072: 56\n",
-      "         1073: 58\n",
-      "         1074: 60\n",
-      "         1075: 58\n",
-      "         1076: 62\n",
-      "         1077: 58\n",
-      "         1078: 54\n",
-      "         1079: 52\n",
-      "         1080: 58\n",
-      "         1081: 54\n",
-      "         1082: 64\n",
-      "         1083: 54\n",
-      "         1084: 52\n",
-      "         1085: 54\n",
-      "         1086: 62\n",
-      "         1087: 58\n",
-      "         1088: 60\n",
-      "         1089: 56\n",
-      "         1090: 56\n",
-      "         1091: 56\n",
-      "         1092: 58\n",
-      "         1093: 62\n",
-      "         1094: 56\n",
-      "         1095: 60\n",
-      "         1096: 54\n",
-      "         1097: 58\n",
-      "         1098: 56\n",
-      "         1099: 60\n",
-      "         1100: 58\n",
-      "         1101: 60\n",
-      "         1102: 52\n",
-      "         1103: 54\n",
-      "         1104: 60\n",
-      "         1105: 56\n",
-      "         1106: 56\n",
-      "         1107: 56\n",
-      "         1108: 54\n",
-      "         1109: 56\n",
-      "         1110: 58\n",
-      "         1111: 56\n",
-      "         1112: 58\n",
-      "         1113: 58\n",
-      "         1114: 58\n",
-      "         1115: 56\n",
-      "         1116: 54\n",
-      "         1117: 52\n",
-      "         1118: 54\n",
-      "         1119: 56\n",
-      "         1120: 56\n",
-      "         1121: 54\n",
-      "         1122: 54\n",
-      "         1123: 60\n",
-      "         1124: 62\n",
-      "         1125: 58\n",
-      "         1126: 56\n",
-      "         1127: 54\n",
-      "         1128: 56\n",
-      "         1129: 54\n",
-      "         1130: 60\n",
-      "         1131: 52\n",
-      "         1132: 52\n",
-      "         1133: 50\n",
-      "         1134: 60\n",
-      "         1135: 56\n",
-      "         1136: 56\n",
-      "         1137: 56\n",
-      "         1138: 56\n",
-      "         1139: 56\n",
-      "         1140: 52\n",
-      "         1141: 60\n",
-      "         1142: 58\n",
-      "         1143: 60\n",
-      "         1144: 62\n",
-      "         1145: 54\n",
-      "         1146: 50\n",
-      "         1147: 62\n",
-      "         1148: 60\n",
-      "         1149: 58\n",
-      "         1150: 56\n",
-      "         1151: 66\n",
-      "         1152: 54\n",
-      "         1153: 58\n",
-      "         1154: 60\n",
-      "         1155: 54\n",
-      "         1156: 56\n",
-      "         1157: 64\n",
-      "         1158: 54\n",
-      "         1159: 52\n",
-      "         1160: 52\n",
-      "         1161: 54\n",
-      "         1162: 58\n",
-      "         1163: 60\n",
-      "         1164: 54\n",
-      "         1165: 52\n",
-      "         1166: 52\n",
-      "         1167: 54\n",
-      "         1168: 56\n",
-      "         1169: 52\n",
-      "         1170: 54\n",
-      "         1171: 54\n",
-      "         1172: 50\n",
-      "         1173: 56\n",
-      "         1174: 58\n",
-      "         1175: 54\n",
-      "         1176: 54\n",
-      "         1177: 54\n",
-      "         1178: 60\n",
-      "         1179: 56\n",
-      "         1180: 60\n",
-      "         1181: 58\n",
-      "         1182: 54\n",
-      "         1183: 52\n",
-      "         1184: 58\n",
-      "         1185: 48\n",
-      "         1186: 56\n",
-      "         1187: 54\n",
-      "         1188: 56\n",
-      "         1189: 60\n",
-      "         1190: 52\n",
-      "         1191: 54\n",
-      "         1192: 54\n",
-      "         1193: 54\n",
-      "         1194: 56\n",
-      "         1195: 46\n",
-      "         1196: 60\n",
-      "         1197: 52\n",
-      "         1198: 56\n",
-      "         1199: 54\n",
-      "         1200: 54\n",
-      "         1201: 56\n",
-      "         1202: 62\n",
-      "         1203: 58\n",
-      "         1204: 52\n",
-      "         1205: 52\n",
-      "         1206: 58\n",
-      "         1207: 52\n",
-      "         1208: 60\n",
-      "         1209: 60\n",
-      "         1210: 54\n",
-      "         1211: 60\n",
-      "         1212: 56\n",
-      "         1213: 62\n",
-      "         1214: 54\n",
-      "         1215: 58\n",
-      "         1216: 52\n",
-      "         1217: 52\n",
-      "         1218: 58\n",
-      "         1219: 48\n",
-      "         1220: 58\n",
-      "         1221: 50\n",
-      "         1222: 64\n",
-      "         1223: 54\n",
-      "         1224: 58\n",
-      "         1225: 62\n",
-      "         1226: 64\n",
-      "         1227: 54\n",
-      "         1228: 52\n",
-      "         1229: 56\n",
-      "         1230: 52\n",
-      "         1231: 52\n",
-      "         1232: 48\n",
-      "         1233: 56\n",
-      "         1234: 62\n",
-      "         1235: 56\n",
-      "         1236: 50\n",
-      "         1237: 58\n",
-      "         1238: 60\n",
-      "         1239: 58\n",
-      "         1240: 56\n",
-      "         1241: 56\n",
-      "         1242: 56\n",
-      "         1243: 54\n",
-      "         1244: 50\n",
-      "         1245: 54\n",
-      "         1246: 60\n",
-      "         1247: 60\n",
-      "         1248: 54\n",
-      "         1249: 54\n",
-      "         1250: 58\n",
-      "         1251: 54\n",
-      "         1252: 56\n",
-      "         1253: 56\n",
-      "         1254: 62\n",
-      "         1255: 64\n",
-      "         1256: 32\n",
-      "         1257: 10\n",
-      "         1258: 4\n",
-      "         1259: 2\n",
-      "         4000: 54\n",
-      "         4001: 52\n",
-      "         4002: 56\n",
-      "         4003: 56\n",
-      "         4004: 52\n",
-      "         4005: 60\n",
-      "         4006: 54\n",
-      "         4007: 56\n",
-      "         4008: 62\n",
-      "         4009: 60\n",
-      "         4010: 56\n",
-      "         4011: 60\n",
-      "         4012: 54\n",
-      "         4013: 54\n",
-      "         4014: 60\n",
-      "         4015: 54\n",
-      "         4016: 56\n",
-      "         4017: 60\n",
-      "         4018: 50\n",
-      "         4019: 52\n",
-      "         4020: 54\n",
-      "         4021: 50\n",
-      "         4022: 52\n",
-      "         4023: 58\n",
-      "         4024: 52\n",
-      "         4025: 62\n",
-      "         4026: 56\n",
-      "         4027: 52\n",
-      "         4028: 54\n",
-      "         4029: 58\n",
-      "         4030: 54\n",
-      "         4031: 60\n",
-      "         4032: 52\n",
-      "         4033: 62\n",
-      "         4034: 56\n",
-      "         4035: 56\n",
-      "         4036: 54\n",
-      "         4037: 58\n",
-      "         4038: 54\n",
-      "         4039: 58\n",
-      "         4040: 54\n",
-      "         4041: 58\n",
-      "         4042: 54\n",
-      "         4043: 60\n",
-      "         4044: 60\n",
-      "         4045: 52\n",
-      "         4046: 58\n",
-      "         4047: 46\n",
-      "         4048: 62\n",
-      "         4049: 58\n",
-      "         4050: 56\n",
-      "         4051: 56\n",
-      "         4052: 62\n",
-      "         4053: 52\n",
-      "         4054: 48\n",
-      "         4055: 26\n",
-      "      imageid (2 distinct values):\n",
-      "         0: 9384\n",
-      "         NaN: 17468\n",
-      "      type (30 distinct values):\n",
-      "         1121: 27\n",
-      "         1122: 27\n",
-      "         1211: 54\n",
-      "         1212: 54\n",
-      "         1221: 54\n",
-      "         1222: 54\n",
-      "         1231: 54\n",
-      "         1232: 54\n",
-      "         1241: 54\n",
-      "         1242: 54\n",
-      "         1251: 54\n",
-      "         1252: 54\n",
-      "         1311: 7188\n",
-      "         1312: 7188\n",
-      "         1321: 524\n",
-      "         1322: 524\n",
-      "         1331: 518\n",
-      "         1332: 518\n",
-      "         1341: 166\n",
-      "         1342: 166\n",
-      "         1351: 170\n",
-      "         1352: 170\n",
-      "         1361: 168\n",
-      "         1362: 168\n",
-      "         2110: 7098\n",
-      "         2120: 1636\n",
-      "         3111: 26\n",
-      "         3112: 26\n",
-      "         3231: 2\n",
-      "         3232: 2\n",
-      "   Value columns (0):\n",
-      "\n",
-      "\n",
-      "Log output:\n",
-      "bcit_advanced_guard_duty_01_initial_summary_log.json: Level None\n",
-      "overall:\n",
-      "\t[ Bids event files has 29 event files]\n",
-      "\t[ EEG event files has 29 event files]\n",
-      "sub-01_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-01_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-01_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1086 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1086 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'usertags']]\n",
-      "sub-02_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-02_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-02_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [984 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [984 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'usertags']]\n",
-      "sub-03_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-03_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-03_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [819 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [819 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'usertags']]\n",
-      "sub-04_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-04_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-04_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1137 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1137 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'usertags']]\n",
-      "sub-05_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-05_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-05_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [891 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [891 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'usertags']]\n",
-      "sub-06_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-06_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-06_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1023 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1023 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'usertags']]\n",
-      "sub-07_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-07_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-07_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1185 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1185 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'usertags']]\n",
-      "sub-08_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-08_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-08_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1038 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1038 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'usertags']]\n",
-      "sub-09_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-09_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-09_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1068 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1068 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'usertags']]\n",
-      "sub-10_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-10_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-10_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1050 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1050 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'usertags']]\n",
-      "sub-11_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-11_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-11_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1038 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1038 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'usertags']]\n",
-      "sub-12_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-12_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-12_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1128 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1128 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'usertags']]\n",
-      "sub-13_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-13_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-13_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1035 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1035 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'usertags']]\n",
-      "sub-14_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-14_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-14_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [714 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [714 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'usertags']]\n",
-      "sub-15_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-15_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-15_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1035 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1035 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'usertags']]\n",
-      "sub-16_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-16_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-16_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [897 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [897 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'usertags']]\n",
-      "sub-17_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-17_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-17_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [720 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [335 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'usertags']]\n",
-      "\t[ERROR The Bids event files file has 720 rows and the EEG event files event file has 335 rows]\n",
-      "sub-17_ses-01_run-2:\n",
-      "\t[ Bids event files: sub-17_ses-01_task-GuardDuty_run-2_events.tsv]\n",
-      "\t[ EEG event files: sub-17_ses-01_task-GuardDuty_run-2_eventstemp.tsv]\n",
-      "\t[ Bids event files: [720 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [720 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'usertags']]\n",
-      "sub-18_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-18_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-18_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1074 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1074 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'usertags']]\n",
-      "sub-19_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-19_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-19_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1131 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1131 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'usertags']]\n",
-      "sub-20_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-20_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-20_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [930 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [930 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'usertags']]\n",
-      "sub-21_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-21_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-21_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [603 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [603 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'usertags']]\n",
-      "sub-22_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-22_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-22_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [909 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [909 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'usertags']]\n",
-      "sub-23_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-23_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-23_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [996 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [996 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'usertags']]\n",
-      "sub-24_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-24_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-24_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [795 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [795 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'usertags']]\n",
-      "sub-25_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-25_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-25_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [567 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [519 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'usertags']]\n",
-      "\t[ERROR The Bids event files file has 567 rows and the EEG event files event file has 519 rows]\n",
-      "sub-25_ses-01_run-2:\n",
-      "\t[ Bids event files: sub-25_ses-01_task-GuardDuty_run-2_events.tsv]\n",
-      "\t[ EEG event files: sub-25_ses-01_task-GuardDuty_run-2_eventstemp.tsv]\n",
-      "\t[ Bids event files: [567 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [567 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'usertags']]\n",
-      "sub-26_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-26_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-26_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1101 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1101 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'usertags']]\n",
-      "sub-27_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-27_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-27_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1044 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1044 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'usertags']]\n",
-      "\n",
-      "\n",
-      "ERROR Summary:\n",
-      "bcit_advanced_guard_duty_01_initial_summary_log.json: Level ERROR\n",
-      "overall:\n",
-      "sub-01_ses-01_run-1:\n",
-      "sub-02_ses-01_run-1:\n",
-      "sub-03_ses-01_run-1:\n",
-      "sub-04_ses-01_run-1:\n",
-      "sub-05_ses-01_run-1:\n",
-      "sub-06_ses-01_run-1:\n",
-      "sub-07_ses-01_run-1:\n",
-      "sub-08_ses-01_run-1:\n",
-      "sub-09_ses-01_run-1:\n",
-      "sub-10_ses-01_run-1:\n",
-      "sub-11_ses-01_run-1:\n",
-      "sub-12_ses-01_run-1:\n",
-      "sub-13_ses-01_run-1:\n",
-      "sub-14_ses-01_run-1:\n",
-      "sub-15_ses-01_run-1:\n",
-      "sub-16_ses-01_run-1:\n",
-      "sub-17_ses-01_run-1:\n",
-      "\t[ERROR The Bids event files file has 720 rows and the EEG event files event file has 335 rows]\n",
-      "sub-17_ses-01_run-2:\n",
-      "sub-18_ses-01_run-1:\n",
-      "sub-19_ses-01_run-1:\n",
-      "sub-20_ses-01_run-1:\n",
-      "sub-21_ses-01_run-1:\n",
-      "sub-22_ses-01_run-1:\n",
-      "sub-23_ses-01_run-1:\n",
-      "sub-24_ses-01_run-1:\n",
-      "sub-25_ses-01_run-1:\n",
-      "\t[ERROR The Bids event files file has 567 rows and the EEG event files event file has 519 rows]\n",
-      "sub-25_ses-01_run-2:\n",
-      "sub-26_ses-01_run-1:\n",
-      "sub-27_ses-01_run-1:\n"
-     ]
-    }
-   ],
-   "source": [
-    "import os\n",
-    "import datetime\n",
-    "from hed.tools import BidsTabularDictionary, BidsTabularSummary, HedLogger, report_diffs\n",
-    "from hed.util import get_file_list\n",
-    "\n",
-    "# Variables to set for the specific dataset\n",
-    "bids_root_path = 'F:/ARLBidsStart/AdvancedGuardDutyWorking'\n",
-    "exclude_dirs = ['sourcedata', 'stimuli', 'code']\n",
-    "entities = ('sub', 'ses', 'run')\n",
-    "bids_skip_columns = ['onset']\n",
-    "eeg_skip_columns = ['latency', 'urevent', 'usertags']\n",
-    "log_name = 'bcit_advanced_guard_duty_01_initial_summary_log'\n",
-    "\n",
-    "# Construct the event file dictionaries for the BIDS and for EEG.event files\n",
-    "files_bids = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_events\", exclude_dirs=exclude_dirs)\n",
-    "bids_dict = BidsTabularDictionary(\"Bids event files\", files_bids, entities=entities)\n",
-    "files_eeg = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_eventstemp\", exclude_dirs=exclude_dirs)\n",
-    "eeg_dict = BidsTabularDictionary(\"EEG event files\", files_eeg, entities=entities)\n",
-    "\n",
-    "# Set up the logger\n",
-    "log_file_name = f\"code/curation_logs/{log_name}.txt\"\n",
-    "logger = HedLogger(name=log_name)\n",
-    "\n",
-    "# Output a list of files for the two cases and detect differences\n",
-    "print(f\"\\n{report_diffs(bids_dict, eeg_dict, logger)}\\n\\n\")\n",
-    "\n",
-    "# Create summary dictionaries of the original BIDS events files and output column names\n",
-    "bids_sum_all, bids_sum =  BidsTabularSummary.make_combined_dicts(bids_dict, skip_cols=bids_skip_columns)\n",
-    "print(f\"\\nSummary of all BIDS events files:\\n{bids_sum_all}\")\n",
-    "\n",
-    "eeg_sum_all, eeg_sum =  BidsTabularSummary.make_combined_dicts(eeg_dict, skip_cols=eeg_skip_columns)\n",
-    "print(f\"\\nSummary of all EEG.set events files:\\n{eeg_sum_all}\")\n",
-    "\n",
-    "# Output and save the log\n",
-    "log_string = \"\\n\\nLog output:\\n\" + logger.get_log_string()\n",
-    "error_string = \"\\n\\nERROR Summary:\\n\" + logger.get_log_string(level=\"ERROR\")\n",
-    "print(log_string)\n",
-    "print(error_string)\n",
-    "\n",
-    "save_path = os.path.join(bids_root_path, log_file_name)\n",
-    "with open(save_path, \"w\") as fp:\n",
-    "    fp.write(f\"{log_file_name} {datetime.datetime.now()}\\n\")\n",
-    "    fp.write(f\"\\n{bids_sum_all}\\n\")\n",
-    "    fp.write(f\"\\n{eeg_sum_all}\\n\")\n",
-    "    fp.write(log_string)\n",
-    "    fp.write(error_string)"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Set up the variables for producing a summary and construct dictionaries\n"
-    }
-   }
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 2
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
\ No newline at end of file
diff --git a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_advanced_guard_duty/bcit_advanced_guard_duty_02_initial_combination.ipynb b/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_advanced_guard_duty/bcit_advanced_guard_duty_02_initial_combination.ipynb
deleted file mode 100644
index 53e8076..0000000
--- a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_advanced_guard_duty/bcit_advanced_guard_duty_02_initial_combination.ipynb
+++ /dev/null
@@ -1,459 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "source": [
-    "## Produce a consolidated events file for BCIT Advanced Guard Duty\n",
-    "\n",
-    "A copy of the EEG.event structure is dumped to the dataset as `eventstemp.tsv` files.\n",
-    "The `bcit_advanced_guard_duty_01_initial_summary.ipynb` has already been run.\n",
-    "Manual review has confirmed that either both versions of the event files have the same\n",
-    "number of events or that the session had two runs and due to a bug in `ess2bids`,\n",
-    "the `events.tsv` file for run 1 is actually a copy of the `events.tsv` file from run 2.\n",
-    "\n",
-    "This notebook creates a `eventstemp1.tsv` for each:\n",
-    "1. Read the eeg events.\n",
-    "2. Remove unwanted columns and add `onset` and `duration` columns.\n",
-    "3. Reorder the columns to the `final_column_order`.\n",
-    "4. Replace all empty string and NaN entries with n/a.\n",
-    "5. Save as `_eventstemp1.tsv`."
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   }
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "\n",
-      "Log output:\n",
-      "bcit_advanced_guard_duty_02_initial_combination_log.json: Level None\n",
-      "sub-01_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-01_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags', 'imageid'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type column as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-01_ses-01_task-GuardDuty_run-1_eventstemp1.tsv]\n",
-      "sub-02_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-02_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags', 'imageid'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type column as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-02_ses-01_task-GuardDuty_run-1_eventstemp1.tsv]\n",
-      "sub-03_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-03_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags', 'imageid'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type column as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-03_ses-01_task-GuardDuty_run-1_eventstemp1.tsv]\n",
-      "sub-04_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-04_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags', 'imageid'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type column as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-04_ses-01_task-GuardDuty_run-1_eventstemp1.tsv]\n",
-      "sub-05_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-05_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags', 'imageid'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type column as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-05_ses-01_task-GuardDuty_run-1_eventstemp1.tsv]\n",
-      "sub-06_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-06_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags', 'imageid'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type column as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-06_ses-01_task-GuardDuty_run-1_eventstemp1.tsv]\n",
-      "sub-07_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-07_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags', 'imageid'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type column as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-07_ses-01_task-GuardDuty_run-1_eventstemp1.tsv]\n",
-      "sub-08_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-08_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags', 'imageid'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type column as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-08_ses-01_task-GuardDuty_run-1_eventstemp1.tsv]\n",
-      "sub-09_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-09_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags', 'imageid'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type column as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-09_ses-01_task-GuardDuty_run-1_eventstemp1.tsv]\n",
-      "sub-10_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-10_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags', 'imageid'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type column as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-10_ses-01_task-GuardDuty_run-1_eventstemp1.tsv]\n",
-      "sub-11_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-11_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags', 'imageid'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type column as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-11_ses-01_task-GuardDuty_run-1_eventstemp1.tsv]\n",
-      "sub-12_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-12_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags', 'imageid'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type column as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-12_ses-01_task-GuardDuty_run-1_eventstemp1.tsv]\n",
-      "sub-13_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-13_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags', 'imageid'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type column as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-13_ses-01_task-GuardDuty_run-1_eventstemp1.tsv]\n",
-      "sub-14_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-14_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags', 'imageid'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type column as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-14_ses-01_task-GuardDuty_run-1_eventstemp1.tsv]\n",
-      "sub-15_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-15_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags', 'imageid'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type column as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-15_ses-01_task-GuardDuty_run-1_eventstemp1.tsv]\n",
-      "sub-16_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-16_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags', 'imageid'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type column as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-16_ses-01_task-GuardDuty_run-1_eventstemp1.tsv]\n",
-      "sub-17_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-17_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags', 'imageid'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type column as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-17_ses-01_task-GuardDuty_run-1_eventstemp1.tsv]\n",
-      "sub-17_ses-01_run-2:\n",
-      "\t[ Created a dataframe for sub-17_ses-01_task-GuardDuty_run-2_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags', 'imageid'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type column as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-17_ses-01_task-GuardDuty_run-2_eventstemp1.tsv]\n",
-      "sub-18_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-18_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags', 'imageid'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type column as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-18_ses-01_task-GuardDuty_run-1_eventstemp1.tsv]\n",
-      "sub-19_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-19_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags', 'imageid'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type column as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-19_ses-01_task-GuardDuty_run-1_eventstemp1.tsv]\n",
-      "sub-20_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-20_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags', 'imageid'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type column as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-20_ses-01_task-GuardDuty_run-1_eventstemp1.tsv]\n",
-      "sub-21_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-21_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags', 'imageid'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type column as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-21_ses-01_task-GuardDuty_run-1_eventstemp1.tsv]\n",
-      "sub-22_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-22_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags', 'imageid'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type column as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-22_ses-01_task-GuardDuty_run-1_eventstemp1.tsv]\n",
-      "sub-23_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-23_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags', 'imageid'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type column as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-23_ses-01_task-GuardDuty_run-1_eventstemp1.tsv]\n",
-      "sub-24_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-24_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags', 'imageid'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type column as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-24_ses-01_task-GuardDuty_run-1_eventstemp1.tsv]\n",
-      "sub-25_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-25_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags', 'imageid'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type column as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-25_ses-01_task-GuardDuty_run-1_eventstemp1.tsv]\n",
-      "sub-25_ses-01_run-2:\n",
-      "\t[ Created a dataframe for sub-25_ses-01_task-GuardDuty_run-2_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags', 'imageid'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type column as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-25_ses-01_task-GuardDuty_run-2_eventstemp1.tsv]\n",
-      "sub-26_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-26_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags', 'imageid'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type column as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-26_ses-01_task-GuardDuty_run-1_eventstemp1.tsv]\n",
-      "sub-27_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-27_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags', 'imageid'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type column as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-27_ses-01_task-GuardDuty_run-1_eventstemp1.tsv]\n",
-      "\n",
-      "\n",
-      "ERROR Summary:\n",
-      "bcit_advanced_guard_duty_02_initial_combination_log.json: Level ERROR\n",
-      "sub-01_ses-01_run-1:\n",
-      "sub-02_ses-01_run-1:\n",
-      "sub-03_ses-01_run-1:\n",
-      "sub-04_ses-01_run-1:\n",
-      "sub-05_ses-01_run-1:\n",
-      "sub-06_ses-01_run-1:\n",
-      "sub-07_ses-01_run-1:\n",
-      "sub-08_ses-01_run-1:\n",
-      "sub-09_ses-01_run-1:\n",
-      "sub-10_ses-01_run-1:\n",
-      "sub-11_ses-01_run-1:\n",
-      "sub-12_ses-01_run-1:\n",
-      "sub-13_ses-01_run-1:\n",
-      "sub-14_ses-01_run-1:\n",
-      "sub-15_ses-01_run-1:\n",
-      "sub-16_ses-01_run-1:\n",
-      "sub-17_ses-01_run-1:\n",
-      "sub-17_ses-01_run-2:\n",
-      "sub-18_ses-01_run-1:\n",
-      "sub-19_ses-01_run-1:\n",
-      "sub-20_ses-01_run-1:\n",
-      "sub-21_ses-01_run-1:\n",
-      "sub-22_ses-01_run-1:\n",
-      "sub-23_ses-01_run-1:\n",
-      "sub-24_ses-01_run-1:\n",
-      "sub-25_ses-01_run-1:\n",
-      "sub-25_ses-01_run-2:\n",
-      "sub-26_ses-01_run-1:\n",
-      "sub-27_ses-01_run-1:\n"
-     ]
-    }
-   ],
-   "source": [
-    "import os\n",
-    "import datetime\n",
-    "from hed.tools import BidsTabularDictionary, HedLogger\n",
-    "from hed.util import get_file_list, get_new_dataframe, get_value_dict, replace_values\n",
-    "\n",
-    "# Variables to set for the specific dataset\n",
-    "bids_root_path = 'F:/ARLBidsStart/AdvancedGuardDutyWorking'\n",
-    "exclude_dirs = ['sourcedata', 'stimuli', 'code']\n",
-    "entities = ('sub', 'ses', 'run')\n",
-    "eeg_drop_columns = ['urevent', 'usertags', 'imageid']\n",
-    "final_column_order = ['onset', 'duration', 'sample', 'value', 'gid']\n",
-    "log_name = 'bcit_advanced_guard_duty_02_initial_combination_log'\n",
-    "sampling_rate_file = os.path.realpath(os.path.join(bids_root_path, 'code/samplingRates.tsv'))\n",
-    "\n",
-    "# Set up the logger\n",
-    "log_file_name = f\"code/curation_logs/{log_name}.txt\"\n",
-    "logger = HedLogger(name=log_name)\n",
-    "\n",
-    "# Construct the event file dictionaries for the EEG.event files\n",
-    "files_eeg = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_eventstemp\", exclude_dirs=exclude_dirs)\n",
-    "eeg_dict = BidsTabularDictionary(\"EEG event files\", files_eeg, entities=entities)\n",
-    "sampling_dict = get_value_dict(sampling_rate_file)\n",
-    "\n",
-    "# Perform  the operations to combine the two versions of the event files\n",
-    "for key, file, rowcount, column_count in eeg_dict.iter_tsv_info():\n",
-    "    filename = eeg_dict.get_file_path(key)\n",
-    "    df_eeg = get_new_dataframe(filename)\n",
-    "    basename = os.path.basename(filename)\n",
-    "    logger.add(key, f\"Created a dataframe for {basename}\")\n",
-    "\n",
-    "    samplingRate = float(sampling_dict[basename[:-15]])\n",
-    "    logger.add(key, f\"Looked up sampling rate of {samplingRate}\")\n",
-    "\n",
-    "    df_eeg.drop(columns=eeg_drop_columns, inplace=True)\n",
-    "    logger.add(key, f\"Dropped {str(eeg_drop_columns)} drop_columns\")\n",
-    "    df_eeg['onset'] = df_eeg['latency']\n",
-    "    df_eeg['onset'] = df_eeg['onset'].subtract(1.0)\n",
-    "    df_eeg['onset'] = df_eeg['onset'].divide(samplingRate)\n",
-    "    logger.add(key, f\"Calculate onset from latency and add an onset column\")\n",
-    "    df_eeg['duration'] = 'n/a'\n",
-    "    logger.add(key, f\"Add a duration column\")\n",
-    "    df_eeg = df_eeg.rename(columns={\"latency\": \"sample\", \"type\":\"value\"})\n",
-    "    logger.add(key, f\"Rename the latency column as sample and type column as value\")\n",
-    "    df_eeg = df_eeg.reindex(columns=final_column_order)\n",
-    "    logger.add(key, f\"Reordered the columns as {str(final_column_order)}\")\n",
-    "    num_replaced = replace_values(df_eeg, values=[' ', 'NaN'], replace_value='n/a')\n",
-    "    logger.add(key, f\"Replaced {num_replaced} blank or NaN values with n/a\")\n",
-    "    filename_out = filename[:-4] + \"1.tsv\"\n",
-    "    df_eeg.to_csv(filename_out, sep='\\t', index=False)\n",
-    "    logger.add(key, f\"Saved as {os.path.basename(filename_out)}\")\n",
-    "\n",
-    "# Output and save the log\n",
-    "log_string = \"\\n\\nLog output:\\n\" + logger.get_log_string()\n",
-    "error_string = \"\\n\\nERROR Summary:\\n\" + logger.get_log_string(level=\"ERROR\")\n",
-    "print(log_string)\n",
-    "print(error_string)\n",
-    "\n",
-    "save_path = os.path.join(bids_root_path, log_file_name)\n",
-    "with open(save_path, \"w\") as fp:\n",
-    "    fp.write(f\"{log_file_name} {datetime.datetime.now()}\\n\")\n",
-    "    fp.write(log_string)\n",
-    "    fp.write(error_string)"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Run the script\n"
-    }
-   }
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 2
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
\ No newline at end of file
diff --git a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_advanced_guard_duty/bcit_advanced_guard_duty_03_remove_files.ipynb b/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_advanced_guard_duty/bcit_advanced_guard_duty_03_remove_files.ipynb
deleted file mode 100644
index 58f1112..0000000
--- a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_advanced_guard_duty/bcit_advanced_guard_duty_03_remove_files.ipynb
+++ /dev/null
@@ -1,316 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "collapsed": true,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   },
-   "source": [
-    "## Remove the extra files from BCIT Advanced Guard Duty\n",
-    "\n",
-    "This script assumes that you have copied the AdvancedGuardDutyWorking directory into\n",
-    "the AdvancedGuardDutyWorkingPhaseTwo directory.\n",
-    "\n",
-    "This script removes `_events.tsv` and `_eventstemp.tsv` and then\n",
-    "renames `_eventstemp1.tsv` to `_events.tsv`."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "\n",
-      "Log output:\n",
-      "bcit_advanced_guard_duty_03_remove_files_log: Level None\n",
-      "sub-01_ses-01_run-1:\n",
-      "\t[ Remove sub-01_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "\t[ Removed sub-01_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-01_ses-01_task-GuardDuty_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-01_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "sub-02_ses-01_run-1:\n",
-      "\t[ Remove sub-02_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "\t[ Removed sub-02_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-02_ses-01_task-GuardDuty_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-02_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "sub-03_ses-01_run-1:\n",
-      "\t[ Remove sub-03_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "\t[ Removed sub-03_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-03_ses-01_task-GuardDuty_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-03_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "sub-04_ses-01_run-1:\n",
-      "\t[ Remove sub-04_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "\t[ Removed sub-04_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-04_ses-01_task-GuardDuty_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-04_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "sub-05_ses-01_run-1:\n",
-      "\t[ Remove sub-05_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "\t[ Removed sub-05_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-05_ses-01_task-GuardDuty_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-05_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "sub-06_ses-01_run-1:\n",
-      "\t[ Remove sub-06_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "\t[ Removed sub-06_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-06_ses-01_task-GuardDuty_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-06_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "sub-07_ses-01_run-1:\n",
-      "\t[ Remove sub-07_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "\t[ Removed sub-07_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-07_ses-01_task-GuardDuty_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-07_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "sub-08_ses-01_run-1:\n",
-      "\t[ Remove sub-08_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "\t[ Removed sub-08_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-08_ses-01_task-GuardDuty_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-08_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "sub-09_ses-01_run-1:\n",
-      "\t[ Remove sub-09_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "\t[ Removed sub-09_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-09_ses-01_task-GuardDuty_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-09_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "sub-10_ses-01_run-1:\n",
-      "\t[ Remove sub-10_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "\t[ Removed sub-10_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-10_ses-01_task-GuardDuty_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-10_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "sub-11_ses-01_run-1:\n",
-      "\t[ Remove sub-11_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "\t[ Removed sub-11_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-11_ses-01_task-GuardDuty_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-11_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "sub-12_ses-01_run-1:\n",
-      "\t[ Remove sub-12_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "\t[ Removed sub-12_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-12_ses-01_task-GuardDuty_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-12_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "sub-13_ses-01_run-1:\n",
-      "\t[ Remove sub-13_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "\t[ Removed sub-13_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-13_ses-01_task-GuardDuty_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-13_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "sub-14_ses-01_run-1:\n",
-      "\t[ Remove sub-14_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "\t[ Removed sub-14_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-14_ses-01_task-GuardDuty_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-14_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "sub-15_ses-01_run-1:\n",
-      "\t[ Remove sub-15_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "\t[ Removed sub-15_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-15_ses-01_task-GuardDuty_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-15_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "sub-16_ses-01_run-1:\n",
-      "\t[ Remove sub-16_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "\t[ Removed sub-16_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-16_ses-01_task-GuardDuty_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-16_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "sub-17_ses-01_run-1:\n",
-      "\t[ Remove sub-17_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "\t[ Removed sub-17_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-17_ses-01_task-GuardDuty_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-17_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "sub-17_ses-01_run-2:\n",
-      "\t[ Remove sub-17_ses-01_task-GuardDuty_run-2_events.tsv]\n",
-      "\t[ Removed sub-17_ses-01_task-GuardDuty_run-2_eventstemp.tsv]\n",
-      "\t[ Renamed sub-17_ses-01_task-GuardDuty_run-2_eventstemp1.tsv\n",
-      "\t\tto sub-17_ses-01_task-GuardDuty_run-2_events.tsv]\n",
-      "sub-18_ses-01_run-1:\n",
-      "\t[ Remove sub-18_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "\t[ Removed sub-18_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-18_ses-01_task-GuardDuty_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-18_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "sub-19_ses-01_run-1:\n",
-      "\t[ Remove sub-19_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "\t[ Removed sub-19_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-19_ses-01_task-GuardDuty_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-19_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "sub-20_ses-01_run-1:\n",
-      "\t[ Remove sub-20_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "\t[ Removed sub-20_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-20_ses-01_task-GuardDuty_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-20_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "sub-21_ses-01_run-1:\n",
-      "\t[ Remove sub-21_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "\t[ Removed sub-21_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-21_ses-01_task-GuardDuty_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-21_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "sub-22_ses-01_run-1:\n",
-      "\t[ Remove sub-22_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "\t[ Removed sub-22_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-22_ses-01_task-GuardDuty_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-22_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "sub-23_ses-01_run-1:\n",
-      "\t[ Remove sub-23_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "\t[ Removed sub-23_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-23_ses-01_task-GuardDuty_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-23_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "sub-24_ses-01_run-1:\n",
-      "\t[ Remove sub-24_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "\t[ Removed sub-24_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-24_ses-01_task-GuardDuty_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-24_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "sub-25_ses-01_run-1:\n",
-      "\t[ Remove sub-25_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "\t[ Removed sub-25_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-25_ses-01_task-GuardDuty_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-25_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "sub-25_ses-01_run-2:\n",
-      "\t[ Remove sub-25_ses-01_task-GuardDuty_run-2_events.tsv]\n",
-      "\t[ Removed sub-25_ses-01_task-GuardDuty_run-2_eventstemp.tsv]\n",
-      "\t[ Renamed sub-25_ses-01_task-GuardDuty_run-2_eventstemp1.tsv\n",
-      "\t\tto sub-25_ses-01_task-GuardDuty_run-2_events.tsv]\n",
-      "sub-26_ses-01_run-1:\n",
-      "\t[ Remove sub-26_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "\t[ Removed sub-26_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-26_ses-01_task-GuardDuty_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-26_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "sub-27_ses-01_run-1:\n",
-      "\t[ Remove sub-27_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "\t[ Removed sub-27_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-27_ses-01_task-GuardDuty_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-27_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "\n",
-      "\n",
-      "ERROR Summary:\n",
-      "bcit_advanced_guard_duty_03_remove_files_log: Level ERROR\n",
-      "sub-01_ses-01_run-1:\n",
-      "sub-02_ses-01_run-1:\n",
-      "sub-03_ses-01_run-1:\n",
-      "sub-04_ses-01_run-1:\n",
-      "sub-05_ses-01_run-1:\n",
-      "sub-06_ses-01_run-1:\n",
-      "sub-07_ses-01_run-1:\n",
-      "sub-08_ses-01_run-1:\n",
-      "sub-09_ses-01_run-1:\n",
-      "sub-10_ses-01_run-1:\n",
-      "sub-11_ses-01_run-1:\n",
-      "sub-12_ses-01_run-1:\n",
-      "sub-13_ses-01_run-1:\n",
-      "sub-14_ses-01_run-1:\n",
-      "sub-15_ses-01_run-1:\n",
-      "sub-16_ses-01_run-1:\n",
-      "sub-17_ses-01_run-1:\n",
-      "sub-17_ses-01_run-2:\n",
-      "sub-18_ses-01_run-1:\n",
-      "sub-19_ses-01_run-1:\n",
-      "sub-20_ses-01_run-1:\n",
-      "sub-21_ses-01_run-1:\n",
-      "sub-22_ses-01_run-1:\n",
-      "sub-23_ses-01_run-1:\n",
-      "sub-24_ses-01_run-1:\n",
-      "sub-25_ses-01_run-1:\n",
-      "sub-25_ses-01_run-2:\n",
-      "sub-26_ses-01_run-1:\n",
-      "sub-27_ses-01_run-1:\n"
-     ]
-    }
-   ],
-   "source": [
-    "import os\n",
-    "import datetime\n",
-    "from hed.tools import BidsTabularDictionary, HedLogger\n",
-    "from hed.util import get_file_list\n",
-    "\n",
-    "# Variables to set for the specific dataset\n",
-    "bids_root_path = 's:/bcit/AdvancedGuardDutyWorkingPhaseTwo'\n",
-    "exclude_dirs = ['sourcedata', 'stimuli', 'code']\n",
-    "entities = ('sub', 'ses', 'run')\n",
-    "log_name = 'bcit_advanced_guard_duty_03_remove_files_log'\n",
-    "\n",
-    "# Set up the logger\n",
-    "log_file_name = f\"code/curation_logs/{log_name}.txt\"\n",
-    "logger = HedLogger(name=log_name)\n",
-    "\n",
-    "# Make sure that there actually are temp_files to move\n",
-    "temp_files = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_eventstemp\", exclude_dirs=exclude_dirs)\n",
-    "if not temp_files:\n",
-    "    raise Exception(\"There are no eventstemp files to move to events\")\n",
-    "\n",
-    "# Construct the event file dictionaries for the BIDS and for EEG.event files\n",
-    "files_bids = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_events\", exclude_dirs=exclude_dirs)\n",
-    "bids_dict = BidsTabularDictionary(\"Bids event files\", files_bids, entities=entities)\n",
-    "\n",
-    "# Remove the appropriate files\n",
-    "for key, file in bids_dict.iter_files():\n",
-    "    # Remove events.tsv\n",
-    "    filename = file.file_path\n",
-    "    os.remove(filename)\n",
-    "    logger.add(key, f\"Remove {os.path.basename(filename)}\")\n",
-    "\n",
-    "    # Remove eventstemp.tsv\n",
-    "    filename_temp = filename[:-4] + \"temp.tsv\"\n",
-    "    if os.path.isfile(filename_temp):\n",
-    "        os.remove(filename_temp)\n",
-    "        logger.add(key, f\"Removed {os.path.basename(filename_temp)}\")\n",
-    "    else:\n",
-    "        logger.add(key, f\"{os.path.basename(filename_temp)} does not exist and could not be removed\",\n",
-    "                   level=\"ERROR\", also_print=True)\n",
-    "\n",
-    "    # Move eventstemp1.tsv to events.tsv\n",
-    "    filename_temp1 = filename[:-4] + \"temp1.tsv\"\n",
-    "    if os.path.isfile(filename_temp1):\n",
-    "        os.rename(filename_temp1, filename)\n",
-    "        logger.add(key, f\"Renamed {os.path.basename(filename_temp1)}\\n\\t\\tto {os.path.basename(filename)}\")\n",
-    "    else:\n",
-    "        logger.add(key, f\"{os.path.basename(filename_temp1)} does not exist and could not be moved\",\n",
-    "                   level=\"ERROR\", also_print=True)\n",
-    "\n",
-    "# Now make sure there aren't any unexpected leftovers\n",
-    "temp_files = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"events_temp\", exclude_dirs=exclude_dirs)\n",
-    "if temp_files:\n",
-    "    for file in temp_files:\n",
-    "        logger.add('', f\"{os.path.basename(file)} is unexpectedly left over\", level=\"ERROR\", also_print=True)\n",
-    "\n",
-    "temp1_files = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_eventstemp1\", exclude_dirs=exclude_dirs)\n",
-    "if temp1_files:\n",
-    "    for file in temp1_files:\n",
-    "        logger.add('', f\"{os.path.basename(file)} is unexpectedly left over\", level=\"ERROR\", also_print=True)\n",
-    "\n",
-    "# Output and save the log\n",
-    "log_string = \"\\n\\nLog output:\\n\" + logger.get_log_string()\n",
-    "error_string = \"\\n\\nERROR Summary:\\n\" + logger.get_log_string(level=\"ERROR\")\n",
-    "print(log_string)\n",
-    "print(error_string)\n",
-    "\n",
-    "save_path = os.path.join(bids_root_path, log_file_name)\n",
-    "with open(save_path, \"w\") as fp:\n",
-    "    fp.write(f\"{log_file_name} {datetime.datetime.now()}\\n\")\n",
-    "    fp.write(log_string)\n",
-    "    fp.write(error_string)"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Set up the directories and create a dictionary for _events.tsv\n"
-    }
-   }
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 2
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
\ No newline at end of file
diff --git a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_advanced_guard_duty/bcit_advanced_guard_duty_04_generate_sidecar.ipynb b/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_advanced_guard_duty/bcit_advanced_guard_duty_04_generate_sidecar.ipynb
deleted file mode 100644
index adf7742..0000000
--- a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_advanced_guard_duty/bcit_advanced_guard_duty_04_generate_sidecar.ipynb
+++ /dev/null
@@ -1,124 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "collapsed": true,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   },
-   "source": [
-    "## Generate a JSON events sidecar template and spreadsheet from a BIDS dataset\n",
-    "\n",
-    "This generates a JSON events sidecar template and a corresponding 4-column spreadsheet\n",
-    "for the BCIT Advanced Guard Duty data.\n",
-    "\n",
-    "For tutorial examples of this process see the Jupyter notebooks:\n",
-    "- [`bids_generate_sidecar.ipynb`](https://github.com/hed-standard/hed-examples/blob/main/hedcode/jupyter_notebooks/bids_processing/bids_generate_sidecar.ipynb)\n",
-    "- [`bids_sidecar_to_spreadsheet.ipynb`](https://github.com/hed-standard/hed-examples/blob/main/hedcode/jupyter_notebooks/bids_processing/bids_sidecar_to_spreadsheet.ipynb)\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "source": [
-    "import os\n",
-    "import datetime\n",
-    "import json\n",
-    "from hed.tools import hed_to_df, BidsTabularSummary, HedLogger\n",
-    "from hed.util import get_file_list\n",
-    "\n",
-    "# Variables to set for the specific dataset\n",
-    "bids_root_path = 's:/bcit/AdvancedGuardDutyWorkingPhaseTwo'\n",
-    "json_path = os.path.realpath(os.path.join(bids_root_path, 'task-GuardDuty_events.json'))\n",
-    "spreadsheet_path = os.path.realpath(os.path.join(bids_root_path, 'code/task-GuardDuty_hed_spreadsheet.tsv'))\n",
-    "exclude_dirs = ['sourcedata', 'stimuli', 'code']\n",
-    "entities = ('sub', 'ses', 'run')\n",
-    "skip_columns = ['onset', 'duration', 'sample']\n",
-    "value_columns = [\"gid\"]\n",
-    "log_name = 'bcit_advanced_guard_duty_04_generate_sidecar_log'\n",
-    "\n",
-    "# Set up the logger\n",
-    "log_file_name = f\"code/curation_logs/{log_name}.txt\"\n",
-    "logger = HedLogger(name=log_name)\n",
-    "\n",
-    "# Construct the list of .event files\n",
-    "bids_files = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_events\", exclude_dirs=exclude_dirs)\n",
-    "\n",
-    "# Construct the event file value summary and generate a sidecar template representing dataset\n",
-    "logger.add(\"overall\", f\"Summarizing {len(bids_files)}\")\n",
-    "value_summary = BidsTabularSummary(value_cols=value_columns, skip_cols=skip_columns, name=\"BCIT Advanced Guard Duty\")\n",
-    "value_summary.update(bids_files)\n",
-    "sidecar_template = value_summary.extract_sidecar_template()\n",
-    "with open(json_path, 'w') as fp:\n",
-    "   json.dump(sidecar_template, fp, indent=4)\n",
-    "logger.add(\"overall\", f\"Saving a JSON sidecar template to {os.path.basename(json_path)}\")\n",
-    "\n",
-    "hed_spreadsheet = hed_to_df(sidecar_template)\n",
-    "logger.add(\"overall\", f\"Creating a spreadsheet template and saving to {os.path.basename(spreadsheet_path)}\")\n",
-    "hed_spreadsheet.to_csv(spreadsheet_path, sep='\\t', index=False,)\n",
-    "\n",
-    "# Output and save the log\n",
-    "log_string = \"\\n\\nLog output:\\n\" + logger.get_log_string()\n",
-    "error_string = \"\\n\\nERROR Summary:\\n\" + logger.get_log_string(level=\"ERROR\")\n",
-    "print(log_string)\n",
-    "print(error_string)\n",
-    "\n",
-    "save_path = os.path.join(bids_root_path, log_file_name)\n",
-    "with open(save_path, \"w\") as fp:\n",
-    "    fp.write(f\"{log_file_name} {datetime.datetime.now()}\\n\")\n",
-    "    fp.write(log_string)\n",
-    "    fp.write(error_string)"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Set up the directories and create a dictionary for events.tsv files\n"
-    }
-   },
-   "execution_count": 1,
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "\n",
-      "Log output:\n",
-      "bcit_advanced_guard_duty_04_generate_sidecar_log: Level None\n",
-      "overall:\n",
-      "\t[ Summarizing 29]\n",
-      "\t[ Saving a JSON sidecar template to task-GuardDuty_events.json]\n",
-      "\t[ Creating a spreadsheet template and saving to task-GuardDuty_hed_spreadsheet.tsv]\n",
-      "\n",
-      "\n",
-      "ERROR Summary:\n",
-      "bcit_advanced_guard_duty_04_generate_sidecar_log: Level ERROR\n",
-      "overall:\n"
-     ]
-    }
-   ]
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 2
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
\ No newline at end of file
diff --git a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_advanced_guard_duty/bcit_advanced_guard_duty_05_analyze_channels.ipynb b/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_advanced_guard_duty/bcit_advanced_guard_duty_05_analyze_channels.ipynb
deleted file mode 100644
index ad5690b..0000000
--- a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_advanced_guard_duty/bcit_advanced_guard_duty_05_analyze_channels.ipynb
+++ /dev/null
@@ -1,142 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "collapsed": true,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   },
-   "source": [
-    "## Analyze the channels for the BCIT Advanced Guard Duty Data\n",
-    "\n",
-    "This notebook assumes that a JSON dictionary called `originalChannels.json`\n",
-    "has been created in the `/code` subdirectory of the dataset."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "\n",
-      "Log output:\n",
-      "bcit_advanced_guard_duty_05_analyze_channels_log: Level None\n",
-      "sub-01_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "\t[ This key has 29 files with the same 262 channels]\n",
-      "\t[ The channels are ['A1', 'A2', 'A3', 'A4', 'A5', 'A6', 'A7', 'A8', 'A9', 'A10', 'A11', 'A12', 'A13', 'A14', 'A15', 'A16', 'A17', 'A18', 'A19', 'A20', 'A21', 'A22', 'A23', 'A24', 'A25', 'A26', 'A27', 'A28', 'A29', 'A30', 'A31', 'A32', 'B1', 'B2', 'B3', 'B4', 'B5', 'B6', 'B7', 'B8', 'B9', 'B10', 'B11', 'B12', 'B13', 'B14', 'B15', 'B16', 'B17', 'B18', 'B19', 'B20', 'B21', 'B22', 'B23', 'B24', 'B25', 'B26', 'B27', 'B28', 'B29', 'B30', 'B31', 'B32', 'C1', 'C2', 'C3', 'C4', 'C5', 'C6', 'C7', 'C8', 'C9', 'C10', 'C11', 'C12', 'C13', 'C14', 'C15', 'C16', 'C17', 'C18', 'C19', 'C20', 'C21', 'C22', 'C23', 'C24', 'C25', 'C26', 'C27', 'C28', 'C29', 'C30', 'C31', 'C32', 'D1', 'D2', 'D3', 'D4', 'D5', 'D6', 'D7', 'D8', 'D9', 'D10', 'D11', 'D12', 'D13', 'D14', 'D15', 'D16', 'D17', 'D18', 'D19', 'D20', 'D21', 'D22', 'D23', 'D24', 'D25', 'D26', 'D27', 'D28', 'D29', 'D30', 'D31', 'D32', 'E1', 'E2', 'E3', 'E4', 'E5', 'E6', 'E7', 'E8', 'E9', 'E10', 'E11', 'E12', 'E13', 'E14', 'E15', 'E16', 'E17', 'E18', 'E19', 'E20', 'E21', 'E22', 'E23', 'E24', 'E25', 'E26', 'E27', 'E28', 'E29', 'E30', 'E31', 'E32', 'F1', 'F2', 'F3', 'F4', 'F5', 'F6', 'F7', 'F8', 'F9', 'F10', 'F11', 'F12', 'F13', 'F14', 'F15', 'F16', 'F17', 'F18', 'F19', 'F20', 'F21', 'F22', 'F23', 'F24', 'F25', 'F26', 'F27', 'F28', 'F29', 'F30', 'F31', 'F32', 'G1', 'G2', 'G3', 'G4', 'G5', 'G6', 'G7', 'G8', 'G9', 'G10', 'G11', 'G12', 'G13', 'G14', 'G15', 'G16', 'G17', 'G18', 'G19', 'G20', 'G21', 'G22', 'G23', 'G24', 'G25', 'G26', 'G27', 'G28', 'G29', 'G30', 'G31', 'G32', 'H1', 'H2', 'H3', 'H4', 'H5', 'H6', 'H7', 'H8', 'H9', 'H10', 'H11', 'H12', 'H13', 'H14', 'H15', 'H16', 'H17', 'H18', 'H19', 'H20', 'H21', 'H22', 'H23', 'H24', 'H25', 'H26', 'H27', 'H28', 'H29', 'H30', 'H31', 'H32', 'EXG1', 'EXG2', 'EXG3', 'EXG4', 'EXG5', 'EXG6']]\n",
-      "Overall:\n",
-      "\t[ Dataset has 262 unique channels]\n",
-      "\t[ {'H13', 'E30', 'E3', 'B32', 'F17', 'E2', 'F4', 'C8', 'D19', 'G14', 'F23', 'D14', 'D11', 'B13', 'F20', 'H29', 'E4', 'E5', 'A17', 'EXG3', 'H3', 'E22', 'EXG5', 'F13', 'H1', 'B21', 'F10', 'G6', 'E25', 'B8', 'G25', 'E7', 'G16', 'C31', 'G19', 'G20', 'D21', 'F15', 'B26', 'C21', 'E28', 'A11', 'E15', 'G32', 'F28', 'F6', 'A27', 'C18', 'G5', 'G23', 'H28', 'D9', 'A15', 'D16', 'B1', 'A18', 'B29', 'H32', 'F24', 'H19', 'A22', 'B2', 'B9', 'H15', 'E21', 'G18', 'A28', 'H14', 'E19', 'G7', 'B30', 'F22', 'G15', 'C14', 'G21', 'B22', 'EXG2', 'C10', 'G2', 'B25', 'C25', 'H20', 'B4', 'D24', 'C30', 'A19', 'E23', 'C24', 'B15', 'A3', 'B5', 'H7', 'H16', 'G11', 'G29', 'E18', 'B11', 'C7', 'C15', 'E6', 'C5', 'C4', 'A30', 'D8', 'C2', 'F19', 'G17', 'F27', 'A2', 'H23', 'B3', 'H9', 'D30', 'D22', 'H31', 'F8', 'D4', 'D1', 'D3', 'E26', 'F31', 'H12', 'C16', 'H11', 'C32', 'C29', 'B19', 'A31', 'B14', 'F12', 'D23', 'B31', 'H8', 'F32', 'H22', 'EXG1', 'A14', 'D31', 'D10', 'B10', 'H5', 'D15', 'G26', 'C22', 'E20', 'E29', 'A32', 'A29', 'F14', 'G30', 'F30', 'B27', 'E14', 'B16', 'A9', 'F21', 'A12', 'C27', 'G9', 'A16', 'C28', 'D13', 'F11', 'G10', 'H25', 'G13', 'B20', 'D17', 'E27', 'D28', 'D26', 'D25', 'G22', 'A10', 'A7', 'C9', 'F25', 'B17', 'G24', 'C19', 'D7', 'H27', 'A1', 'E12', 'C23', 'C6', 'G3', 'G8', 'C11', 'E9', 'H17', 'E32', 'G4', 'F2', 'F26', 'F5', 'D29', 'E31', 'H10', 'E24', 'H4', 'C13', 'A8', 'A20', 'H26', 'A26', 'F3', 'B7', 'B23', 'F1', 'G28', 'G1', 'F29', 'A24', 'H6', 'EXG4', 'EXG6', 'F16', 'B12', 'D2', 'F7', 'D5', 'C3', 'F9', 'G31', 'D12', 'D27', 'A25', 'H24', 'E13', 'G12', 'C1', 'E8', 'B6', 'F18', 'H21', 'E17', 'D18', 'A21', 'A5', 'C20', 'H2', 'D32', 'C17', 'C26', 'A23', 'D6', 'E1', 'A6', 'E16', 'H30', 'B24', 'E10', 'B28', 'B18', 'G27', 'A13', 'E11', 'A4', 'C12', 'H18', 'D20'}]\n",
-      "\n",
-      "\n",
-      "ERROR Summary:\n",
-      "bcit_advanced_guard_duty_05_analyze_channels_log: Level ERROR\n",
-      "sub-01_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "Overall:\n"
-     ]
-    }
-   ],
-   "source": [
-    "import os\n",
-    "import datetime\n",
-    "import json\n",
-    "from hed.tools import HedLogger\n",
-    "from hed.util import get_file_list\n",
-    "\n",
-    "# Variables to set for the specific dataset\n",
-    "bids_root_path = 's:/bcit/AdvancedGuardDutyWorkingPhaseTwo'\n",
-    "exclude_dirs = ['sourcedata', 'stimuli', 'code']\n",
-    "entities = ('sub', 'ses', 'run')\n",
-    "log_name = 'bcit_advanced_guard_duty_05_analyze_channels_log'\n",
-    "channel_file = os.path.realpath(os.path.join(bids_root_path, \"code/channelsOriginal.json\"))\n",
-    "\n",
-    "# Set up the logger\n",
-    "log_file_name = f\"code/curation_logs/{log_name}.txt\"\n",
-    "logger = HedLogger(name=log_name)\n",
-    "\n",
-    "# Load the channels file\n",
-    "with open(channel_file, 'r') as fp:\n",
-    "    channel_info = json.load(fp)\n",
-    "\n",
-    "# Make the file list and dictionary for _events\n",
-    "eeg_files = get_file_list(bids_root_path, extensions=[\".set\"], name_suffix=\"_eeg\", exclude_dirs=exclude_dirs)\n",
-    "\n",
-    "# Create the dictionaries of channels\n",
-    "key_list = list(channel_info.keys())\n",
-    "unique_dict = {}\n",
-    "name_dict = {}\n",
-    "for file_key, item in channel_info.items():\n",
-    "    search_key = None\n",
-    "    for skey in name_dict.keys():\n",
-    "        if item == channel_info[skey]:\n",
-    "            search_key = skey\n",
-    "            break\n",
-    "    if search_key:\n",
-    "        search_values = name_dict[search_key]\n",
-    "        name_dict[search_key].append(file_key)\n",
-    "    else:\n",
-    "        name_dict[file_key] = [file_key]\n",
-    "\n",
-    "# Now check the order of the elements in the list:\n",
-    "all_channels = set\n",
-    "for file_key, file_list in name_dict.items():\n",
-    "    logger.add(file_key, f\"This key has {len(file_list)} files with the same {len(channel_info[file_key])} channels\")\n",
-    "    logger.add(file_key, f\"The channels are {str(channel_info[file_key])}\")\n",
-    "\n",
-    "\n",
-    "key_list = list(name_dict.keys())\n",
-    "union_channels = set()\n",
-    "inter_channels = set(channel_info[key_list[0]])\n",
-    "for file_key in key_list:\n",
-    "    union_channels = union_channels.union(set(channel_info[file_key]))\n",
-    "    inter_channels = inter_channels.intersection(set(channel_info[file_key]))\n",
-    "logger.add(\"Overall\", f\"Dataset has {len(union_channels)} unique channels\")\n",
-    "logger.add(\"Overall\", f\"{str(union_channels)}\")\n",
-    "\n",
-    "# Output and save the log\n",
-    "log_string = \"\\n\\nLog output:\\n\" + logger.get_log_string()\n",
-    "error_string = \"\\n\\nERROR Summary:\\n\" + logger.get_log_string(level=\"ERROR\")\n",
-    "print(log_string)\n",
-    "print(error_string)\n",
-    "save_path = os.path.join(bids_root_path, log_file_name)\n",
-    "with open(save_path, \"w\") as fp:\n",
-    "    fp.write(f\"{log_file_name} {datetime.datetime.now()}\\n\")\n",
-    "    fp.write(log_string)\n",
-    "    fp.write(error_string)"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Create the template for the dataset\n"
-    }
-   }
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 2
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
\ No newline at end of file
diff --git a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_advanced_guard_duty/bcit_advanced_guard_duty_06_remove_coordsystem.ipynb b/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_advanced_guard_duty/bcit_advanced_guard_duty_06_remove_coordsystem.ipynb
deleted file mode 100644
index b096747..0000000
--- a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_advanced_guard_duty/bcit_advanced_guard_duty_06_remove_coordsystem.ipynb
+++ /dev/null
@@ -1,197 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "collapsed": true,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   },
-   "source": [
-    "## Remove coordsystem.json and electrodes.tsv files generated by ESS.\n",
-    "\n",
-    "This notebook replaces the `coordsystem.json` files of ESS with those generated by EEGLAB BidsTools\n",
-    "for the BCIT Advanced Guard Duty data.\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "source": [
-    "import os\n",
-    "import datetime\n",
-    "from hed.tools import HedLogger\n",
-    "from hed.util import get_file_list\n",
-    "\n",
-    "# Variables to set for the specific dataset\n",
-    "bids_root_path = 's:/bcit/AdvancedGuardDutyWorkingPhaseTwo'\n",
-    "exclude_dirs = ['sourcedata', 'stimuli', 'code']\n",
-    "entities = ('sub', 'ses', 'run')\n",
-    "log_name = 'bcit_advanced_guard_duty_06_remove_coordsystem_log'\n",
-    "\n",
-    "# Set up the logger\n",
-    "log_file_name = f\"code/curation_logs/{log_name}.txt\"\n",
-    "logger = HedLogger(name=log_name)\n",
-    "\n",
-    "# Construct the list of coordsystem.json and electrodes.tsv files\n",
-    "coord_files = get_file_list(bids_root_path, extensions=[\".json\"], name_suffix=\"_coordsystem\", exclude_dirs=exclude_dirs)\n",
-    "electrode_files = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_electrodes\",\n",
-    "                                exclude_dirs=exclude_dirs)\n",
-    "chan_files = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_channels\",\n",
-    "                                exclude_dirs=exclude_dirs)\n",
-    "for file in coord_files:\n",
-    "    os.remove(file)\n",
-    "    logger.add(\"overall\", f\"Removing {os.path.basename(file)}\")\n",
-    "\n",
-    "for file in electrode_files:\n",
-    "    os.remove(file)\n",
-    "    logger.add(\"overall\", f\"Removing {os.path.basename(file)}\")\n",
-    "\n",
-    "for file in chan_files:\n",
-    "    os.remove(file)\n",
-    "    logger.add(\"overall\", f\"Removing {os.path.basename(file)}\")\n",
-    "\n",
-    "# Output and save the log\n",
-    "log_string = \"\\n\\nLog output:\\n\" + logger.get_log_string()\n",
-    "error_string = \"\\n\\nERROR Summary:\\n\" + logger.get_log_string(level=\"ERROR\")\n",
-    "print(log_string)\n",
-    "print(error_string)\n",
-    "\n",
-    "save_path = os.path.join(bids_root_path, log_file_name)\n",
-    "with open(save_path, \"w\") as fp:\n",
-    "    fp.write(f\"{log_file_name} {datetime.datetime.now()}\\n\")\n",
-    "    fp.write(log_string)\n",
-    "    fp.write(error_string)"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Set up the directories and create a dictionary for events.tsv files\n"
-    }
-   },
-   "execution_count": 1,
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "\n",
-      "Log output:\n",
-      "bcit_advanced_guard_duty_06_remove_coordsystem_log: Level None\n",
-      "overall:\n",
-      "\t[ Removing sub-01_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-02_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-03_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-04_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-05_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-06_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-07_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-08_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-09_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-10_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-11_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-12_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-13_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-14_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-15_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-16_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-17_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-18_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-19_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-20_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-21_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-22_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-23_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-24_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-25_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-26_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-27_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-01_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-02_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-03_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-04_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-05_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-06_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-07_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-08_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-09_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-10_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-11_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-12_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-13_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-14_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-15_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-16_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-17_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-18_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-19_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-20_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-21_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-22_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-23_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-24_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-25_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-26_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-27_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-01_ses-01_task-GuardDuty_run-1_channels.tsv]\n",
-      "\t[ Removing sub-02_ses-01_task-GuardDuty_run-1_channels.tsv]\n",
-      "\t[ Removing sub-03_ses-01_task-GuardDuty_run-1_channels.tsv]\n",
-      "\t[ Removing sub-04_ses-01_task-GuardDuty_run-1_channels.tsv]\n",
-      "\t[ Removing sub-05_ses-01_task-GuardDuty_run-1_channels.tsv]\n",
-      "\t[ Removing sub-06_ses-01_task-GuardDuty_run-1_channels.tsv]\n",
-      "\t[ Removing sub-07_ses-01_task-GuardDuty_run-1_channels.tsv]\n",
-      "\t[ Removing sub-08_ses-01_task-GuardDuty_run-1_channels.tsv]\n",
-      "\t[ Removing sub-09_ses-01_task-GuardDuty_run-1_channels.tsv]\n",
-      "\t[ Removing sub-10_ses-01_task-GuardDuty_run-1_channels.tsv]\n",
-      "\t[ Removing sub-11_ses-01_task-GuardDuty_run-1_channels.tsv]\n",
-      "\t[ Removing sub-12_ses-01_task-GuardDuty_run-1_channels.tsv]\n",
-      "\t[ Removing sub-13_ses-01_task-GuardDuty_run-1_channels.tsv]\n",
-      "\t[ Removing sub-14_ses-01_task-GuardDuty_run-1_channels.tsv]\n",
-      "\t[ Removing sub-15_ses-01_task-GuardDuty_run-1_channels.tsv]\n",
-      "\t[ Removing sub-16_ses-01_task-GuardDuty_run-1_channels.tsv]\n",
-      "\t[ Removing sub-17_ses-01_task-GuardDuty_run-1_channels.tsv]\n",
-      "\t[ Removing sub-17_ses-01_task-GuardDuty_run-2_channels.tsv]\n",
-      "\t[ Removing sub-18_ses-01_task-GuardDuty_run-1_channels.tsv]\n",
-      "\t[ Removing sub-19_ses-01_task-GuardDuty_run-1_channels.tsv]\n",
-      "\t[ Removing sub-20_ses-01_task-GuardDuty_run-1_channels.tsv]\n",
-      "\t[ Removing sub-21_ses-01_task-GuardDuty_run-1_channels.tsv]\n",
-      "\t[ Removing sub-22_ses-01_task-GuardDuty_run-1_channels.tsv]\n",
-      "\t[ Removing sub-23_ses-01_task-GuardDuty_run-1_channels.tsv]\n",
-      "\t[ Removing sub-24_ses-01_task-GuardDuty_run-1_channels.tsv]\n",
-      "\t[ Removing sub-25_ses-01_task-GuardDuty_run-1_channels.tsv]\n",
-      "\t[ Removing sub-25_ses-01_task-GuardDuty_run-2_channels.tsv]\n",
-      "\t[ Removing sub-26_ses-01_task-GuardDuty_run-1_channels.tsv]\n",
-      "\t[ Removing sub-27_ses-01_task-GuardDuty_run-1_channels.tsv]\n",
-      "\n",
-      "\n",
-      "ERROR Summary:\n",
-      "bcit_advanced_guard_duty_06_remove_coordsystem_log: Level ERROR\n",
-      "overall:\n"
-     ]
-    }
-   ]
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 2
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
\ No newline at end of file
diff --git a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_advanced_guard_duty/bcit_advanced_guard_duty_07_fix_channels.ipynb b/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_advanced_guard_duty/bcit_advanced_guard_duty_07_fix_channels.ipynb
deleted file mode 100644
index 91531eb..0000000
--- a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_advanced_guard_duty/bcit_advanced_guard_duty_07_fix_channels.ipynb
+++ /dev/null
@@ -1,321 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "collapsed": true,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   },
-   "source": [
-    "## Add channel files based on the EEG with fixes.\n",
-    "\n",
-    "This notebook replaces the `channels.tsv` files of ESS with those generated by EEGLAB BidsTools\n",
-    "for the BCIT Advanced Guard Duty data.\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "source": [
-    "import os\n",
-    "import json\n",
-    "import datetime\n",
-    "import pandas as pd\n",
-    "from hed.tools import HedLogger\n",
-    "from hed.util import get_file_list, get_value_dict\n",
-    "\n",
-    "# Variables to set for the specific dataset\n",
-    "bids_root_path = 's:/bcit/AdvancedGuardDutyWorkingPhaseTwo'\n",
-    "exclude_dirs = ['sourcedata', 'stimuli', 'code']\n",
-    "log_name = 'bcit_advanced_guard_duty_07_fix_channels_log'\n",
-    "sampling_rate_file = os.path.realpath(os.path.join(bids_root_path, 'code/samplingRates.tsv'))\n",
-    "channel_file = os.path.realpath(os.path.join(bids_root_path, \"code/channelsOriginal.json\"))\n",
-    "\n",
-    "# Set up the logger\n",
-    "log_file_name = f\"code/curation_logs/{log_name}.txt\"\n",
-    "logger = HedLogger(name=log_name)\n",
-    "\n",
-    "# Load the channels file\n",
-    "with open(channel_file, 'r') as fp:\n",
-    "    channel_info = json.load(fp)\n",
-    "\n",
-    "# Construct the lists of the EEG files\n",
-    "eeg_files = get_file_list(bids_root_path, extensions=[\".set\"], name_suffix=\"_eeg\", exclude_dirs=exclude_dirs)\n",
-    "\n",
-    "# Get the sample rate dictionary\n",
-    "sampling_dict = get_value_dict(sampling_rate_file)\n",
-    "\n",
-    "chan_dict = {'LN': ('LN', 'OTHER', 'n/a', 'Lane deviation from center line in meters.'),\n",
-    "             'ANG': ('ANG', 'OTHER', 'n/a', 'Steering wheel deviation angle in degrees.'),\n",
-    "             'SP': ('SP', 'OTHER', 'n/a', 'Vehicle speed in mph.'),\n",
-    "             'SD': ('SD', 'OTHER', 'n/a', 'Vehicle speed deviation.'),\n",
-    "             'EXG1': ('LHEOG', 'EOG', 'uV', 'Left horizontal EOG'),\n",
-    "             'EXG2': ('RHEOG', 'EOG', 'uV', 'Right horizontal EOG'),\n",
-    "             'EXG3': ('UVEOG', 'EOG', 'uV', 'Upper vertical EOG'),\n",
-    "             'EXG4': ('LVEOG', 'EOG', 'uV', 'Lower vertical EOG'),\n",
-    "             'EXG5': ('LMAST', 'MISC', 'uV', 'Left mastoid'),\n",
-    "             'EXG6': ('RMAST', 'MISC', 'uV', 'Right mastoid')}\n",
-    "\n",
-    "for file_name in eeg_files:\n",
-    "    basename = os.path.basename(file_name)\n",
-    "    channels = channel_info[basename]\n",
-    "    logger.add(basename, f\"EEG has {len(channels)} channels\")\n",
-    "    sampling_key = basename[:-8]\n",
-    "    sampling_rate = sampling_dict[sampling_key]\n",
-    "    logger.add(basename, f\"Sampling rate is {sampling_rate}\")\n",
-    "    data = {'name': channels}\n",
-    "    df = pd.DataFrame(data)\n",
-    "    df[['type', 'units', 'sampling_frequency', 'description']] = 'n/a'\n",
-    "    names = df['name']\n",
-    "    for index, name in names.iteritems():\n",
-    "        row = chan_dict.get(name, None)\n",
-    "        if not row:\n",
-    "            row = (name, 'EEG', 'uV', 'n/a')\n",
-    "        df.loc[index, 'name'] = row[0]\n",
-    "        df.loc[index, 'type'] = row[1]\n",
-    "        df.loc[index, 'units'] = row[2]\n",
-    "        df.loc[index, 'sampling_frequency'] = sampling_rate\n",
-    "        df.loc[index, 'description'] = row[3]\n",
-    "    EEG = sum(df['type'].map(str) == 'EEG')\n",
-    "    EOG = sum(df['type'].map(str) == 'EOG')\n",
-    "    OTHER = sum(df['type'].map(str) == 'OTHER')\n",
-    "    MISC = sum(df['type'].map(str) == 'MISC')\n",
-    "    logger.add(basename, f\"{EEG} EEG channels, {EOG} EOG channels, {OTHER} OTHER channels {MISC} MISC channels\")\n",
-    "    file_new = file_name[:-7] + \"channels.tsv\"\n",
-    "    df.to_csv(file_new, sep='\\t', index=False)\n",
-    "    logger.add(basename, f\"Saved as {os.path.basename(file_new)}\")\n",
-    "\n",
-    "# Output and save the log\n",
-    "log_string = \"\\n\\nLog output:\\n\" + logger.get_log_string()\n",
-    "error_string = \"\\n\\nERROR Summary:\\n\" + logger.get_log_string(level=\"ERROR\")\n",
-    "print(log_string)\n",
-    "print(error_string)\n",
-    "\n",
-    "save_path = os.path.join(bids_root_path, log_file_name)\n",
-    "with open(save_path, \"w\") as fp:\n",
-    "    fp.write(f\"{log_file_name} {datetime.datetime.now()}\\n\")\n",
-    "    fp.write(log_string)\n",
-    "    fp.write(error_string)"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Perform the calculation\n"
-    }
-   },
-   "execution_count": 1,
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "\n",
-      "Log output:\n",
-      "bcit_advanced_guard_duty_07_fix_channels_log: Level None\n",
-      "sub-01_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-01_ses-01_task-GuardDuty_run-1_channels.tsv]\n",
-      "sub-02_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-02_ses-01_task-GuardDuty_run-1_channels.tsv]\n",
-      "sub-03_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-03_ses-01_task-GuardDuty_run-1_channels.tsv]\n",
-      "sub-04_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-04_ses-01_task-GuardDuty_run-1_channels.tsv]\n",
-      "sub-05_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-05_ses-01_task-GuardDuty_run-1_channels.tsv]\n",
-      "sub-06_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-06_ses-01_task-GuardDuty_run-1_channels.tsv]\n",
-      "sub-07_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-07_ses-01_task-GuardDuty_run-1_channels.tsv]\n",
-      "sub-08_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-08_ses-01_task-GuardDuty_run-1_channels.tsv]\n",
-      "sub-09_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-09_ses-01_task-GuardDuty_run-1_channels.tsv]\n",
-      "sub-10_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-10_ses-01_task-GuardDuty_run-1_channels.tsv]\n",
-      "sub-11_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-11_ses-01_task-GuardDuty_run-1_channels.tsv]\n",
-      "sub-12_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-12_ses-01_task-GuardDuty_run-1_channels.tsv]\n",
-      "sub-13_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-13_ses-01_task-GuardDuty_run-1_channels.tsv]\n",
-      "sub-14_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-14_ses-01_task-GuardDuty_run-1_channels.tsv]\n",
-      "sub-15_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-15_ses-01_task-GuardDuty_run-1_channels.tsv]\n",
-      "sub-16_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-16_ses-01_task-GuardDuty_run-1_channels.tsv]\n",
-      "sub-17_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-17_ses-01_task-GuardDuty_run-1_channels.tsv]\n",
-      "sub-17_ses-01_task-GuardDuty_run-2_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-17_ses-01_task-GuardDuty_run-2_channels.tsv]\n",
-      "sub-18_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-18_ses-01_task-GuardDuty_run-1_channels.tsv]\n",
-      "sub-19_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-19_ses-01_task-GuardDuty_run-1_channels.tsv]\n",
-      "sub-20_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-20_ses-01_task-GuardDuty_run-1_channels.tsv]\n",
-      "sub-21_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-21_ses-01_task-GuardDuty_run-1_channels.tsv]\n",
-      "sub-22_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-22_ses-01_task-GuardDuty_run-1_channels.tsv]\n",
-      "sub-23_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-23_ses-01_task-GuardDuty_run-1_channels.tsv]\n",
-      "sub-24_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-24_ses-01_task-GuardDuty_run-1_channels.tsv]\n",
-      "sub-25_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-25_ses-01_task-GuardDuty_run-1_channels.tsv]\n",
-      "sub-25_ses-01_task-GuardDuty_run-2_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-25_ses-01_task-GuardDuty_run-2_channels.tsv]\n",
-      "sub-26_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-26_ses-01_task-GuardDuty_run-1_channels.tsv]\n",
-      "sub-27_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-27_ses-01_task-GuardDuty_run-1_channels.tsv]\n",
-      "\n",
-      "\n",
-      "ERROR Summary:\n",
-      "bcit_advanced_guard_duty_07_fix_channels_log: Level ERROR\n",
-      "sub-01_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "sub-02_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "sub-03_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "sub-04_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "sub-05_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "sub-06_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "sub-07_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "sub-08_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "sub-09_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "sub-10_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "sub-11_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "sub-12_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "sub-13_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "sub-14_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "sub-15_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "sub-16_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "sub-17_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "sub-17_ses-01_task-GuardDuty_run-2_eeg.set:\n",
-      "sub-18_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "sub-19_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "sub-20_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "sub-21_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "sub-22_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "sub-23_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "sub-24_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "sub-25_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "sub-25_ses-01_task-GuardDuty_run-2_eeg.set:\n",
-      "sub-26_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "sub-27_ses-01_task-GuardDuty_run-1_eeg.set:\n"
-     ]
-    }
-   ]
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 2
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
\ No newline at end of file
diff --git a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_advanced_guard_duty/bcit_advanced_guard_duty_08_fix_coordsystem.ipynb b/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_advanced_guard_duty/bcit_advanced_guard_duty_08_fix_coordsystem.ipynb
deleted file mode 100644
index f59e49b..0000000
--- a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_advanced_guard_duty/bcit_advanced_guard_duty_08_fix_coordsystem.ipynb
+++ /dev/null
@@ -1,197 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "collapsed": true,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   },
-   "source": [
-    "## Fix the coordsystem.json files generated by ESS.\n",
-    "\n",
-    "This notebook replaces the `coordsystem.json` files of ESS with those generated by EEGLAB BidsTools\n",
-    "for the BCIT Advanced Guard Duty data.\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "source": [
-    "import os\n",
-    "import json\n",
-    "import datetime\n",
-    "from hed.tools import HedLogger\n",
-    "from hed.util import get_file_list\n",
-    "\n",
-    "# Variables to set for the specific dataset\n",
-    "bids_root_path = 's:/bcit/AdvancedGuardDutyWorkingPhaseTwo'\n",
-    "exclude_dirs = ['sourcedata', 'stimuli', 'code']\n",
-    "log_name = 'bcit_advanced_guard_duty_08_fix_coordsystem_log'\n",
-    "sampling_rate_file = os.path.realpath(os.path.join(bids_root_path, 'code/samplingRates.tsv'))\n",
-    "\n",
-    "# Set up the logger\n",
-    "log_file_name = f\"code/curation_logs/{log_name}.txt\"\n",
-    "logger = HedLogger(name=log_name)\n",
-    "\n",
-    "# Construct the lists of the EEG files\n",
-    "eeg_files = get_file_list(bids_root_path, extensions=[\".set\"], name_suffix=\"_eeg\", exclude_dirs=exclude_dirs)\n",
-    "\n",
-    "# Coordsystem.json template\n",
-    "coordsystem_template = {\"EEGCoordinateUnits\":\"n/a\",\n",
-    "                        \"EEGCoordinateSystem\":\"CTF\",\n",
-    "                        \"EEGCoordinateSystemDescription\":\"EEGLAB\"}\n",
-    "\n",
-    "for file_name in eeg_files:\n",
-    "    basename = os.path.basename(file_name)\n",
-    "    json_new = file_name[:-7] + \"coordsystem.json\"\n",
-    "    with open(json_new, 'w') as fp:\n",
-    "        json.dump(coordsystem_template, fp)\n",
-    "    logger.add(basename, f\"Saving the {os.path.basename(json_new)} coordinate system file\")\n",
-    "\n",
-    "# Output and save the log\n",
-    "log_string = \"\\n\\nLog output:\\n\" + logger.get_log_string()\n",
-    "error_string = \"\\n\\nERROR Summary:\\n\" + logger.get_log_string(level=\"ERROR\")\n",
-    "print(log_string)\n",
-    "print(error_string)\n",
-    "\n",
-    "save_path = os.path.join(bids_root_path, log_file_name)\n",
-    "with open(save_path, \"w\") as fp:\n",
-    "    fp.write(f\"{log_file_name} {datetime.datetime.now()}\\n\")\n",
-    "    fp.write(log_string)\n",
-    "    fp.write(error_string)"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Set up the directories and create a dictionary for events.tsv files\n"
-    }
-   },
-   "execution_count": 1,
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "\n",
-      "Log output:\n",
-      "bcit_advanced_guard_duty_08_fix_coordsystem_log: Level None\n",
-      "sub-01_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "\t[ Saving the sub-01_ses-01_task-GuardDuty_run-1_coordsystem.json coordinate system file]\n",
-      "sub-02_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "\t[ Saving the sub-02_ses-01_task-GuardDuty_run-1_coordsystem.json coordinate system file]\n",
-      "sub-03_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "\t[ Saving the sub-03_ses-01_task-GuardDuty_run-1_coordsystem.json coordinate system file]\n",
-      "sub-04_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "\t[ Saving the sub-04_ses-01_task-GuardDuty_run-1_coordsystem.json coordinate system file]\n",
-      "sub-05_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "\t[ Saving the sub-05_ses-01_task-GuardDuty_run-1_coordsystem.json coordinate system file]\n",
-      "sub-06_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "\t[ Saving the sub-06_ses-01_task-GuardDuty_run-1_coordsystem.json coordinate system file]\n",
-      "sub-07_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "\t[ Saving the sub-07_ses-01_task-GuardDuty_run-1_coordsystem.json coordinate system file]\n",
-      "sub-08_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "\t[ Saving the sub-08_ses-01_task-GuardDuty_run-1_coordsystem.json coordinate system file]\n",
-      "sub-09_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "\t[ Saving the sub-09_ses-01_task-GuardDuty_run-1_coordsystem.json coordinate system file]\n",
-      "sub-10_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "\t[ Saving the sub-10_ses-01_task-GuardDuty_run-1_coordsystem.json coordinate system file]\n",
-      "sub-11_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "\t[ Saving the sub-11_ses-01_task-GuardDuty_run-1_coordsystem.json coordinate system file]\n",
-      "sub-12_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "\t[ Saving the sub-12_ses-01_task-GuardDuty_run-1_coordsystem.json coordinate system file]\n",
-      "sub-13_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "\t[ Saving the sub-13_ses-01_task-GuardDuty_run-1_coordsystem.json coordinate system file]\n",
-      "sub-14_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "\t[ Saving the sub-14_ses-01_task-GuardDuty_run-1_coordsystem.json coordinate system file]\n",
-      "sub-15_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "\t[ Saving the sub-15_ses-01_task-GuardDuty_run-1_coordsystem.json coordinate system file]\n",
-      "sub-16_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "\t[ Saving the sub-16_ses-01_task-GuardDuty_run-1_coordsystem.json coordinate system file]\n",
-      "sub-17_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "\t[ Saving the sub-17_ses-01_task-GuardDuty_run-1_coordsystem.json coordinate system file]\n",
-      "sub-17_ses-01_task-GuardDuty_run-2_eeg.set:\n",
-      "\t[ Saving the sub-17_ses-01_task-GuardDuty_run-2_coordsystem.json coordinate system file]\n",
-      "sub-18_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "\t[ Saving the sub-18_ses-01_task-GuardDuty_run-1_coordsystem.json coordinate system file]\n",
-      "sub-19_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "\t[ Saving the sub-19_ses-01_task-GuardDuty_run-1_coordsystem.json coordinate system file]\n",
-      "sub-20_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "\t[ Saving the sub-20_ses-01_task-GuardDuty_run-1_coordsystem.json coordinate system file]\n",
-      "sub-21_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "\t[ Saving the sub-21_ses-01_task-GuardDuty_run-1_coordsystem.json coordinate system file]\n",
-      "sub-22_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "\t[ Saving the sub-22_ses-01_task-GuardDuty_run-1_coordsystem.json coordinate system file]\n",
-      "sub-23_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "\t[ Saving the sub-23_ses-01_task-GuardDuty_run-1_coordsystem.json coordinate system file]\n",
-      "sub-24_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "\t[ Saving the sub-24_ses-01_task-GuardDuty_run-1_coordsystem.json coordinate system file]\n",
-      "sub-25_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "\t[ Saving the sub-25_ses-01_task-GuardDuty_run-1_coordsystem.json coordinate system file]\n",
-      "sub-25_ses-01_task-GuardDuty_run-2_eeg.set:\n",
-      "\t[ Saving the sub-25_ses-01_task-GuardDuty_run-2_coordsystem.json coordinate system file]\n",
-      "sub-26_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "\t[ Saving the sub-26_ses-01_task-GuardDuty_run-1_coordsystem.json coordinate system file]\n",
-      "sub-27_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "\t[ Saving the sub-27_ses-01_task-GuardDuty_run-1_coordsystem.json coordinate system file]\n",
-      "\n",
-      "\n",
-      "ERROR Summary:\n",
-      "bcit_advanced_guard_duty_08_fix_coordsystem_log: Level ERROR\n",
-      "sub-01_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "sub-02_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "sub-03_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "sub-04_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "sub-05_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "sub-06_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "sub-07_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "sub-08_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "sub-09_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "sub-10_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "sub-11_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "sub-12_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "sub-13_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "sub-14_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "sub-15_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "sub-16_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "sub-17_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "sub-17_ses-01_task-GuardDuty_run-2_eeg.set:\n",
-      "sub-18_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "sub-19_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "sub-20_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "sub-21_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "sub-22_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "sub-23_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "sub-24_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "sub-25_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "sub-25_ses-01_task-GuardDuty_run-2_eeg.set:\n",
-      "sub-26_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "sub-27_ses-01_task-GuardDuty_run-1_eeg.set:\n"
-     ]
-    }
-   ]
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 2
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
\ No newline at end of file
diff --git a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_auditory_cueing/bcit_auditory_cueing_01_initial_summary.ipynb b/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_auditory_cueing/bcit_auditory_cueing_01_initial_summary.ipynb
deleted file mode 100644
index 86063c0..0000000
--- a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_auditory_cueing/bcit_auditory_cueing_01_initial_summary.ipynb
+++ /dev/null
@@ -1,623 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "collapsed": true,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   },
-   "source": [
-    "## Initial summary of event files\n",
-    "\n",
-    "**Dataset** BCIT Auditory Cueing (in process)\n",
-    "\n",
-    "This script does a preliminary summary of the contents of the events files.\n",
-    "The summary includes printing out the column names of each event file so\n",
-    "that they can be manually checked for differences.\n",
-    "\n",
-    "The script assumes that the data is in BIDS format and that each BIDS events\n",
-    "file of the form `_events.tsv` has a corresponding events file with\n",
-    "suffix `_eventstemp.tsv` that was previously dumped from the `EEG.set` files.\n",
-    "\n",
-    "This script does a preliminary summary of the contents of the events files.\n",
-    "The summary includes printing out the column names of each event file so\n",
-    "that they can be manually checked for differences.\n",
-    "\n",
-    "The script assumes that the data is in BIDS format and that each BIDS events\n",
-    "file of the form `_events.tsv` has a corresponding events file with\n",
-    "suffix `_eventstemp.tsv` that was previously dumped from the `EEG.set` files.\n",
-    "Keys are specified by a `entities` tuple lists the BIDS entity names\n",
-    "to include in the key.\n",
-    "BIDS base file names are constructed of entity *name*-*value* pairs separated\n",
-    "by underbars and followed by an ending *_suffix*.\n",
-    "\n",
-    "For a file name `sub-001_ses-3_task-target_run-01_events.tsv`,\n",
-    "the tuple ('sub', 'task') gives a key of `sub-001_task-target`,\n",
-    "while the tuple ('sub', 'ses', 'run) gives a key of `sub-001_ses-3_run-01`.\n",
-    "The use of dictionaries of file names with such keys makes it\n",
-    "easier to associate related files in the BIDS naming structure.\n",
-    "\n",
-    "The setup requires the setting of the following variables for your dataset:\n",
-    "\n",
-    "| Variable | Purpose |\n",
-    "| -------- | ------- |\n",
-    "| bids_root_path | Full path to root directory of dataset.|\n",
-    "| exclude_dirs | List of directories to exclude when constructing file lists. |\n",
-    "| entities  | Tuple of entity names used to construct a unique keys representing filenames. <br>(See [Dictionaries of filenames](https://hed-examples.readthedocs.io/en/latest/HedInPython.html#dictionaries-of-filenames-anchor) for examples of how to choose the keys.)|\n",
-    "| bids_skip_columns  |  List of column names in the `events.tsv` files to skip in the analysis. |\n",
-    "| eeg_skip_columns  | List of column names in the `eventstemp.tsv` files form EEG.events to skip in analysis.|\n",
-    "| log_name | Name of the log file (saved in the `code/curation_logs` subdirectory). |"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "Bids event files has 34 event files\n",
-      "EEG event files has 34 event files\n",
-      "\n",
-      "Bids event files event files (34 files)\n",
-      "sub-01_ses-01_run-1: sub-01_ses-01_task-DriveRandomSound_run-1_events.tsv\n",
-      "sub-01_ses-01_run-2: sub-01_ses-01_task-DriveRandomSound_run-2_events.tsv\n",
-      "sub-02_ses-01_run-1: sub-02_ses-01_task-DriveRandomSound_run-1_events.tsv\n",
-      "sub-02_ses-01_run-2: sub-02_ses-01_task-DriveRandomSound_run-2_events.tsv\n",
-      "sub-03_ses-01_run-1: sub-03_ses-01_task-DriveRandomSound_run-1_events.tsv\n",
-      "sub-03_ses-01_run-2: sub-03_ses-01_task-DriveRandomSound_run-2_events.tsv\n",
-      "sub-04_ses-01_run-1: sub-04_ses-01_task-DriveRandomSound_run-1_events.tsv\n",
-      "sub-04_ses-01_run-2: sub-04_ses-01_task-DriveRandomSound_run-2_events.tsv\n",
-      "sub-05_ses-01_run-1: sub-05_ses-01_task-DriveRandomSound_run-1_events.tsv\n",
-      "sub-05_ses-01_run-2: sub-05_ses-01_task-DriveRandomSound_run-2_events.tsv\n",
-      "sub-06_ses-01_run-1: sub-06_ses-01_task-DriveRandomSound_run-1_events.tsv\n",
-      "sub-06_ses-01_run-2: sub-06_ses-01_task-DriveRandomSound_run-2_events.tsv\n",
-      "sub-07_ses-01_run-1: sub-07_ses-01_task-DriveRandomSound_run-1_events.tsv\n",
-      "sub-07_ses-01_run-2: sub-07_ses-01_task-DriveRandomSound_run-2_events.tsv\n",
-      "sub-08_ses-01_run-1: sub-08_ses-01_task-DriveRandomSound_run-1_events.tsv\n",
-      "sub-08_ses-01_run-2: sub-08_ses-01_task-DriveRandomSound_run-2_events.tsv\n",
-      "sub-09_ses-01_run-1: sub-09_ses-01_task-DriveRandomSound_run-1_events.tsv\n",
-      "sub-09_ses-01_run-2: sub-09_ses-01_task-DriveRandomSound_run-2_events.tsv\n",
-      "sub-10_ses-01_run-1: sub-10_ses-01_task-DriveRandomSound_run-1_events.tsv\n",
-      "sub-10_ses-01_run-2: sub-10_ses-01_task-DriveRandomSound_run-2_events.tsv\n",
-      "sub-11_ses-01_run-1: sub-11_ses-01_task-DriveRandomSound_run-1_events.tsv\n",
-      "sub-11_ses-01_run-2: sub-11_ses-01_task-DriveRandomSound_run-2_events.tsv\n",
-      "sub-12_ses-01_run-1: sub-12_ses-01_task-DriveRandomSound_run-1_events.tsv\n",
-      "sub-12_ses-01_run-2: sub-12_ses-01_task-DriveRandomSound_run-2_events.tsv\n",
-      "sub-13_ses-01_run-1: sub-13_ses-01_task-DriveRandomSound_run-1_events.tsv\n",
-      "sub-13_ses-01_run-2: sub-13_ses-01_task-DriveRandomSound_run-2_events.tsv\n",
-      "sub-14_ses-01_run-1: sub-14_ses-01_task-DriveRandomSound_run-1_events.tsv\n",
-      "sub-14_ses-01_run-2: sub-14_ses-01_task-DriveRandomSound_run-2_events.tsv\n",
-      "sub-15_ses-01_run-1: sub-15_ses-01_task-DriveRandomSound_run-1_events.tsv\n",
-      "sub-15_ses-01_run-2: sub-15_ses-01_task-DriveRandomSound_run-2_events.tsv\n",
-      "sub-16_ses-01_run-1: sub-16_ses-01_task-DriveRandomSound_run-1_events.tsv\n",
-      "sub-16_ses-01_run-2: sub-16_ses-01_task-DriveRandomSound_run-2_events.tsv\n",
-      "sub-17_ses-01_run-1: sub-17_ses-01_task-DriveRandomSound_run-1_events.tsv\n",
-      "sub-17_ses-01_run-2: sub-17_ses-01_task-DriveRandomSound_run-2_events.tsv\n",
-      "\n",
-      "EEG event files event files (34 files)\n",
-      "sub-01_ses-01_run-1: sub-01_ses-01_task-DriveRandomSound_run-1_eventstemp.tsv\n",
-      "sub-01_ses-01_run-2: sub-01_ses-01_task-DriveRandomSound_run-2_eventstemp.tsv\n",
-      "sub-02_ses-01_run-1: sub-02_ses-01_task-DriveRandomSound_run-1_eventstemp.tsv\n",
-      "sub-02_ses-01_run-2: sub-02_ses-01_task-DriveRandomSound_run-2_eventstemp.tsv\n",
-      "sub-03_ses-01_run-1: sub-03_ses-01_task-DriveRandomSound_run-1_eventstemp.tsv\n",
-      "sub-03_ses-01_run-2: sub-03_ses-01_task-DriveRandomSound_run-2_eventstemp.tsv\n",
-      "sub-04_ses-01_run-1: sub-04_ses-01_task-DriveRandomSound_run-1_eventstemp.tsv\n",
-      "sub-04_ses-01_run-2: sub-04_ses-01_task-DriveRandomSound_run-2_eventstemp.tsv\n",
-      "sub-05_ses-01_run-1: sub-05_ses-01_task-DriveRandomSound_run-1_eventstemp.tsv\n",
-      "sub-05_ses-01_run-2: sub-05_ses-01_task-DriveRandomSound_run-2_eventstemp.tsv\n",
-      "sub-06_ses-01_run-1: sub-06_ses-01_task-DriveRandomSound_run-1_eventstemp.tsv\n",
-      "sub-06_ses-01_run-2: sub-06_ses-01_task-DriveRandomSound_run-2_eventstemp.tsv\n",
-      "sub-07_ses-01_run-1: sub-07_ses-01_task-DriveRandomSound_run-1_eventstemp.tsv\n",
-      "sub-07_ses-01_run-2: sub-07_ses-01_task-DriveRandomSound_run-2_eventstemp.tsv\n",
-      "sub-08_ses-01_run-1: sub-08_ses-01_task-DriveRandomSound_run-1_eventstemp.tsv\n",
-      "sub-08_ses-01_run-2: sub-08_ses-01_task-DriveRandomSound_run-2_eventstemp.tsv\n",
-      "sub-09_ses-01_run-1: sub-09_ses-01_task-DriveRandomSound_run-1_eventstemp.tsv\n",
-      "sub-09_ses-01_run-2: sub-09_ses-01_task-DriveRandomSound_run-2_eventstemp.tsv\n",
-      "sub-10_ses-01_run-1: sub-10_ses-01_task-DriveRandomSound_run-1_eventstemp.tsv\n",
-      "sub-10_ses-01_run-2: sub-10_ses-01_task-DriveRandomSound_run-2_eventstemp.tsv\n",
-      "sub-11_ses-01_run-1: sub-11_ses-01_task-DriveRandomSound_run-1_eventstemp.tsv\n",
-      "sub-11_ses-01_run-2: sub-11_ses-01_task-DriveRandomSound_run-2_eventstemp.tsv\n",
-      "sub-12_ses-01_run-1: sub-12_ses-01_task-DriveRandomSound_run-1_eventstemp.tsv\n",
-      "sub-12_ses-01_run-2: sub-12_ses-01_task-DriveRandomSound_run-2_eventstemp.tsv\n",
-      "sub-13_ses-01_run-1: sub-13_ses-01_task-DriveRandomSound_run-1_eventstemp.tsv\n",
-      "sub-13_ses-01_run-2: sub-13_ses-01_task-DriveRandomSound_run-2_eventstemp.tsv\n",
-      "sub-14_ses-01_run-1: sub-14_ses-01_task-DriveRandomSound_run-1_eventstemp.tsv\n",
-      "sub-14_ses-01_run-2: sub-14_ses-01_task-DriveRandomSound_run-2_eventstemp.tsv\n",
-      "sub-15_ses-01_run-1: sub-15_ses-01_task-DriveRandomSound_run-1_eventstemp.tsv\n",
-      "sub-15_ses-01_run-2: sub-15_ses-01_task-DriveRandomSound_run-2_eventstemp.tsv\n",
-      "sub-16_ses-01_run-1: sub-16_ses-01_task-DriveRandomSound_run-1_eventstemp.tsv\n",
-      "sub-16_ses-01_run-2: sub-16_ses-01_task-DriveRandomSound_run-2_eventstemp.tsv\n",
-      "sub-17_ses-01_run-1: sub-17_ses-01_task-DriveRandomSound_run-1_eventstemp.tsv\n",
-      "sub-17_ses-01_run-2: sub-17_ses-01_task-DriveRandomSound_run-2_eventstemp.tsv\n",
-      "\n",
-      "Bids event files event file columns:\n",
-      "Bids event files: [2967 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [2967 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [3111 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [3111 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [2956 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [2956 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [3158 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [3158 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [3272 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [3272 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [2963 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [2963 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [2989 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [2989 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [2801 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [2801 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [2805 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [2805 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [2907 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [2907 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [3018 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [3018 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [2837 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [2837 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [3258 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [3258 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [3130 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [3130 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [3180 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [3180 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [2985 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [2985 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [2925 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [2925 events] ['onset', 'duration', 'event_code']\n",
-      "EEG event files: [2960 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [2967 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [2851 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [3111 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [3052 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [2956 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [3145 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [3158 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [3069 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [3272 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [2916 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [2963 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [3092 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [2989 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [2630 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [2801 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [2889 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [2805 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [2799 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [2907 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [3109 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [3018 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [2966 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [2837 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [3185 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [3258 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [3129 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [3130 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [3100 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [3180 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [3071 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [2985 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [3145 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [2925 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "\n",
-      "The number of Bids event files events and EEG event files eventsdiffer for the following files:\n",
-      "The Bids event files file has 2967 rows and the EEG event files event file has 2960 rows\n",
-      "The Bids event files file has 3111 rows and the EEG event files event file has 2851 rows\n",
-      "The Bids event files file has 2956 rows and the EEG event files event file has 3052 rows\n",
-      "The Bids event files file has 3158 rows and the EEG event files event file has 3145 rows\n",
-      "The Bids event files file has 3272 rows and the EEG event files event file has 3069 rows\n",
-      "The Bids event files file has 2963 rows and the EEG event files event file has 2916 rows\n",
-      "The Bids event files file has 2989 rows and the EEG event files event file has 3092 rows\n",
-      "The Bids event files file has 2801 rows and the EEG event files event file has 2630 rows\n",
-      "The Bids event files file has 2805 rows and the EEG event files event file has 2889 rows\n",
-      "The Bids event files file has 2907 rows and the EEG event files event file has 2799 rows\n",
-      "The Bids event files file has 3018 rows and the EEG event files event file has 3109 rows\n",
-      "The Bids event files file has 2837 rows and the EEG event files event file has 2966 rows\n",
-      "The Bids event files file has 3258 rows and the EEG event files event file has 3185 rows\n",
-      "The Bids event files file has 3130 rows and the EEG event files event file has 3129 rows\n",
-      "The Bids event files file has 3180 rows and the EEG event files event file has 3100 rows\n",
-      "The Bids event files file has 2985 rows and the EEG event files event file has 3071 rows\n",
-      "The Bids event files file has 2925 rows and the EEG event files event file has 3145 rows\n",
-      "\n",
-      "\n",
-      "\n",
-      "Summary of all BIDS events files:\n",
-      "Summary for column dictionary :\n",
-      "   Categorical columns (2):\n",
-      "      duration (1 distinct values):\n",
-      "         n/a: 102524\n",
-      "      event_code (25 distinct values):\n",
-      "         1111: 2664\n",
-      "         1112: 2664\n",
-      "         1121: 2726\n",
-      "         1122: 2726\n",
-      "         1131: 3066\n",
-      "         1132: 3066\n",
-      "         1141: 3070\n",
-      "         1142: 3070\n",
-      "         1211: 34\n",
-      "         1212: 34\n",
-      "         1311: 5070\n",
-      "         1312: 5070\n",
-      "         1321: 6126\n",
-      "         1322: 6126\n",
-      "         2621: 2268\n",
-      "         2622: 2266\n",
-      "         3111: 34\n",
-      "         3112: 34\n",
-      "         3200: 2364\n",
-      "         3310: 34\n",
-      "         4210: 15220\n",
-      "         4220: 6866\n",
-      "         4230: 8370\n",
-      "         4311: 11246\n",
-      "         4312: 8310\n",
-      "   Value columns (0):\n",
-      "\n",
-      "Summary of all EEG.set events files:\n",
-      "Summary for column dictionary :\n",
-      "   Categorical columns (1):\n",
-      "      type (26 distinct values):\n",
-      "         1111: 2938\n",
-      "         1112: 2938\n",
-      "         1121: 2883\n",
-      "         1122: 2883\n",
-      "         1131: 2904\n",
-      "         1132: 2904\n",
-      "         1141: 2894\n",
-      "         1142: 2894\n",
-      "         1211: 34\n",
-      "         1212: 34\n",
-      "         1311: 5193\n",
-      "         1312: 5193\n",
-      "         1321: 5796\n",
-      "         1322: 5796\n",
-      "         2621: 2239\n",
-      "         2622: 2238\n",
-      "         3111: 34\n",
-      "         3112: 34\n",
-      "         3200: 2342\n",
-      "         3310: 34\n",
-      "         4210: 15172\n",
-      "         4220: 6745\n",
-      "         4230: 8439\n",
-      "         4311: 11324\n",
-      "         4312: 8484\n",
-      "         4411: 1\n",
-      "   Value columns (0):\n",
-      "\n",
-      "\n",
-      "Log output:\n",
-      "bcit_auditory_cueing_01_initial_summary_log: Level None\n",
-      "overall:\n",
-      "\t[ Bids event files has 34 event files]\n",
-      "\t[ EEG event files has 34 event files]\n",
-      "sub-01_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-01_ses-01_task-DriveRandomSound_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-01_ses-01_task-DriveRandomSound_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [2967 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [2960 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "\t[ERROR The Bids event files file has 2967 rows and the EEG event files event file has 2960 rows]\n",
-      "sub-01_ses-01_run-2:\n",
-      "\t[ Bids event files: sub-01_ses-01_task-DriveRandomSound_run-2_events.tsv]\n",
-      "\t[ EEG event files: sub-01_ses-01_task-DriveRandomSound_run-2_eventstemp.tsv]\n",
-      "\t[ Bids event files: [2967 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [2967 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-02_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-02_ses-01_task-DriveRandomSound_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-02_ses-01_task-DriveRandomSound_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [3111 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [2851 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "\t[ERROR The Bids event files file has 3111 rows and the EEG event files event file has 2851 rows]\n",
-      "sub-02_ses-01_run-2:\n",
-      "\t[ Bids event files: sub-02_ses-01_task-DriveRandomSound_run-2_events.tsv]\n",
-      "\t[ EEG event files: sub-02_ses-01_task-DriveRandomSound_run-2_eventstemp.tsv]\n",
-      "\t[ Bids event files: [3111 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [3111 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-03_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-03_ses-01_task-DriveRandomSound_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-03_ses-01_task-DriveRandomSound_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [2956 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [3052 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "\t[ERROR The Bids event files file has 2956 rows and the EEG event files event file has 3052 rows]\n",
-      "sub-03_ses-01_run-2:\n",
-      "\t[ Bids event files: sub-03_ses-01_task-DriveRandomSound_run-2_events.tsv]\n",
-      "\t[ EEG event files: sub-03_ses-01_task-DriveRandomSound_run-2_eventstemp.tsv]\n",
-      "\t[ Bids event files: [2956 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [2956 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-04_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-04_ses-01_task-DriveRandomSound_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-04_ses-01_task-DriveRandomSound_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [3158 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [3145 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "\t[ERROR The Bids event files file has 3158 rows and the EEG event files event file has 3145 rows]\n",
-      "sub-04_ses-01_run-2:\n",
-      "\t[ Bids event files: sub-04_ses-01_task-DriveRandomSound_run-2_events.tsv]\n",
-      "\t[ EEG event files: sub-04_ses-01_task-DriveRandomSound_run-2_eventstemp.tsv]\n",
-      "\t[ Bids event files: [3158 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [3158 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-05_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-05_ses-01_task-DriveRandomSound_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-05_ses-01_task-DriveRandomSound_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [3272 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [3069 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "\t[ERROR The Bids event files file has 3272 rows and the EEG event files event file has 3069 rows]\n",
-      "sub-05_ses-01_run-2:\n",
-      "\t[ Bids event files: sub-05_ses-01_task-DriveRandomSound_run-2_events.tsv]\n",
-      "\t[ EEG event files: sub-05_ses-01_task-DriveRandomSound_run-2_eventstemp.tsv]\n",
-      "\t[ Bids event files: [3272 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [3272 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-06_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-06_ses-01_task-DriveRandomSound_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-06_ses-01_task-DriveRandomSound_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [2963 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [2916 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "\t[ERROR The Bids event files file has 2963 rows and the EEG event files event file has 2916 rows]\n",
-      "sub-06_ses-01_run-2:\n",
-      "\t[ Bids event files: sub-06_ses-01_task-DriveRandomSound_run-2_events.tsv]\n",
-      "\t[ EEG event files: sub-06_ses-01_task-DriveRandomSound_run-2_eventstemp.tsv]\n",
-      "\t[ Bids event files: [2963 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [2963 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-07_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-07_ses-01_task-DriveRandomSound_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-07_ses-01_task-DriveRandomSound_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [2989 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [3092 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "\t[ERROR The Bids event files file has 2989 rows and the EEG event files event file has 3092 rows]\n",
-      "sub-07_ses-01_run-2:\n",
-      "\t[ Bids event files: sub-07_ses-01_task-DriveRandomSound_run-2_events.tsv]\n",
-      "\t[ EEG event files: sub-07_ses-01_task-DriveRandomSound_run-2_eventstemp.tsv]\n",
-      "\t[ Bids event files: [2989 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [2989 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-08_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-08_ses-01_task-DriveRandomSound_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-08_ses-01_task-DriveRandomSound_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [2801 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [2630 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "\t[ERROR The Bids event files file has 2801 rows and the EEG event files event file has 2630 rows]\n",
-      "sub-08_ses-01_run-2:\n",
-      "\t[ Bids event files: sub-08_ses-01_task-DriveRandomSound_run-2_events.tsv]\n",
-      "\t[ EEG event files: sub-08_ses-01_task-DriveRandomSound_run-2_eventstemp.tsv]\n",
-      "\t[ Bids event files: [2801 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [2801 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-09_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-09_ses-01_task-DriveRandomSound_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-09_ses-01_task-DriveRandomSound_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [2805 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [2889 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "\t[ERROR The Bids event files file has 2805 rows and the EEG event files event file has 2889 rows]\n",
-      "sub-09_ses-01_run-2:\n",
-      "\t[ Bids event files: sub-09_ses-01_task-DriveRandomSound_run-2_events.tsv]\n",
-      "\t[ EEG event files: sub-09_ses-01_task-DriveRandomSound_run-2_eventstemp.tsv]\n",
-      "\t[ Bids event files: [2805 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [2805 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-10_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-10_ses-01_task-DriveRandomSound_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-10_ses-01_task-DriveRandomSound_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [2907 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [2799 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "\t[ERROR The Bids event files file has 2907 rows and the EEG event files event file has 2799 rows]\n",
-      "sub-10_ses-01_run-2:\n",
-      "\t[ Bids event files: sub-10_ses-01_task-DriveRandomSound_run-2_events.tsv]\n",
-      "\t[ EEG event files: sub-10_ses-01_task-DriveRandomSound_run-2_eventstemp.tsv]\n",
-      "\t[ Bids event files: [2907 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [2907 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-11_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-11_ses-01_task-DriveRandomSound_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-11_ses-01_task-DriveRandomSound_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [3018 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [3109 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "\t[ERROR The Bids event files file has 3018 rows and the EEG event files event file has 3109 rows]\n",
-      "sub-11_ses-01_run-2:\n",
-      "\t[ Bids event files: sub-11_ses-01_task-DriveRandomSound_run-2_events.tsv]\n",
-      "\t[ EEG event files: sub-11_ses-01_task-DriveRandomSound_run-2_eventstemp.tsv]\n",
-      "\t[ Bids event files: [3018 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [3018 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-12_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-12_ses-01_task-DriveRandomSound_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-12_ses-01_task-DriveRandomSound_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [2837 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [2966 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "\t[ERROR The Bids event files file has 2837 rows and the EEG event files event file has 2966 rows]\n",
-      "sub-12_ses-01_run-2:\n",
-      "\t[ Bids event files: sub-12_ses-01_task-DriveRandomSound_run-2_events.tsv]\n",
-      "\t[ EEG event files: sub-12_ses-01_task-DriveRandomSound_run-2_eventstemp.tsv]\n",
-      "\t[ Bids event files: [2837 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [2837 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-13_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-13_ses-01_task-DriveRandomSound_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-13_ses-01_task-DriveRandomSound_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [3258 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [3185 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "\t[ERROR The Bids event files file has 3258 rows and the EEG event files event file has 3185 rows]\n",
-      "sub-13_ses-01_run-2:\n",
-      "\t[ Bids event files: sub-13_ses-01_task-DriveRandomSound_run-2_events.tsv]\n",
-      "\t[ EEG event files: sub-13_ses-01_task-DriveRandomSound_run-2_eventstemp.tsv]\n",
-      "\t[ Bids event files: [3258 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [3258 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-14_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-14_ses-01_task-DriveRandomSound_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-14_ses-01_task-DriveRandomSound_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [3130 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [3129 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "\t[ERROR The Bids event files file has 3130 rows and the EEG event files event file has 3129 rows]\n",
-      "sub-14_ses-01_run-2:\n",
-      "\t[ Bids event files: sub-14_ses-01_task-DriveRandomSound_run-2_events.tsv]\n",
-      "\t[ EEG event files: sub-14_ses-01_task-DriveRandomSound_run-2_eventstemp.tsv]\n",
-      "\t[ Bids event files: [3130 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [3130 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-15_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-15_ses-01_task-DriveRandomSound_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-15_ses-01_task-DriveRandomSound_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [3180 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [3100 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "\t[ERROR The Bids event files file has 3180 rows and the EEG event files event file has 3100 rows]\n",
-      "sub-15_ses-01_run-2:\n",
-      "\t[ Bids event files: sub-15_ses-01_task-DriveRandomSound_run-2_events.tsv]\n",
-      "\t[ EEG event files: sub-15_ses-01_task-DriveRandomSound_run-2_eventstemp.tsv]\n",
-      "\t[ Bids event files: [3180 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [3180 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-16_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-16_ses-01_task-DriveRandomSound_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-16_ses-01_task-DriveRandomSound_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [2985 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [3071 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "\t[ERROR The Bids event files file has 2985 rows and the EEG event files event file has 3071 rows]\n",
-      "sub-16_ses-01_run-2:\n",
-      "\t[ Bids event files: sub-16_ses-01_task-DriveRandomSound_run-2_events.tsv]\n",
-      "\t[ EEG event files: sub-16_ses-01_task-DriveRandomSound_run-2_eventstemp.tsv]\n",
-      "\t[ Bids event files: [2985 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [2985 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-17_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-17_ses-01_task-DriveRandomSound_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-17_ses-01_task-DriveRandomSound_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [2925 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [3145 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "\t[ERROR The Bids event files file has 2925 rows and the EEG event files event file has 3145 rows]\n",
-      "sub-17_ses-01_run-2:\n",
-      "\t[ Bids event files: sub-17_ses-01_task-DriveRandomSound_run-2_events.tsv]\n",
-      "\t[ EEG event files: sub-17_ses-01_task-DriveRandomSound_run-2_eventstemp.tsv]\n",
-      "\t[ Bids event files: [2925 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [2925 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "\n",
-      "\n",
-      "ERROR Summary:\n",
-      "bcit_auditory_cueing_01_initial_summary_log: Level ERROR\n",
-      "overall:\n",
-      "sub-01_ses-01_run-1:\n",
-      "\t[ERROR The Bids event files file has 2967 rows and the EEG event files event file has 2960 rows]\n",
-      "sub-01_ses-01_run-2:\n",
-      "sub-02_ses-01_run-1:\n",
-      "\t[ERROR The Bids event files file has 3111 rows and the EEG event files event file has 2851 rows]\n",
-      "sub-02_ses-01_run-2:\n",
-      "sub-03_ses-01_run-1:\n",
-      "\t[ERROR The Bids event files file has 2956 rows and the EEG event files event file has 3052 rows]\n",
-      "sub-03_ses-01_run-2:\n",
-      "sub-04_ses-01_run-1:\n",
-      "\t[ERROR The Bids event files file has 3158 rows and the EEG event files event file has 3145 rows]\n",
-      "sub-04_ses-01_run-2:\n",
-      "sub-05_ses-01_run-1:\n",
-      "\t[ERROR The Bids event files file has 3272 rows and the EEG event files event file has 3069 rows]\n",
-      "sub-05_ses-01_run-2:\n",
-      "sub-06_ses-01_run-1:\n",
-      "\t[ERROR The Bids event files file has 2963 rows and the EEG event files event file has 2916 rows]\n",
-      "sub-06_ses-01_run-2:\n",
-      "sub-07_ses-01_run-1:\n",
-      "\t[ERROR The Bids event files file has 2989 rows and the EEG event files event file has 3092 rows]\n",
-      "sub-07_ses-01_run-2:\n",
-      "sub-08_ses-01_run-1:\n",
-      "\t[ERROR The Bids event files file has 2801 rows and the EEG event files event file has 2630 rows]\n",
-      "sub-08_ses-01_run-2:\n",
-      "sub-09_ses-01_run-1:\n",
-      "\t[ERROR The Bids event files file has 2805 rows and the EEG event files event file has 2889 rows]\n",
-      "sub-09_ses-01_run-2:\n",
-      "sub-10_ses-01_run-1:\n",
-      "\t[ERROR The Bids event files file has 2907 rows and the EEG event files event file has 2799 rows]\n",
-      "sub-10_ses-01_run-2:\n",
-      "sub-11_ses-01_run-1:\n",
-      "\t[ERROR The Bids event files file has 3018 rows and the EEG event files event file has 3109 rows]\n",
-      "sub-11_ses-01_run-2:\n",
-      "sub-12_ses-01_run-1:\n",
-      "\t[ERROR The Bids event files file has 2837 rows and the EEG event files event file has 2966 rows]\n",
-      "sub-12_ses-01_run-2:\n",
-      "sub-13_ses-01_run-1:\n",
-      "\t[ERROR The Bids event files file has 3258 rows and the EEG event files event file has 3185 rows]\n",
-      "sub-13_ses-01_run-2:\n",
-      "sub-14_ses-01_run-1:\n",
-      "\t[ERROR The Bids event files file has 3130 rows and the EEG event files event file has 3129 rows]\n",
-      "sub-14_ses-01_run-2:\n",
-      "sub-15_ses-01_run-1:\n",
-      "\t[ERROR The Bids event files file has 3180 rows and the EEG event files event file has 3100 rows]\n",
-      "sub-15_ses-01_run-2:\n",
-      "sub-16_ses-01_run-1:\n",
-      "\t[ERROR The Bids event files file has 2985 rows and the EEG event files event file has 3071 rows]\n",
-      "sub-16_ses-01_run-2:\n",
-      "sub-17_ses-01_run-1:\n",
-      "\t[ERROR The Bids event files file has 2925 rows and the EEG event files event file has 3145 rows]\n",
-      "sub-17_ses-01_run-2:\n"
-     ]
-    }
-   ],
-   "source": [
-    "import os\n",
-    "import datetime\n",
-    "from hed.tools import BidsTabularDictionary, BidsTabularSummary, HedLogger, report_diffs\n",
-    "from hed.util import get_file_list\n",
-    "\n",
-    "# Variables to set for the specific dataset\n",
-    "bids_root_path = 'F:/ARLBidsStart/AuditoryCueingWorking'\n",
-    "exclude_dirs = ['sourcedata', 'stimuli', 'code']\n",
-    "entities = ('sub', 'ses', 'run')\n",
-    "bids_skip_columns = ['onset']\n",
-    "eeg_skip_columns = ['latency', 'urevent', 'usertags']\n",
-    "log_name = 'bcit_auditory_cueing_01_initial_summary_log'\n",
-    "\n",
-    "# Set up the logger\n",
-    "log_file_name = f\"code/curation_logs/{log_name}.txt\"\n",
-    "logger = HedLogger(name=log_name)\n",
-    "\n",
-    "# Construct the event file dictionaries for the BIDS and for EEG.event files\n",
-    "files_bids = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_events\", exclude_dirs=exclude_dirs)\n",
-    "bids_dict = BidsTabularDictionary(\"Bids event files\", files_bids, entities=entities)\n",
-    "files_eeg = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_eventstemp\", exclude_dirs=exclude_dirs)\n",
-    "eeg_dict = BidsTabularDictionary(\"EEG event files\", files_eeg, entities=entities)\n",
-    "\n",
-    "# Output a list of files for the two cases and detect differences\n",
-    "print(f\"\\n{report_diffs(bids_dict, eeg_dict, logger)}\\n\\n\")\n",
-    "\n",
-    "# Create summary dictionaries of the original BIDS events files and output column names\n",
-    "bids_sum_all, bids_sum =  BidsTabularSummary.make_combined_dicts(bids_dict, skip_cols=bids_skip_columns)\n",
-    "print(f\"\\nSummary of all BIDS events files:\\n{bids_sum_all}\")\n",
-    "\n",
-    "eeg_sum_all, eeg_sum =  BidsTabularSummary.make_combined_dicts(eeg_dict, skip_cols=eeg_skip_columns)\n",
-    "print(f\"\\nSummary of all EEG.set events files:\\n{eeg_sum_all}\")\n",
-    "\n",
-    "# Output and save the log\n",
-    "log_string = \"\\n\\nLog output:\\n\" + logger.get_log_string()\n",
-    "error_string = \"\\n\\nERROR Summary:\\n\" + logger.get_log_string(level=\"ERROR\")\n",
-    "print(log_string)\n",
-    "print(error_string)\n",
-    "\n",
-    "save_path = os.path.join(bids_root_path, log_file_name)\n",
-    "with open(save_path, \"w\") as fp:\n",
-    "    fp.write(f\"{log_file_name} {datetime.datetime.now()}\\n\")\n",
-    "    fp.write(f\"\\n{bids_sum_all}\\n\")\n",
-    "    fp.write(f\"\\n{eeg_sum_all}\\n\")\n",
-    "    fp.write(log_string)\n",
-    "    fp.write(error_string)"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Set up the variables for producing a summary and construct dictionaries\n"
-    }
-   }
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 2
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
\ No newline at end of file
diff --git a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_auditory_cueing/bcit_auditory_cueing_02_initial_combination.ipynb b/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_auditory_cueing/bcit_auditory_cueing_02_initial_combination.ipynb
deleted file mode 100644
index aebba67..0000000
--- a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_auditory_cueing/bcit_auditory_cueing_02_initial_combination.ipynb
+++ /dev/null
@@ -1,514 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "source": [
-    "## Produce a consolidated events file for BCIT Auditory Cueing\n",
-    "\n",
-    "A copy of the EEG.event structure is dumped to the dataset as `eventstemp.tsv` files.\n",
-    "The `bcit_auditory_cueing_01_initial_summary.ipynb` has already been run.\n",
-    "Manual review has confirmed that either both versions of the event files have the same\n",
-    "number of events or that the session had two runs and due to a bug in `ess2bids`,\n",
-    "the `events.tsv` file for run 1 is actually a copy of the `events.tsv` file from run 2.\n",
-    "\n",
-    "This notebook creates a `eventstemp1.tsv` for each:\n",
-    "1. Read the eeg events.\n",
-    "2. Remove unwanted columns and add `onset` and `duration` columns.\n",
-    "3. Reorder the columns to the `final_column_order`.\n",
-    "4. Replace all empty string and NaN entries with n/a.\n",
-    "5. Save as `_eventstemp1.tsv`."
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   }
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "\n",
-      "Log output:\n",
-      "bcit_auditory_cueing_02_initial_combination_log: Level None\n",
-      "sub-01_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-01_ses-01_task-DriveRandomSound_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type column as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-01_ses-01_task-DriveRandomSound_run-1_eventstemp1.tsv]\n",
-      "sub-01_ses-01_run-2:\n",
-      "\t[ Created a dataframe for sub-01_ses-01_task-DriveRandomSound_run-2_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type column as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-01_ses-01_task-DriveRandomSound_run-2_eventstemp1.tsv]\n",
-      "sub-02_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-02_ses-01_task-DriveRandomSound_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type column as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-02_ses-01_task-DriveRandomSound_run-1_eventstemp1.tsv]\n",
-      "sub-02_ses-01_run-2:\n",
-      "\t[ Created a dataframe for sub-02_ses-01_task-DriveRandomSound_run-2_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type column as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-02_ses-01_task-DriveRandomSound_run-2_eventstemp1.tsv]\n",
-      "sub-03_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-03_ses-01_task-DriveRandomSound_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type column as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-03_ses-01_task-DriveRandomSound_run-1_eventstemp1.tsv]\n",
-      "sub-03_ses-01_run-2:\n",
-      "\t[ Created a dataframe for sub-03_ses-01_task-DriveRandomSound_run-2_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type column as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-03_ses-01_task-DriveRandomSound_run-2_eventstemp1.tsv]\n",
-      "sub-04_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-04_ses-01_task-DriveRandomSound_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type column as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-04_ses-01_task-DriveRandomSound_run-1_eventstemp1.tsv]\n",
-      "sub-04_ses-01_run-2:\n",
-      "\t[ Created a dataframe for sub-04_ses-01_task-DriveRandomSound_run-2_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type column as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-04_ses-01_task-DriveRandomSound_run-2_eventstemp1.tsv]\n",
-      "sub-05_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-05_ses-01_task-DriveRandomSound_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type column as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-05_ses-01_task-DriveRandomSound_run-1_eventstemp1.tsv]\n",
-      "sub-05_ses-01_run-2:\n",
-      "\t[ Created a dataframe for sub-05_ses-01_task-DriveRandomSound_run-2_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type column as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-05_ses-01_task-DriveRandomSound_run-2_eventstemp1.tsv]\n",
-      "sub-06_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-06_ses-01_task-DriveRandomSound_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type column as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-06_ses-01_task-DriveRandomSound_run-1_eventstemp1.tsv]\n",
-      "sub-06_ses-01_run-2:\n",
-      "\t[ Created a dataframe for sub-06_ses-01_task-DriveRandomSound_run-2_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type column as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-06_ses-01_task-DriveRandomSound_run-2_eventstemp1.tsv]\n",
-      "sub-07_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-07_ses-01_task-DriveRandomSound_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type column as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-07_ses-01_task-DriveRandomSound_run-1_eventstemp1.tsv]\n",
-      "sub-07_ses-01_run-2:\n",
-      "\t[ Created a dataframe for sub-07_ses-01_task-DriveRandomSound_run-2_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type column as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-07_ses-01_task-DriveRandomSound_run-2_eventstemp1.tsv]\n",
-      "sub-08_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-08_ses-01_task-DriveRandomSound_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type column as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-08_ses-01_task-DriveRandomSound_run-1_eventstemp1.tsv]\n",
-      "sub-08_ses-01_run-2:\n",
-      "\t[ Created a dataframe for sub-08_ses-01_task-DriveRandomSound_run-2_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type column as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-08_ses-01_task-DriveRandomSound_run-2_eventstemp1.tsv]\n",
-      "sub-09_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-09_ses-01_task-DriveRandomSound_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type column as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-09_ses-01_task-DriveRandomSound_run-1_eventstemp1.tsv]\n",
-      "sub-09_ses-01_run-2:\n",
-      "\t[ Created a dataframe for sub-09_ses-01_task-DriveRandomSound_run-2_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type column as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-09_ses-01_task-DriveRandomSound_run-2_eventstemp1.tsv]\n",
-      "sub-10_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-10_ses-01_task-DriveRandomSound_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type column as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-10_ses-01_task-DriveRandomSound_run-1_eventstemp1.tsv]\n",
-      "sub-10_ses-01_run-2:\n",
-      "\t[ Created a dataframe for sub-10_ses-01_task-DriveRandomSound_run-2_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type column as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-10_ses-01_task-DriveRandomSound_run-2_eventstemp1.tsv]\n",
-      "sub-11_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-11_ses-01_task-DriveRandomSound_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type column as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-11_ses-01_task-DriveRandomSound_run-1_eventstemp1.tsv]\n",
-      "sub-11_ses-01_run-2:\n",
-      "\t[ Created a dataframe for sub-11_ses-01_task-DriveRandomSound_run-2_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type column as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-11_ses-01_task-DriveRandomSound_run-2_eventstemp1.tsv]\n",
-      "sub-12_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-12_ses-01_task-DriveRandomSound_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type column as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-12_ses-01_task-DriveRandomSound_run-1_eventstemp1.tsv]\n",
-      "sub-12_ses-01_run-2:\n",
-      "\t[ Created a dataframe for sub-12_ses-01_task-DriveRandomSound_run-2_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type column as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-12_ses-01_task-DriveRandomSound_run-2_eventstemp1.tsv]\n",
-      "sub-13_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-13_ses-01_task-DriveRandomSound_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type column as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-13_ses-01_task-DriveRandomSound_run-1_eventstemp1.tsv]\n",
-      "sub-13_ses-01_run-2:\n",
-      "\t[ Created a dataframe for sub-13_ses-01_task-DriveRandomSound_run-2_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type column as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-13_ses-01_task-DriveRandomSound_run-2_eventstemp1.tsv]\n",
-      "sub-14_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-14_ses-01_task-DriveRandomSound_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type column as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-14_ses-01_task-DriveRandomSound_run-1_eventstemp1.tsv]\n",
-      "sub-14_ses-01_run-2:\n",
-      "\t[ Created a dataframe for sub-14_ses-01_task-DriveRandomSound_run-2_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type column as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-14_ses-01_task-DriveRandomSound_run-2_eventstemp1.tsv]\n",
-      "sub-15_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-15_ses-01_task-DriveRandomSound_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type column as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-15_ses-01_task-DriveRandomSound_run-1_eventstemp1.tsv]\n",
-      "sub-15_ses-01_run-2:\n",
-      "\t[ Created a dataframe for sub-15_ses-01_task-DriveRandomSound_run-2_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type column as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-15_ses-01_task-DriveRandomSound_run-2_eventstemp1.tsv]\n",
-      "sub-16_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-16_ses-01_task-DriveRandomSound_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type column as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-16_ses-01_task-DriveRandomSound_run-1_eventstemp1.tsv]\n",
-      "sub-16_ses-01_run-2:\n",
-      "\t[ Created a dataframe for sub-16_ses-01_task-DriveRandomSound_run-2_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type column as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-16_ses-01_task-DriveRandomSound_run-2_eventstemp1.tsv]\n",
-      "sub-17_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-17_ses-01_task-DriveRandomSound_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type column as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-17_ses-01_task-DriveRandomSound_run-1_eventstemp1.tsv]\n",
-      "sub-17_ses-01_run-2:\n",
-      "\t[ Created a dataframe for sub-17_ses-01_task-DriveRandomSound_run-2_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type column as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-17_ses-01_task-DriveRandomSound_run-2_eventstemp1.tsv]\n",
-      "\n",
-      "\n",
-      "ERROR Summary:\n",
-      "bcit_auditory_cueing_02_initial_combination_log: Level ERROR\n",
-      "sub-01_ses-01_run-1:\n",
-      "sub-01_ses-01_run-2:\n",
-      "sub-02_ses-01_run-1:\n",
-      "sub-02_ses-01_run-2:\n",
-      "sub-03_ses-01_run-1:\n",
-      "sub-03_ses-01_run-2:\n",
-      "sub-04_ses-01_run-1:\n",
-      "sub-04_ses-01_run-2:\n",
-      "sub-05_ses-01_run-1:\n",
-      "sub-05_ses-01_run-2:\n",
-      "sub-06_ses-01_run-1:\n",
-      "sub-06_ses-01_run-2:\n",
-      "sub-07_ses-01_run-1:\n",
-      "sub-07_ses-01_run-2:\n",
-      "sub-08_ses-01_run-1:\n",
-      "sub-08_ses-01_run-2:\n",
-      "sub-09_ses-01_run-1:\n",
-      "sub-09_ses-01_run-2:\n",
-      "sub-10_ses-01_run-1:\n",
-      "sub-10_ses-01_run-2:\n",
-      "sub-11_ses-01_run-1:\n",
-      "sub-11_ses-01_run-2:\n",
-      "sub-12_ses-01_run-1:\n",
-      "sub-12_ses-01_run-2:\n",
-      "sub-13_ses-01_run-1:\n",
-      "sub-13_ses-01_run-2:\n",
-      "sub-14_ses-01_run-1:\n",
-      "sub-14_ses-01_run-2:\n",
-      "sub-15_ses-01_run-1:\n",
-      "sub-15_ses-01_run-2:\n",
-      "sub-16_ses-01_run-1:\n",
-      "sub-16_ses-01_run-2:\n",
-      "sub-17_ses-01_run-1:\n",
-      "sub-17_ses-01_run-2:\n"
-     ]
-    }
-   ],
-   "source": [
-    "import os\n",
-    "import datetime\n",
-    "from hed.tools import BidsTabularDictionary, HedLogger\n",
-    "from hed.util import get_file_list, get_new_dataframe, get_value_dict, replace_values\n",
-    "\n",
-    "# Variables to set for the specific dataset\n",
-    "bids_root_path = 'F:/ARLBidsStart/AuditoryCueingWorking'\n",
-    "exclude_dirs = ['sourcedata', 'stimuli', 'code']\n",
-    "entities = ('sub', 'ses', 'run')\n",
-    "eeg_drop_columns = ['urevent', 'usertags']\n",
-    "final_column_order = ['onset', 'duration', 'sample', 'value']\n",
-    "log_name = 'bcit_auditory_cueing_02_initial_combination_log'\n",
-    "sampling_rate_file = os.path.realpath(os.path.join(bids_root_path, 'code/samplingRates.tsv'))\n",
-    "\n",
-    "# Set up the logger\n",
-    "log_file_name = f\"code/curation_logs/{log_name}.txt\"\n",
-    "logger = HedLogger(name=log_name)\n",
-    "\n",
-    "# Construct the event file dictionaries for the EEG.event files\n",
-    "files_eeg = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_eventstemp\", exclude_dirs=exclude_dirs)\n",
-    "eeg_dict = BidsTabularDictionary(\"EEG event files\", files_eeg, entities=entities)\n",
-    "sampling_dict = get_value_dict(sampling_rate_file)\n",
-    "\n",
-    "# Perform  the operations to combine the two versions of the event files\n",
-    "for key, file, rowcount, column_count in eeg_dict.iter_tsv_info():\n",
-    "    filename = eeg_dict.get_file_path(key)\n",
-    "    basename = os.path.basename(filename)\n",
-    "    df_eeg = get_new_dataframe(filename)\n",
-    "    logger.add(key, f\"Created a dataframe for {basename}\")\n",
-    "\n",
-    "    samplingRate = float(sampling_dict[basename[:-15]])\n",
-    "    logger.add(key, f\"Looked up sampling rate of {samplingRate}\")\n",
-    "\n",
-    "    df_eeg.drop(columns=eeg_drop_columns, inplace=True)\n",
-    "    logger.add(key, f\"Dropped {str(eeg_drop_columns)} drop_columns\")\n",
-    "    df_eeg['onset'] = df_eeg['latency']\n",
-    "    df_eeg['onset'] = df_eeg['onset'].subtract(1.0)\n",
-    "    df_eeg['onset'] = df_eeg['onset'].divide(samplingRate)\n",
-    "    logger.add(key, f\"Calculate onset from latency and add an onset column\")\n",
-    "    df_eeg['duration'] = 'n/a'\n",
-    "    logger.add(key, f\"Add a duration column\")\n",
-    "    df_eeg = df_eeg.rename(columns={\"latency\": \"sample\", \"type\": \"value\"})\n",
-    "    logger.add(key, f\"Rename the latency column as sample and type column as value\")\n",
-    "    df_eeg = df_eeg.reindex(columns=final_column_order)\n",
-    "    logger.add(key, f\"Reordered the columns as {str(final_column_order)}\")\n",
-    "    num_replaced = replace_values(df_eeg, values=[' ', 'NaN'], replace_value='n/a')\n",
-    "    logger.add(key, f\"Replaced {num_replaced} blank or NaN values with n/a\")\n",
-    "    filename_out = filename[:-4] + \"1.tsv\"\n",
-    "    df_eeg.to_csv(filename_out, sep='\\t', index=False)\n",
-    "    logger.add(key, f\"Saved as {os.path.basename(filename_out)}\")\n",
-    "\n",
-    "# Output and save the log\n",
-    "log_string = \"\\n\\nLog output:\\n\" + logger.get_log_string()\n",
-    "error_string = \"\\n\\nERROR Summary:\\n\" + logger.get_log_string(level=\"ERROR\")\n",
-    "print(log_string)\n",
-    "print(error_string)\n",
-    "\n",
-    "save_path = os.path.join(bids_root_path, log_file_name)\n",
-    "with open(save_path, \"w\") as fp:\n",
-    "    fp.write(f\"{log_file_name} {datetime.datetime.now()}\\n\")\n",
-    "    fp.write(log_string)\n",
-    "    fp.write(error_string)"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Setup the structure and column names\n"
-    }
-   }
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 2
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
\ No newline at end of file
diff --git a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_auditory_cueing/bcit_auditory_cueing_03_remove_files.ipynb b/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_auditory_cueing/bcit_auditory_cueing_03_remove_files.ipynb
deleted file mode 100644
index 86246e1..0000000
--- a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_auditory_cueing/bcit_auditory_cueing_03_remove_files.ipynb
+++ /dev/null
@@ -1,345 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "collapsed": true,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   },
-   "source": [
-    "## Remove the extra files from BCIT Auditory Cueing\n",
-    "\n",
-    "This script assumes that you have copied the AuditoryCueingWorking directory into\n",
-    "the AuditoryCueingWorkingPhaseTwo directory.\n",
-    "\n",
-    "This script removes `_events.tsv` and `eventstemp.tsv` and then\n",
-    "renames `_eventstemp1.tsv` to `_events.tsv`."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "\n",
-      "Log output:\n",
-      "bcit_auditory_cueing_03_remove_files_log: Level None\n",
-      "sub-01_ses-01_run-1:\n",
-      "\t[ Remove sub-01_ses-01_task-DriveRandomSound_run-1_events.tsv]\n",
-      "\t[ Removed sub-01_ses-01_task-DriveRandomSound_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-01_ses-01_task-DriveRandomSound_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-01_ses-01_task-DriveRandomSound_run-1_events.tsv]\n",
-      "sub-01_ses-01_run-2:\n",
-      "\t[ Remove sub-01_ses-01_task-DriveRandomSound_run-2_events.tsv]\n",
-      "\t[ Removed sub-01_ses-01_task-DriveRandomSound_run-2_eventstemp.tsv]\n",
-      "\t[ Renamed sub-01_ses-01_task-DriveRandomSound_run-2_eventstemp1.tsv\n",
-      "\t\tto sub-01_ses-01_task-DriveRandomSound_run-2_events.tsv]\n",
-      "sub-02_ses-01_run-1:\n",
-      "\t[ Remove sub-02_ses-01_task-DriveRandomSound_run-1_events.tsv]\n",
-      "\t[ Removed sub-02_ses-01_task-DriveRandomSound_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-02_ses-01_task-DriveRandomSound_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-02_ses-01_task-DriveRandomSound_run-1_events.tsv]\n",
-      "sub-02_ses-01_run-2:\n",
-      "\t[ Remove sub-02_ses-01_task-DriveRandomSound_run-2_events.tsv]\n",
-      "\t[ Removed sub-02_ses-01_task-DriveRandomSound_run-2_eventstemp.tsv]\n",
-      "\t[ Renamed sub-02_ses-01_task-DriveRandomSound_run-2_eventstemp1.tsv\n",
-      "\t\tto sub-02_ses-01_task-DriveRandomSound_run-2_events.tsv]\n",
-      "sub-03_ses-01_run-1:\n",
-      "\t[ Remove sub-03_ses-01_task-DriveRandomSound_run-1_events.tsv]\n",
-      "\t[ Removed sub-03_ses-01_task-DriveRandomSound_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-03_ses-01_task-DriveRandomSound_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-03_ses-01_task-DriveRandomSound_run-1_events.tsv]\n",
-      "sub-03_ses-01_run-2:\n",
-      "\t[ Remove sub-03_ses-01_task-DriveRandomSound_run-2_events.tsv]\n",
-      "\t[ Removed sub-03_ses-01_task-DriveRandomSound_run-2_eventstemp.tsv]\n",
-      "\t[ Renamed sub-03_ses-01_task-DriveRandomSound_run-2_eventstemp1.tsv\n",
-      "\t\tto sub-03_ses-01_task-DriveRandomSound_run-2_events.tsv]\n",
-      "sub-04_ses-01_run-1:\n",
-      "\t[ Remove sub-04_ses-01_task-DriveRandomSound_run-1_events.tsv]\n",
-      "\t[ Removed sub-04_ses-01_task-DriveRandomSound_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-04_ses-01_task-DriveRandomSound_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-04_ses-01_task-DriveRandomSound_run-1_events.tsv]\n",
-      "sub-04_ses-01_run-2:\n",
-      "\t[ Remove sub-04_ses-01_task-DriveRandomSound_run-2_events.tsv]\n",
-      "\t[ Removed sub-04_ses-01_task-DriveRandomSound_run-2_eventstemp.tsv]\n",
-      "\t[ Renamed sub-04_ses-01_task-DriveRandomSound_run-2_eventstemp1.tsv\n",
-      "\t\tto sub-04_ses-01_task-DriveRandomSound_run-2_events.tsv]\n",
-      "sub-05_ses-01_run-1:\n",
-      "\t[ Remove sub-05_ses-01_task-DriveRandomSound_run-1_events.tsv]\n",
-      "\t[ Removed sub-05_ses-01_task-DriveRandomSound_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-05_ses-01_task-DriveRandomSound_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-05_ses-01_task-DriveRandomSound_run-1_events.tsv]\n",
-      "sub-05_ses-01_run-2:\n",
-      "\t[ Remove sub-05_ses-01_task-DriveRandomSound_run-2_events.tsv]\n",
-      "\t[ Removed sub-05_ses-01_task-DriveRandomSound_run-2_eventstemp.tsv]\n",
-      "\t[ Renamed sub-05_ses-01_task-DriveRandomSound_run-2_eventstemp1.tsv\n",
-      "\t\tto sub-05_ses-01_task-DriveRandomSound_run-2_events.tsv]\n",
-      "sub-06_ses-01_run-1:\n",
-      "\t[ Remove sub-06_ses-01_task-DriveRandomSound_run-1_events.tsv]\n",
-      "\t[ Removed sub-06_ses-01_task-DriveRandomSound_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-06_ses-01_task-DriveRandomSound_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-06_ses-01_task-DriveRandomSound_run-1_events.tsv]\n",
-      "sub-06_ses-01_run-2:\n",
-      "\t[ Remove sub-06_ses-01_task-DriveRandomSound_run-2_events.tsv]\n",
-      "\t[ Removed sub-06_ses-01_task-DriveRandomSound_run-2_eventstemp.tsv]\n",
-      "\t[ Renamed sub-06_ses-01_task-DriveRandomSound_run-2_eventstemp1.tsv\n",
-      "\t\tto sub-06_ses-01_task-DriveRandomSound_run-2_events.tsv]\n",
-      "sub-07_ses-01_run-1:\n",
-      "\t[ Remove sub-07_ses-01_task-DriveRandomSound_run-1_events.tsv]\n",
-      "\t[ Removed sub-07_ses-01_task-DriveRandomSound_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-07_ses-01_task-DriveRandomSound_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-07_ses-01_task-DriveRandomSound_run-1_events.tsv]\n",
-      "sub-07_ses-01_run-2:\n",
-      "\t[ Remove sub-07_ses-01_task-DriveRandomSound_run-2_events.tsv]\n",
-      "\t[ Removed sub-07_ses-01_task-DriveRandomSound_run-2_eventstemp.tsv]\n",
-      "\t[ Renamed sub-07_ses-01_task-DriveRandomSound_run-2_eventstemp1.tsv\n",
-      "\t\tto sub-07_ses-01_task-DriveRandomSound_run-2_events.tsv]\n",
-      "sub-08_ses-01_run-1:\n",
-      "\t[ Remove sub-08_ses-01_task-DriveRandomSound_run-1_events.tsv]\n",
-      "\t[ Removed sub-08_ses-01_task-DriveRandomSound_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-08_ses-01_task-DriveRandomSound_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-08_ses-01_task-DriveRandomSound_run-1_events.tsv]\n",
-      "sub-08_ses-01_run-2:\n",
-      "\t[ Remove sub-08_ses-01_task-DriveRandomSound_run-2_events.tsv]\n",
-      "\t[ Removed sub-08_ses-01_task-DriveRandomSound_run-2_eventstemp.tsv]\n",
-      "\t[ Renamed sub-08_ses-01_task-DriveRandomSound_run-2_eventstemp1.tsv\n",
-      "\t\tto sub-08_ses-01_task-DriveRandomSound_run-2_events.tsv]\n",
-      "sub-09_ses-01_run-1:\n",
-      "\t[ Remove sub-09_ses-01_task-DriveRandomSound_run-1_events.tsv]\n",
-      "\t[ Removed sub-09_ses-01_task-DriveRandomSound_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-09_ses-01_task-DriveRandomSound_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-09_ses-01_task-DriveRandomSound_run-1_events.tsv]\n",
-      "sub-09_ses-01_run-2:\n",
-      "\t[ Remove sub-09_ses-01_task-DriveRandomSound_run-2_events.tsv]\n",
-      "\t[ Removed sub-09_ses-01_task-DriveRandomSound_run-2_eventstemp.tsv]\n",
-      "\t[ Renamed sub-09_ses-01_task-DriveRandomSound_run-2_eventstemp1.tsv\n",
-      "\t\tto sub-09_ses-01_task-DriveRandomSound_run-2_events.tsv]\n",
-      "sub-10_ses-01_run-1:\n",
-      "\t[ Remove sub-10_ses-01_task-DriveRandomSound_run-1_events.tsv]\n",
-      "\t[ Removed sub-10_ses-01_task-DriveRandomSound_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-10_ses-01_task-DriveRandomSound_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-10_ses-01_task-DriveRandomSound_run-1_events.tsv]\n",
-      "sub-10_ses-01_run-2:\n",
-      "\t[ Remove sub-10_ses-01_task-DriveRandomSound_run-2_events.tsv]\n",
-      "\t[ Removed sub-10_ses-01_task-DriveRandomSound_run-2_eventstemp.tsv]\n",
-      "\t[ Renamed sub-10_ses-01_task-DriveRandomSound_run-2_eventstemp1.tsv\n",
-      "\t\tto sub-10_ses-01_task-DriveRandomSound_run-2_events.tsv]\n",
-      "sub-11_ses-01_run-1:\n",
-      "\t[ Remove sub-11_ses-01_task-DriveRandomSound_run-1_events.tsv]\n",
-      "\t[ Removed sub-11_ses-01_task-DriveRandomSound_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-11_ses-01_task-DriveRandomSound_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-11_ses-01_task-DriveRandomSound_run-1_events.tsv]\n",
-      "sub-11_ses-01_run-2:\n",
-      "\t[ Remove sub-11_ses-01_task-DriveRandomSound_run-2_events.tsv]\n",
-      "\t[ Removed sub-11_ses-01_task-DriveRandomSound_run-2_eventstemp.tsv]\n",
-      "\t[ Renamed sub-11_ses-01_task-DriveRandomSound_run-2_eventstemp1.tsv\n",
-      "\t\tto sub-11_ses-01_task-DriveRandomSound_run-2_events.tsv]\n",
-      "sub-12_ses-01_run-1:\n",
-      "\t[ Remove sub-12_ses-01_task-DriveRandomSound_run-1_events.tsv]\n",
-      "\t[ Removed sub-12_ses-01_task-DriveRandomSound_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-12_ses-01_task-DriveRandomSound_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-12_ses-01_task-DriveRandomSound_run-1_events.tsv]\n",
-      "sub-12_ses-01_run-2:\n",
-      "\t[ Remove sub-12_ses-01_task-DriveRandomSound_run-2_events.tsv]\n",
-      "\t[ Removed sub-12_ses-01_task-DriveRandomSound_run-2_eventstemp.tsv]\n",
-      "\t[ Renamed sub-12_ses-01_task-DriveRandomSound_run-2_eventstemp1.tsv\n",
-      "\t\tto sub-12_ses-01_task-DriveRandomSound_run-2_events.tsv]\n",
-      "sub-13_ses-01_run-1:\n",
-      "\t[ Remove sub-13_ses-01_task-DriveRandomSound_run-1_events.tsv]\n",
-      "\t[ Removed sub-13_ses-01_task-DriveRandomSound_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-13_ses-01_task-DriveRandomSound_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-13_ses-01_task-DriveRandomSound_run-1_events.tsv]\n",
-      "sub-13_ses-01_run-2:\n",
-      "\t[ Remove sub-13_ses-01_task-DriveRandomSound_run-2_events.tsv]\n",
-      "\t[ Removed sub-13_ses-01_task-DriveRandomSound_run-2_eventstemp.tsv]\n",
-      "\t[ Renamed sub-13_ses-01_task-DriveRandomSound_run-2_eventstemp1.tsv\n",
-      "\t\tto sub-13_ses-01_task-DriveRandomSound_run-2_events.tsv]\n",
-      "sub-14_ses-01_run-1:\n",
-      "\t[ Remove sub-14_ses-01_task-DriveRandomSound_run-1_events.tsv]\n",
-      "\t[ Removed sub-14_ses-01_task-DriveRandomSound_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-14_ses-01_task-DriveRandomSound_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-14_ses-01_task-DriveRandomSound_run-1_events.tsv]\n",
-      "sub-14_ses-01_run-2:\n",
-      "\t[ Remove sub-14_ses-01_task-DriveRandomSound_run-2_events.tsv]\n",
-      "\t[ Removed sub-14_ses-01_task-DriveRandomSound_run-2_eventstemp.tsv]\n",
-      "\t[ Renamed sub-14_ses-01_task-DriveRandomSound_run-2_eventstemp1.tsv\n",
-      "\t\tto sub-14_ses-01_task-DriveRandomSound_run-2_events.tsv]\n",
-      "sub-15_ses-01_run-1:\n",
-      "\t[ Remove sub-15_ses-01_task-DriveRandomSound_run-1_events.tsv]\n",
-      "\t[ Removed sub-15_ses-01_task-DriveRandomSound_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-15_ses-01_task-DriveRandomSound_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-15_ses-01_task-DriveRandomSound_run-1_events.tsv]\n",
-      "sub-15_ses-01_run-2:\n",
-      "\t[ Remove sub-15_ses-01_task-DriveRandomSound_run-2_events.tsv]\n",
-      "\t[ Removed sub-15_ses-01_task-DriveRandomSound_run-2_eventstemp.tsv]\n",
-      "\t[ Renamed sub-15_ses-01_task-DriveRandomSound_run-2_eventstemp1.tsv\n",
-      "\t\tto sub-15_ses-01_task-DriveRandomSound_run-2_events.tsv]\n",
-      "sub-16_ses-01_run-1:\n",
-      "\t[ Remove sub-16_ses-01_task-DriveRandomSound_run-1_events.tsv]\n",
-      "\t[ Removed sub-16_ses-01_task-DriveRandomSound_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-16_ses-01_task-DriveRandomSound_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-16_ses-01_task-DriveRandomSound_run-1_events.tsv]\n",
-      "sub-16_ses-01_run-2:\n",
-      "\t[ Remove sub-16_ses-01_task-DriveRandomSound_run-2_events.tsv]\n",
-      "\t[ Removed sub-16_ses-01_task-DriveRandomSound_run-2_eventstemp.tsv]\n",
-      "\t[ Renamed sub-16_ses-01_task-DriveRandomSound_run-2_eventstemp1.tsv\n",
-      "\t\tto sub-16_ses-01_task-DriveRandomSound_run-2_events.tsv]\n",
-      "sub-17_ses-01_run-1:\n",
-      "\t[ Remove sub-17_ses-01_task-DriveRandomSound_run-1_events.tsv]\n",
-      "\t[ Removed sub-17_ses-01_task-DriveRandomSound_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-17_ses-01_task-DriveRandomSound_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-17_ses-01_task-DriveRandomSound_run-1_events.tsv]\n",
-      "sub-17_ses-01_run-2:\n",
-      "\t[ Remove sub-17_ses-01_task-DriveRandomSound_run-2_events.tsv]\n",
-      "\t[ Removed sub-17_ses-01_task-DriveRandomSound_run-2_eventstemp.tsv]\n",
-      "\t[ Renamed sub-17_ses-01_task-DriveRandomSound_run-2_eventstemp1.tsv\n",
-      "\t\tto sub-17_ses-01_task-DriveRandomSound_run-2_events.tsv]\n",
-      "\n",
-      "\n",
-      "ERROR Summary:\n",
-      "bcit_auditory_cueing_03_remove_files_log: Level ERROR\n",
-      "sub-01_ses-01_run-1:\n",
-      "sub-01_ses-01_run-2:\n",
-      "sub-02_ses-01_run-1:\n",
-      "sub-02_ses-01_run-2:\n",
-      "sub-03_ses-01_run-1:\n",
-      "sub-03_ses-01_run-2:\n",
-      "sub-04_ses-01_run-1:\n",
-      "sub-04_ses-01_run-2:\n",
-      "sub-05_ses-01_run-1:\n",
-      "sub-05_ses-01_run-2:\n",
-      "sub-06_ses-01_run-1:\n",
-      "sub-06_ses-01_run-2:\n",
-      "sub-07_ses-01_run-1:\n",
-      "sub-07_ses-01_run-2:\n",
-      "sub-08_ses-01_run-1:\n",
-      "sub-08_ses-01_run-2:\n",
-      "sub-09_ses-01_run-1:\n",
-      "sub-09_ses-01_run-2:\n",
-      "sub-10_ses-01_run-1:\n",
-      "sub-10_ses-01_run-2:\n",
-      "sub-11_ses-01_run-1:\n",
-      "sub-11_ses-01_run-2:\n",
-      "sub-12_ses-01_run-1:\n",
-      "sub-12_ses-01_run-2:\n",
-      "sub-13_ses-01_run-1:\n",
-      "sub-13_ses-01_run-2:\n",
-      "sub-14_ses-01_run-1:\n",
-      "sub-14_ses-01_run-2:\n",
-      "sub-15_ses-01_run-1:\n",
-      "sub-15_ses-01_run-2:\n",
-      "sub-16_ses-01_run-1:\n",
-      "sub-16_ses-01_run-2:\n",
-      "sub-17_ses-01_run-1:\n",
-      "sub-17_ses-01_run-2:\n"
-     ]
-    }
-   ],
-   "source": [
-    "import os\n",
-    "import datetime\n",
-    "from hed.tools import BidsTabularDictionary, HedLogger\n",
-    "from hed.util import get_file_list\n",
-    "\n",
-    "# Variables to set for the specific dataset\n",
-    "bids_root_path = 's:/bcit/AuditoryCueingWorkingPhaseTwo'\n",
-    "exclude_dirs = ['sourcedata', 'stimuli', 'code']\n",
-    "entities = ('sub', 'ses', 'run')\n",
-    "log_name = 'bcit_auditory_cueing_03_remove_files_log'\n",
-    "\n",
-    "# Set up the logger\n",
-    "log_file_name = f\"code/curation_logs/{log_name}.txt\"\n",
-    "logger = HedLogger(name=log_name)\n",
-    "\n",
-    "# Make sure that there actually are temp_files to move\n",
-    "temp_files = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_eventstemp\", exclude_dirs=exclude_dirs)\n",
-    "if not temp_files:\n",
-    "    raise Exception(\"There are no eventstemp files to move to events\")\n",
-    "\n",
-    "# Construct the event file dictionaries for the BIDS and for EEG.event files\n",
-    "files_bids = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_events\", exclude_dirs=exclude_dirs)\n",
-    "bids_dict = BidsTabularDictionary(\"Bids event files\", files_bids, entities=entities)\n",
-    "\n",
-    "# Remove the appropriate files\n",
-    "for key, file in bids_dict.iter_files():\n",
-    "    # Remove events.tsv\n",
-    "    filename = file.file_path\n",
-    "    os.remove(filename)\n",
-    "    logger.add(key, f\"Remove {os.path.basename(filename)}\")\n",
-    "\n",
-    "    # Remove eventstemp.tsv\n",
-    "    filename_temp = filename[:-4] + \"temp.tsv\"\n",
-    "    if os.path.isfile(filename_temp):\n",
-    "        os.remove(filename_temp)\n",
-    "        logger.add(key, f\"Removed {os.path.basename(filename_temp)}\")\n",
-    "    else:\n",
-    "        logger.add(key, f\"{os.path.basename(filename_temp)} does not exist and could not be removed\", level=\"ERROR\", also_print=True)\n",
-    "\n",
-    "    # Move eventstemp1.tsv to events.tsv\n",
-    "    filename_temp1 = filename[:-4] + \"temp1.tsv\"\n",
-    "    if os.path.isfile(filename_temp1):\n",
-    "        os.rename(filename_temp1, filename)\n",
-    "        logger.add(key, f\"Renamed {os.path.basename(filename_temp1)}\\n\\t\\tto {os.path.basename(filename)}\")\n",
-    "    else:\n",
-    "        logger.add(key, f\"{os.path.basename(filename_temp1)} does not exist and could not be moved\", level=\"ERROR\", also_print=True)\n",
-    "\n",
-    "# Now make sure there aren't any unexpected leftovers\n",
-    "temp_files = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_eventstemp\", exclude_dirs=exclude_dirs)\n",
-    "if temp_files:\n",
-    "    for file in temp_files:\n",
-    "        logger.add('', f\"{os.path.basename(file)} is unexpectedly left over\", level=\"ERROR\", also_print=True)\n",
-    "\n",
-    "temp1_files = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_eventstemp1\",\n",
-    "                           exclude_dirs=exclude_dirs)\n",
-    "if temp1_files:\n",
-    "    for file in temp1_files:\n",
-    "        logger.add('', f\"{os.path.basename(file)} is unexpectedly left over\", level=\"ERROR\", also_print=True)\n",
-    "\n",
-    "# Output and save the log\n",
-    "log_string = \"\\n\\nLog output:\\n\" + logger.get_log_string()\n",
-    "error_string = \"\\n\\nERROR Summary:\\n\" + logger.get_log_string(level=\"ERROR\")\n",
-    "print(log_string)\n",
-    "print(error_string)\n",
-    "\n",
-    "save_path = os.path.join(bids_root_path, log_file_name)\n",
-    "with open(save_path, \"w\") as fp:\n",
-    "    fp.write(f\"{log_file_name} {datetime.datetime.now()}\\n\")\n",
-    "    fp.write(log_string)\n",
-    "    fp.write(error_string)"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Set up the directories and create a dictionary for _events.tsv\n"
-    }
-   }
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 2
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
\ No newline at end of file
diff --git a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_auditory_cueing/bcit_auditory_cueing_04_generate_sidecar.ipynb b/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_auditory_cueing/bcit_auditory_cueing_04_generate_sidecar.ipynb
deleted file mode 100644
index ab792d0..0000000
--- a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_auditory_cueing/bcit_auditory_cueing_04_generate_sidecar.ipynb
+++ /dev/null
@@ -1,123 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "collapsed": true,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   },
-   "source": [
-    "## Generate a JSON events sidecar template and spreadsheet from a BIDS dataset\n",
-    "\n",
-    "This generates a JSON events sidecar template and a corresponding 4-column spreadsheet\n",
-    "for the BCIT Auditory Cueing data.\n",
-    "\n",
-    "For tutorial examples of this process see the Jupyter notebooks:\n",
-    "- [`bids_generate_sidecar.ipynb`](https://github.com/hed-standard/hed-examples/blob/main/hedcode/jupyter_notebooks/bids_processing/bids_generate_sidecar.ipynb)\n",
-    "- [`bids_sidecar_to_spreadsheet.ipynb`](https://github.com/hed-standard/hed-examples/blob/main/hedcode/jupyter_notebooks/bids_processing/bids_sidecar_to_spreadsheet.ipynb)\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "source": [
-    "import os\n",
-    "import datetime\n",
-    "import json\n",
-    "from hed.tools import hed_to_df, BidsTabularSummary, HedLogger\n",
-    "from hed.util import get_file_list\n",
-    "\n",
-    "# Variables to set for the specific dataset\n",
-    "bids_root_path = 's:/bcit/AuditoryCueingWorkingPhaseTwo'\n",
-    "json_path = os.path.realpath(os.path.join(bids_root_path, 'task-DrivingRandomSound_events.json'))\n",
-    "spreadsheet_path = os.path.realpath(os.path.join(bids_root_path, 'code/task-DrivingRandomSound_hed_spreadsheet.tsv'))\n",
-    "exclude_dirs = ['sourcedata', 'stimuli', 'code']\n",
-    "entities = ('sub', 'ses', 'run')\n",
-    "skip_columns = ['onset', 'duration', 'sample']\n",
-    "log_name = 'bcit_auditory_cueing_04_generate_sidecar_log'\n",
-    "\n",
-    "# Set up the logger\n",
-    "log_file_name = f\"code/curation_logs/{log_name}.txt\"\n",
-    "logger = HedLogger(name=log_name)\n",
-    "\n",
-    "# Construct the list of .event files\n",
-    "bids_files = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_events\", exclude_dirs=exclude_dirs)\n",
-    "\n",
-    "# Construct the event file value summary and generate a sidecar template representing dataset\n",
-    "logger.add(\"overall\", f\"Summarizing {len(bids_files)}\")\n",
-    "value_summary = BidsTabularSummary(skip_cols=skip_columns, name=\"BCIT Auditory Cueing Duty\")\n",
-    "value_summary.update(bids_files)\n",
-    "sidecar_template = value_summary.extract_sidecar_template()\n",
-    "with open(json_path, 'w') as fp:\n",
-    "   json.dump(sidecar_template, fp, indent=4)\n",
-    "logger.add(\"overall\", f\"Saving a JSON sidecar template to {os.path.basename(json_path)}\")\n",
-    "\n",
-    "hed_spreadsheet = hed_to_df(sidecar_template)\n",
-    "logger.add(\"overall\", f\"Creating a spreadsheet template and saving to {os.path.basename(spreadsheet_path)}\")\n",
-    "hed_spreadsheet.to_csv(spreadsheet_path, sep='\\t', index=False)\n",
-    "\n",
-    "# Output and save the log\n",
-    "log_string = \"\\n\\nLog output:\\n\" + logger.get_log_string()\n",
-    "error_string = \"\\n\\nERROR Summary:\\n\" + logger.get_log_string(level=\"ERROR\")\n",
-    "print(log_string)\n",
-    "print(error_string)\n",
-    "\n",
-    "save_path = os.path.join(bids_root_path, log_file_name)\n",
-    "with open(save_path, \"w\") as fp:\n",
-    "    fp.write(f\"{log_file_name} {datetime.datetime.now()}\\n\")\n",
-    "    fp.write(log_string)\n",
-    "    fp.write(error_string)"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Set up the directories and create a dictionary for events.tsv files\n"
-    }
-   },
-   "execution_count": 1,
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "\n",
-      "Log output:\n",
-      "bcit_auditory_cueing_04_generate_sidecar_log: Level None\n",
-      "overall:\n",
-      "\t[ Summarizing 34]\n",
-      "\t[ Saving a JSON sidecar template to task-DrivingRandomSound_events.json]\n",
-      "\t[ Creating a spreadsheet template and saving to task-DrivingRandomSound_hed_spreadsheet.tsv]\n",
-      "\n",
-      "\n",
-      "ERROR Summary:\n",
-      "bcit_auditory_cueing_04_generate_sidecar_log: Level ERROR\n",
-      "overall:\n"
-     ]
-    }
-   ]
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 2
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
\ No newline at end of file
diff --git a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_auditory_cueing/bcit_auditory_cueing_05_analyze_channels.ipynb b/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_auditory_cueing/bcit_auditory_cueing_05_analyze_channels.ipynb
deleted file mode 100644
index 67ef3ad..0000000
--- a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_auditory_cueing/bcit_auditory_cueing_05_analyze_channels.ipynb
+++ /dev/null
@@ -1,142 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "collapsed": true,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   },
-   "source": [
-    "## Analyze the channels for the Auditory Cueing\n",
-    "\n",
-    "This notebook assumes that a JSON dictionary called `originalChannels.json`\n",
-    "has been created in the `/code` subdirectory of the dataset."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "\n",
-      "Log output:\n",
-      "bcit_auditory_cueing_05_analyze_channels_log: Level None\n",
-      "sub-01_ses-01_task-DriveRandomSound_run-1_eeg.set:\n",
-      "\t[ This key has 34 files with the same 74 channels]\n",
-      "\t[ The channels are ['Fp1', 'AF7', 'AF3', 'F1', 'F3', 'F5', 'F7', 'FT7', 'FC5', 'FC3', 'FC1', 'C1', 'C3', 'C5', 'T7', 'TP7', 'CP5', 'CP3', 'CP1', 'P1', 'P3', 'P5', 'P7', 'P9', 'PO7', 'PO3', 'O1', 'Iz', 'Oz', 'POz', 'Pz', 'CPz', 'Fpz', 'Fp2', 'AF8', 'AF4', 'AFz', 'Fz', 'F2', 'F4', 'F6', 'F8', 'FT8', 'FC6', 'FC4', 'FC2', 'FCz', 'Cz', 'C2', 'C4', 'C6', 'T8', 'TP8', 'CP6', 'CP4', 'CP2', 'P2', 'P4', 'P6', 'P8', 'P10', 'PO8', 'PO4', 'O2', 'EXG1', 'EXG2', 'EXG3', 'EXG4', 'EXG5', 'EXG6', 'LN', 'ANG', 'SP', 'SD']]\n",
-      "Overall:\n",
-      "\t[ Dataset has 74 unique channels]\n",
-      "\t[ {'P7', 'C6', 'CP3', 'AF4', 'AFz', 'FC6', 'P4', 'AF8', 'FT7', 'Fp2', 'AF7', 'C1', 'CP4', 'Pz', 'SP', 'F5', 'Cz', 'C5', 'Iz', 'C4', 'P9', 'AF3', 'CP1', 'P5', 'Fpz', 'CP6', 'O1', 'EXG5', 'FT8', 'C2', 'PO4', 'CP5', 'SD', 'Fz', 'LN', 'FC1', 'P8', 'F4', 'EXG1', 'T8', 'EXG3', 'P3', 'C3', 'P10', 'Oz', 'FC5', 'FCz', 'Fp1', 'F1', 'P2', 'ANG', 'PO8', 'F3', 'CPz', 'TP8', 'PO3', 'P1', 'EXG6', 'F2', 'POz', 'T7', 'F6', 'EXG4', 'FC4', 'P6', 'TP7', 'FC2', 'CP2', 'FC3', 'F7', 'EXG2', 'O2', 'F8', 'PO7'}]\n",
-      "\n",
-      "\n",
-      "ERROR Summary:\n",
-      "bcit_auditory_cueing_05_analyze_channels_log: Level ERROR\n",
-      "sub-01_ses-01_task-DriveRandomSound_run-1_eeg.set:\n",
-      "Overall:\n"
-     ]
-    }
-   ],
-   "source": [
-    "import os\n",
-    "import datetime\n",
-    "import json\n",
-    "from hed.tools import HedLogger\n",
-    "from hed.util import get_file_list\n",
-    "\n",
-    "# Variables to set for the specific dataset\n",
-    "bids_root_path = 's:/bcit/AuditoryCueingWorkingPhaseTwo'\n",
-    "exclude_dirs = ['sourcedata', 'stimuli', 'code']\n",
-    "entities = ('sub', 'ses', 'run')\n",
-    "log_name = 'bcit_auditory_cueing_05_analyze_channels_log'\n",
-    "channel_file = os.path.realpath(os.path.join(bids_root_path, \"code/channelsOriginal.json\"))\n",
-    "\n",
-    "# Set up the logger\n",
-    "log_file_name = f\"code/curation_logs/{log_name}.txt\"\n",
-    "logger = HedLogger(name=log_name)\n",
-    "\n",
-    "# Load the channels file\n",
-    "with open(channel_file, 'r') as fp:\n",
-    "    channel_info = json.load(fp)\n",
-    "\n",
-    "# Make the file list and dictionary for _events\n",
-    "eeg_files = get_file_list(bids_root_path, extensions=[\".set\"], name_suffix=\"_eeg\", exclude_dirs=exclude_dirs)\n",
-    "\n",
-    "# Create the dictionaries of channels\n",
-    "key_list = list(channel_info.keys())\n",
-    "unique_dict = {}\n",
-    "name_dict = {}\n",
-    "for file_key, item in channel_info.items():\n",
-    "    search_key = None\n",
-    "    for skey in name_dict.keys():\n",
-    "        if item == channel_info[skey]:\n",
-    "            search_key = skey\n",
-    "            break\n",
-    "    if search_key:\n",
-    "        search_values = name_dict[search_key]\n",
-    "        name_dict[search_key].append(file_key)\n",
-    "    else:\n",
-    "        name_dict[file_key] = [file_key]\n",
-    "\n",
-    "# Now check the order of the elements in the list:\n",
-    "all_channels = set\n",
-    "for file_key, file_list in name_dict.items():\n",
-    "    logger.add(file_key, f\"This key has {len(file_list)} files with the same {len(channel_info[file_key])} channels\")\n",
-    "    logger.add(file_key, f\"The channels are {str(channel_info[file_key])}\")\n",
-    "\n",
-    "\n",
-    "key_list = list(name_dict.keys())\n",
-    "union_channels = set()\n",
-    "inter_channels = set(channel_info[key_list[0]])\n",
-    "for file_key in key_list:\n",
-    "    union_channels = union_channels.union(set(channel_info[file_key]))\n",
-    "    inter_channels = inter_channels.intersection(set(channel_info[file_key]))\n",
-    "logger.add(\"Overall\", f\"Dataset has {len(union_channels)} unique channels\")\n",
-    "logger.add(\"Overall\", f\"{str(union_channels)}\")\n",
-    "\n",
-    "# Output and save the log\n",
-    "log_string = \"\\n\\nLog output:\\n\" + logger.get_log_string()\n",
-    "error_string = \"\\n\\nERROR Summary:\\n\" + logger.get_log_string(level=\"ERROR\")\n",
-    "print(log_string)\n",
-    "print(error_string)\n",
-    "save_path = os.path.join(bids_root_path, log_file_name)\n",
-    "with open(save_path, \"w\") as fp:\n",
-    "    fp.write(f\"{log_file_name} {datetime.datetime.now()}\\n\")\n",
-    "    fp.write(log_string)\n",
-    "    fp.write(error_string)"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Create the template for the dataset\n"
-    }
-   }
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 2
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
\ No newline at end of file
diff --git a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_auditory_cueing/bcit_auditory_cueing_06_remove_coordsystem.ipynb b/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_auditory_cueing/bcit_auditory_cueing_06_remove_coordsystem.ipynb
deleted file mode 100644
index f361097..0000000
--- a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_auditory_cueing/bcit_auditory_cueing_06_remove_coordsystem.ipynb
+++ /dev/null
@@ -1,182 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "collapsed": true,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   },
-   "source": [
-    "## Remove coordsystem.json and electrodes.tsv files generated by ESS.\n",
-    "\n",
-    "This notebook replaces the `coordsystem.json` files of ESS with those generated by EEGLAB BidsTools\n",
-    "for the BCIT Auditory Cueing data.\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "source": [
-    "import os\n",
-    "import datetime\n",
-    "from hed.tools import HedLogger\n",
-    "from hed.util import get_file_list\n",
-    "\n",
-    "# Variables to set for the specific dataset\n",
-    "bids_root_path = 's:/bcit/AuditoryCueingWorkingPhaseTwo'\n",
-    "exclude_dirs = ['sourcedata', 'stimuli', 'code']\n",
-    "entities = ('sub', 'ses', 'run')\n",
-    "log_name = 'bcit_auditory_cueing_06_remove_coordsystem_log'\n",
-    "\n",
-    "# Set up the logger\n",
-    "log_file_name = f\"code/curation_logs/{log_name}.txt\"\n",
-    "logger = HedLogger(name=log_name)\n",
-    "\n",
-    "# Construct the list of coordsystem.json and electrodes.tsv files\n",
-    "coord_files = get_file_list(bids_root_path, extensions=[\".json\"], name_suffix=\"_coordsystem\", exclude_dirs=exclude_dirs)\n",
-    "electrode_files = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_electrodes\",\n",
-    "                                exclude_dirs=exclude_dirs)\n",
-    "chan_files = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_channels\",\n",
-    "                                exclude_dirs=exclude_dirs)\n",
-    "for file in coord_files:\n",
-    "    os.remove(file)\n",
-    "    logger.add(\"overall\", f\"Removing {os.path.basename(file)}\")\n",
-    "\n",
-    "for file in electrode_files:\n",
-    "    os.remove(file)\n",
-    "    logger.add(\"overall\", f\"Removing {os.path.basename(file)}\")\n",
-    "\n",
-    "for file in chan_files:\n",
-    "    os.remove(file)\n",
-    "    logger.add(\"overall\", f\"Removing {os.path.basename(file)}\")\n",
-    "\n",
-    "# Output and save the log\n",
-    "log_string = \"\\n\\nLog output:\\n\" + logger.get_log_string()\n",
-    "error_string = \"\\n\\nERROR Summary:\\n\" + logger.get_log_string(level=\"ERROR\")\n",
-    "print(log_string)\n",
-    "print(error_string)\n",
-    "\n",
-    "save_path = os.path.join(bids_root_path, log_file_name)\n",
-    "with open(save_path, \"w\") as fp:\n",
-    "    fp.write(f\"{log_file_name} {datetime.datetime.now()}\\n\")\n",
-    "    fp.write(log_string)\n",
-    "    fp.write(error_string)"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Set up the directories and create a dictionary for events.tsv files\n"
-    }
-   },
-   "execution_count": 1,
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "\n",
-      "Log output:\n",
-      "bcit_auditory_cueing_06_remove_coordsystem_log: Level None\n",
-      "overall:\n",
-      "\t[ Removing sub-01_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-02_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-03_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-04_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-05_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-06_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-07_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-08_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-09_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-10_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-11_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-12_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-13_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-14_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-15_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-16_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-17_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-01_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-02_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-03_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-04_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-05_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-06_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-07_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-08_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-09_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-10_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-11_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-12_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-13_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-14_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-15_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-16_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-17_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-01_ses-01_task-DriveRandomSound_run-1_channels.tsv]\n",
-      "\t[ Removing sub-01_ses-01_task-DriveRandomSound_run-2_channels.tsv]\n",
-      "\t[ Removing sub-02_ses-01_task-DriveRandomSound_run-1_channels.tsv]\n",
-      "\t[ Removing sub-02_ses-01_task-DriveRandomSound_run-2_channels.tsv]\n",
-      "\t[ Removing sub-03_ses-01_task-DriveRandomSound_run-1_channels.tsv]\n",
-      "\t[ Removing sub-03_ses-01_task-DriveRandomSound_run-2_channels.tsv]\n",
-      "\t[ Removing sub-04_ses-01_task-DriveRandomSound_run-1_channels.tsv]\n",
-      "\t[ Removing sub-04_ses-01_task-DriveRandomSound_run-2_channels.tsv]\n",
-      "\t[ Removing sub-05_ses-01_task-DriveRandomSound_run-1_channels.tsv]\n",
-      "\t[ Removing sub-05_ses-01_task-DriveRandomSound_run-2_channels.tsv]\n",
-      "\t[ Removing sub-06_ses-01_task-DriveRandomSound_run-1_channels.tsv]\n",
-      "\t[ Removing sub-06_ses-01_task-DriveRandomSound_run-2_channels.tsv]\n",
-      "\t[ Removing sub-07_ses-01_task-DriveRandomSound_run-1_channels.tsv]\n",
-      "\t[ Removing sub-07_ses-01_task-DriveRandomSound_run-2_channels.tsv]\n",
-      "\t[ Removing sub-08_ses-01_task-DriveRandomSound_run-1_channels.tsv]\n",
-      "\t[ Removing sub-08_ses-01_task-DriveRandomSound_run-2_channels.tsv]\n",
-      "\t[ Removing sub-09_ses-01_task-DriveRandomSound_run-1_channels.tsv]\n",
-      "\t[ Removing sub-09_ses-01_task-DriveRandomSound_run-2_channels.tsv]\n",
-      "\t[ Removing sub-10_ses-01_task-DriveRandomSound_run-1_channels.tsv]\n",
-      "\t[ Removing sub-10_ses-01_task-DriveRandomSound_run-2_channels.tsv]\n",
-      "\t[ Removing sub-11_ses-01_task-DriveRandomSound_run-1_channels.tsv]\n",
-      "\t[ Removing sub-11_ses-01_task-DriveRandomSound_run-2_channels.tsv]\n",
-      "\t[ Removing sub-12_ses-01_task-DriveRandomSound_run-1_channels.tsv]\n",
-      "\t[ Removing sub-12_ses-01_task-DriveRandomSound_run-2_channels.tsv]\n",
-      "\t[ Removing sub-13_ses-01_task-DriveRandomSound_run-1_channels.tsv]\n",
-      "\t[ Removing sub-13_ses-01_task-DriveRandomSound_run-2_channels.tsv]\n",
-      "\t[ Removing sub-14_ses-01_task-DriveRandomSound_run-1_channels.tsv]\n",
-      "\t[ Removing sub-14_ses-01_task-DriveRandomSound_run-2_channels.tsv]\n",
-      "\t[ Removing sub-15_ses-01_task-DriveRandomSound_run-1_channels.tsv]\n",
-      "\t[ Removing sub-15_ses-01_task-DriveRandomSound_run-2_channels.tsv]\n",
-      "\t[ Removing sub-16_ses-01_task-DriveRandomSound_run-1_channels.tsv]\n",
-      "\t[ Removing sub-16_ses-01_task-DriveRandomSound_run-2_channels.tsv]\n",
-      "\t[ Removing sub-17_ses-01_task-DriveRandomSound_run-1_channels.tsv]\n",
-      "\t[ Removing sub-17_ses-01_task-DriveRandomSound_run-2_channels.tsv]\n",
-      "\n",
-      "\n",
-      "ERROR Summary:\n",
-      "bcit_auditory_cueing_06_remove_coordsystem_log: Level ERROR\n",
-      "overall:\n"
-     ]
-    }
-   ]
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 2
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
\ No newline at end of file
diff --git a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_auditory_cueing/bcit_auditory_cueing_07_fix_channels.ipynb b/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_auditory_cueing/bcit_auditory_cueing_07_fix_channels.ipynb
deleted file mode 100644
index 630cdfa..0000000
--- a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_auditory_cueing/bcit_auditory_cueing_07_fix_channels.ipynb
+++ /dev/null
@@ -1,351 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "collapsed": true,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   },
-   "source": [
-    "## Add channel files based on the EEG with fixes.\n",
-    "\n",
-    "This notebook replaces the `channels.tsv` files of ESS with those generated by EEGLAB BidsTools\n",
-    "for the BCIT Auditory Cueing data.\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "source": [
-    "import os\n",
-    "import json\n",
-    "import datetime\n",
-    "import pandas as pd\n",
-    "from hed.tools import HedLogger\n",
-    "from hed.util import get_file_list, get_value_dict\n",
-    "\n",
-    "# Variables to set for the specific dataset\n",
-    "bids_root_path = 's:/bcit/AuditoryCueingWorkingPhaseTwo'\n",
-    "exclude_dirs = ['sourcedata', 'stimuli', 'code']\n",
-    "log_name = 'bcit_auditory_cueing_07_fix_channels_log'\n",
-    "sampling_rate_file = os.path.realpath(os.path.join(bids_root_path, 'code/samplingRates.tsv'))\n",
-    "channel_file = os.path.realpath(os.path.join(bids_root_path, \"code/channelsOriginal.json\"))\n",
-    "\n",
-    "# Set up the logger\n",
-    "log_file_name = f\"code/curation_logs/{log_name}.txt\"\n",
-    "logger = HedLogger(name=log_name)\n",
-    "\n",
-    "# Load the channels file\n",
-    "with open(channel_file, 'r') as fp:\n",
-    "    channel_info = json.load(fp)\n",
-    "\n",
-    "# Construct the lists of the EEG files\n",
-    "eeg_files = get_file_list(bids_root_path, extensions=[\".set\"], name_suffix=\"_eeg\", exclude_dirs=exclude_dirs)\n",
-    "\n",
-    "# Get the sample rate dictionary\n",
-    "sampling_dict = get_value_dict(sampling_rate_file)\n",
-    "\n",
-    "chan_dict = {'LN': ('LN', 'OTHER', 'n/a', 'Lane deviation from center line in meters.'),\n",
-    "             'ANG': ('ANG', 'OTHER', 'n/a', 'Steering wheel deviation angle in degrees.'),\n",
-    "             'SP': ('SP', 'OTHER', 'n/a', 'Vehicle speed in mph.'),\n",
-    "             'SD': ('SD', 'OTHER', 'n/a', 'Vehicle speed deviation.'),\n",
-    "             'EXG1': ('LHEOG', 'EOG', 'uV', 'Left horizontal EOG'),\n",
-    "             'EXG2': ('RHEOG', 'EOG', 'uV', 'Right horizontal EOG'),\n",
-    "             'EXG3': ('UVEOG', 'EOG', 'uV', 'Upper vertical EOG'),\n",
-    "             'EXG4': ('LVEOG', 'EOG', 'uV', 'Lower vertical EOG'),\n",
-    "             'EXG5': ('LMAST', 'MISC', 'uV', 'Left mastoid'),\n",
-    "             'EXG6': ('RMAST', 'MISC', 'uV', 'Right mastoid')}\n",
-    "\n",
-    "for file_name in eeg_files:\n",
-    "    basename = os.path.basename(file_name)\n",
-    "    channels = channel_info[basename]\n",
-    "    logger.add(basename, f\"EEG has {len(channels)} channels\")\n",
-    "    sampling_key = basename[:-8]\n",
-    "    sampling_rate = sampling_dict[sampling_key]\n",
-    "    logger.add(basename, f\"Sampling rate is {sampling_rate}\")\n",
-    "    data = {'name': channels}\n",
-    "    df = pd.DataFrame(data)\n",
-    "    df[['type', 'units', 'sampling_frequency', 'description']] = 'n/a'\n",
-    "    names = df['name']\n",
-    "    for index, name in names.iteritems():\n",
-    "        row = chan_dict.get(name, None)\n",
-    "        if not row:\n",
-    "            row = (name, 'EEG', 'uV', 'n/a')\n",
-    "        df.loc[index, 'name'] = row[0]\n",
-    "        df.loc[index, 'type'] = row[1]\n",
-    "        df.loc[index, 'units'] = row[2]\n",
-    "        df.loc[index, 'sampling_frequency'] = sampling_rate\n",
-    "        df.loc[index, 'description'] = row[3]\n",
-    "    EEG = sum(df['type'].map(str) == 'EEG')\n",
-    "    EOG = sum(df['type'].map(str) == 'EOG')\n",
-    "    OTHER = sum(df['type'].map(str) == 'OTHER')\n",
-    "    MISC = sum(df['type'].map(str) == 'MISC')\n",
-    "    logger.add(basename, f\"{EEG} EEG channels, {EOG} EOG channels, {OTHER} OTHER channels {MISC} MISC channels\")\n",
-    "    file_new = file_name[:-7] + \"channels.tsv\"\n",
-    "    df.to_csv(file_new, sep='\\t', index=False)\n",
-    "    logger.add(basename, f\"Saved as {os.path.basename(file_new)}\")\n",
-    "\n",
-    "# Output and save the log\n",
-    "log_string = \"\\n\\nLog output:\\n\" + logger.get_log_string()\n",
-    "error_string = \"\\n\\nERROR Summary:\\n\" + logger.get_log_string(level=\"ERROR\")\n",
-    "print(log_string)\n",
-    "print(error_string)\n",
-    "\n",
-    "save_path = os.path.join(bids_root_path, log_file_name)\n",
-    "with open(save_path, \"w\") as fp:\n",
-    "    fp.write(f\"{log_file_name} {datetime.datetime.now()}\\n\")\n",
-    "    fp.write(log_string)\n",
-    "    fp.write(error_string)"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Perform the calculation\n"
-    }
-   },
-   "execution_count": 1,
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "\n",
-      "Log output:\n",
-      "bcit_auditory_cueing_07_fix_channels_log: Level None\n",
-      "sub-01_ses-01_task-DriveRandomSound_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-01_ses-01_task-DriveRandomSound_run-1_channels.tsv]\n",
-      "sub-01_ses-01_task-DriveRandomSound_run-2_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-01_ses-01_task-DriveRandomSound_run-2_channels.tsv]\n",
-      "sub-02_ses-01_task-DriveRandomSound_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-02_ses-01_task-DriveRandomSound_run-1_channels.tsv]\n",
-      "sub-02_ses-01_task-DriveRandomSound_run-2_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-02_ses-01_task-DriveRandomSound_run-2_channels.tsv]\n",
-      "sub-03_ses-01_task-DriveRandomSound_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-03_ses-01_task-DriveRandomSound_run-1_channels.tsv]\n",
-      "sub-03_ses-01_task-DriveRandomSound_run-2_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-03_ses-01_task-DriveRandomSound_run-2_channels.tsv]\n",
-      "sub-04_ses-01_task-DriveRandomSound_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-04_ses-01_task-DriveRandomSound_run-1_channels.tsv]\n",
-      "sub-04_ses-01_task-DriveRandomSound_run-2_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-04_ses-01_task-DriveRandomSound_run-2_channels.tsv]\n",
-      "sub-05_ses-01_task-DriveRandomSound_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-05_ses-01_task-DriveRandomSound_run-1_channels.tsv]\n",
-      "sub-05_ses-01_task-DriveRandomSound_run-2_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-05_ses-01_task-DriveRandomSound_run-2_channels.tsv]\n",
-      "sub-06_ses-01_task-DriveRandomSound_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-06_ses-01_task-DriveRandomSound_run-1_channels.tsv]\n",
-      "sub-06_ses-01_task-DriveRandomSound_run-2_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-06_ses-01_task-DriveRandomSound_run-2_channels.tsv]\n",
-      "sub-07_ses-01_task-DriveRandomSound_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-07_ses-01_task-DriveRandomSound_run-1_channels.tsv]\n",
-      "sub-07_ses-01_task-DriveRandomSound_run-2_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-07_ses-01_task-DriveRandomSound_run-2_channels.tsv]\n",
-      "sub-08_ses-01_task-DriveRandomSound_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-08_ses-01_task-DriveRandomSound_run-1_channels.tsv]\n",
-      "sub-08_ses-01_task-DriveRandomSound_run-2_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-08_ses-01_task-DriveRandomSound_run-2_channels.tsv]\n",
-      "sub-09_ses-01_task-DriveRandomSound_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-09_ses-01_task-DriveRandomSound_run-1_channels.tsv]\n",
-      "sub-09_ses-01_task-DriveRandomSound_run-2_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-09_ses-01_task-DriveRandomSound_run-2_channels.tsv]\n",
-      "sub-10_ses-01_task-DriveRandomSound_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-10_ses-01_task-DriveRandomSound_run-1_channels.tsv]\n",
-      "sub-10_ses-01_task-DriveRandomSound_run-2_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-10_ses-01_task-DriveRandomSound_run-2_channels.tsv]\n",
-      "sub-11_ses-01_task-DriveRandomSound_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-11_ses-01_task-DriveRandomSound_run-1_channels.tsv]\n",
-      "sub-11_ses-01_task-DriveRandomSound_run-2_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-11_ses-01_task-DriveRandomSound_run-2_channels.tsv]\n",
-      "sub-12_ses-01_task-DriveRandomSound_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-12_ses-01_task-DriveRandomSound_run-1_channels.tsv]\n",
-      "sub-12_ses-01_task-DriveRandomSound_run-2_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-12_ses-01_task-DriveRandomSound_run-2_channels.tsv]\n",
-      "sub-13_ses-01_task-DriveRandomSound_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-13_ses-01_task-DriveRandomSound_run-1_channels.tsv]\n",
-      "sub-13_ses-01_task-DriveRandomSound_run-2_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-13_ses-01_task-DriveRandomSound_run-2_channels.tsv]\n",
-      "sub-14_ses-01_task-DriveRandomSound_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-14_ses-01_task-DriveRandomSound_run-1_channels.tsv]\n",
-      "sub-14_ses-01_task-DriveRandomSound_run-2_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-14_ses-01_task-DriveRandomSound_run-2_channels.tsv]\n",
-      "sub-15_ses-01_task-DriveRandomSound_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-15_ses-01_task-DriveRandomSound_run-1_channels.tsv]\n",
-      "sub-15_ses-01_task-DriveRandomSound_run-2_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-15_ses-01_task-DriveRandomSound_run-2_channels.tsv]\n",
-      "sub-16_ses-01_task-DriveRandomSound_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-16_ses-01_task-DriveRandomSound_run-1_channels.tsv]\n",
-      "sub-16_ses-01_task-DriveRandomSound_run-2_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-16_ses-01_task-DriveRandomSound_run-2_channels.tsv]\n",
-      "sub-17_ses-01_task-DriveRandomSound_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-17_ses-01_task-DriveRandomSound_run-1_channels.tsv]\n",
-      "sub-17_ses-01_task-DriveRandomSound_run-2_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-17_ses-01_task-DriveRandomSound_run-2_channels.tsv]\n",
-      "\n",
-      "\n",
-      "ERROR Summary:\n",
-      "bcit_auditory_cueing_07_fix_channels_log: Level ERROR\n",
-      "sub-01_ses-01_task-DriveRandomSound_run-1_eeg.set:\n",
-      "sub-01_ses-01_task-DriveRandomSound_run-2_eeg.set:\n",
-      "sub-02_ses-01_task-DriveRandomSound_run-1_eeg.set:\n",
-      "sub-02_ses-01_task-DriveRandomSound_run-2_eeg.set:\n",
-      "sub-03_ses-01_task-DriveRandomSound_run-1_eeg.set:\n",
-      "sub-03_ses-01_task-DriveRandomSound_run-2_eeg.set:\n",
-      "sub-04_ses-01_task-DriveRandomSound_run-1_eeg.set:\n",
-      "sub-04_ses-01_task-DriveRandomSound_run-2_eeg.set:\n",
-      "sub-05_ses-01_task-DriveRandomSound_run-1_eeg.set:\n",
-      "sub-05_ses-01_task-DriveRandomSound_run-2_eeg.set:\n",
-      "sub-06_ses-01_task-DriveRandomSound_run-1_eeg.set:\n",
-      "sub-06_ses-01_task-DriveRandomSound_run-2_eeg.set:\n",
-      "sub-07_ses-01_task-DriveRandomSound_run-1_eeg.set:\n",
-      "sub-07_ses-01_task-DriveRandomSound_run-2_eeg.set:\n",
-      "sub-08_ses-01_task-DriveRandomSound_run-1_eeg.set:\n",
-      "sub-08_ses-01_task-DriveRandomSound_run-2_eeg.set:\n",
-      "sub-09_ses-01_task-DriveRandomSound_run-1_eeg.set:\n",
-      "sub-09_ses-01_task-DriveRandomSound_run-2_eeg.set:\n",
-      "sub-10_ses-01_task-DriveRandomSound_run-1_eeg.set:\n",
-      "sub-10_ses-01_task-DriveRandomSound_run-2_eeg.set:\n",
-      "sub-11_ses-01_task-DriveRandomSound_run-1_eeg.set:\n",
-      "sub-11_ses-01_task-DriveRandomSound_run-2_eeg.set:\n",
-      "sub-12_ses-01_task-DriveRandomSound_run-1_eeg.set:\n",
-      "sub-12_ses-01_task-DriveRandomSound_run-2_eeg.set:\n",
-      "sub-13_ses-01_task-DriveRandomSound_run-1_eeg.set:\n",
-      "sub-13_ses-01_task-DriveRandomSound_run-2_eeg.set:\n",
-      "sub-14_ses-01_task-DriveRandomSound_run-1_eeg.set:\n",
-      "sub-14_ses-01_task-DriveRandomSound_run-2_eeg.set:\n",
-      "sub-15_ses-01_task-DriveRandomSound_run-1_eeg.set:\n",
-      "sub-15_ses-01_task-DriveRandomSound_run-2_eeg.set:\n",
-      "sub-16_ses-01_task-DriveRandomSound_run-1_eeg.set:\n",
-      "sub-16_ses-01_task-DriveRandomSound_run-2_eeg.set:\n",
-      "sub-17_ses-01_task-DriveRandomSound_run-1_eeg.set:\n",
-      "sub-17_ses-01_task-DriveRandomSound_run-2_eeg.set:\n"
-     ]
-    }
-   ]
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 2
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
\ No newline at end of file
diff --git a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_auditory_cueing/bcit_auditory_cueing_08_fix_coordsystem.ipynb b/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_auditory_cueing/bcit_auditory_cueing_08_fix_coordsystem.ipynb
deleted file mode 100644
index 4cfd2e3..0000000
--- a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_auditory_cueing/bcit_auditory_cueing_08_fix_coordsystem.ipynb
+++ /dev/null
@@ -1,212 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "collapsed": true,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   },
-   "source": [
-    "## Fix the coordsystem.json files generated by ESS.\n",
-    "\n",
-    "This notebook replaces the `coordsystem.json` files of ESS with those generated by EEGLAB BidsTools\n",
-    "for the BCIT Auditory Cueing data.\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "source": [
-    "import os\n",
-    "import json\n",
-    "import datetime\n",
-    "from hed.tools import HedLogger\n",
-    "from hed.util import get_file_list\n",
-    "\n",
-    "# Variables to set for the specific dataset\n",
-    "bids_root_path = 's:/bcit/AuditoryCueingWorkingPhaseTwo'\n",
-    "exclude_dirs = ['sourcedata', 'stimuli', 'code']\n",
-    "log_name = 'bcit_auditory_cueing_08_fix_coordsystem_log'\n",
-    "sampling_rate_file = os.path.realpath(os.path.join(bids_root_path, 'code/samplingRates.tsv'))\n",
-    "\n",
-    "# Set up the logger\n",
-    "log_file_name = f\"code/curation_logs/{log_name}.txt\"\n",
-    "logger = HedLogger(name=log_name)\n",
-    "\n",
-    "# Construct the lists of the EEG files\n",
-    "eeg_files = get_file_list(bids_root_path, extensions=[\".set\"], name_suffix=\"_eeg\", exclude_dirs=exclude_dirs)\n",
-    "\n",
-    "# Coordsystem.json template\n",
-    "coordsystem_template = {\"EEGCoordinateUnits\":\"n/a\",\n",
-    "                        \"EEGCoordinateSystem\":\"CTF\",\n",
-    "                        \"EEGCoordinateSystemDescription\":\"EEGLAB\"}\n",
-    "\n",
-    "for file_name in eeg_files:\n",
-    "    basename = os.path.basename(file_name)\n",
-    "    json_new = file_name[:-7] + \"coordsystem.json\"\n",
-    "    with open(json_new, 'w') as fp:\n",
-    "        json.dump(coordsystem_template, fp)\n",
-    "    logger.add(basename, f\"Saving the {os.path.basename(json_new)} coordinate system file\")\n",
-    "\n",
-    "# Output and save the log\n",
-    "log_string = \"\\n\\nLog output:\\n\" + logger.get_log_string()\n",
-    "error_string = \"\\n\\nERROR Summary:\\n\" + logger.get_log_string(level=\"ERROR\")\n",
-    "print(log_string)\n",
-    "print(error_string)\n",
-    "\n",
-    "save_path = os.path.join(bids_root_path, log_file_name)\n",
-    "with open(save_path, \"w\") as fp:\n",
-    "    fp.write(f\"{log_file_name} {datetime.datetime.now()}\\n\")\n",
-    "    fp.write(log_string)\n",
-    "    fp.write(error_string)"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Set up the directories and create a dictionary for events.tsv files\n"
-    }
-   },
-   "execution_count": 1,
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "\n",
-      "Log output:\n",
-      "bcit_auditory_cueing_08_fix_coordsystem_log: Level None\n",
-      "sub-01_ses-01_task-DriveRandomSound_run-1_eeg.set:\n",
-      "\t[ Saving the sub-01_ses-01_task-DriveRandomSound_run-1_coordsystem.json coordinate system file]\n",
-      "sub-01_ses-01_task-DriveRandomSound_run-2_eeg.set:\n",
-      "\t[ Saving the sub-01_ses-01_task-DriveRandomSound_run-2_coordsystem.json coordinate system file]\n",
-      "sub-02_ses-01_task-DriveRandomSound_run-1_eeg.set:\n",
-      "\t[ Saving the sub-02_ses-01_task-DriveRandomSound_run-1_coordsystem.json coordinate system file]\n",
-      "sub-02_ses-01_task-DriveRandomSound_run-2_eeg.set:\n",
-      "\t[ Saving the sub-02_ses-01_task-DriveRandomSound_run-2_coordsystem.json coordinate system file]\n",
-      "sub-03_ses-01_task-DriveRandomSound_run-1_eeg.set:\n",
-      "\t[ Saving the sub-03_ses-01_task-DriveRandomSound_run-1_coordsystem.json coordinate system file]\n",
-      "sub-03_ses-01_task-DriveRandomSound_run-2_eeg.set:\n",
-      "\t[ Saving the sub-03_ses-01_task-DriveRandomSound_run-2_coordsystem.json coordinate system file]\n",
-      "sub-04_ses-01_task-DriveRandomSound_run-1_eeg.set:\n",
-      "\t[ Saving the sub-04_ses-01_task-DriveRandomSound_run-1_coordsystem.json coordinate system file]\n",
-      "sub-04_ses-01_task-DriveRandomSound_run-2_eeg.set:\n",
-      "\t[ Saving the sub-04_ses-01_task-DriveRandomSound_run-2_coordsystem.json coordinate system file]\n",
-      "sub-05_ses-01_task-DriveRandomSound_run-1_eeg.set:\n",
-      "\t[ Saving the sub-05_ses-01_task-DriveRandomSound_run-1_coordsystem.json coordinate system file]\n",
-      "sub-05_ses-01_task-DriveRandomSound_run-2_eeg.set:\n",
-      "\t[ Saving the sub-05_ses-01_task-DriveRandomSound_run-2_coordsystem.json coordinate system file]\n",
-      "sub-06_ses-01_task-DriveRandomSound_run-1_eeg.set:\n",
-      "\t[ Saving the sub-06_ses-01_task-DriveRandomSound_run-1_coordsystem.json coordinate system file]\n",
-      "sub-06_ses-01_task-DriveRandomSound_run-2_eeg.set:\n",
-      "\t[ Saving the sub-06_ses-01_task-DriveRandomSound_run-2_coordsystem.json coordinate system file]\n",
-      "sub-07_ses-01_task-DriveRandomSound_run-1_eeg.set:\n",
-      "\t[ Saving the sub-07_ses-01_task-DriveRandomSound_run-1_coordsystem.json coordinate system file]\n",
-      "sub-07_ses-01_task-DriveRandomSound_run-2_eeg.set:\n",
-      "\t[ Saving the sub-07_ses-01_task-DriveRandomSound_run-2_coordsystem.json coordinate system file]\n",
-      "sub-08_ses-01_task-DriveRandomSound_run-1_eeg.set:\n",
-      "\t[ Saving the sub-08_ses-01_task-DriveRandomSound_run-1_coordsystem.json coordinate system file]\n",
-      "sub-08_ses-01_task-DriveRandomSound_run-2_eeg.set:\n",
-      "\t[ Saving the sub-08_ses-01_task-DriveRandomSound_run-2_coordsystem.json coordinate system file]\n",
-      "sub-09_ses-01_task-DriveRandomSound_run-1_eeg.set:\n",
-      "\t[ Saving the sub-09_ses-01_task-DriveRandomSound_run-1_coordsystem.json coordinate system file]\n",
-      "sub-09_ses-01_task-DriveRandomSound_run-2_eeg.set:\n",
-      "\t[ Saving the sub-09_ses-01_task-DriveRandomSound_run-2_coordsystem.json coordinate system file]\n",
-      "sub-10_ses-01_task-DriveRandomSound_run-1_eeg.set:\n",
-      "\t[ Saving the sub-10_ses-01_task-DriveRandomSound_run-1_coordsystem.json coordinate system file]\n",
-      "sub-10_ses-01_task-DriveRandomSound_run-2_eeg.set:\n",
-      "\t[ Saving the sub-10_ses-01_task-DriveRandomSound_run-2_coordsystem.json coordinate system file]\n",
-      "sub-11_ses-01_task-DriveRandomSound_run-1_eeg.set:\n",
-      "\t[ Saving the sub-11_ses-01_task-DriveRandomSound_run-1_coordsystem.json coordinate system file]\n",
-      "sub-11_ses-01_task-DriveRandomSound_run-2_eeg.set:\n",
-      "\t[ Saving the sub-11_ses-01_task-DriveRandomSound_run-2_coordsystem.json coordinate system file]\n",
-      "sub-12_ses-01_task-DriveRandomSound_run-1_eeg.set:\n",
-      "\t[ Saving the sub-12_ses-01_task-DriveRandomSound_run-1_coordsystem.json coordinate system file]\n",
-      "sub-12_ses-01_task-DriveRandomSound_run-2_eeg.set:\n",
-      "\t[ Saving the sub-12_ses-01_task-DriveRandomSound_run-2_coordsystem.json coordinate system file]\n",
-      "sub-13_ses-01_task-DriveRandomSound_run-1_eeg.set:\n",
-      "\t[ Saving the sub-13_ses-01_task-DriveRandomSound_run-1_coordsystem.json coordinate system file]\n",
-      "sub-13_ses-01_task-DriveRandomSound_run-2_eeg.set:\n",
-      "\t[ Saving the sub-13_ses-01_task-DriveRandomSound_run-2_coordsystem.json coordinate system file]\n",
-      "sub-14_ses-01_task-DriveRandomSound_run-1_eeg.set:\n",
-      "\t[ Saving the sub-14_ses-01_task-DriveRandomSound_run-1_coordsystem.json coordinate system file]\n",
-      "sub-14_ses-01_task-DriveRandomSound_run-2_eeg.set:\n",
-      "\t[ Saving the sub-14_ses-01_task-DriveRandomSound_run-2_coordsystem.json coordinate system file]\n",
-      "sub-15_ses-01_task-DriveRandomSound_run-1_eeg.set:\n",
-      "\t[ Saving the sub-15_ses-01_task-DriveRandomSound_run-1_coordsystem.json coordinate system file]\n",
-      "sub-15_ses-01_task-DriveRandomSound_run-2_eeg.set:\n",
-      "\t[ Saving the sub-15_ses-01_task-DriveRandomSound_run-2_coordsystem.json coordinate system file]\n",
-      "sub-16_ses-01_task-DriveRandomSound_run-1_eeg.set:\n",
-      "\t[ Saving the sub-16_ses-01_task-DriveRandomSound_run-1_coordsystem.json coordinate system file]\n",
-      "sub-16_ses-01_task-DriveRandomSound_run-2_eeg.set:\n",
-      "\t[ Saving the sub-16_ses-01_task-DriveRandomSound_run-2_coordsystem.json coordinate system file]\n",
-      "sub-17_ses-01_task-DriveRandomSound_run-1_eeg.set:\n",
-      "\t[ Saving the sub-17_ses-01_task-DriveRandomSound_run-1_coordsystem.json coordinate system file]\n",
-      "sub-17_ses-01_task-DriveRandomSound_run-2_eeg.set:\n",
-      "\t[ Saving the sub-17_ses-01_task-DriveRandomSound_run-2_coordsystem.json coordinate system file]\n",
-      "\n",
-      "\n",
-      "ERROR Summary:\n",
-      "bcit_auditory_cueing_08_fix_coordsystem_log: Level ERROR\n",
-      "sub-01_ses-01_task-DriveRandomSound_run-1_eeg.set:\n",
-      "sub-01_ses-01_task-DriveRandomSound_run-2_eeg.set:\n",
-      "sub-02_ses-01_task-DriveRandomSound_run-1_eeg.set:\n",
-      "sub-02_ses-01_task-DriveRandomSound_run-2_eeg.set:\n",
-      "sub-03_ses-01_task-DriveRandomSound_run-1_eeg.set:\n",
-      "sub-03_ses-01_task-DriveRandomSound_run-2_eeg.set:\n",
-      "sub-04_ses-01_task-DriveRandomSound_run-1_eeg.set:\n",
-      "sub-04_ses-01_task-DriveRandomSound_run-2_eeg.set:\n",
-      "sub-05_ses-01_task-DriveRandomSound_run-1_eeg.set:\n",
-      "sub-05_ses-01_task-DriveRandomSound_run-2_eeg.set:\n",
-      "sub-06_ses-01_task-DriveRandomSound_run-1_eeg.set:\n",
-      "sub-06_ses-01_task-DriveRandomSound_run-2_eeg.set:\n",
-      "sub-07_ses-01_task-DriveRandomSound_run-1_eeg.set:\n",
-      "sub-07_ses-01_task-DriveRandomSound_run-2_eeg.set:\n",
-      "sub-08_ses-01_task-DriveRandomSound_run-1_eeg.set:\n",
-      "sub-08_ses-01_task-DriveRandomSound_run-2_eeg.set:\n",
-      "sub-09_ses-01_task-DriveRandomSound_run-1_eeg.set:\n",
-      "sub-09_ses-01_task-DriveRandomSound_run-2_eeg.set:\n",
-      "sub-10_ses-01_task-DriveRandomSound_run-1_eeg.set:\n",
-      "sub-10_ses-01_task-DriveRandomSound_run-2_eeg.set:\n",
-      "sub-11_ses-01_task-DriveRandomSound_run-1_eeg.set:\n",
-      "sub-11_ses-01_task-DriveRandomSound_run-2_eeg.set:\n",
-      "sub-12_ses-01_task-DriveRandomSound_run-1_eeg.set:\n",
-      "sub-12_ses-01_task-DriveRandomSound_run-2_eeg.set:\n",
-      "sub-13_ses-01_task-DriveRandomSound_run-1_eeg.set:\n",
-      "sub-13_ses-01_task-DriveRandomSound_run-2_eeg.set:\n",
-      "sub-14_ses-01_task-DriveRandomSound_run-1_eeg.set:\n",
-      "sub-14_ses-01_task-DriveRandomSound_run-2_eeg.set:\n",
-      "sub-15_ses-01_task-DriveRandomSound_run-1_eeg.set:\n",
-      "sub-15_ses-01_task-DriveRandomSound_run-2_eeg.set:\n",
-      "sub-16_ses-01_task-DriveRandomSound_run-1_eeg.set:\n",
-      "sub-16_ses-01_task-DriveRandomSound_run-2_eeg.set:\n",
-      "sub-17_ses-01_task-DriveRandomSound_run-1_eeg.set:\n",
-      "sub-17_ses-01_task-DriveRandomSound_run-2_eeg.set:\n"
-     ]
-    }
-   ]
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 2
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
\ No newline at end of file
diff --git a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_baseline_driving/bcit_baseline_driving_01_initial_summary.ipynb b/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_baseline_driving/bcit_baseline_driving_01_initial_summary.ipynb
deleted file mode 100644
index c27879e..0000000
--- a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_baseline_driving/bcit_baseline_driving_01_initial_summary.ipynb
+++ /dev/null
@@ -1,1556 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "collapsed": true,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   },
-   "source": [
-    "## Initial summary of event files\n",
-    "\n",
-    "**Dataset** BCIT Baseline Driving (in process)\n",
-    "\n",
-    "This script does a preliminary summary of the contents of the events files.\n",
-    "The summary includes printing out the column names of each event file so\n",
-    "that they can be manually checked for differences.\n",
-    "\n",
-    "The script assumes that the data is in BIDS format and that each BIDS events\n",
-    "file of the form `_events.tsv` has a corresponding events file with\n",
-    "suffix `_eventstemp.tsv` that was previously dumped from the `EEG.set` files.\n",
-    "\n",
-    "This script does a preliminary summary of the contents of the events files.\n",
-    "The summary includes printing out the column names of each event file so\n",
-    "that they can be manually checked for differences.\n",
-    "\n",
-    "The script assumes that the data is in BIDS format and that each BIDS events\n",
-    "file of the form `_events.tsv` has a corresponding events file with\n",
-    "suffix `_eventstemp.tsv` that was previously dumped from the `EEG.set` files.\n",
-    "Keys are specified by a `entities` tuple lists the BIDS entity names\n",
-    "to include in the key.\n",
-    "BIDS base file names are constructed of entity *name*-*value* pairs separated\n",
-    "by underbars and followed by an ending *_suffix*.\n",
-    "\n",
-    "For a file name `sub-001_ses-3_task-target_run-01_events.tsv`,\n",
-    "the tuple ('sub', 'task') gives a key of `sub-001_task-target`,\n",
-    "while the tuple ('sub', 'ses', 'run) gives a key of `sub-001_ses-3_run-01`.\n",
-    "The use of dictionaries of file names with such keys makes it\n",
-    "easier to associate related files in the BIDS naming structure.\n",
-    "\n",
-    "The setup requires the setting of the following variables for your dataset:\n",
-    "\n",
-    "| Variable | Purpose |\n",
-    "| -------- | ------- |\n",
-    "| bids_root_path | Full path to root directory of dataset.|\n",
-    "| exclude_dirs | List of directories to exclude when constructing file lists. |\n",
-    "| entities  | Tuple of entity names used to construct a unique keys representing filenames. <br>(See [Dictionaries of filenames](https://hed-examples.readthedocs.io/en/latest/HedInPython.html#dictionaries-of-filenames-anchor) for examples of how to choose the keys.)|\n",
-    "| bids_skip_columns  |  List of column names in the `events.tsv` files to skip in the analysis. |\n",
-    "| eeg_skip_columns  | List of column names in the `eventstemp.tsv` files form EEG.events to skip in analysis.|\n",
-    "| log_name | Name of the log file (saved in the `code/curation_logs` subdirectory). |"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "Bids event files has 131 event files\n",
-      "EEG event files has 131 event files\n",
-      "\n",
-      "Bids event files event files (131 files)\n",
-      "sub-01_ses-01_run-1: sub-01_ses-01_task-DriveWithSpeedChange_run-1_events.tsv\n",
-      "sub-02_ses-01_run-1: sub-02_ses-01_task-DriveWithSpeedChange_run-1_events.tsv\n",
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-      "\n",
-      "EEG event files event files (131 files)\n",
-      "sub-01_ses-01_run-1: sub-01_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv\n",
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-      "sub-33_ses-01_run-1: sub-33_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv\n",
-      "sub-34_ses-01_run-1: sub-34_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv\n",
-      "sub-35_ses-01_run-1: sub-35_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv\n",
-      "sub-36_ses-01_run-1: sub-36_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv\n",
-      "sub-37_ses-01_run-1: sub-37_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv\n",
-      "sub-38_ses-01_run-1: sub-38_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv\n",
-      "sub-39_ses-01_run-1: sub-39_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv\n",
-      "sub-40_ses-01_run-1: sub-40_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv\n",
-      "sub-41_ses-01_run-1: sub-41_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv\n",
-      "sub-42_ses-01_run-1: sub-42_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv\n",
-      "sub-43_ses-01_run-1: sub-43_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv\n",
-      "sub-44_ses-01_run-1: sub-44_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv\n",
-      "sub-45_ses-01_run-1: sub-45_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv\n",
-      "sub-46_ses-01_run-1: sub-46_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv\n",
-      "sub-47_ses-01_run-1: sub-47_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv\n",
-      "sub-48_ses-01_run-1: sub-48_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv\n",
-      "sub-49_ses-01_run-1: sub-49_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv\n",
-      "sub-50_ses-01_run-1: sub-50_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv\n",
-      "sub-51_ses-01_run-1: sub-51_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv\n",
-      "sub-52_ses-01_run-1: sub-52_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv\n",
-      "sub-53_ses-01_run-1: sub-53_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv\n",
-      "sub-53_ses-02_run-1: sub-53_ses-02_task-DriveWithSpeedChange_run-1_eventstemp.tsv\n",
-      "sub-54_ses-01_run-1: sub-54_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv\n",
-      "sub-55_ses-01_run-1: sub-55_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv\n",
-      "sub-56_ses-01_run-1: sub-56_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv\n",
-      "sub-57_ses-01_run-1: sub-57_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv\n",
-      "sub-58_ses-01_run-1: sub-58_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv\n",
-      "sub-59_ses-01_run-1: sub-59_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv\n",
-      "sub-59_ses-02_run-1: sub-59_ses-02_task-DriveWithSpeedChange_run-1_eventstemp.tsv\n",
-      "sub-60_ses-01_run-1: sub-60_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv\n",
-      "sub-61_ses-01_run-1: sub-61_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv\n",
-      "sub-62_ses-01_run-1: sub-62_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv\n",
-      "sub-63_ses-01_run-1: sub-63_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv\n",
-      "sub-64_ses-01_run-1: sub-64_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv\n",
-      "sub-65_ses-01_run-1: sub-65_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv\n",
-      "sub-65_ses-02_run-1: sub-65_ses-02_task-DriveWithSpeedChange_run-1_eventstemp.tsv\n",
-      "sub-66_ses-01_run-1: sub-66_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv\n",
-      "sub-67_ses-01_run-1: sub-67_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv\n",
-      "sub-68_ses-01_run-1: sub-68_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv\n",
-      "sub-69_ses-01_run-1: sub-69_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv\n",
-      "sub-70_ses-01_run-1: sub-70_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv\n",
-      "sub-70_ses-02_run-1: sub-70_ses-02_task-DriveWithSpeedChange_run-1_eventstemp.tsv\n",
-      "sub-71_ses-01_run-1: sub-71_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv\n",
-      "sub-72_ses-01_run-1: sub-72_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv\n",
-      "sub-73_ses-01_run-1: sub-73_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv\n",
-      "sub-73_ses-02_run-1: sub-73_ses-02_task-DriveWithSpeedChange_run-1_eventstemp.tsv\n",
-      "sub-74_ses-01_run-1: sub-74_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv\n",
-      "sub-74_ses-02_run-1: sub-74_ses-02_task-DriveWithSpeedChange_run-1_eventstemp.tsv\n",
-      "sub-75_ses-01_run-1: sub-75_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv\n",
-      "sub-75_ses-02_run-1: sub-75_ses-02_task-DriveWithSpeedChange_run-1_eventstemp.tsv\n",
-      "sub-76_ses-01_run-1: sub-76_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv\n",
-      "sub-77_ses-01_run-1: sub-77_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv\n",
-      "sub-77_ses-01_run-2: sub-77_ses-01_task-DriveWithSpeedChange_run-2_eventstemp.tsv\n",
-      "sub-77_ses-02_run-1: sub-77_ses-02_task-DriveWithSpeedChange_run-1_eventstemp.tsv\n",
-      "sub-77_ses-02_run-2: sub-77_ses-02_task-DriveWithSpeedChange_run-2_eventstemp.tsv\n",
-      "sub-78_ses-01_run-1: sub-78_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv\n",
-      "sub-79_ses-01_run-1: sub-79_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv\n",
-      "sub-80_ses-01_run-1: sub-80_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv\n",
-      "sub-81_ses-01_run-1: sub-81_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv\n",
-      "sub-81_ses-02_run-1: sub-81_ses-02_task-DriveWithSpeedChange_run-1_eventstemp.tsv\n",
-      "sub-82_ses-01_run-1: sub-82_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv\n",
-      "sub-83_ses-01_run-1: sub-83_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv\n",
-      "sub-83_ses-01_run-2: sub-83_ses-01_task-DriveWithSpeedChange_run-2_eventstemp.tsv\n",
-      "sub-83_ses-02_run-1: sub-83_ses-02_task-DriveWithSpeedChange_run-1_eventstemp.tsv\n",
-      "sub-84_ses-01_run-1: sub-84_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv\n",
-      "sub-84_ses-02_run-1: sub-84_ses-02_task-DriveWithSpeedChange_run-1_eventstemp.tsv\n",
-      "sub-85_ses-01_run-1: sub-85_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv\n",
-      "sub-86_ses-01_run-1: sub-86_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv\n",
-      "sub-86_ses-02_run-1: sub-86_ses-02_task-DriveWithSpeedChange_run-1_eventstemp.tsv\n",
-      "sub-87_ses-01_run-1: sub-87_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv\n",
-      "sub-88_ses-01_run-1: sub-88_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv\n",
-      "sub-89_ses-01_run-1: sub-89_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv\n",
-      "sub-90_ses-01_run-1: sub-90_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv\n",
-      "sub-91_ses-01_run-1: sub-91_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv\n",
-      "sub-92_ses-01_run-1: sub-92_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv\n",
-      "sub-93_ses-01_run-1: sub-93_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv\n",
-      "sub-93_ses-02_run-1: sub-93_ses-02_task-DriveWithSpeedChange_run-1_eventstemp.tsv\n",
-      "sub-93_ses-03_run-1: sub-93_ses-03_task-DriveWithSpeedChange_run-1_eventstemp.tsv\n",
-      "sub-94_ses-01_run-1: sub-94_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv\n",
-      "sub-95_ses-01_run-1: sub-95_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv\n",
-      "sub-96_ses-01_run-1: sub-96_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv\n",
-      "sub-96_ses-02_run-1: sub-96_ses-02_task-DriveWithSpeedChange_run-1_eventstemp.tsv\n",
-      "sub-97_ses-01_run-1: sub-97_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv\n",
-      "sub-98_ses-01_run-1: sub-98_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv\n",
-      "sub-99_ses-01_run-1: sub-99_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv\n",
-      "sub-99_ses-02_run-1: sub-99_ses-02_task-DriveWithSpeedChange_run-1_eventstemp.tsv\n",
-      "\n",
-      "Bids event files event file columns:\n",
-      "Bids event files: [1282 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1227 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1189 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1191 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1106 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1134 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [971 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1127 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1400 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1367 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1611 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1516 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1532 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1550 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1614 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1363 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1432 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [135 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1629 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1495 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1371 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1622 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1488 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1095 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1103 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1093 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1185 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1110 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1103 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1124 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1065 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1133 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1115 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1073 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1195 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [873 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1015 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1016 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [916 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [837 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [988 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [828 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1064 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1013 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [892 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [958 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1011 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1041 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [904 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1028 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [918 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1025 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [912 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [762 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [992 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1018 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1109 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [811 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [815 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [906 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1032 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1057 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [987 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1564 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1663 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1457 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1406 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1459 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1459 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1528 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1496 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1454 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1604 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1609 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1432 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1568 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1466 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1559 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1514 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1627 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1639 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1574 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1416 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1561 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1522 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1589 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1565 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1461 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1167 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1436 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1433 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1455 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1479 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1602 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1622 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1412 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [730 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [730 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [963 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [963 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1460 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1476 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1560 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1515 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1498 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [242 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1123 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1123 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1474 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1487 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1352 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1268 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1560 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1572 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1610 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1710 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1532 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1529 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1337 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1494 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1574 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1545 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1591 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1580 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1433 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1492 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1455 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1261 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1498 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1610 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1669 events] ['onset', 'duration', 'event_code']\n",
-      "EEG event files: [1282 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1227 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1189 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1191 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1106 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1134 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [971 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1127 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1400 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1367 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1611 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1516 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1532 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1550 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1614 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1363 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1432 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [135 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1629 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1495 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1371 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1622 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1488 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1095 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1103 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1093 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1185 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1110 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1103 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1124 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1065 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1133 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1115 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1073 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1195 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [873 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1015 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1016 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [916 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [837 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [988 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [828 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1064 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1013 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [892 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [958 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1011 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1041 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [904 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1028 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [918 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1025 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [912 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [762 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [992 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1018 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1109 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [811 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [815 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [906 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1032 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1057 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [987 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1564 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1663 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1457 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1406 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1459 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1459 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1528 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1496 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1454 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1604 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1609 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1432 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1568 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1466 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1559 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1514 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1627 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1639 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1574 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1416 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1561 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1522 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1589 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1565 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1461 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1167 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1436 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1433 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1455 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1479 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1602 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1622 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1412 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [725 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [730 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [497 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [963 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1460 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1476 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1560 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1515 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1498 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [242 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [316 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1123 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1474 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1487 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1352 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1268 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1560 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1572 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1610 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1710 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1532 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1529 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1337 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1494 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1574 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1545 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1591 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1580 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1433 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1492 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1455 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1261 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1498 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1610 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1669 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "\n",
-      "The number of Bids event files events and EEG event files eventsdiffer for the following files:\n",
-      "The Bids event files file has 730 rows and the EEG event files event file has 725 rows\n",
-      "The Bids event files file has 963 rows and the EEG event files event file has 497 rows\n",
-      "The Bids event files file has 1123 rows and the EEG event files event file has 316 rows\n",
-      "\n",
-      "\n",
-      "\n",
-      "Summary of all BIDS events files:\n",
-      "Summary for column dictionary :\n",
-      "   Categorical columns (2):\n",
-      "      duration (1 distinct values):\n",
-      "         n/a: 168288\n",
-      "      event_code (28 distinct values):\n",
-      "         1111: 15771\n",
-      "         1112: 15771\n",
-      "         1121: 15690\n",
-      "         1122: 15690\n",
-      "         1211: 542\n",
-      "         1212: 538\n",
-      "         2611: 109\n",
-      "         2612: 109\n",
-      "         2621: 1755\n",
-      "         2622: 1754\n",
-      "         3111: 125\n",
-      "         3112: 127\n",
-      "         3200: 10192\n",
-      "         3310: 131\n",
-      "         4200: 4\n",
-      "         4210: 14075\n",
-      "         4220: 5361\n",
-      "         4230: 8838\n",
-      "         4311: 31100\n",
-      "         4312: 30562\n",
-      "         4411: 5\n",
-      "         4421: 5\n",
-      "         5221: 1\n",
-      "         5222: 3\n",
-      "         5231: 1\n",
-      "         5232: 7\n",
-      "         5241: 9\n",
-      "         5242: 13\n",
-      "   Value columns (0):\n",
-      "\n",
-      "Summary of all EEG.set events files:\n",
-      "Summary for column dictionary :\n",
-      "   Categorical columns (1):\n",
-      "      type (28 distinct values):\n",
-      "         1111: 15641\n",
-      "         1112: 15641\n",
-      "         1121: 15585\n",
-      "         1122: 15585\n",
-      "         1211: 537\n",
-      "         1212: 534\n",
-      "         2611: 109\n",
-      "         2612: 109\n",
-      "         2621: 1755\n",
-      "         2622: 1754\n",
-      "         3111: 128\n",
-      "         3112: 125\n",
-      "         3200: 10119\n",
-      "         3310: 131\n",
-      "         4200: 4\n",
-      "         4210: 13924\n",
-      "         4220: 5286\n",
-      "         4230: 8760\n",
-      "         4311: 30882\n",
-      "         4312: 30357\n",
-      "         4411: 5\n",
-      "         4421: 5\n",
-      "         5221: 2\n",
-      "         5222: 2\n",
-      "         5231: 4\n",
-      "         5232: 4\n",
-      "         5241: 11\n",
-      "         5242: 11\n",
-      "   Value columns (0):\n",
-      "\n",
-      "\n",
-      "Log output:\n",
-      "bcit_baseline_driving_01_initial_summary_log: Level None\n",
-      "overall:\n",
-      "\t[ Bids event files has 131 event files]\n",
-      "\t[ EEG event files has 131 event files]\n",
-      "sub-01_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-01_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-01_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1282 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1282 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-02_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-02_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-02_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1227 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1227 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-03_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-03_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-03_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1189 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1189 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-04_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-04_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-04_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1191 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1191 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-05_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-05_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-05_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1106 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1106 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-06_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-06_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-06_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1134 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1134 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-07_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-07_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-07_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [971 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [971 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-08_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-08_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-08_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1127 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1127 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-09_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-09_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-09_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1400 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1400 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-10_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-10_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-10_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1367 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1367 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-100_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-100_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-100_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1611 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1611 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-101_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-101_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-101_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1516 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1516 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-102_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-102_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-102_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1532 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1532 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-102_ses-02_run-1:\n",
-      "\t[ Bids event files: sub-102_ses-02_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-102_ses-02_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1550 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1550 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-103_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-103_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-103_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1614 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1614 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-103_ses-02_run-1:\n",
-      "\t[ Bids event files: sub-103_ses-02_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-103_ses-02_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1363 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1363 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-104_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-104_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-104_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1432 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1432 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-105_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-105_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-105_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [135 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [135 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-106_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-106_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-106_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1629 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1629 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-107_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-107_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-107_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1495 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1495 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-108_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-108_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-108_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1371 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1371 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-108_ses-02_run-1:\n",
-      "\t[ Bids event files: sub-108_ses-02_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-108_ses-02_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1622 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1622 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-109_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-109_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-109_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1488 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1488 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-11_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-11_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-11_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1095 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1095 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-12_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-12_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-12_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1103 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1103 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-13_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-13_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-13_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1093 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1093 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-14_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-14_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-14_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1185 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1185 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-15_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-15_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-15_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1110 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1110 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-16_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-16_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-16_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1103 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1103 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-17_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-17_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-17_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1124 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1124 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-18_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-18_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-18_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1065 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1065 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-19_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-19_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-19_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1133 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1133 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-20_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-20_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-20_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1115 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1115 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-21_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-21_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-21_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1073 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1073 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-22_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-22_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-22_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1195 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1195 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-23_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-23_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-23_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [873 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [873 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-24_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-24_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-24_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1015 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1015 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-25_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-25_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-25_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1016 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1016 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-26_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-26_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-26_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [916 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [916 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-27_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-27_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-27_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [837 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [837 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-28_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-28_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-28_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [988 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [988 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-29_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-29_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-29_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [828 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [828 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-30_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-30_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-30_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1064 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1064 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-31_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-31_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-31_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1013 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1013 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-32_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-32_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-32_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [892 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [892 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-33_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-33_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-33_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [958 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [958 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-34_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-34_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-34_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1011 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1011 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-35_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-35_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-35_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1041 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1041 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-36_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-36_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-36_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [904 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [904 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-37_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-37_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-37_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1028 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1028 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-38_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-38_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-38_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [918 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [918 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-39_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-39_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-39_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1025 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1025 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-40_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-40_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-40_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [912 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [912 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-41_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-41_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-41_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [762 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [762 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-42_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-42_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-42_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [992 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [992 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-43_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-43_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-43_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1018 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1018 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-44_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-44_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-44_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1109 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1109 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-45_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-45_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-45_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [811 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [811 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-46_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-46_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-46_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [815 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [815 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-47_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-47_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-47_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [906 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [906 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-48_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-48_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-48_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1032 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1032 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-49_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-49_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-49_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1057 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1057 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-50_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-50_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-50_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [987 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [987 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-51_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-51_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-51_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1564 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1564 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-52_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-52_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-52_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1663 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1663 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-53_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-53_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-53_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1457 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1457 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-53_ses-02_run-1:\n",
-      "\t[ Bids event files: sub-53_ses-02_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-53_ses-02_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1406 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1406 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-54_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-54_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-54_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1459 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1459 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-55_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-55_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-55_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1459 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1459 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-56_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-56_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-56_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1528 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1528 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-57_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-57_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-57_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1496 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1496 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-58_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-58_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-58_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1454 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1454 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-59_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-59_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-59_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1604 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1604 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-59_ses-02_run-1:\n",
-      "\t[ Bids event files: sub-59_ses-02_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-59_ses-02_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1609 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1609 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-60_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-60_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-60_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1432 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1432 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-61_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-61_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-61_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1568 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1568 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-62_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-62_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-62_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1466 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1466 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-63_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-63_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-63_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1559 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1559 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-64_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-64_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-64_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1514 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1514 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-65_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-65_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-65_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1627 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1627 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-65_ses-02_run-1:\n",
-      "\t[ Bids event files: sub-65_ses-02_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-65_ses-02_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1639 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1639 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-66_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-66_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-66_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1574 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1574 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-67_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-67_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-67_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1416 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1416 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-68_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-68_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-68_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1561 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1561 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-69_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-69_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-69_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1522 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1522 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-70_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-70_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-70_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1589 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1589 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-70_ses-02_run-1:\n",
-      "\t[ Bids event files: sub-70_ses-02_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-70_ses-02_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1565 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1565 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-71_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-71_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-71_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1461 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1461 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-72_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-72_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-72_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1167 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1167 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-73_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-73_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-73_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1436 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1436 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-73_ses-02_run-1:\n",
-      "\t[ Bids event files: sub-73_ses-02_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-73_ses-02_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1433 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1433 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-74_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-74_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-74_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1455 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1455 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-74_ses-02_run-1:\n",
-      "\t[ Bids event files: sub-74_ses-02_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-74_ses-02_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1479 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1479 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-75_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-75_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-75_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1602 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1602 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-75_ses-02_run-1:\n",
-      "\t[ Bids event files: sub-75_ses-02_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-75_ses-02_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1622 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1622 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-76_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-76_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-76_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1412 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1412 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-77_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-77_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-77_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [730 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [725 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "\t[ERROR The Bids event files file has 730 rows and the EEG event files event file has 725 rows]\n",
-      "sub-77_ses-01_run-2:\n",
-      "\t[ Bids event files: sub-77_ses-01_task-DriveWithSpeedChange_run-2_events.tsv]\n",
-      "\t[ EEG event files: sub-77_ses-01_task-DriveWithSpeedChange_run-2_eventstemp.tsv]\n",
-      "\t[ Bids event files: [730 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [730 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-77_ses-02_run-1:\n",
-      "\t[ Bids event files: sub-77_ses-02_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-77_ses-02_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [963 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [497 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "\t[ERROR The Bids event files file has 963 rows and the EEG event files event file has 497 rows]\n",
-      "sub-77_ses-02_run-2:\n",
-      "\t[ Bids event files: sub-77_ses-02_task-DriveWithSpeedChange_run-2_events.tsv]\n",
-      "\t[ EEG event files: sub-77_ses-02_task-DriveWithSpeedChange_run-2_eventstemp.tsv]\n",
-      "\t[ Bids event files: [963 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [963 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-78_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-78_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-78_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1460 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1460 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-79_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-79_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-79_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1476 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1476 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-80_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-80_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-80_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1560 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1560 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-81_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-81_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-81_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1515 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1515 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-81_ses-02_run-1:\n",
-      "\t[ Bids event files: sub-81_ses-02_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-81_ses-02_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1498 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1498 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-82_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-82_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-82_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [242 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [242 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-83_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-83_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-83_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1123 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [316 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "\t[ERROR The Bids event files file has 1123 rows and the EEG event files event file has 316 rows]\n",
-      "sub-83_ses-01_run-2:\n",
-      "\t[ Bids event files: sub-83_ses-01_task-DriveWithSpeedChange_run-2_events.tsv]\n",
-      "\t[ EEG event files: sub-83_ses-01_task-DriveWithSpeedChange_run-2_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1123 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1123 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-83_ses-02_run-1:\n",
-      "\t[ Bids event files: sub-83_ses-02_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-83_ses-02_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1474 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1474 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-84_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-84_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-84_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1487 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1487 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-84_ses-02_run-1:\n",
-      "\t[ Bids event files: sub-84_ses-02_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-84_ses-02_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1352 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1352 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-85_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-85_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-85_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1268 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1268 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-86_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-86_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-86_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1560 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1560 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-86_ses-02_run-1:\n",
-      "\t[ Bids event files: sub-86_ses-02_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-86_ses-02_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1572 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1572 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-87_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-87_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-87_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1610 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1610 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-88_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-88_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-88_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1710 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1710 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-89_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-89_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-89_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1532 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1532 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-90_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-90_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-90_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1529 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1529 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-91_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-91_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-91_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1337 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1337 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-92_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-92_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-92_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1494 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1494 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-93_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-93_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-93_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1574 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1574 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-93_ses-02_run-1:\n",
-      "\t[ Bids event files: sub-93_ses-02_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-93_ses-02_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1545 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1545 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-93_ses-03_run-1:\n",
-      "\t[ Bids event files: sub-93_ses-03_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-93_ses-03_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1591 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1591 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-94_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-94_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-94_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1580 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1580 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-95_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-95_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-95_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1433 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1433 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-96_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-96_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-96_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1492 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1492 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-96_ses-02_run-1:\n",
-      "\t[ Bids event files: sub-96_ses-02_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-96_ses-02_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1455 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1455 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-97_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-97_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-97_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1261 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1261 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-98_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-98_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-98_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1498 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1498 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-99_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-99_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-99_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1610 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1610 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-99_ses-02_run-1:\n",
-      "\t[ Bids event files: sub-99_ses-02_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-99_ses-02_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1669 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1669 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "\n",
-      "\n",
-      "ERROR Summary:\n",
-      "bcit_baseline_driving_01_initial_summary_log: Level ERROR\n",
-      "overall:\n",
-      "sub-01_ses-01_run-1:\n",
-      "sub-02_ses-01_run-1:\n",
-      "sub-03_ses-01_run-1:\n",
-      "sub-04_ses-01_run-1:\n",
-      "sub-05_ses-01_run-1:\n",
-      "sub-06_ses-01_run-1:\n",
-      "sub-07_ses-01_run-1:\n",
-      "sub-08_ses-01_run-1:\n",
-      "sub-09_ses-01_run-1:\n",
-      "sub-10_ses-01_run-1:\n",
-      "sub-100_ses-01_run-1:\n",
-      "sub-101_ses-01_run-1:\n",
-      "sub-102_ses-01_run-1:\n",
-      "sub-102_ses-02_run-1:\n",
-      "sub-103_ses-01_run-1:\n",
-      "sub-103_ses-02_run-1:\n",
-      "sub-104_ses-01_run-1:\n",
-      "sub-105_ses-01_run-1:\n",
-      "sub-106_ses-01_run-1:\n",
-      "sub-107_ses-01_run-1:\n",
-      "sub-108_ses-01_run-1:\n",
-      "sub-108_ses-02_run-1:\n",
-      "sub-109_ses-01_run-1:\n",
-      "sub-11_ses-01_run-1:\n",
-      "sub-12_ses-01_run-1:\n",
-      "sub-13_ses-01_run-1:\n",
-      "sub-14_ses-01_run-1:\n",
-      "sub-15_ses-01_run-1:\n",
-      "sub-16_ses-01_run-1:\n",
-      "sub-17_ses-01_run-1:\n",
-      "sub-18_ses-01_run-1:\n",
-      "sub-19_ses-01_run-1:\n",
-      "sub-20_ses-01_run-1:\n",
-      "sub-21_ses-01_run-1:\n",
-      "sub-22_ses-01_run-1:\n",
-      "sub-23_ses-01_run-1:\n",
-      "sub-24_ses-01_run-1:\n",
-      "sub-25_ses-01_run-1:\n",
-      "sub-26_ses-01_run-1:\n",
-      "sub-27_ses-01_run-1:\n",
-      "sub-28_ses-01_run-1:\n",
-      "sub-29_ses-01_run-1:\n",
-      "sub-30_ses-01_run-1:\n",
-      "sub-31_ses-01_run-1:\n",
-      "sub-32_ses-01_run-1:\n",
-      "sub-33_ses-01_run-1:\n",
-      "sub-34_ses-01_run-1:\n",
-      "sub-35_ses-01_run-1:\n",
-      "sub-36_ses-01_run-1:\n",
-      "sub-37_ses-01_run-1:\n",
-      "sub-38_ses-01_run-1:\n",
-      "sub-39_ses-01_run-1:\n",
-      "sub-40_ses-01_run-1:\n",
-      "sub-41_ses-01_run-1:\n",
-      "sub-42_ses-01_run-1:\n",
-      "sub-43_ses-01_run-1:\n",
-      "sub-44_ses-01_run-1:\n",
-      "sub-45_ses-01_run-1:\n",
-      "sub-46_ses-01_run-1:\n",
-      "sub-47_ses-01_run-1:\n",
-      "sub-48_ses-01_run-1:\n",
-      "sub-49_ses-01_run-1:\n",
-      "sub-50_ses-01_run-1:\n",
-      "sub-51_ses-01_run-1:\n",
-      "sub-52_ses-01_run-1:\n",
-      "sub-53_ses-01_run-1:\n",
-      "sub-53_ses-02_run-1:\n",
-      "sub-54_ses-01_run-1:\n",
-      "sub-55_ses-01_run-1:\n",
-      "sub-56_ses-01_run-1:\n",
-      "sub-57_ses-01_run-1:\n",
-      "sub-58_ses-01_run-1:\n",
-      "sub-59_ses-01_run-1:\n",
-      "sub-59_ses-02_run-1:\n",
-      "sub-60_ses-01_run-1:\n",
-      "sub-61_ses-01_run-1:\n",
-      "sub-62_ses-01_run-1:\n",
-      "sub-63_ses-01_run-1:\n",
-      "sub-64_ses-01_run-1:\n",
-      "sub-65_ses-01_run-1:\n",
-      "sub-65_ses-02_run-1:\n",
-      "sub-66_ses-01_run-1:\n",
-      "sub-67_ses-01_run-1:\n",
-      "sub-68_ses-01_run-1:\n",
-      "sub-69_ses-01_run-1:\n",
-      "sub-70_ses-01_run-1:\n",
-      "sub-70_ses-02_run-1:\n",
-      "sub-71_ses-01_run-1:\n",
-      "sub-72_ses-01_run-1:\n",
-      "sub-73_ses-01_run-1:\n",
-      "sub-73_ses-02_run-1:\n",
-      "sub-74_ses-01_run-1:\n",
-      "sub-74_ses-02_run-1:\n",
-      "sub-75_ses-01_run-1:\n",
-      "sub-75_ses-02_run-1:\n",
-      "sub-76_ses-01_run-1:\n",
-      "sub-77_ses-01_run-1:\n",
-      "\t[ERROR The Bids event files file has 730 rows and the EEG event files event file has 725 rows]\n",
-      "sub-77_ses-01_run-2:\n",
-      "sub-77_ses-02_run-1:\n",
-      "\t[ERROR The Bids event files file has 963 rows and the EEG event files event file has 497 rows]\n",
-      "sub-77_ses-02_run-2:\n",
-      "sub-78_ses-01_run-1:\n",
-      "sub-79_ses-01_run-1:\n",
-      "sub-80_ses-01_run-1:\n",
-      "sub-81_ses-01_run-1:\n",
-      "sub-81_ses-02_run-1:\n",
-      "sub-82_ses-01_run-1:\n",
-      "sub-83_ses-01_run-1:\n",
-      "\t[ERROR The Bids event files file has 1123 rows and the EEG event files event file has 316 rows]\n",
-      "sub-83_ses-01_run-2:\n",
-      "sub-83_ses-02_run-1:\n",
-      "sub-84_ses-01_run-1:\n",
-      "sub-84_ses-02_run-1:\n",
-      "sub-85_ses-01_run-1:\n",
-      "sub-86_ses-01_run-1:\n",
-      "sub-86_ses-02_run-1:\n",
-      "sub-87_ses-01_run-1:\n",
-      "sub-88_ses-01_run-1:\n",
-      "sub-89_ses-01_run-1:\n",
-      "sub-90_ses-01_run-1:\n",
-      "sub-91_ses-01_run-1:\n",
-      "sub-92_ses-01_run-1:\n",
-      "sub-93_ses-01_run-1:\n",
-      "sub-93_ses-02_run-1:\n",
-      "sub-93_ses-03_run-1:\n",
-      "sub-94_ses-01_run-1:\n",
-      "sub-95_ses-01_run-1:\n",
-      "sub-96_ses-01_run-1:\n",
-      "sub-96_ses-02_run-1:\n",
-      "sub-97_ses-01_run-1:\n",
-      "sub-98_ses-01_run-1:\n",
-      "sub-99_ses-01_run-1:\n",
-      "sub-99_ses-02_run-1:\n"
-     ]
-    }
-   ],
-   "source": [
-    "import os\n",
-    "import datetime\n",
-    "from hed.tools import BidsTabularDictionary, BidsTabularSummary, HedLogger, report_diffs\n",
-    "from hed.util import get_file_list\n",
-    "\n",
-    "# Variables to set for the specific dataset\n",
-    "bids_root_path = 'F:/ARLBidsStart/BaselineDrivingWorking'\n",
-    "exclude_dirs = ['sourcedata', 'stimuli', 'code']\n",
-    "entities = ('sub', 'ses', 'run')\n",
-    "bids_skip_columns = ['onset']\n",
-    "eeg_skip_columns = ['latency', 'urevent', 'usertags']\n",
-    "log_name = 'bcit_baseline_driving_01_initial_summary_log'\n",
-    "\n",
-    "# Set up the logger\n",
-    "log_file_name = f\"code/curation_logs/{log_name}.txt\"\n",
-    "logger = HedLogger(name=log_name)\n",
-    "\n",
-    "# Construct the event file dictionaries for the BIDS and for EEG.event files\n",
-    "files_bids = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_events\", exclude_dirs=exclude_dirs)\n",
-    "bids_dict = BidsTabularDictionary(\"Bids event files\", files_bids, entities=entities)\n",
-    "files_eeg = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_eventstemp\", exclude_dirs=exclude_dirs)\n",
-    "eeg_dict = BidsTabularDictionary(\"EEG event files\", files_eeg, entities=entities)\n",
-    "\n",
-    "# Output a list of files for the two cases and detect differences\n",
-    "print(f\"\\n{report_diffs(bids_dict, eeg_dict, logger)}\\n\\n\")\n",
-    "\n",
-    "# Create summary dictionaries of the original BIDS events files and output column names\n",
-    "bids_sum_all, bids_sum =  BidsTabularSummary.make_combined_dicts(bids_dict, skip_cols=bids_skip_columns)\n",
-    "print(f\"\\nSummary of all BIDS events files:\\n{bids_sum_all}\")\n",
-    "\n",
-    "eeg_sum_all, eeg_sum =  BidsTabularSummary.make_combined_dicts(eeg_dict, skip_cols=eeg_skip_columns)\n",
-    "print(f\"\\nSummary of all EEG.set events files:\\n{eeg_sum_all}\")\n",
-    "\n",
-    "# Output and save the log\n",
-    "log_string = \"\\n\\nLog output:\\n\" + logger.get_log_string()\n",
-    "error_string = \"\\n\\nERROR Summary:\\n\" + logger.get_log_string(level=\"ERROR\")\n",
-    "print(log_string)\n",
-    "print(error_string)\n",
-    "\n",
-    "save_path = os.path.join(bids_root_path, log_file_name)\n",
-    "with open(save_path, \"w\") as fp:\n",
-    "    fp.write(f\"{log_file_name} {datetime.datetime.now()}\\n\")\n",
-    "    fp.write(f\"\\n{bids_sum_all}\\n\")\n",
-    "    fp.write(f\"\\n{eeg_sum_all}\\n\")\n",
-    "    fp.write(log_string)\n",
-    "    fp.write(error_string)"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Set up the variables for producing a summary and construct dictionaries\n"
-    }
-   }
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 2
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
\ No newline at end of file
diff --git a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_baseline_driving/bcit_baseline_driving_02_initial_combination.ipynb b/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_baseline_driving/bcit_baseline_driving_02_initial_combination.ipynb
deleted file mode 100644
index 96fe371..0000000
--- a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_baseline_driving/bcit_baseline_driving_02_initial_combination.ipynb
+++ /dev/null
@@ -1,1581 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "source": [
-    "## Produce a consolidated events file for BCIT Baseline Driving\n",
-    "\n",
-    "A copy of the EEG.event structure is dumped to the dataset as `events_temp.tsv` files.\n",
-    "The `bcit_baseline_driving_01_initial_summary.ipynb` has already been run.\n",
-    "Manual review has confirmed that either both versions of the event files have the same\n",
-    "number of events or that the session had two runs and due to a bug in `ess2bids`,\n",
-    "the `events.tsv` file for run 1 is actually a copy of the `events.tsv` file from run 2.\n",
-    "\n",
-    "This notebook creates a `eventstemp1.tsv` for each:\n",
-    "1. Read the eeg events.\n",
-    "2. Remove unwanted columns and add `onset` and `duration` columns.\n",
-    "3. Reorder the columns to the `final_column_order`.\n",
-    "4. Replace all empty string and NaN entries with n/a.\n",
-    "5. Save as `_eventstemp1.tsv`."
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   }
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "\n",
-      "Log output:\n",
-      ": Level None\n",
-      "sub-01_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-01_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 2048.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-01_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "sub-02_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-02_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 2048.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-02_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "sub-03_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-03_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 2048.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-03_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "sub-04_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-04_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 2048.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-04_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "sub-05_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-05_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 2048.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-05_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "sub-06_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-06_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 2048.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-06_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "sub-07_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-07_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 2048.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-07_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "sub-08_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-08_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 2048.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-08_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "sub-09_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-09_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 2048.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-09_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "sub-10_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-10_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 2048.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-10_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "sub-100_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-100_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-100_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "sub-101_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-101_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-101_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "sub-102_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-102_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-102_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "sub-102_ses-02_run-1:\n",
-      "\t[ Created a dataframe for sub-102_ses-02_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-102_ses-02_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "sub-103_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-103_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-103_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "sub-103_ses-02_run-1:\n",
-      "\t[ Created a dataframe for sub-103_ses-02_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-103_ses-02_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "sub-104_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-104_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-104_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "sub-105_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-105_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-105_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "sub-106_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-106_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-106_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "sub-107_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-107_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-107_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "sub-108_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-108_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-108_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "sub-108_ses-02_run-1:\n",
-      "\t[ Created a dataframe for sub-108_ses-02_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-108_ses-02_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "sub-109_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-109_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-109_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "sub-11_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-11_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 2048.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-11_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "sub-12_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-12_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 2048.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-12_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "sub-13_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-13_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 2048.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-13_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "sub-14_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-14_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 2048.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-14_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "sub-15_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-15_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 2048.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-15_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "sub-16_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-16_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 2048.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-16_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "sub-17_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-17_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 2048.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-17_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "sub-18_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-18_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 2048.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-18_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "sub-19_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-19_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 2048.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-19_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "sub-20_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-20_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 2048.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-20_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "sub-21_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-21_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 2048.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-21_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "sub-22_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-22_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 2048.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-22_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "sub-23_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-23_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-23_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "sub-24_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-24_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-24_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "sub-25_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-25_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-25_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "sub-26_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-26_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-26_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "sub-27_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-27_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-27_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "sub-28_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-28_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-28_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "sub-29_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-29_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-29_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "sub-30_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-30_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-30_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "sub-31_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-31_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-31_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "sub-32_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-32_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-32_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "sub-33_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-33_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-33_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "sub-34_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-34_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-34_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "sub-35_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-35_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-35_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "sub-36_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-36_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-36_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "sub-37_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-37_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-37_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "sub-38_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-38_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-38_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "sub-39_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-39_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-39_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "sub-40_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-40_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-40_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "sub-41_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-41_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-41_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "sub-42_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-42_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-42_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "sub-43_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-43_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-43_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "sub-44_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-44_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-44_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "sub-45_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-45_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-45_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "sub-46_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-46_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-46_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "sub-47_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-47_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-47_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "sub-48_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-48_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-48_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "sub-49_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-49_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-49_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "sub-50_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-50_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-50_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "sub-51_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-51_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-51_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "sub-52_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-52_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-52_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "sub-53_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-53_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-53_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "sub-53_ses-02_run-1:\n",
-      "\t[ Created a dataframe for sub-53_ses-02_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-53_ses-02_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "sub-54_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-54_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-54_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "sub-55_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-55_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-55_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "sub-56_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-56_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-56_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "sub-57_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-57_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-57_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "sub-58_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-58_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-58_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "sub-59_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-59_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-59_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "sub-59_ses-02_run-1:\n",
-      "\t[ Created a dataframe for sub-59_ses-02_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-59_ses-02_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "sub-60_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-60_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-60_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "sub-61_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-61_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-61_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "sub-62_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-62_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-62_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "sub-63_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-63_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-63_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "sub-64_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-64_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-64_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "sub-65_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-65_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-65_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "sub-65_ses-02_run-1:\n",
-      "\t[ Created a dataframe for sub-65_ses-02_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-65_ses-02_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "sub-66_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-66_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-66_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "sub-67_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-67_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-67_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "sub-68_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-68_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-68_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "sub-69_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-69_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-69_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "sub-70_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-70_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-70_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "sub-70_ses-02_run-1:\n",
-      "\t[ Created a dataframe for sub-70_ses-02_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-70_ses-02_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "sub-71_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-71_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-71_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "sub-72_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-72_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-72_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "sub-73_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-73_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-73_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "sub-73_ses-02_run-1:\n",
-      "\t[ Created a dataframe for sub-73_ses-02_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-73_ses-02_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "sub-74_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-74_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-74_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "sub-74_ses-02_run-1:\n",
-      "\t[ Created a dataframe for sub-74_ses-02_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-74_ses-02_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "sub-75_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-75_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-75_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "sub-75_ses-02_run-1:\n",
-      "\t[ Created a dataframe for sub-75_ses-02_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-75_ses-02_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "sub-76_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-76_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-76_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "sub-77_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-77_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-77_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "sub-77_ses-01_run-2:\n",
-      "\t[ Created a dataframe for sub-77_ses-01_task-DriveWithSpeedChange_run-2_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-77_ses-01_task-DriveWithSpeedChange_run-2_eventstemp.tsv]\n",
-      "sub-77_ses-02_run-1:\n",
-      "\t[ Created a dataframe for sub-77_ses-02_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-77_ses-02_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "sub-77_ses-02_run-2:\n",
-      "\t[ Created a dataframe for sub-77_ses-02_task-DriveWithSpeedChange_run-2_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-77_ses-02_task-DriveWithSpeedChange_run-2_eventstemp.tsv]\n",
-      "sub-78_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-78_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-78_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "sub-79_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-79_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-79_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "sub-80_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-80_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-80_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "sub-81_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-81_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-81_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "sub-81_ses-02_run-1:\n",
-      "\t[ Created a dataframe for sub-81_ses-02_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-81_ses-02_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "sub-82_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-82_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-82_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "sub-83_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-83_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-83_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "sub-83_ses-01_run-2:\n",
-      "\t[ Created a dataframe for sub-83_ses-01_task-DriveWithSpeedChange_run-2_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-83_ses-01_task-DriveWithSpeedChange_run-2_eventstemp.tsv]\n",
-      "sub-83_ses-02_run-1:\n",
-      "\t[ Created a dataframe for sub-83_ses-02_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-83_ses-02_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "sub-84_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-84_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-84_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "sub-84_ses-02_run-1:\n",
-      "\t[ Created a dataframe for sub-84_ses-02_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-84_ses-02_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "sub-85_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-85_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-85_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "sub-86_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-86_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-86_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "sub-86_ses-02_run-1:\n",
-      "\t[ Created a dataframe for sub-86_ses-02_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-86_ses-02_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "sub-87_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-87_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-87_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "sub-88_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-88_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-88_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "sub-89_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-89_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-89_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "sub-90_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-90_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-90_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "sub-91_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-91_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-91_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "sub-92_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-92_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-92_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "sub-93_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-93_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-93_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "sub-93_ses-02_run-1:\n",
-      "\t[ Created a dataframe for sub-93_ses-02_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-93_ses-02_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "sub-93_ses-03_run-1:\n",
-      "\t[ Created a dataframe for sub-93_ses-03_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-93_ses-03_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "sub-94_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-94_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-94_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "sub-95_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-95_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-95_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "sub-96_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-96_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-96_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "sub-96_ses-02_run-1:\n",
-      "\t[ Created a dataframe for sub-96_ses-02_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-96_ses-02_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "sub-97_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-97_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-97_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "sub-98_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-98_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-98_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "sub-99_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-99_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-99_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "sub-99_ses-02_run-1:\n",
-      "\t[ Created a dataframe for sub-99_ses-02_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-99_ses-02_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\n",
-      "\n",
-      "ERROR Summary:\n",
-      ": Level ERROR\n",
-      "sub-01_ses-01_run-1:\n",
-      "sub-02_ses-01_run-1:\n",
-      "sub-03_ses-01_run-1:\n",
-      "sub-04_ses-01_run-1:\n",
-      "sub-05_ses-01_run-1:\n",
-      "sub-06_ses-01_run-1:\n",
-      "sub-07_ses-01_run-1:\n",
-      "sub-08_ses-01_run-1:\n",
-      "sub-09_ses-01_run-1:\n",
-      "sub-10_ses-01_run-1:\n",
-      "sub-100_ses-01_run-1:\n",
-      "sub-101_ses-01_run-1:\n",
-      "sub-102_ses-01_run-1:\n",
-      "sub-102_ses-02_run-1:\n",
-      "sub-103_ses-01_run-1:\n",
-      "sub-103_ses-02_run-1:\n",
-      "sub-104_ses-01_run-1:\n",
-      "sub-105_ses-01_run-1:\n",
-      "sub-106_ses-01_run-1:\n",
-      "sub-107_ses-01_run-1:\n",
-      "sub-108_ses-01_run-1:\n",
-      "sub-108_ses-02_run-1:\n",
-      "sub-109_ses-01_run-1:\n",
-      "sub-11_ses-01_run-1:\n",
-      "sub-12_ses-01_run-1:\n",
-      "sub-13_ses-01_run-1:\n",
-      "sub-14_ses-01_run-1:\n",
-      "sub-15_ses-01_run-1:\n",
-      "sub-16_ses-01_run-1:\n",
-      "sub-17_ses-01_run-1:\n",
-      "sub-18_ses-01_run-1:\n",
-      "sub-19_ses-01_run-1:\n",
-      "sub-20_ses-01_run-1:\n",
-      "sub-21_ses-01_run-1:\n",
-      "sub-22_ses-01_run-1:\n",
-      "sub-23_ses-01_run-1:\n",
-      "sub-24_ses-01_run-1:\n",
-      "sub-25_ses-01_run-1:\n",
-      "sub-26_ses-01_run-1:\n",
-      "sub-27_ses-01_run-1:\n",
-      "sub-28_ses-01_run-1:\n",
-      "sub-29_ses-01_run-1:\n",
-      "sub-30_ses-01_run-1:\n",
-      "sub-31_ses-01_run-1:\n",
-      "sub-32_ses-01_run-1:\n",
-      "sub-33_ses-01_run-1:\n",
-      "sub-34_ses-01_run-1:\n",
-      "sub-35_ses-01_run-1:\n",
-      "sub-36_ses-01_run-1:\n",
-      "sub-37_ses-01_run-1:\n",
-      "sub-38_ses-01_run-1:\n",
-      "sub-39_ses-01_run-1:\n",
-      "sub-40_ses-01_run-1:\n",
-      "sub-41_ses-01_run-1:\n",
-      "sub-42_ses-01_run-1:\n",
-      "sub-43_ses-01_run-1:\n",
-      "sub-44_ses-01_run-1:\n",
-      "sub-45_ses-01_run-1:\n",
-      "sub-46_ses-01_run-1:\n",
-      "sub-47_ses-01_run-1:\n",
-      "sub-48_ses-01_run-1:\n",
-      "sub-49_ses-01_run-1:\n",
-      "sub-50_ses-01_run-1:\n",
-      "sub-51_ses-01_run-1:\n",
-      "sub-52_ses-01_run-1:\n",
-      "sub-53_ses-01_run-1:\n",
-      "sub-53_ses-02_run-1:\n",
-      "sub-54_ses-01_run-1:\n",
-      "sub-55_ses-01_run-1:\n",
-      "sub-56_ses-01_run-1:\n",
-      "sub-57_ses-01_run-1:\n",
-      "sub-58_ses-01_run-1:\n",
-      "sub-59_ses-01_run-1:\n",
-      "sub-59_ses-02_run-1:\n",
-      "sub-60_ses-01_run-1:\n",
-      "sub-61_ses-01_run-1:\n",
-      "sub-62_ses-01_run-1:\n",
-      "sub-63_ses-01_run-1:\n",
-      "sub-64_ses-01_run-1:\n",
-      "sub-65_ses-01_run-1:\n",
-      "sub-65_ses-02_run-1:\n",
-      "sub-66_ses-01_run-1:\n",
-      "sub-67_ses-01_run-1:\n",
-      "sub-68_ses-01_run-1:\n",
-      "sub-69_ses-01_run-1:\n",
-      "sub-70_ses-01_run-1:\n",
-      "sub-70_ses-02_run-1:\n",
-      "sub-71_ses-01_run-1:\n",
-      "sub-72_ses-01_run-1:\n",
-      "sub-73_ses-01_run-1:\n",
-      "sub-73_ses-02_run-1:\n",
-      "sub-74_ses-01_run-1:\n",
-      "sub-74_ses-02_run-1:\n",
-      "sub-75_ses-01_run-1:\n",
-      "sub-75_ses-02_run-1:\n",
-      "sub-76_ses-01_run-1:\n",
-      "sub-77_ses-01_run-1:\n",
-      "sub-77_ses-01_run-2:\n",
-      "sub-77_ses-02_run-1:\n",
-      "sub-77_ses-02_run-2:\n",
-      "sub-78_ses-01_run-1:\n",
-      "sub-79_ses-01_run-1:\n",
-      "sub-80_ses-01_run-1:\n",
-      "sub-81_ses-01_run-1:\n",
-      "sub-81_ses-02_run-1:\n",
-      "sub-82_ses-01_run-1:\n",
-      "sub-83_ses-01_run-1:\n",
-      "sub-83_ses-01_run-2:\n",
-      "sub-83_ses-02_run-1:\n",
-      "sub-84_ses-01_run-1:\n",
-      "sub-84_ses-02_run-1:\n",
-      "sub-85_ses-01_run-1:\n",
-      "sub-86_ses-01_run-1:\n",
-      "sub-86_ses-02_run-1:\n",
-      "sub-87_ses-01_run-1:\n",
-      "sub-88_ses-01_run-1:\n",
-      "sub-89_ses-01_run-1:\n",
-      "sub-90_ses-01_run-1:\n",
-      "sub-91_ses-01_run-1:\n",
-      "sub-92_ses-01_run-1:\n",
-      "sub-93_ses-01_run-1:\n",
-      "sub-93_ses-02_run-1:\n",
-      "sub-93_ses-03_run-1:\n",
-      "sub-94_ses-01_run-1:\n",
-      "sub-95_ses-01_run-1:\n",
-      "sub-96_ses-01_run-1:\n",
-      "sub-96_ses-02_run-1:\n",
-      "sub-97_ses-01_run-1:\n",
-      "sub-98_ses-01_run-1:\n",
-      "sub-99_ses-01_run-1:\n",
-      "sub-99_ses-02_run-1:\n"
-     ]
-    }
-   ],
-   "source": [
-    "import os\n",
-    "import datetime\n",
-    "from hed.tools import BidsTabularDictionary, HedLogger\n",
-    "from hed.util import get_file_list, get_new_dataframe, get_value_dict, replace_values\n",
-    "\n",
-    "# Variables to set for the specific dataset\n",
-    "bids_root_path = 'F:/ARLBidsStart/BaselineDrivingWorking'\n",
-    "exclude_dirs = ['sourcedata', 'stimuli', 'code']\n",
-    "entities = ('sub', 'ses', 'run')\n",
-    "eeg_drop_columns = ['urevent', 'usertags']\n",
-    "final_column_order = ['onset', 'duration', 'sample', 'value']\n",
-    "log_name = 'bcit_baseline_driving_02_initial_combination_log'\n",
-    "sampling_rate_file = os.path.realpath(os.path.join(bids_root_path, 'code/samplingRates.tsv'))\n",
-    "\n",
-    "# Set up the logger\n",
-    "log_file_name = f\"code/curation_logs/{log_name}.txt\"\n",
-    "logger = HedLogger(name=log_name)\n",
-    "\n",
-    "# Construct the event file dictionaries for the BIDS and for EEG.event files\n",
-    "files_eeg = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_eventstemp\", exclude_dirs=exclude_dirs)\n",
-    "eeg_dict = BidsTabularDictionary(\"EEG event files\", files_eeg, entities=entities)\n",
-    "sampling_dict = get_value_dict(sampling_rate_file)\n",
-    "\n",
-    "# Set up the logger and perform  the operations to combine the two versions of the event files\n",
-    "for key, file, rowcount, column_count in eeg_dict.iter_tsv_info():\n",
-    "    filename = eeg_dict.get_file_path(key)\n",
-    "    df_eeg = get_new_dataframe(filename)\n",
-    "    basename = os.path.basename(filename)\n",
-    "    logger.add(key, f\"Created a dataframe for {basename}\")\n",
-    "\n",
-    "    samplingRate = float(sampling_dict[basename[:-15]])\n",
-    "    logger.add(key, f\"Looked up sampling rate of {samplingRate}\")\n",
-    "\n",
-    "    df_eeg.drop(columns=eeg_drop_columns, inplace=True)\n",
-    "    logger.add(key, f\"Dropped {str(eeg_drop_columns)} drop_columns\")\n",
-    "    df_eeg['onset'] = df_eeg['latency']\n",
-    "    df_eeg['onset'] = df_eeg['onset'].subtract(1.0)\n",
-    "    df_eeg['onset'] = df_eeg['onset'].divide(samplingRate)\n",
-    "    logger.add(key, f\"Calculate onset from latency and add an onset column\")\n",
-    "    df_eeg['duration'] = 'n/a'\n",
-    "    logger.add(key, f\"Add a duration column\")\n",
-    "    df_eeg = df_eeg.rename(columns={\"latency\": \"sample\", \"type\": \"value\"})\n",
-    "    logger.add(key, f\"Rename the latency column as sample and type as value\")\n",
-    "    df_eeg = df_eeg.reindex(columns=final_column_order)\n",
-    "    logger.add(key, f\"Reordered the columns as {str(final_column_order)}\")\n",
-    "    num_replaced = replace_values(df_eeg, values=[' ', 'NaN'], replace_value='n/a')\n",
-    "    logger.add(key, f\"Replaced {num_replaced} blank or NaN values with n/a\")\n",
-    "    filename_out = filename[:-4] + \"1.tsv\"\n",
-    "    df_eeg.to_csv(filename_out, sep='\\t', index=False)\n",
-    "    logger.add(key, f\"Saved as {os.path.basename(filename)}\")\n",
-    "\n",
-    "# Output and save the log\n",
-    "log_string = \"\\n\\nLog output:\\n\" + logger.get_log_string()\n",
-    "error_string = \"\\n\\nERROR Summary:\\n\" + logger.get_log_string(level=\"ERROR\")\n",
-    "print(log_string)\n",
-    "print(error_string)\n",
-    "\n",
-    "save_path = os.path.join(bids_root_path, log_file_name)\n",
-    "with open(save_path, \"w\") as fp:\n",
-    "    fp.write(f\"{log_file_name} {datetime.datetime.now()}\\n\")\n",
-    "    fp.write(log_string)\n",
-    "    fp.write(error_string)"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Setup the structure and column names\n"
-    }
-   }
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 2
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
\ No newline at end of file
diff --git a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_baseline_driving/bcit_baseline_driving_03_remove_files.ipynb b/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_baseline_driving/bcit_baseline_driving_03_remove_files.ipynb
deleted file mode 100644
index ea73445..0000000
--- a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_baseline_driving/bcit_baseline_driving_03_remove_files.ipynb
+++ /dev/null
@@ -1,927 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "collapsed": true,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   },
-   "source": [
-    "## Remove the extra files from BCIT Baseline Driving\n",
-    "\n",
-    "This script assumes that you have copied the BaselineDrivingWorking directory into\n",
-    "the BaselineDrivingWorkingPhaseTwo directory.\n",
-    "\n",
-    "This script removes `_events.tsv` and `_eventstemp.tsv` and then\n",
-    "renames `_eventstemp1.tsv` to `_events.tsv`."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "\n",
-      "Log output:\n",
-      "bcit_baseline_driving_03_remove_files_log: Level None\n",
-      "sub-01_ses-01_run-1:\n",
-      "\t[ Remove sub-01_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ Removed sub-01_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-01_ses-01_task-DriveWithSpeedChange_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-01_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "sub-02_ses-01_run-1:\n",
-      "\t[ Remove sub-02_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ Removed sub-02_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-02_ses-01_task-DriveWithSpeedChange_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-02_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "sub-03_ses-01_run-1:\n",
-      "\t[ Remove sub-03_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ Removed sub-03_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-03_ses-01_task-DriveWithSpeedChange_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-03_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "sub-04_ses-01_run-1:\n",
-      "\t[ Remove sub-04_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ Removed sub-04_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-04_ses-01_task-DriveWithSpeedChange_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-04_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "sub-05_ses-01_run-1:\n",
-      "\t[ Remove sub-05_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ Removed sub-05_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-05_ses-01_task-DriveWithSpeedChange_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-05_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "sub-06_ses-01_run-1:\n",
-      "\t[ Remove sub-06_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ Removed sub-06_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-06_ses-01_task-DriveWithSpeedChange_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-06_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "sub-07_ses-01_run-1:\n",
-      "\t[ Remove sub-07_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ Removed sub-07_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-07_ses-01_task-DriveWithSpeedChange_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-07_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "sub-08_ses-01_run-1:\n",
-      "\t[ Remove sub-08_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ Removed sub-08_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-08_ses-01_task-DriveWithSpeedChange_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-08_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "sub-09_ses-01_run-1:\n",
-      "\t[ Remove sub-09_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ Removed sub-09_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-09_ses-01_task-DriveWithSpeedChange_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-09_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "sub-10_ses-01_run-1:\n",
-      "\t[ Remove sub-10_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ Removed sub-10_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-10_ses-01_task-DriveWithSpeedChange_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-10_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "sub-100_ses-01_run-1:\n",
-      "\t[ Remove sub-100_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ Removed sub-100_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-100_ses-01_task-DriveWithSpeedChange_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-100_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "sub-101_ses-01_run-1:\n",
-      "\t[ Remove sub-101_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ Removed sub-101_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-101_ses-01_task-DriveWithSpeedChange_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-101_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "sub-102_ses-01_run-1:\n",
-      "\t[ Remove sub-102_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ Removed sub-102_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-102_ses-01_task-DriveWithSpeedChange_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-102_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "sub-102_ses-02_run-1:\n",
-      "\t[ Remove sub-102_ses-02_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ Removed sub-102_ses-02_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-102_ses-02_task-DriveWithSpeedChange_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-102_ses-02_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "sub-103_ses-01_run-1:\n",
-      "\t[ Remove sub-103_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ Removed sub-103_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-103_ses-01_task-DriveWithSpeedChange_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-103_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "sub-103_ses-02_run-1:\n",
-      "\t[ Remove sub-103_ses-02_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ Removed sub-103_ses-02_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-103_ses-02_task-DriveWithSpeedChange_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-103_ses-02_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "sub-104_ses-01_run-1:\n",
-      "\t[ Remove sub-104_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ Removed sub-104_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-104_ses-01_task-DriveWithSpeedChange_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-104_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "sub-105_ses-01_run-1:\n",
-      "\t[ Remove sub-105_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ Removed sub-105_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-105_ses-01_task-DriveWithSpeedChange_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-105_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "sub-106_ses-01_run-1:\n",
-      "\t[ Remove sub-106_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ Removed sub-106_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-106_ses-01_task-DriveWithSpeedChange_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-106_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "sub-107_ses-01_run-1:\n",
-      "\t[ Remove sub-107_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ Removed sub-107_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-107_ses-01_task-DriveWithSpeedChange_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-107_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "sub-108_ses-01_run-1:\n",
-      "\t[ Remove sub-108_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ Removed sub-108_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-108_ses-01_task-DriveWithSpeedChange_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-108_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "sub-108_ses-02_run-1:\n",
-      "\t[ Remove sub-108_ses-02_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ Removed sub-108_ses-02_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-108_ses-02_task-DriveWithSpeedChange_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-108_ses-02_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "sub-109_ses-01_run-1:\n",
-      "\t[ Remove sub-109_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ Removed sub-109_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-109_ses-01_task-DriveWithSpeedChange_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-109_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "sub-11_ses-01_run-1:\n",
-      "\t[ Remove sub-11_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ Removed sub-11_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-11_ses-01_task-DriveWithSpeedChange_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-11_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "sub-12_ses-01_run-1:\n",
-      "\t[ Remove sub-12_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ Removed sub-12_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-12_ses-01_task-DriveWithSpeedChange_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-12_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "sub-13_ses-01_run-1:\n",
-      "\t[ Remove sub-13_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ Removed sub-13_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-13_ses-01_task-DriveWithSpeedChange_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-13_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "sub-14_ses-01_run-1:\n",
-      "\t[ Remove sub-14_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ Removed sub-14_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-14_ses-01_task-DriveWithSpeedChange_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-14_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "sub-15_ses-01_run-1:\n",
-      "\t[ Remove sub-15_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ Removed sub-15_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-15_ses-01_task-DriveWithSpeedChange_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-15_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "sub-16_ses-01_run-1:\n",
-      "\t[ Remove sub-16_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ Removed sub-16_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-16_ses-01_task-DriveWithSpeedChange_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-16_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "sub-17_ses-01_run-1:\n",
-      "\t[ Remove sub-17_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ Removed sub-17_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-17_ses-01_task-DriveWithSpeedChange_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-17_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "sub-18_ses-01_run-1:\n",
-      "\t[ Remove sub-18_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ Removed sub-18_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-18_ses-01_task-DriveWithSpeedChange_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-18_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "sub-19_ses-01_run-1:\n",
-      "\t[ Remove sub-19_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ Removed sub-19_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-19_ses-01_task-DriveWithSpeedChange_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-19_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "sub-20_ses-01_run-1:\n",
-      "\t[ Remove sub-20_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ Removed sub-20_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-20_ses-01_task-DriveWithSpeedChange_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-20_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "sub-21_ses-01_run-1:\n",
-      "\t[ Remove sub-21_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ Removed sub-21_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-21_ses-01_task-DriveWithSpeedChange_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-21_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "sub-22_ses-01_run-1:\n",
-      "\t[ Remove sub-22_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ Removed sub-22_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-22_ses-01_task-DriveWithSpeedChange_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-22_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "sub-23_ses-01_run-1:\n",
-      "\t[ Remove sub-23_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ Removed sub-23_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-23_ses-01_task-DriveWithSpeedChange_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-23_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "sub-24_ses-01_run-1:\n",
-      "\t[ Remove sub-24_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ Removed sub-24_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-24_ses-01_task-DriveWithSpeedChange_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-24_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "sub-25_ses-01_run-1:\n",
-      "\t[ Remove sub-25_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ Removed sub-25_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-25_ses-01_task-DriveWithSpeedChange_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-25_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "sub-26_ses-01_run-1:\n",
-      "\t[ Remove sub-26_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ Removed sub-26_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-26_ses-01_task-DriveWithSpeedChange_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-26_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "sub-27_ses-01_run-1:\n",
-      "\t[ Remove sub-27_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ Removed sub-27_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-27_ses-01_task-DriveWithSpeedChange_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-27_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "sub-28_ses-01_run-1:\n",
-      "\t[ Remove sub-28_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ Removed sub-28_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-28_ses-01_task-DriveWithSpeedChange_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-28_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "sub-29_ses-01_run-1:\n",
-      "\t[ Remove sub-29_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ Removed sub-29_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-29_ses-01_task-DriveWithSpeedChange_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-29_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "sub-30_ses-01_run-1:\n",
-      "\t[ Remove sub-30_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ Removed sub-30_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-30_ses-01_task-DriveWithSpeedChange_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-30_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "sub-31_ses-01_run-1:\n",
-      "\t[ Remove sub-31_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ Removed sub-31_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-31_ses-01_task-DriveWithSpeedChange_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-31_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "sub-32_ses-01_run-1:\n",
-      "\t[ Remove sub-32_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ Removed sub-32_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-32_ses-01_task-DriveWithSpeedChange_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-32_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "sub-33_ses-01_run-1:\n",
-      "\t[ Remove sub-33_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ Removed sub-33_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-33_ses-01_task-DriveWithSpeedChange_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-33_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "sub-34_ses-01_run-1:\n",
-      "\t[ Remove sub-34_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ Removed sub-34_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-34_ses-01_task-DriveWithSpeedChange_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-34_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "sub-35_ses-01_run-1:\n",
-      "\t[ Remove sub-35_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ Removed sub-35_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-35_ses-01_task-DriveWithSpeedChange_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-35_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "sub-36_ses-01_run-1:\n",
-      "\t[ Remove sub-36_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ Removed sub-36_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-36_ses-01_task-DriveWithSpeedChange_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-36_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "sub-37_ses-01_run-1:\n",
-      "\t[ Remove sub-37_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ Removed sub-37_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-37_ses-01_task-DriveWithSpeedChange_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-37_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "sub-38_ses-01_run-1:\n",
-      "\t[ Remove sub-38_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ Removed sub-38_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-38_ses-01_task-DriveWithSpeedChange_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-38_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "sub-39_ses-01_run-1:\n",
-      "\t[ Remove sub-39_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ Removed sub-39_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-39_ses-01_task-DriveWithSpeedChange_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-39_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "sub-40_ses-01_run-1:\n",
-      "\t[ Remove sub-40_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ Removed sub-40_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-40_ses-01_task-DriveWithSpeedChange_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-40_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "sub-41_ses-01_run-1:\n",
-      "\t[ Remove sub-41_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ Removed sub-41_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-41_ses-01_task-DriveWithSpeedChange_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-41_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "sub-42_ses-01_run-1:\n",
-      "\t[ Remove sub-42_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ Removed sub-42_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-42_ses-01_task-DriveWithSpeedChange_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-42_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "sub-43_ses-01_run-1:\n",
-      "\t[ Remove sub-43_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ Removed sub-43_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-43_ses-01_task-DriveWithSpeedChange_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-43_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "sub-44_ses-01_run-1:\n",
-      "\t[ Remove sub-44_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ Removed sub-44_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-44_ses-01_task-DriveWithSpeedChange_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-44_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "sub-45_ses-01_run-1:\n",
-      "\t[ Remove sub-45_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ Removed sub-45_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-45_ses-01_task-DriveWithSpeedChange_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-45_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "sub-46_ses-01_run-1:\n",
-      "\t[ Remove sub-46_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ Removed sub-46_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-46_ses-01_task-DriveWithSpeedChange_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-46_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "sub-47_ses-01_run-1:\n",
-      "\t[ Remove sub-47_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ Removed sub-47_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-47_ses-01_task-DriveWithSpeedChange_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-47_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "sub-48_ses-01_run-1:\n",
-      "\t[ Remove sub-48_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ Removed sub-48_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-48_ses-01_task-DriveWithSpeedChange_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-48_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "sub-49_ses-01_run-1:\n",
-      "\t[ Remove sub-49_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ Removed sub-49_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-49_ses-01_task-DriveWithSpeedChange_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-49_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "sub-50_ses-01_run-1:\n",
-      "\t[ Remove sub-50_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ Removed sub-50_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-50_ses-01_task-DriveWithSpeedChange_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-50_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "sub-51_ses-01_run-1:\n",
-      "\t[ Remove sub-51_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ Removed sub-51_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-51_ses-01_task-DriveWithSpeedChange_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-51_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "sub-52_ses-01_run-1:\n",
-      "\t[ Remove sub-52_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ Removed sub-52_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-52_ses-01_task-DriveWithSpeedChange_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-52_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "sub-53_ses-01_run-1:\n",
-      "\t[ Remove sub-53_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ Removed sub-53_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-53_ses-01_task-DriveWithSpeedChange_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-53_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "sub-53_ses-02_run-1:\n",
-      "\t[ Remove sub-53_ses-02_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ Removed sub-53_ses-02_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-53_ses-02_task-DriveWithSpeedChange_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-53_ses-02_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "sub-54_ses-01_run-1:\n",
-      "\t[ Remove sub-54_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ Removed sub-54_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-54_ses-01_task-DriveWithSpeedChange_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-54_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "sub-55_ses-01_run-1:\n",
-      "\t[ Remove sub-55_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ Removed sub-55_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-55_ses-01_task-DriveWithSpeedChange_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-55_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "sub-56_ses-01_run-1:\n",
-      "\t[ Remove sub-56_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ Removed sub-56_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-56_ses-01_task-DriveWithSpeedChange_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-56_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "sub-57_ses-01_run-1:\n",
-      "\t[ Remove sub-57_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ Removed sub-57_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-57_ses-01_task-DriveWithSpeedChange_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-57_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "sub-58_ses-01_run-1:\n",
-      "\t[ Remove sub-58_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ Removed sub-58_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-58_ses-01_task-DriveWithSpeedChange_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-58_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "sub-59_ses-01_run-1:\n",
-      "\t[ Remove sub-59_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ Removed sub-59_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-59_ses-01_task-DriveWithSpeedChange_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-59_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "sub-59_ses-02_run-1:\n",
-      "\t[ Remove sub-59_ses-02_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ Removed sub-59_ses-02_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-59_ses-02_task-DriveWithSpeedChange_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-59_ses-02_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "sub-60_ses-01_run-1:\n",
-      "\t[ Remove sub-60_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ Removed sub-60_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-60_ses-01_task-DriveWithSpeedChange_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-60_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "sub-61_ses-01_run-1:\n",
-      "\t[ Remove sub-61_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ Removed sub-61_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-61_ses-01_task-DriveWithSpeedChange_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-61_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "sub-62_ses-01_run-1:\n",
-      "\t[ Remove sub-62_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ Removed sub-62_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-62_ses-01_task-DriveWithSpeedChange_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-62_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "sub-63_ses-01_run-1:\n",
-      "\t[ Remove sub-63_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ Removed sub-63_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-63_ses-01_task-DriveWithSpeedChange_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-63_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "sub-64_ses-01_run-1:\n",
-      "\t[ Remove sub-64_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ Removed sub-64_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-64_ses-01_task-DriveWithSpeedChange_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-64_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "sub-65_ses-01_run-1:\n",
-      "\t[ Remove sub-65_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ Removed sub-65_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-65_ses-01_task-DriveWithSpeedChange_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-65_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "sub-65_ses-02_run-1:\n",
-      "\t[ Remove sub-65_ses-02_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ Removed sub-65_ses-02_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-65_ses-02_task-DriveWithSpeedChange_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-65_ses-02_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "sub-66_ses-01_run-1:\n",
-      "\t[ Remove sub-66_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ Removed sub-66_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-66_ses-01_task-DriveWithSpeedChange_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-66_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "sub-67_ses-01_run-1:\n",
-      "\t[ Remove sub-67_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ Removed sub-67_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-67_ses-01_task-DriveWithSpeedChange_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-67_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "sub-68_ses-01_run-1:\n",
-      "\t[ Remove sub-68_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ Removed sub-68_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-68_ses-01_task-DriveWithSpeedChange_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-68_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "sub-69_ses-01_run-1:\n",
-      "\t[ Remove sub-69_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ Removed sub-69_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-69_ses-01_task-DriveWithSpeedChange_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-69_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "sub-70_ses-01_run-1:\n",
-      "\t[ Remove sub-70_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ Removed sub-70_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-70_ses-01_task-DriveWithSpeedChange_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-70_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "sub-70_ses-02_run-1:\n",
-      "\t[ Remove sub-70_ses-02_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ Removed sub-70_ses-02_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-70_ses-02_task-DriveWithSpeedChange_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-70_ses-02_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "sub-71_ses-01_run-1:\n",
-      "\t[ Remove sub-71_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ Removed sub-71_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-71_ses-01_task-DriveWithSpeedChange_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-71_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "sub-72_ses-01_run-1:\n",
-      "\t[ Remove sub-72_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ Removed sub-72_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-72_ses-01_task-DriveWithSpeedChange_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-72_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "sub-73_ses-01_run-1:\n",
-      "\t[ Remove sub-73_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ Removed sub-73_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-73_ses-01_task-DriveWithSpeedChange_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-73_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "sub-73_ses-02_run-1:\n",
-      "\t[ Remove sub-73_ses-02_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ Removed sub-73_ses-02_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-73_ses-02_task-DriveWithSpeedChange_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-73_ses-02_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "sub-74_ses-01_run-1:\n",
-      "\t[ Remove sub-74_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ Removed sub-74_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-74_ses-01_task-DriveWithSpeedChange_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-74_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "sub-74_ses-02_run-1:\n",
-      "\t[ Remove sub-74_ses-02_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ Removed sub-74_ses-02_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-74_ses-02_task-DriveWithSpeedChange_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-74_ses-02_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "sub-75_ses-01_run-1:\n",
-      "\t[ Remove sub-75_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ Removed sub-75_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-75_ses-01_task-DriveWithSpeedChange_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-75_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "sub-75_ses-02_run-1:\n",
-      "\t[ Remove sub-75_ses-02_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ Removed sub-75_ses-02_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-75_ses-02_task-DriveWithSpeedChange_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-75_ses-02_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "sub-76_ses-01_run-1:\n",
-      "\t[ Remove sub-76_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ Removed sub-76_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-76_ses-01_task-DriveWithSpeedChange_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-76_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "sub-77_ses-01_run-1:\n",
-      "\t[ Remove sub-77_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ Removed sub-77_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-77_ses-01_task-DriveWithSpeedChange_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-77_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "sub-77_ses-01_run-2:\n",
-      "\t[ Remove sub-77_ses-01_task-DriveWithSpeedChange_run-2_events.tsv]\n",
-      "\t[ Removed sub-77_ses-01_task-DriveWithSpeedChange_run-2_eventstemp.tsv]\n",
-      "\t[ Renamed sub-77_ses-01_task-DriveWithSpeedChange_run-2_eventstemp1.tsv\n",
-      "\t\tto sub-77_ses-01_task-DriveWithSpeedChange_run-2_events.tsv]\n",
-      "sub-77_ses-02_run-1:\n",
-      "\t[ Remove sub-77_ses-02_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ Removed sub-77_ses-02_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-77_ses-02_task-DriveWithSpeedChange_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-77_ses-02_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "sub-77_ses-02_run-2:\n",
-      "\t[ Remove sub-77_ses-02_task-DriveWithSpeedChange_run-2_events.tsv]\n",
-      "\t[ Removed sub-77_ses-02_task-DriveWithSpeedChange_run-2_eventstemp.tsv]\n",
-      "\t[ Renamed sub-77_ses-02_task-DriveWithSpeedChange_run-2_eventstemp1.tsv\n",
-      "\t\tto sub-77_ses-02_task-DriveWithSpeedChange_run-2_events.tsv]\n",
-      "sub-78_ses-01_run-1:\n",
-      "\t[ Remove sub-78_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ Removed sub-78_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-78_ses-01_task-DriveWithSpeedChange_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-78_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "sub-79_ses-01_run-1:\n",
-      "\t[ Remove sub-79_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ Removed sub-79_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-79_ses-01_task-DriveWithSpeedChange_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-79_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "sub-80_ses-01_run-1:\n",
-      "\t[ Remove sub-80_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ Removed sub-80_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-80_ses-01_task-DriveWithSpeedChange_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-80_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "sub-81_ses-01_run-1:\n",
-      "\t[ Remove sub-81_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ Removed sub-81_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-81_ses-01_task-DriveWithSpeedChange_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-81_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "sub-81_ses-02_run-1:\n",
-      "\t[ Remove sub-81_ses-02_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ Removed sub-81_ses-02_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-81_ses-02_task-DriveWithSpeedChange_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-81_ses-02_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "sub-82_ses-01_run-1:\n",
-      "\t[ Remove sub-82_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ Removed sub-82_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-82_ses-01_task-DriveWithSpeedChange_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-82_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "sub-83_ses-01_run-1:\n",
-      "\t[ Remove sub-83_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ Removed sub-83_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-83_ses-01_task-DriveWithSpeedChange_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-83_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "sub-83_ses-01_run-2:\n",
-      "\t[ Remove sub-83_ses-01_task-DriveWithSpeedChange_run-2_events.tsv]\n",
-      "\t[ Removed sub-83_ses-01_task-DriveWithSpeedChange_run-2_eventstemp.tsv]\n",
-      "\t[ Renamed sub-83_ses-01_task-DriveWithSpeedChange_run-2_eventstemp1.tsv\n",
-      "\t\tto sub-83_ses-01_task-DriveWithSpeedChange_run-2_events.tsv]\n",
-      "sub-83_ses-02_run-1:\n",
-      "\t[ Remove sub-83_ses-02_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ Removed sub-83_ses-02_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-83_ses-02_task-DriveWithSpeedChange_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-83_ses-02_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "sub-84_ses-01_run-1:\n",
-      "\t[ Remove sub-84_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ Removed sub-84_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-84_ses-01_task-DriveWithSpeedChange_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-84_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "sub-84_ses-02_run-1:\n",
-      "\t[ Remove sub-84_ses-02_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ Removed sub-84_ses-02_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-84_ses-02_task-DriveWithSpeedChange_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-84_ses-02_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "sub-85_ses-01_run-1:\n",
-      "\t[ Remove sub-85_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ Removed sub-85_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-85_ses-01_task-DriveWithSpeedChange_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-85_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "sub-86_ses-01_run-1:\n",
-      "\t[ Remove sub-86_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ Removed sub-86_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-86_ses-01_task-DriveWithSpeedChange_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-86_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "sub-86_ses-02_run-1:\n",
-      "\t[ Remove sub-86_ses-02_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ Removed sub-86_ses-02_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-86_ses-02_task-DriveWithSpeedChange_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-86_ses-02_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "sub-87_ses-01_run-1:\n",
-      "\t[ Remove sub-87_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ Removed sub-87_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-87_ses-01_task-DriveWithSpeedChange_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-87_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "sub-88_ses-01_run-1:\n",
-      "\t[ Remove sub-88_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ Removed sub-88_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-88_ses-01_task-DriveWithSpeedChange_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-88_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "sub-89_ses-01_run-1:\n",
-      "\t[ Remove sub-89_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ Removed sub-89_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-89_ses-01_task-DriveWithSpeedChange_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-89_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "sub-90_ses-01_run-1:\n",
-      "\t[ Remove sub-90_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ Removed sub-90_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-90_ses-01_task-DriveWithSpeedChange_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-90_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "sub-91_ses-01_run-1:\n",
-      "\t[ Remove sub-91_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ Removed sub-91_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-91_ses-01_task-DriveWithSpeedChange_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-91_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "sub-92_ses-01_run-1:\n",
-      "\t[ Remove sub-92_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ Removed sub-92_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-92_ses-01_task-DriveWithSpeedChange_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-92_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "sub-93_ses-01_run-1:\n",
-      "\t[ Remove sub-93_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ Removed sub-93_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-93_ses-01_task-DriveWithSpeedChange_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-93_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "sub-93_ses-02_run-1:\n",
-      "\t[ Remove sub-93_ses-02_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ Removed sub-93_ses-02_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-93_ses-02_task-DriveWithSpeedChange_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-93_ses-02_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "sub-93_ses-03_run-1:\n",
-      "\t[ Remove sub-93_ses-03_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ Removed sub-93_ses-03_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-93_ses-03_task-DriveWithSpeedChange_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-93_ses-03_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "sub-94_ses-01_run-1:\n",
-      "\t[ Remove sub-94_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ Removed sub-94_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-94_ses-01_task-DriveWithSpeedChange_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-94_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "sub-95_ses-01_run-1:\n",
-      "\t[ Remove sub-95_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ Removed sub-95_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-95_ses-01_task-DriveWithSpeedChange_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-95_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "sub-96_ses-01_run-1:\n",
-      "\t[ Remove sub-96_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ Removed sub-96_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-96_ses-01_task-DriveWithSpeedChange_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-96_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "sub-96_ses-02_run-1:\n",
-      "\t[ Remove sub-96_ses-02_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ Removed sub-96_ses-02_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-96_ses-02_task-DriveWithSpeedChange_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-96_ses-02_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "sub-97_ses-01_run-1:\n",
-      "\t[ Remove sub-97_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ Removed sub-97_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-97_ses-01_task-DriveWithSpeedChange_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-97_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "sub-98_ses-01_run-1:\n",
-      "\t[ Remove sub-98_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ Removed sub-98_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-98_ses-01_task-DriveWithSpeedChange_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-98_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "sub-99_ses-01_run-1:\n",
-      "\t[ Remove sub-99_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ Removed sub-99_ses-01_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-99_ses-01_task-DriveWithSpeedChange_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-99_ses-01_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "sub-99_ses-02_run-1:\n",
-      "\t[ Remove sub-99_ses-02_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\t[ Removed sub-99_ses-02_task-DriveWithSpeedChange_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-99_ses-02_task-DriveWithSpeedChange_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-99_ses-02_task-DriveWithSpeedChange_run-1_events.tsv]\n",
-      "\n",
-      "\n",
-      "ERROR Summary:\n",
-      "bcit_baseline_driving_03_remove_files_log: Level ERROR\n",
-      "sub-01_ses-01_run-1:\n",
-      "sub-02_ses-01_run-1:\n",
-      "sub-03_ses-01_run-1:\n",
-      "sub-04_ses-01_run-1:\n",
-      "sub-05_ses-01_run-1:\n",
-      "sub-06_ses-01_run-1:\n",
-      "sub-07_ses-01_run-1:\n",
-      "sub-08_ses-01_run-1:\n",
-      "sub-09_ses-01_run-1:\n",
-      "sub-10_ses-01_run-1:\n",
-      "sub-100_ses-01_run-1:\n",
-      "sub-101_ses-01_run-1:\n",
-      "sub-102_ses-01_run-1:\n",
-      "sub-102_ses-02_run-1:\n",
-      "sub-103_ses-01_run-1:\n",
-      "sub-103_ses-02_run-1:\n",
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-     ]
-    }
-   ],
-   "source": [
-    "import os\n",
-    "import datetime\n",
-    "from hed.tools import BidsTabularDictionary, HedLogger\n",
-    "from hed.util import get_file_list\n",
-    "\n",
-    "# Variables to set for the specific dataset\n",
-    "bids_root_path = 's:/bcit/BaselineDrivingWorkingPhaseTwo'\n",
-    "exclude_dirs = ['sourcedata', 'stimuli', 'code']\n",
-    "entities = ('sub', 'ses', 'run')\n",
-    "log_name = 'bcit_baseline_driving_03_remove_files_log'\n",
-    "\n",
-    "# Set up the logger\n",
-    "log_file_name = f\"code/curation_logs/{log_name}.txt\"\n",
-    "logger = HedLogger(name=log_name)\n",
-    "\n",
-    "# Make sure that there actually are temp_files to move\n",
-    "temp_files = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_eventstemp\", exclude_dirs=exclude_dirs)\n",
-    "if not temp_files:\n",
-    "    raise Exception(\"There are no eventstemp files to move to events\")\n",
-    "\n",
-    "# Construct the event file dictionaries for the BIDS and for EEG.event files\n",
-    "files_bids = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_events\", exclude_dirs=exclude_dirs)\n",
-    "bids_dict = BidsTabularDictionary(\"Bids event files\", files_bids, entities=entities)\n",
-    "\n",
-    "# Remove the appropriate files\n",
-    "for key, file in bids_dict.iter_files():\n",
-    "    # Remove events.tsv\n",
-    "    filename = file.file_path\n",
-    "    os.remove(filename)\n",
-    "    logger.add(key, f\"Remove {os.path.basename(filename)}\")\n",
-    "\n",
-    "    # Remove eventstemp.tsv\n",
-    "    filename_temp = filename[:-4] + \"temp.tsv\"\n",
-    "    if os.path.isfile(filename_temp):\n",
-    "        os.remove(filename_temp)\n",
-    "        logger.add(key, f\"Removed {os.path.basename(filename_temp)}\")\n",
-    "    else:\n",
-    "        logger.add(key, f\"{os.path.basename(filename_temp)} does not exist and could not be removed\", level=\"ERROR\", also_print=True)\n",
-    "\n",
-    "    # Move eventstemp1.tsv to events.tsv\n",
-    "    filename_temp1 = filename[:-4] + \"temp1.tsv\"\n",
-    "    if os.path.isfile(filename_temp1):\n",
-    "        os.rename(filename_temp1, filename)\n",
-    "        logger.add(key, f\"Renamed {os.path.basename(filename_temp1)}\\n\\t\\tto {os.path.basename(filename)}\")\n",
-    "    else:\n",
-    "        logger.add(key, f\"{os.path.basename(filename_temp1)} does not exist and could not be moved\", level=\"ERROR\", also_print=True)\n",
-    "\n",
-    "# Now make sure there aren't any unexpected leftovers\n",
-    "temp_files = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_eventstemp\", exclude_dirs=exclude_dirs)\n",
-    "if temp_files:\n",
-    "    for file in temp_files:\n",
-    "        logger.add('', f\"{os.path.basename(file)} is unexpectedly left over\", level=\"ERROR\", also_print=True)\n",
-    "\n",
-    "temp1_files = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_eventstemp1\",\n",
-    "                           exclude_dirs=exclude_dirs)\n",
-    "if temp1_files:\n",
-    "    for file in temp1_files:\n",
-    "        logger.add('', f\"{os.path.basename(file)} is unexpectedly left over\", level=\"ERROR\", also_print=True)\n",
-    "\n",
-    "# Output and save the log\n",
-    "log_string = \"\\n\\nLog output:\\n\" + logger.get_log_string()\n",
-    "error_string = \"\\n\\nERROR Summary:\\n\" + logger.get_log_string(level=\"ERROR\")\n",
-    "print(log_string)\n",
-    "print(error_string)\n",
-    "\n",
-    "save_path = os.path.join(bids_root_path, log_file_name)\n",
-    "with open(save_path, \"w\") as fp:\n",
-    "    fp.write(f\"{log_file_name} {datetime.datetime.now()}\\n\")\n",
-    "    fp.write(log_string)\n",
-    "    fp.write(error_string)"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Set up the directories and create a dictionary for _events.tsv\n"
-    }
-   }
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 2
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
\ No newline at end of file
diff --git a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_baseline_driving/bcit_baseline_driving_04_generate_sidecar.ipynb b/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_baseline_driving/bcit_baseline_driving_04_generate_sidecar.ipynb
deleted file mode 100644
index 77002cb..0000000
--- a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_baseline_driving/bcit_baseline_driving_04_generate_sidecar.ipynb
+++ /dev/null
@@ -1,122 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "collapsed": true,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   },
-   "source": [
-    "## Generate a JSON events sidecar template and spreadsheet from a BIDS dataset\n",
-    "\n",
-    "This generates a JSON events sidecar template and a corresponding 4-column spreadsheet\n",
-    "for the BCIT Baseline Driving data.\n",
-    "\n",
-    "For tutorial examples of this process see the Jupyter notebooks:\n",
-    "- [`bids_generate_sidecar.ipynb`](https://github.com/hed-standard/hed-examples/blob/main/hedcode/jupyter_notebooks/bids_processing/bids_generate_sidecar.ipynb)\n",
-    "- [`bids_sidecar_to_spreadsheet.ipynb`](https://github.com/hed-standard/hed-examples/blob/main/hedcode/jupyter_notebooks/bids_processing/bids_sidecar_to_spreadsheet.ipynb)\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "source": [
-    "import os\n",
-    "import datetime\n",
-    "import json\n",
-    "from hed.tools import hed_to_df, BidsTabularSummary, HedLogger\n",
-    "from hed.util import get_file_list\n",
-    "\n",
-    "# Variables to set for the specific dataset\n",
-    "bids_root_path = 's:/bcit/BaselineDrivingWorkingPhaseTwo'\n",
-    "json_path = os.path.realpath(os.path.join(bids_root_path, 'task-DriveWithSpeedChange_events.json'))\n",
-    "spreadsheet_path = os.path.realpath(os.path.join(bids_root_path, 'code/task-DriveWithSpeedChange_hed_spreadsheet.tsv'))\n",
-    "exclude_dirs = ['sourcedata', 'stimuli', 'code']\n",
-    "entities = ('sub', 'ses', 'run')\n",
-    "skip_columns = ['onset', 'duration', 'sample']\n",
-    "log_name = 'bcit_baseline_driving_04_generate_sidecar_log'\n",
-    "\n",
-    "# Set up the logger\n",
-    "log_file_name = f\"code/curation_logs/{log_name}.txt\"\n",
-    "logger = HedLogger(name=log_name)\n",
-    "\n",
-    "# Construct the list of .event files\n",
-    "bids_files = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_events\", exclude_dirs=exclude_dirs)\n",
-    "\n",
-    "# Construct the event file value summary and generate a sidecar template representing dataset\n",
-    "logger.add(\"overall\", f\"Summarizing {len(bids_files)}\")\n",
-    "value_summary = BidsTabularSummary(skip_cols=skip_columns, name=\"BCIT Baseline Driving\")\n",
-    "value_summary.update(bids_files)\n",
-    "sidecar_template = value_summary.extract_sidecar_template()\n",
-    "with open(json_path, 'w') as fp:\n",
-    "   json.dump(sidecar_template, fp, indent=4)\n",
-    "logger.add(\"overall\", f\"Saving a JSON sidecar template to {os.path.basename(json_path)}\")\n",
-    "\n",
-    "hed_spreadsheet = hed_to_df(sidecar_template)\n",
-    "logger.add(\"overall\", f\"Creating a spreadsheet template and saving to {os.path.basename(spreadsheet_path)}\")\n",
-    "hed_spreadsheet.to_csv(spreadsheet_path, sep='\\t', index=False,)\n",
-    "\n",
-    "# Print the log\n",
-    "log_string = \"\\n\\nLog output:\\n\" + logger.get_log_string()\n",
-    "error_string = \"\\n\\nERROR Summary:\\n\" + logger.get_log_string(level=\"ERROR\")\n",
-    "print(log_string)\n",
-    "print(error_string)\n",
-    "save_path = os.path.join(bids_root_path, log_file_name)\n",
-    "with open(save_path, \"w\") as fp:\n",
-    "    fp.write(f\"{log_file_name} {datetime.datetime.now()}\\n\")\n",
-    "    fp.write(log_string)\n",
-    "    fp.write(error_string)"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Set up the directories and create a dictionary for events.tsv files\n"
-    }
-   },
-   "execution_count": 1,
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "\n",
-      "Log output:\n",
-      "bcit_baseline_driving_04_generate_sidecar_log: Level None\n",
-      "overall:\n",
-      "\t[ Summarizing 131]\n",
-      "\t[ Saving a JSON sidecar template to task-DriveWithSpeedChange_events.json]\n",
-      "\t[ Creating a spreadsheet template and saving to task-DriveWithSpeedChange_hed_spreadsheet.tsv]\n",
-      "\n",
-      "\n",
-      "ERROR Summary:\n",
-      "bcit_baseline_driving_04_generate_sidecar_log: Level ERROR\n",
-      "overall:\n"
-     ]
-    }
-   ]
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 2
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
\ No newline at end of file
diff --git a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_baseline_driving/bcit_baseline_driving_05_analyze_channels.ipynb b/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_baseline_driving/bcit_baseline_driving_05_analyze_channels.ipynb
deleted file mode 100644
index ec67ecb..0000000
--- a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_baseline_driving/bcit_baseline_driving_05_analyze_channels.ipynb
+++ /dev/null
@@ -1,146 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "collapsed": true,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   },
-   "source": [
-    "## Analyze the channels for the Baseline Driving\n",
-    "\n",
-    "This notebook assumes that a JSON dictionary called `originalChannels.json`\n",
-    "has been created in the `/code` subdirectory of the dataset."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "\n",
-      "Log output:\n",
-      "bcit_baseline_driving_05_analyze_channels_log: Level None\n",
-      "sub-01_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ This key has 50 files with the same 74 channels]\n",
-      "\t[ The channels are ['Fp1', 'AF7', 'AF3', 'F1', 'F3', 'F5', 'F7', 'FT7', 'FC5', 'FC3', 'FC1', 'C1', 'C3', 'C5', 'T7', 'TP7', 'CP5', 'CP3', 'CP1', 'P1', 'P3', 'P5', 'P7', 'P9', 'PO7', 'PO3', 'O1', 'Iz', 'Oz', 'POz', 'Pz', 'CPz', 'Fpz', 'Fp2', 'AF8', 'AF4', 'AFz', 'Fz', 'F2', 'F4', 'F6', 'F8', 'FT8', 'FC6', 'FC4', 'FC2', 'FCz', 'Cz', 'C2', 'C4', 'C6', 'T8', 'TP8', 'CP6', 'CP4', 'CP2', 'P2', 'P4', 'P6', 'P8', 'P10', 'PO8', 'PO4', 'O2', 'EXG1', 'EXG2', 'EXG3', 'EXG4', 'EXG5', 'EXG6', 'LN', 'ANG', 'SP', 'SD']]\n",
-      "sub-100_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ This key has 81 files with the same 266 channels]\n",
-      "\t[ The channels are ['A1', 'A2', 'A3', 'A4', 'A5', 'A6', 'A7', 'A8', 'A9', 'A10', 'A11', 'A12', 'A13', 'A14', 'A15', 'A16', 'A17', 'A18', 'A19', 'A20', 'A21', 'A22', 'A23', 'A24', 'A25', 'A26', 'A27', 'A28', 'A29', 'A30', 'A31', 'A32', 'B1', 'B2', 'B3', 'B4', 'B5', 'B6', 'B7', 'B8', 'B9', 'B10', 'B11', 'B12', 'B13', 'B14', 'B15', 'B16', 'B17', 'B18', 'B19', 'B20', 'B21', 'B22', 'B23', 'B24', 'B25', 'B26', 'B27', 'B28', 'B29', 'B30', 'B31', 'B32', 'C1', 'C2', 'C3', 'C4', 'C5', 'C6', 'C7', 'C8', 'C9', 'C10', 'C11', 'C12', 'C13', 'C14', 'C15', 'C16', 'C17', 'C18', 'C19', 'C20', 'C21', 'C22', 'C23', 'C24', 'C25', 'C26', 'C27', 'C28', 'C29', 'C30', 'C31', 'C32', 'D1', 'D2', 'D3', 'D4', 'D5', 'D6', 'D7', 'D8', 'D9', 'D10', 'D11', 'D12', 'D13', 'D14', 'D15', 'D16', 'D17', 'D18', 'D19', 'D20', 'D21', 'D22', 'D23', 'D24', 'D25', 'D26', 'D27', 'D28', 'D29', 'D30', 'D31', 'D32', 'E1', 'E2', 'E3', 'E4', 'E5', 'E6', 'E7', 'E8', 'E9', 'E10', 'E11', 'E12', 'E13', 'E14', 'E15', 'E16', 'E17', 'E18', 'E19', 'E20', 'E21', 'E22', 'E23', 'E24', 'E25', 'E26', 'E27', 'E28', 'E29', 'E30', 'E31', 'E32', 'F1', 'F2', 'F3', 'F4', 'F5', 'F6', 'F7', 'F8', 'F9', 'F10', 'F11', 'F12', 'F13', 'F14', 'F15', 'F16', 'F17', 'F18', 'F19', 'F20', 'F21', 'F22', 'F23', 'F24', 'F25', 'F26', 'F27', 'F28', 'F29', 'F30', 'F31', 'F32', 'G1', 'G2', 'G3', 'G4', 'G5', 'G6', 'G7', 'G8', 'G9', 'G10', 'G11', 'G12', 'G13', 'G14', 'G15', 'G16', 'G17', 'G18', 'G19', 'G20', 'G21', 'G22', 'G23', 'G24', 'G25', 'G26', 'G27', 'G28', 'G29', 'G30', 'G31', 'G32', 'H1', 'H2', 'H3', 'H4', 'H5', 'H6', 'H7', 'H8', 'H9', 'H10', 'H11', 'H12', 'H13', 'H14', 'H15', 'H16', 'H17', 'H18', 'H19', 'H20', 'H21', 'H22', 'H23', 'H24', 'H25', 'H26', 'H27', 'H28', 'H29', 'H30', 'H31', 'H32', 'EXG1', 'EXG2', 'EXG3', 'EXG4', 'EXG5', 'EXG6', 'LN', 'ANG', 'SP', 'SD']]\n",
-      "Overall:\n",
-      "\t[ Dataset has 316 unique channels]\n",
-      "\t[ {'F26', 'E26', 'D31', 'F6', 'A29', 'A18', 'F30', 'D10', 'G23', 'G17', 'H3', 'E30', 'A5', 'F9', 'E12', 'C10', 'E31', 'H5', 'E20', 'G32', 'G25', 'C30', 'G22', 'G26', 'B4', 'D11', 'G2', 'D4', 'G18', 'B13', 'C15', 'H12', 'G5', 'B24', 'C16', 'O1', 'CP6', 'F5', 'F4', 'F22', 'H13', 'B28', 'P6', 'A8', 'CP4', 'C12', 'H7', 'Iz', 'T8', 'G24', 'G9', 'F21', 'G16', 'F7', 'P9', 'D13', 'A17', 'E24', 'F27', 'G12', 'CP5', 'Pz', 'B8', 'F11', 'F32', 'G10', 'H10', 'E15', 'A13', 'A27', 'T7', 'C5', 'A28', 'B12', 'EXG4', 'D18', 'FC5', 'F3', 'H30', 'H21', 'H27', 'H1', 'A2', 'B3', 'A6', 'H9', 'FC6', 'B11', 'D17', 'E4', 'G13', 'D15', 'A32', 'G7', 'H24', 'E9', 'D8', 'Fp2', 'G6', 'Fz', 'B27', 'C26', 'H4', 'A31', 'D21', 'B22', 'D28', 'SD', 'F8', 'H8', 'SP', 'E21', 'H19', 'D1', 'G11', 'D25', 'E7', 'F15', 'B9', 'D24', 'Oz', 'A19', 'E23', 'E14', 'LN', 'EXG1', 'C4', 'C20', 'E10', 'B31', 'C17', 'D27', 'H26', 'P2', 'P3', 'E5', 'E32', 'P5', 'C29', 'D23', 'G28', 'P7', 'Fp1', 'TP7', 'EXG2', 'A23', 'G29', 'CP3', 'C6', 'B14', 'G4', 'G8', 'CP1', 'F17', 'D19', 'B21', 'AF4', 'C31', 'CP2', 'A15', 'F2', 'F1', 'C2', 'F13', 'H16', 'F31', 'B23', 'B29', 'H22', 'C22', 'C32', 'H11', 'C3', 'B32', 'B7', 'C25', 'D26', 'Cz', 'PO7', 'E2', 'C9', 'D29', 'B26', 'G20', 'FC3', 'D30', 'P1', 'Fpz', 'P8', 'H23', 'H20', 'FT8', 'P4', 'FC4', 'A10', 'D2', 'D5', 'G31', 'E25', 'G21', 'A26', 'E13', 'E29', 'B1', 'A12', 'D9', 'D14', 'E1', 'H2', 'D20', 'FC1', 'E6', 'G3', 'C24', 'A7', 'F16', 'G15', 'EXG6', 'H29', 'B17', 'F18', 'C7', 'PO3', 'FCz', 'E17', 'G19', 'B20', 'AF8', 'H25', 'E8', 'P10', 'C27', 'B18', 'C8', 'F25', 'CPz', 'F12', 'H15', 'EXG5', 'H17', 'A4', 'AF7', 'AFz', 'B16', 'C28', 'D3', 'E27', 'E19', 'A1', 'C14', 'C21', 'C13', 'A25', 'G1', 'A9', 'B6', 'B25', 'F20', 'PO4', 'F14', 'D16', 'E11', 'F24', 'E18', 'C11', 'G30', 'A20', 'G27', 'H31', 'AF3', 'PO8', 'B19', 'ANG', 'B30', 'A24', 'D22', 'E22', 'C19', 'A3', 'A14', 'H6', 'O2', 'FT7', 'H14', 'B10', 'D12', 'E16', 'EXG3', 'D6', 'B5', 'E3', 'D32', 'A21', 'FC2', 'B2', 'C23', 'F29', 'A11', 'POz', 'F19', 'G14', 'B15', 'E28', 'F28', 'C1', 'A22', 'A16', 'D7', 'F10', 'F23', 'TP8', 'A30', 'H32', 'H28', 'C18', 'H18'}]\n",
-      "\n",
-      "\n",
-      "ERROR Summary:\n",
-      "bcit_baseline_driving_05_analyze_channels_log: Level ERROR\n",
-      "sub-01_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-100_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "Overall:\n"
-     ]
-    }
-   ],
-   "source": [
-    "import os\n",
-    "import datetime\n",
-    "import json\n",
-    "from hed.tools import HedLogger\n",
-    "from hed.util import get_file_list\n",
-    "\n",
-    "# Variables to set for the specific dataset\n",
-    "bids_root_path = 's:/bcit/BaselineDrivingWorkingPhaseTwo'\n",
-    "exclude_dirs = ['sourcedata', 'stimuli', 'code']\n",
-    "entities = ('sub', 'ses', 'run')\n",
-    "log_name = 'bcit_baseline_driving_05_analyze_channels_log'\n",
-    "channel_file = os.path.realpath(os.path.join(bids_root_path, \"code/channelsOriginal.json\"))\n",
-    "\n",
-    "# Set up the logger\n",
-    "log_file_name = f\"code/curation_logs/{log_name}.txt\"\n",
-    "logger = HedLogger(name=log_name)\n",
-    "\n",
-    "# Load the channels file\n",
-    "with open(channel_file, 'r') as fp:\n",
-    "    channel_info = json.load(fp)\n",
-    "\n",
-    "# Make the file list and dictionary for _events\n",
-    "eeg_files = get_file_list(bids_root_path, extensions=[\".set\"], name_suffix=\"_eeg\", exclude_dirs=exclude_dirs)\n",
-    "\n",
-    "# Create the dictionaries of channels\n",
-    "key_list = list(channel_info.keys())\n",
-    "unique_dict = {}\n",
-    "name_dict = {}\n",
-    "for file_key, item in channel_info.items():\n",
-    "    search_key = None\n",
-    "    for skey in name_dict.keys():\n",
-    "        if item == channel_info[skey]:\n",
-    "            search_key = skey\n",
-    "            break\n",
-    "    if search_key:\n",
-    "        search_values = name_dict[search_key]\n",
-    "        name_dict[search_key].append(file_key)\n",
-    "    else:\n",
-    "        name_dict[file_key] = [file_key]\n",
-    "\n",
-    "# Now check the order of the elements in the list:\n",
-    "all_channels = set\n",
-    "for file_key, file_list in name_dict.items():\n",
-    "    logger.add(file_key, f\"This key has {len(file_list)} files with the same {len(channel_info[file_key])} channels\")\n",
-    "    logger.add(file_key, f\"The channels are {str(channel_info[file_key])}\")\n",
-    "\n",
-    "\n",
-    "key_list = list(name_dict.keys())\n",
-    "union_channels = set()\n",
-    "inter_channels = set(channel_info[key_list[0]])\n",
-    "for file_key in key_list:\n",
-    "    union_channels = union_channels.union(set(channel_info[file_key]))\n",
-    "    inter_channels = inter_channels.intersection(set(channel_info[file_key]))\n",
-    "logger.add(\"Overall\", f\"Dataset has {len(union_channels)} unique channels\")\n",
-    "logger.add(\"Overall\", f\"{str(union_channels)}\")\n",
-    "\n",
-    "# Output and save the log\n",
-    "log_string = \"\\n\\nLog output:\\n\" + logger.get_log_string()\n",
-    "error_string = \"\\n\\nERROR Summary:\\n\" + logger.get_log_string(level=\"ERROR\")\n",
-    "print(log_string)\n",
-    "print(error_string)\n",
-    "save_path = os.path.join(bids_root_path, log_file_name)\n",
-    "with open(save_path, \"w\") as fp:\n",
-    "    fp.write(f\"{log_file_name} {datetime.datetime.now()}\\n\")\n",
-    "    fp.write(log_string)\n",
-    "    fp.write(error_string)"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Create the template for the dataset\n"
-    }
-   }
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 2
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
\ No newline at end of file
diff --git a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_baseline_driving/bcit_baseline_driving_06_remove_coordsystem.ipynb b/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_baseline_driving/bcit_baseline_driving_06_remove_coordsystem.ipynb
deleted file mode 100644
index b31fbb4..0000000
--- a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_baseline_driving/bcit_baseline_driving_06_remove_coordsystem.ipynb
+++ /dev/null
@@ -1,501 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "collapsed": true,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   },
-   "source": [
-    "## Remove coordsystem.json and electrodes.tsv files generated by ESS.\n",
-    "\n",
-    "This notebook replaces the `coordsystem.json` files of ESS with those generated by EEGLAB BidsTools\n",
-    "for the BCIT Baseline Driving data.\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "source": [
-    "import os\n",
-    "import datetime\n",
-    "from hed.tools import HedLogger\n",
-    "from hed.util import get_file_list\n",
-    "\n",
-    "# Variables to set for the specific dataset\n",
-    "bids_root_path = 's:/bcit/BaselineDrivingWorkingPhaseTwo'\n",
-    "exclude_dirs = ['sourcedata', 'stimuli', 'code']\n",
-    "entities = ('sub', 'ses', 'run')\n",
-    "log_name = 'bcit_baseline_driving_06_remove_coordsystem_log'\n",
-    "\n",
-    "# Set up the logger\n",
-    "log_file_name = f\"code/curation_logs/{log_name}.txt\"\n",
-    "logger = HedLogger(name=log_name)\n",
-    "\n",
-    "# Construct the list of coordsystem.json and electrodes.tsv files\n",
-    "coord_files = get_file_list(bids_root_path, extensions=[\".json\"], name_suffix=\"_coordsystem\", exclude_dirs=exclude_dirs)\n",
-    "electrode_files = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_electrodes\",\n",
-    "                                exclude_dirs=exclude_dirs)\n",
-    "chan_files = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_channels\",\n",
-    "                                exclude_dirs=exclude_dirs)\n",
-    "for file in coord_files:\n",
-    "    os.remove(file)\n",
-    "    logger.add(\"overall\", f\"Removing {os.path.basename(file)}\")\n",
-    "\n",
-    "for file in electrode_files:\n",
-    "    os.remove(file)\n",
-    "    logger.add(\"overall\", f\"Removing {os.path.basename(file)}\")\n",
-    "\n",
-    "for file in chan_files:\n",
-    "    os.remove(file)\n",
-    "    logger.add(\"overall\", f\"Removing {os.path.basename(file)}\")\n",
-    "\n",
-    "# Output and save the log\n",
-    "log_string = \"\\n\\nLog output:\\n\" + logger.get_log_string()\n",
-    "error_string = \"\\n\\nERROR Summary:\\n\" + logger.get_log_string(level=\"ERROR\")\n",
-    "print(log_string)\n",
-    "print(error_string)\n",
-    "\n",
-    "save_path = os.path.join(bids_root_path, log_file_name)\n",
-    "with open(save_path, \"w\") as fp:\n",
-    "    fp.write(f\"{log_file_name} {datetime.datetime.now()}\\n\")\n",
-    "    fp.write(log_string)\n",
-    "    fp.write(error_string)"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Perform the operation\n"
-    }
-   },
-   "execution_count": 1,
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "\n",
-      "Log output:\n",
-      "bcit_baseline_driving_06_remove_coordsystem_log: Level None\n",
-      "overall:\n",
-      "\t[ Removing sub-01_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-02_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-03_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-04_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-05_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-06_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-07_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-08_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-09_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-10_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-100_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-101_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-102_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-102_ses-02_coordsystem.json]\n",
-      "\t[ Removing sub-103_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-103_ses-02_coordsystem.json]\n",
-      "\t[ Removing sub-104_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-105_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-106_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-107_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-108_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-108_ses-02_coordsystem.json]\n",
-      "\t[ Removing sub-109_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-11_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-12_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-13_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-14_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-15_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-16_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-17_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-18_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-19_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-20_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-21_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-22_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-23_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-24_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-25_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-26_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-27_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-28_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-29_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-30_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-31_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-32_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-33_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-34_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-35_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-36_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-37_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-38_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-39_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-40_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-41_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-42_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-43_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-44_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-45_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-46_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-47_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-48_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-49_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-50_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-51_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-52_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-53_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-53_ses-02_coordsystem.json]\n",
-      "\t[ Removing sub-54_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-55_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-56_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-57_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-58_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-59_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-59_ses-02_coordsystem.json]\n",
-      "\t[ Removing sub-60_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-61_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-62_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-63_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-64_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-65_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-65_ses-02_coordsystem.json]\n",
-      "\t[ Removing sub-66_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-67_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-68_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-69_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-70_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-70_ses-02_coordsystem.json]\n",
-      "\t[ Removing sub-71_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-72_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-73_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-73_ses-02_coordsystem.json]\n",
-      "\t[ Removing sub-74_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-74_ses-02_coordsystem.json]\n",
-      "\t[ Removing sub-75_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-75_ses-02_coordsystem.json]\n",
-      "\t[ Removing sub-76_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-77_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-77_ses-02_coordsystem.json]\n",
-      "\t[ Removing sub-78_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-79_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-80_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-81_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-81_ses-02_coordsystem.json]\n",
-      "\t[ Removing sub-82_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-83_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-83_ses-02_coordsystem.json]\n",
-      "\t[ Removing sub-84_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-84_ses-02_coordsystem.json]\n",
-      "\t[ Removing sub-85_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-86_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-86_ses-02_coordsystem.json]\n",
-      "\t[ Removing sub-87_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-88_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-89_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-90_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-91_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-92_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-93_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-93_ses-02_coordsystem.json]\n",
-      "\t[ Removing sub-93_ses-03_coordsystem.json]\n",
-      "\t[ Removing sub-94_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-95_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-96_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-96_ses-02_coordsystem.json]\n",
-      "\t[ Removing sub-97_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-98_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-99_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-99_ses-02_coordsystem.json]\n",
-      "\t[ Removing sub-01_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-02_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-03_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-04_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-05_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-06_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-07_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-08_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-09_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-10_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-100_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-101_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-102_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-102_ses-02_electrodes.tsv]\n",
-      "\t[ Removing sub-103_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-103_ses-02_electrodes.tsv]\n",
-      "\t[ Removing sub-104_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-105_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-106_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-107_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-108_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-108_ses-02_electrodes.tsv]\n",
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-      "\t[ Removing sub-99_ses-02_electrodes.tsv]\n",
-      "\t[ Removing sub-01_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "\t[ Removing sub-02_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "\t[ Removing sub-03_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "\t[ Removing sub-04_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "\t[ Removing sub-05_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "\t[ Removing sub-06_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "\t[ Removing sub-07_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "\t[ Removing sub-08_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "\t[ Removing sub-09_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "\t[ Removing sub-10_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
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-      "\t[ Removing sub-106_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "\t[ Removing sub-107_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "\t[ Removing sub-108_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "\t[ Removing sub-108_ses-02_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "\t[ Removing sub-109_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "\t[ Removing sub-11_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "\t[ Removing sub-12_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "\t[ Removing sub-13_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "\t[ Removing sub-14_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "\t[ Removing sub-15_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "\t[ Removing sub-16_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "\t[ Removing sub-17_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "\t[ Removing sub-18_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
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-      "\t[ Removing sub-20_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "\t[ Removing sub-21_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "\t[ Removing sub-22_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "\t[ Removing sub-23_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "\t[ Removing sub-24_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "\t[ Removing sub-25_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "\t[ Removing sub-26_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "\t[ Removing sub-27_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "\t[ Removing sub-28_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "\t[ Removing sub-29_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "\t[ Removing sub-30_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "\t[ Removing sub-31_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "\t[ Removing sub-32_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "\t[ Removing sub-33_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "\t[ Removing sub-34_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "\t[ Removing sub-35_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "\t[ Removing sub-36_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "\t[ Removing sub-37_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "\t[ Removing sub-38_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "\t[ Removing sub-39_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "\t[ Removing sub-40_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "\t[ Removing sub-41_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "\t[ Removing sub-42_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "\t[ Removing sub-43_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "\t[ Removing sub-44_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "\t[ Removing sub-45_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "\t[ Removing sub-46_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "\t[ Removing sub-47_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "\t[ Removing sub-48_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "\t[ Removing sub-49_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "\t[ Removing sub-50_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "\t[ Removing sub-51_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "\t[ Removing sub-52_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "\t[ Removing sub-53_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "\t[ Removing sub-53_ses-02_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "\t[ Removing sub-54_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "\t[ Removing sub-55_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "\t[ Removing sub-56_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "\t[ Removing sub-57_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "\t[ Removing sub-58_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "\t[ Removing sub-59_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "\t[ Removing sub-59_ses-02_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "\t[ Removing sub-60_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "\t[ Removing sub-61_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "\t[ Removing sub-62_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "\t[ Removing sub-63_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "\t[ Removing sub-64_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "\t[ Removing sub-65_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "\t[ Removing sub-65_ses-02_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "\t[ Removing sub-66_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "\t[ Removing sub-67_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "\t[ Removing sub-68_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "\t[ Removing sub-69_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "\t[ Removing sub-70_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "\t[ Removing sub-70_ses-02_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "\t[ Removing sub-71_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "\t[ Removing sub-72_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "\t[ Removing sub-73_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "\t[ Removing sub-73_ses-02_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "\t[ Removing sub-74_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "\t[ Removing sub-74_ses-02_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "\t[ Removing sub-75_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "\t[ Removing sub-75_ses-02_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "\t[ Removing sub-76_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "\t[ Removing sub-77_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "\t[ Removing sub-77_ses-01_task-DriveWithSpeedChange_run-2_channels.tsv]\n",
-      "\t[ Removing sub-77_ses-02_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "\t[ Removing sub-77_ses-02_task-DriveWithSpeedChange_run-2_channels.tsv]\n",
-      "\t[ Removing sub-78_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "\t[ Removing sub-79_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "\t[ Removing sub-80_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "\t[ Removing sub-81_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "\t[ Removing sub-81_ses-02_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "\t[ Removing sub-82_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "\t[ Removing sub-83_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "\t[ Removing sub-83_ses-01_task-DriveWithSpeedChange_run-2_channels.tsv]\n",
-      "\t[ Removing sub-83_ses-02_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "\t[ Removing sub-84_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "\t[ Removing sub-84_ses-02_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "\t[ Removing sub-85_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "\t[ Removing sub-86_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "\t[ Removing sub-86_ses-02_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "\t[ Removing sub-87_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "\t[ Removing sub-88_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "\t[ Removing sub-89_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "\t[ Removing sub-90_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "\t[ Removing sub-91_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "\t[ Removing sub-92_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "\t[ Removing sub-93_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "\t[ Removing sub-93_ses-02_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "\t[ Removing sub-93_ses-03_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "\t[ Removing sub-94_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "\t[ Removing sub-95_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "\t[ Removing sub-96_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "\t[ Removing sub-96_ses-02_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "\t[ Removing sub-97_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "\t[ Removing sub-98_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "\t[ Removing sub-99_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "\t[ Removing sub-99_ses-02_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "\n",
-      "\n",
-      "ERROR Summary:\n",
-      "bcit_baseline_driving_06_remove_coordsystem_log: Level ERROR\n",
-      "overall:\n"
-     ]
-    }
-   ]
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 2
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
\ No newline at end of file
diff --git a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_baseline_driving/bcit_baseline_driving_07_fix_channels.ipynb b/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_baseline_driving/bcit_baseline_driving_07_fix_channels.ipynb
deleted file mode 100644
index b512fc9..0000000
--- a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_baseline_driving/bcit_baseline_driving_07_fix_channels.ipynb
+++ /dev/null
@@ -1,933 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "collapsed": true,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   },
-   "source": [
-    "## Add channel files based on the EEG with fixes.\n",
-    "\n",
-    "This notebook replaces the `channels.tsv` files of ESS with those generated by EEGLAB BidsTools\n",
-    "for the BCIT Baseline Driving data.\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "source": [
-    "import os\n",
-    "import json\n",
-    "import datetime\n",
-    "import pandas as pd\n",
-    "from hed.tools import HedLogger\n",
-    "from hed.util import get_file_list, get_value_dict\n",
-    "\n",
-    "# Variables to set for the specific dataset\n",
-    "bids_root_path = 's:/bcit/BaselineDrivingWorkingPhaseTwo'\n",
-    "exclude_dirs = ['sourcedata', 'stimuli', 'code']\n",
-    "log_name = 'bcit_baseline_driving_07_fix_channels_log'\n",
-    "sampling_rate_file = os.path.realpath(os.path.join(bids_root_path, 'code/samplingRates.tsv'))\n",
-    "channel_file = os.path.realpath(os.path.join(bids_root_path, \"code/channelsOriginal.json\"))\n",
-    "\n",
-    "# Set up the logger\n",
-    "log_file_name = f\"code/curation_logs/{log_name}.txt\"\n",
-    "logger = HedLogger(name=log_name)\n",
-    "\n",
-    "# Load the channels file\n",
-    "with open(channel_file, 'r') as fp:\n",
-    "    channel_info = json.load(fp)\n",
-    "\n",
-    "# Construct the lists of the EEG files\n",
-    "eeg_files = get_file_list(bids_root_path, extensions=[\".set\"], name_suffix=\"_eeg\", exclude_dirs=exclude_dirs)\n",
-    "\n",
-    "# Get the sample rate dictionary\n",
-    "sampling_dict = get_value_dict(sampling_rate_file)\n",
-    "\n",
-    "chan_dict = {'LN': ('LN', 'OTHER', 'n/a', 'Lane deviation from center line in meters.'),\n",
-    "             'ANG': ('ANG', 'OTHER', 'n/a', 'Steering wheel deviation angle in degrees.'),\n",
-    "             'SP': ('SP', 'OTHER', 'n/a', 'Vehicle speed in mph.'),\n",
-    "             'SD': ('SD', 'OTHER', 'n/a', 'Vehicle speed deviation.'),\n",
-    "             'EXG1': ('LHEOG', 'EOG', 'uV', 'Left horizontal EOG'),\n",
-    "             'EXG2': ('RHEOG', 'EOG', 'uV', 'Right horizontal EOG'),\n",
-    "             'EXG3': ('UVEOG', 'EOG', 'uV', 'Upper vertical EOG'),\n",
-    "             'EXG4': ('LVEOG', 'EOG', 'uV', 'Lower vertical EOG'),\n",
-    "             'EXG5': ('LMAST', 'MISC', 'uV', 'Left mastoid'),\n",
-    "             'EXG6': ('RMAST', 'MISC', 'uV', 'Right mastoid')}\n",
-    "\n",
-    "for file_name in eeg_files:\n",
-    "    basename = os.path.basename(file_name)\n",
-    "    channels = channel_info[basename]\n",
-    "    logger.add(basename, f\"EEG has {len(channels)} channels\")\n",
-    "    sampling_key = basename[:-8]\n",
-    "    sampling_rate = sampling_dict[sampling_key]\n",
-    "    logger.add(basename, f\"Sampling rate is {sampling_rate}\")\n",
-    "    data = {'name': channels}\n",
-    "    df = pd.DataFrame(data)\n",
-    "    df[['type', 'units', 'sampling_frequency', 'description']] = 'n/a'\n",
-    "    names = df['name']\n",
-    "    for index, name in names.iteritems():\n",
-    "        row = chan_dict.get(name, None)\n",
-    "        if not row:\n",
-    "            row = (name, 'EEG', 'uV', 'n/a')\n",
-    "        df.loc[index, 'name'] = row[0]\n",
-    "        df.loc[index, 'type'] = row[1]\n",
-    "        df.loc[index, 'units'] = row[2]\n",
-    "        df.loc[index, 'sampling_frequency'] = sampling_rate\n",
-    "        df.loc[index, 'description'] = row[3]\n",
-    "    EEG = sum(df['type'].map(str) == 'EEG')\n",
-    "    EOG = sum(df['type'].map(str) == 'EOG')\n",
-    "    OTHER = sum(df['type'].map(str) == 'OTHER')\n",
-    "    MISC = sum(df['type'].map(str) == 'MISC')\n",
-    "    logger.add(basename, f\"{EEG} EEG channels, {EOG} EOG channels, {OTHER} OTHER channels {MISC} MISC channels\")\n",
-    "    file_new = file_name[:-7] + \"channels.tsv\"\n",
-    "    df.to_csv(file_new, sep='\\t', index=False)\n",
-    "    logger.add(basename, f\"Saved as {os.path.basename(file_new)}\")\n",
-    "\n",
-    "# Output and save the log\n",
-    "log_string = \"\\n\\nLog output:\\n\" + logger.get_log_string()\n",
-    "error_string = \"\\n\\nERROR Summary:\\n\" + logger.get_log_string(level=\"ERROR\")\n",
-    "print(log_string)\n",
-    "print(error_string)\n",
-    "\n",
-    "save_path = os.path.join(bids_root_path, log_file_name)\n",
-    "with open(save_path, \"w\") as fp:\n",
-    "    fp.write(f\"{log_file_name} {datetime.datetime.now()}\\n\")\n",
-    "    fp.write(log_string)\n",
-    "    fp.write(error_string)"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Perform the calculation\n"
-    }
-   },
-   "execution_count": 1,
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "\n",
-      "Log output:\n",
-      "bcit_baseline_driving_07_fix_channels_log: Level None\n",
-      "sub-01_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 2048]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-01_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "sub-02_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 2048]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-02_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "sub-03_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 2048]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-03_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "sub-04_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 2048]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-04_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "sub-05_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 2048]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-05_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "sub-06_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 2048]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-06_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "sub-07_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 2048]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-07_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "sub-08_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 2048]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-08_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "sub-09_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 2048]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-09_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "sub-10_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 2048]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-10_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "sub-100_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-100_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "sub-101_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-101_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "sub-102_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-102_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "sub-102_ses-02_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-102_ses-02_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "sub-103_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-103_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "sub-103_ses-02_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-103_ses-02_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "sub-104_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-104_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "sub-105_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-105_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "sub-106_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-106_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "sub-107_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-107_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "sub-108_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-108_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "sub-108_ses-02_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-108_ses-02_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "sub-109_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-109_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "sub-11_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 2048]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-11_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "sub-12_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 2048]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-12_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "sub-13_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 2048]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-13_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "sub-14_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 2048]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-14_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "sub-15_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 2048]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-15_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "sub-16_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 2048]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-16_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "sub-17_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 2048]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-17_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "sub-18_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 2048]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-18_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "sub-19_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 2048]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-19_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "sub-20_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 2048]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-20_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "sub-21_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 2048]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-21_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "sub-22_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 2048]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-22_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "sub-23_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-23_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "sub-24_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-24_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "sub-25_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-25_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "sub-26_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-26_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "sub-27_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-27_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "sub-28_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-28_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "sub-29_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-29_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "sub-30_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-30_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "sub-31_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-31_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "sub-32_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-32_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "sub-33_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-33_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "sub-34_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-34_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "sub-35_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-35_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "sub-36_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-36_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "sub-37_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-37_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "sub-38_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-38_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "sub-39_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-39_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "sub-40_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-40_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "sub-41_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-41_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "sub-42_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-42_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "sub-43_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-43_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "sub-44_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-44_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "sub-45_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-45_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "sub-46_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-46_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "sub-47_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-47_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "sub-48_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-48_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "sub-49_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-49_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "sub-50_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-50_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "sub-51_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-51_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "sub-52_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-52_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "sub-53_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-53_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "sub-53_ses-02_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-53_ses-02_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "sub-54_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-54_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "sub-55_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-55_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "sub-56_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-56_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "sub-57_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-57_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "sub-58_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-58_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "sub-59_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-59_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "sub-59_ses-02_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-59_ses-02_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "sub-60_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-60_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "sub-61_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-61_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "sub-62_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-62_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "sub-63_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-63_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "sub-64_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-64_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "sub-65_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-65_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "sub-65_ses-02_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-65_ses-02_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "sub-66_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-66_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "sub-67_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-67_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "sub-68_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-68_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "sub-69_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-69_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "sub-70_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-70_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "sub-70_ses-02_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-70_ses-02_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "sub-71_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-71_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "sub-72_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-72_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "sub-73_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-73_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "sub-73_ses-02_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-73_ses-02_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "sub-74_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-74_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "sub-74_ses-02_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-74_ses-02_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "sub-75_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-75_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "sub-75_ses-02_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-75_ses-02_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "sub-76_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-76_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "sub-77_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-77_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "sub-77_ses-01_task-DriveWithSpeedChange_run-2_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-77_ses-01_task-DriveWithSpeedChange_run-2_channels.tsv]\n",
-      "sub-77_ses-02_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-77_ses-02_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "sub-77_ses-02_task-DriveWithSpeedChange_run-2_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-77_ses-02_task-DriveWithSpeedChange_run-2_channels.tsv]\n",
-      "sub-78_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-78_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "sub-79_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-79_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "sub-80_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-80_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "sub-81_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-81_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "sub-81_ses-02_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-81_ses-02_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "sub-82_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-82_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "sub-83_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-83_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "sub-83_ses-01_task-DriveWithSpeedChange_run-2_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-83_ses-01_task-DriveWithSpeedChange_run-2_channels.tsv]\n",
-      "sub-83_ses-02_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-83_ses-02_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "sub-84_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-84_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "sub-84_ses-02_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-84_ses-02_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "sub-85_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-85_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "sub-86_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-86_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "sub-86_ses-02_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-86_ses-02_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "sub-87_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-87_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "sub-88_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-88_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "sub-89_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-89_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "sub-90_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-90_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "sub-91_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-91_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "sub-92_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-92_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "sub-93_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-93_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "sub-93_ses-02_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-93_ses-02_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "sub-93_ses-03_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-93_ses-03_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "sub-94_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-94_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "sub-95_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-95_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "sub-96_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-96_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "sub-96_ses-02_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-96_ses-02_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "sub-97_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-97_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "sub-98_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-98_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "sub-99_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-99_ses-01_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "sub-99_ses-02_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-99_ses-02_task-DriveWithSpeedChange_run-1_channels.tsv]\n",
-      "\n",
-      "\n",
-      "ERROR Summary:\n",
-      "bcit_baseline_driving_07_fix_channels_log: Level ERROR\n",
-      "sub-01_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-02_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-03_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-04_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-05_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-06_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-07_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-08_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-09_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-10_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-100_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-101_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-102_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-102_ses-02_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-103_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-103_ses-02_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-104_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-105_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-106_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-107_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-108_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-108_ses-02_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-109_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-11_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-12_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-13_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-14_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-15_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-16_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-17_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-18_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-19_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-20_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-21_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-22_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-23_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-24_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-25_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-26_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-27_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-28_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-29_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-30_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-31_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-32_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-33_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-34_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-35_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-36_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-37_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-38_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-39_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-40_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-41_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-42_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-43_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-44_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-45_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-46_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-47_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-48_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-49_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-50_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-51_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-52_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-53_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-53_ses-02_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-54_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-55_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-56_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-57_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-58_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-59_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-59_ses-02_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-60_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-61_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-62_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-63_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-64_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-65_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-65_ses-02_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-66_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-67_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-68_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-69_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-70_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-70_ses-02_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-71_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-72_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-73_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-73_ses-02_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-74_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-74_ses-02_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-75_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-75_ses-02_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-76_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-77_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-77_ses-01_task-DriveWithSpeedChange_run-2_eeg.set:\n",
-      "sub-77_ses-02_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-77_ses-02_task-DriveWithSpeedChange_run-2_eeg.set:\n",
-      "sub-78_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-79_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-80_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-81_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-81_ses-02_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-82_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-83_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-83_ses-01_task-DriveWithSpeedChange_run-2_eeg.set:\n",
-      "sub-83_ses-02_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-84_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-84_ses-02_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-85_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-86_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-86_ses-02_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-87_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-88_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-89_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-90_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-91_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-92_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-93_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-93_ses-02_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-93_ses-03_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-94_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-95_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-96_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-96_ses-02_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-97_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-98_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-99_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-99_ses-02_task-DriveWithSpeedChange_run-1_eeg.set:\n"
-     ]
-    }
-   ]
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 2
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
\ No newline at end of file
diff --git a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_baseline_driving/bcit_baseline_driving_08_fix_coordsystem.ipynb b/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_baseline_driving/bcit_baseline_driving_08_fix_coordsystem.ipynb
deleted file mode 100644
index ff45e86..0000000
--- a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_baseline_driving/bcit_baseline_driving_08_fix_coordsystem.ipynb
+++ /dev/null
@@ -1,503 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "collapsed": true,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   },
-   "source": [
-    "## Fix the coordsystem.json files generated by ESS.\n",
-    "\n",
-    "This notebook replaces the `coordsystem.json` files of ESS with those generated by EEGLAB BidsTools\n",
-    "for the BCIT Baseline Driving data.\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "source": [
-    "import os\n",
-    "import json\n",
-    "import datetime\n",
-    "from hed.tools import HedLogger\n",
-    "from hed.util import get_file_list\n",
-    "\n",
-    "# Variables to set for the specific dataset\n",
-    "bids_root_path = 's:/bcit/BaselineDrivingWorkingPhaseTwo'\n",
-    "exclude_dirs = ['sourcedata', 'stimuli', 'code']\n",
-    "log_name = 'bcit_baseline_driving_08_fix_coordsystem_log'\n",
-    "sampling_rate_file = os.path.realpath(os.path.join(bids_root_path, 'code/samplingRates.tsv'))\n",
-    "\n",
-    "# Set up the logger\n",
-    "log_file_name = f\"code/curation_logs/{log_name}.txt\"\n",
-    "logger = HedLogger(name=log_name)\n",
-    "\n",
-    "# Construct the lists of the EEG files\n",
-    "eeg_files = get_file_list(bids_root_path, extensions=[\".set\"], name_suffix=\"_eeg\", exclude_dirs=exclude_dirs)\n",
-    "\n",
-    "# Coordsystem.json template\n",
-    "coordsystem_template = {\"EEGCoordinateUnits\":\"n/a\",\n",
-    "                        \"EEGCoordinateSystem\":\"CTF\",\n",
-    "                        \"EEGCoordinateSystemDescription\":\"EEGLAB\"}\n",
-    "\n",
-    "for file_name in eeg_files:\n",
-    "    basename = os.path.basename(file_name)\n",
-    "    json_new = file_name[:-7] + \"coordsystem.json\"\n",
-    "    with open(json_new, 'w') as fp:\n",
-    "        json.dump(coordsystem_template, fp)\n",
-    "    logger.add(basename, f\"Saving the {os.path.basename(json_new)} coordinate system file\")\n",
-    "\n",
-    "# Output and save the log\n",
-    "log_string = \"\\n\\nLog output:\\n\" + logger.get_log_string()\n",
-    "error_string = \"\\n\\nERROR Summary:\\n\" + logger.get_log_string(level=\"ERROR\")\n",
-    "print(log_string)\n",
-    "print(error_string)\n",
-    "\n",
-    "save_path = os.path.join(bids_root_path, log_file_name)\n",
-    "with open(save_path, \"w\") as fp:\n",
-    "    fp.write(f\"{log_file_name} {datetime.datetime.now()}\\n\")\n",
-    "    fp.write(log_string)\n",
-    "    fp.write(error_string)"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Set up the directories and create a dictionary for events.tsv files\n"
-    }
-   },
-   "execution_count": 1,
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "\n",
-      "Log output:\n",
-      "bcit_baseline_driving_08_fix_coordsystem_log: Level None\n",
-      "sub-01_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ Saving the sub-01_ses-01_task-DriveWithSpeedChange_run-1_coordsystem.json coordinate system file]\n",
-      "sub-02_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ Saving the sub-02_ses-01_task-DriveWithSpeedChange_run-1_coordsystem.json coordinate system file]\n",
-      "sub-03_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ Saving the sub-03_ses-01_task-DriveWithSpeedChange_run-1_coordsystem.json coordinate system file]\n",
-      "sub-04_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ Saving the sub-04_ses-01_task-DriveWithSpeedChange_run-1_coordsystem.json coordinate system file]\n",
-      "sub-05_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ Saving the sub-05_ses-01_task-DriveWithSpeedChange_run-1_coordsystem.json coordinate system file]\n",
-      "sub-06_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ Saving the sub-06_ses-01_task-DriveWithSpeedChange_run-1_coordsystem.json coordinate system file]\n",
-      "sub-07_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ Saving the sub-07_ses-01_task-DriveWithSpeedChange_run-1_coordsystem.json coordinate system file]\n",
-      "sub-08_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ Saving the sub-08_ses-01_task-DriveWithSpeedChange_run-1_coordsystem.json coordinate system file]\n",
-      "sub-09_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ Saving the sub-09_ses-01_task-DriveWithSpeedChange_run-1_coordsystem.json coordinate system file]\n",
-      "sub-10_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ Saving the sub-10_ses-01_task-DriveWithSpeedChange_run-1_coordsystem.json coordinate system file]\n",
-      "sub-100_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ Saving the sub-100_ses-01_task-DriveWithSpeedChange_run-1_coordsystem.json coordinate system file]\n",
-      "sub-101_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ Saving the sub-101_ses-01_task-DriveWithSpeedChange_run-1_coordsystem.json coordinate system file]\n",
-      "sub-102_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ Saving the sub-102_ses-01_task-DriveWithSpeedChange_run-1_coordsystem.json coordinate system file]\n",
-      "sub-102_ses-02_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ Saving the sub-102_ses-02_task-DriveWithSpeedChange_run-1_coordsystem.json coordinate system file]\n",
-      "sub-103_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ Saving the sub-103_ses-01_task-DriveWithSpeedChange_run-1_coordsystem.json coordinate system file]\n",
-      "sub-103_ses-02_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ Saving the sub-103_ses-02_task-DriveWithSpeedChange_run-1_coordsystem.json coordinate system file]\n",
-      "sub-104_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ Saving the sub-104_ses-01_task-DriveWithSpeedChange_run-1_coordsystem.json coordinate system file]\n",
-      "sub-105_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ Saving the sub-105_ses-01_task-DriveWithSpeedChange_run-1_coordsystem.json coordinate system file]\n",
-      "sub-106_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ Saving the sub-106_ses-01_task-DriveWithSpeedChange_run-1_coordsystem.json coordinate system file]\n",
-      "sub-107_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ Saving the sub-107_ses-01_task-DriveWithSpeedChange_run-1_coordsystem.json coordinate system file]\n",
-      "sub-108_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ Saving the sub-108_ses-01_task-DriveWithSpeedChange_run-1_coordsystem.json coordinate system file]\n",
-      "sub-108_ses-02_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ Saving the sub-108_ses-02_task-DriveWithSpeedChange_run-1_coordsystem.json coordinate system file]\n",
-      "sub-109_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ Saving the sub-109_ses-01_task-DriveWithSpeedChange_run-1_coordsystem.json coordinate system file]\n",
-      "sub-11_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ Saving the sub-11_ses-01_task-DriveWithSpeedChange_run-1_coordsystem.json coordinate system file]\n",
-      "sub-12_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ Saving the sub-12_ses-01_task-DriveWithSpeedChange_run-1_coordsystem.json coordinate system file]\n",
-      "sub-13_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ Saving the sub-13_ses-01_task-DriveWithSpeedChange_run-1_coordsystem.json coordinate system file]\n",
-      "sub-14_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ Saving the sub-14_ses-01_task-DriveWithSpeedChange_run-1_coordsystem.json coordinate system file]\n",
-      "sub-15_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ Saving the sub-15_ses-01_task-DriveWithSpeedChange_run-1_coordsystem.json coordinate system file]\n",
-      "sub-16_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ Saving the sub-16_ses-01_task-DriveWithSpeedChange_run-1_coordsystem.json coordinate system file]\n",
-      "sub-17_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ Saving the sub-17_ses-01_task-DriveWithSpeedChange_run-1_coordsystem.json coordinate system file]\n",
-      "sub-18_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ Saving the sub-18_ses-01_task-DriveWithSpeedChange_run-1_coordsystem.json coordinate system file]\n",
-      "sub-19_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ Saving the sub-19_ses-01_task-DriveWithSpeedChange_run-1_coordsystem.json coordinate system file]\n",
-      "sub-20_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ Saving the sub-20_ses-01_task-DriveWithSpeedChange_run-1_coordsystem.json coordinate system file]\n",
-      "sub-21_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ Saving the sub-21_ses-01_task-DriveWithSpeedChange_run-1_coordsystem.json coordinate system file]\n",
-      "sub-22_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ Saving the sub-22_ses-01_task-DriveWithSpeedChange_run-1_coordsystem.json coordinate system file]\n",
-      "sub-23_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ Saving the sub-23_ses-01_task-DriveWithSpeedChange_run-1_coordsystem.json coordinate system file]\n",
-      "sub-24_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ Saving the sub-24_ses-01_task-DriveWithSpeedChange_run-1_coordsystem.json coordinate system file]\n",
-      "sub-25_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ Saving the sub-25_ses-01_task-DriveWithSpeedChange_run-1_coordsystem.json coordinate system file]\n",
-      "sub-26_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ Saving the sub-26_ses-01_task-DriveWithSpeedChange_run-1_coordsystem.json coordinate system file]\n",
-      "sub-27_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ Saving the sub-27_ses-01_task-DriveWithSpeedChange_run-1_coordsystem.json coordinate system file]\n",
-      "sub-28_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ Saving the sub-28_ses-01_task-DriveWithSpeedChange_run-1_coordsystem.json coordinate system file]\n",
-      "sub-29_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ Saving the sub-29_ses-01_task-DriveWithSpeedChange_run-1_coordsystem.json coordinate system file]\n",
-      "sub-30_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ Saving the sub-30_ses-01_task-DriveWithSpeedChange_run-1_coordsystem.json coordinate system file]\n",
-      "sub-31_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ Saving the sub-31_ses-01_task-DriveWithSpeedChange_run-1_coordsystem.json coordinate system file]\n",
-      "sub-32_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ Saving the sub-32_ses-01_task-DriveWithSpeedChange_run-1_coordsystem.json coordinate system file]\n",
-      "sub-33_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ Saving the sub-33_ses-01_task-DriveWithSpeedChange_run-1_coordsystem.json coordinate system file]\n",
-      "sub-34_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ Saving the sub-34_ses-01_task-DriveWithSpeedChange_run-1_coordsystem.json coordinate system file]\n",
-      "sub-35_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ Saving the sub-35_ses-01_task-DriveWithSpeedChange_run-1_coordsystem.json coordinate system file]\n",
-      "sub-36_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ Saving the sub-36_ses-01_task-DriveWithSpeedChange_run-1_coordsystem.json coordinate system file]\n",
-      "sub-37_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ Saving the sub-37_ses-01_task-DriveWithSpeedChange_run-1_coordsystem.json coordinate system file]\n",
-      "sub-38_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ Saving the sub-38_ses-01_task-DriveWithSpeedChange_run-1_coordsystem.json coordinate system file]\n",
-      "sub-39_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ Saving the sub-39_ses-01_task-DriveWithSpeedChange_run-1_coordsystem.json coordinate system file]\n",
-      "sub-40_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ Saving the sub-40_ses-01_task-DriveWithSpeedChange_run-1_coordsystem.json coordinate system file]\n",
-      "sub-41_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ Saving the sub-41_ses-01_task-DriveWithSpeedChange_run-1_coordsystem.json coordinate system file]\n",
-      "sub-42_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ Saving the sub-42_ses-01_task-DriveWithSpeedChange_run-1_coordsystem.json coordinate system file]\n",
-      "sub-43_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ Saving the sub-43_ses-01_task-DriveWithSpeedChange_run-1_coordsystem.json coordinate system file]\n",
-      "sub-44_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ Saving the sub-44_ses-01_task-DriveWithSpeedChange_run-1_coordsystem.json coordinate system file]\n",
-      "sub-45_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ Saving the sub-45_ses-01_task-DriveWithSpeedChange_run-1_coordsystem.json coordinate system file]\n",
-      "sub-46_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ Saving the sub-46_ses-01_task-DriveWithSpeedChange_run-1_coordsystem.json coordinate system file]\n",
-      "sub-47_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ Saving the sub-47_ses-01_task-DriveWithSpeedChange_run-1_coordsystem.json coordinate system file]\n",
-      "sub-48_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ Saving the sub-48_ses-01_task-DriveWithSpeedChange_run-1_coordsystem.json coordinate system file]\n",
-      "sub-49_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ Saving the sub-49_ses-01_task-DriveWithSpeedChange_run-1_coordsystem.json coordinate system file]\n",
-      "sub-50_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ Saving the sub-50_ses-01_task-DriveWithSpeedChange_run-1_coordsystem.json coordinate system file]\n",
-      "sub-51_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ Saving the sub-51_ses-01_task-DriveWithSpeedChange_run-1_coordsystem.json coordinate system file]\n",
-      "sub-52_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ Saving the sub-52_ses-01_task-DriveWithSpeedChange_run-1_coordsystem.json coordinate system file]\n",
-      "sub-53_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ Saving the sub-53_ses-01_task-DriveWithSpeedChange_run-1_coordsystem.json coordinate system file]\n",
-      "sub-53_ses-02_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ Saving the sub-53_ses-02_task-DriveWithSpeedChange_run-1_coordsystem.json coordinate system file]\n",
-      "sub-54_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ Saving the sub-54_ses-01_task-DriveWithSpeedChange_run-1_coordsystem.json coordinate system file]\n",
-      "sub-55_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ Saving the sub-55_ses-01_task-DriveWithSpeedChange_run-1_coordsystem.json coordinate system file]\n",
-      "sub-56_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ Saving the sub-56_ses-01_task-DriveWithSpeedChange_run-1_coordsystem.json coordinate system file]\n",
-      "sub-57_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ Saving the sub-57_ses-01_task-DriveWithSpeedChange_run-1_coordsystem.json coordinate system file]\n",
-      "sub-58_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ Saving the sub-58_ses-01_task-DriveWithSpeedChange_run-1_coordsystem.json coordinate system file]\n",
-      "sub-59_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ Saving the sub-59_ses-01_task-DriveWithSpeedChange_run-1_coordsystem.json coordinate system file]\n",
-      "sub-59_ses-02_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ Saving the sub-59_ses-02_task-DriveWithSpeedChange_run-1_coordsystem.json coordinate system file]\n",
-      "sub-60_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ Saving the sub-60_ses-01_task-DriveWithSpeedChange_run-1_coordsystem.json coordinate system file]\n",
-      "sub-61_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ Saving the sub-61_ses-01_task-DriveWithSpeedChange_run-1_coordsystem.json coordinate system file]\n",
-      "sub-62_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ Saving the sub-62_ses-01_task-DriveWithSpeedChange_run-1_coordsystem.json coordinate system file]\n",
-      "sub-63_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ Saving the sub-63_ses-01_task-DriveWithSpeedChange_run-1_coordsystem.json coordinate system file]\n",
-      "sub-64_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ Saving the sub-64_ses-01_task-DriveWithSpeedChange_run-1_coordsystem.json coordinate system file]\n",
-      "sub-65_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ Saving the sub-65_ses-01_task-DriveWithSpeedChange_run-1_coordsystem.json coordinate system file]\n",
-      "sub-65_ses-02_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ Saving the sub-65_ses-02_task-DriveWithSpeedChange_run-1_coordsystem.json coordinate system file]\n",
-      "sub-66_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ Saving the sub-66_ses-01_task-DriveWithSpeedChange_run-1_coordsystem.json coordinate system file]\n",
-      "sub-67_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ Saving the sub-67_ses-01_task-DriveWithSpeedChange_run-1_coordsystem.json coordinate system file]\n",
-      "sub-68_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ Saving the sub-68_ses-01_task-DriveWithSpeedChange_run-1_coordsystem.json coordinate system file]\n",
-      "sub-69_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ Saving the sub-69_ses-01_task-DriveWithSpeedChange_run-1_coordsystem.json coordinate system file]\n",
-      "sub-70_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ Saving the sub-70_ses-01_task-DriveWithSpeedChange_run-1_coordsystem.json coordinate system file]\n",
-      "sub-70_ses-02_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ Saving the sub-70_ses-02_task-DriveWithSpeedChange_run-1_coordsystem.json coordinate system file]\n",
-      "sub-71_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ Saving the sub-71_ses-01_task-DriveWithSpeedChange_run-1_coordsystem.json coordinate system file]\n",
-      "sub-72_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ Saving the sub-72_ses-01_task-DriveWithSpeedChange_run-1_coordsystem.json coordinate system file]\n",
-      "sub-73_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ Saving the sub-73_ses-01_task-DriveWithSpeedChange_run-1_coordsystem.json coordinate system file]\n",
-      "sub-73_ses-02_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ Saving the sub-73_ses-02_task-DriveWithSpeedChange_run-1_coordsystem.json coordinate system file]\n",
-      "sub-74_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ Saving the sub-74_ses-01_task-DriveWithSpeedChange_run-1_coordsystem.json coordinate system file]\n",
-      "sub-74_ses-02_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ Saving the sub-74_ses-02_task-DriveWithSpeedChange_run-1_coordsystem.json coordinate system file]\n",
-      "sub-75_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ Saving the sub-75_ses-01_task-DriveWithSpeedChange_run-1_coordsystem.json coordinate system file]\n",
-      "sub-75_ses-02_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ Saving the sub-75_ses-02_task-DriveWithSpeedChange_run-1_coordsystem.json coordinate system file]\n",
-      "sub-76_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ Saving the sub-76_ses-01_task-DriveWithSpeedChange_run-1_coordsystem.json coordinate system file]\n",
-      "sub-77_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ Saving the sub-77_ses-01_task-DriveWithSpeedChange_run-1_coordsystem.json coordinate system file]\n",
-      "sub-77_ses-01_task-DriveWithSpeedChange_run-2_eeg.set:\n",
-      "\t[ Saving the sub-77_ses-01_task-DriveWithSpeedChange_run-2_coordsystem.json coordinate system file]\n",
-      "sub-77_ses-02_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ Saving the sub-77_ses-02_task-DriveWithSpeedChange_run-1_coordsystem.json coordinate system file]\n",
-      "sub-77_ses-02_task-DriveWithSpeedChange_run-2_eeg.set:\n",
-      "\t[ Saving the sub-77_ses-02_task-DriveWithSpeedChange_run-2_coordsystem.json coordinate system file]\n",
-      "sub-78_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ Saving the sub-78_ses-01_task-DriveWithSpeedChange_run-1_coordsystem.json coordinate system file]\n",
-      "sub-79_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ Saving the sub-79_ses-01_task-DriveWithSpeedChange_run-1_coordsystem.json coordinate system file]\n",
-      "sub-80_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ Saving the sub-80_ses-01_task-DriveWithSpeedChange_run-1_coordsystem.json coordinate system file]\n",
-      "sub-81_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ Saving the sub-81_ses-01_task-DriveWithSpeedChange_run-1_coordsystem.json coordinate system file]\n",
-      "sub-81_ses-02_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ Saving the sub-81_ses-02_task-DriveWithSpeedChange_run-1_coordsystem.json coordinate system file]\n",
-      "sub-82_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ Saving the sub-82_ses-01_task-DriveWithSpeedChange_run-1_coordsystem.json coordinate system file]\n",
-      "sub-83_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ Saving the sub-83_ses-01_task-DriveWithSpeedChange_run-1_coordsystem.json coordinate system file]\n",
-      "sub-83_ses-01_task-DriveWithSpeedChange_run-2_eeg.set:\n",
-      "\t[ Saving the sub-83_ses-01_task-DriveWithSpeedChange_run-2_coordsystem.json coordinate system file]\n",
-      "sub-83_ses-02_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ Saving the sub-83_ses-02_task-DriveWithSpeedChange_run-1_coordsystem.json coordinate system file]\n",
-      "sub-84_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ Saving the sub-84_ses-01_task-DriveWithSpeedChange_run-1_coordsystem.json coordinate system file]\n",
-      "sub-84_ses-02_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ Saving the sub-84_ses-02_task-DriveWithSpeedChange_run-1_coordsystem.json coordinate system file]\n",
-      "sub-85_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ Saving the sub-85_ses-01_task-DriveWithSpeedChange_run-1_coordsystem.json coordinate system file]\n",
-      "sub-86_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ Saving the sub-86_ses-01_task-DriveWithSpeedChange_run-1_coordsystem.json coordinate system file]\n",
-      "sub-86_ses-02_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ Saving the sub-86_ses-02_task-DriveWithSpeedChange_run-1_coordsystem.json coordinate system file]\n",
-      "sub-87_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ Saving the sub-87_ses-01_task-DriveWithSpeedChange_run-1_coordsystem.json coordinate system file]\n",
-      "sub-88_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ Saving the sub-88_ses-01_task-DriveWithSpeedChange_run-1_coordsystem.json coordinate system file]\n",
-      "sub-89_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ Saving the sub-89_ses-01_task-DriveWithSpeedChange_run-1_coordsystem.json coordinate system file]\n",
-      "sub-90_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ Saving the sub-90_ses-01_task-DriveWithSpeedChange_run-1_coordsystem.json coordinate system file]\n",
-      "sub-91_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ Saving the sub-91_ses-01_task-DriveWithSpeedChange_run-1_coordsystem.json coordinate system file]\n",
-      "sub-92_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ Saving the sub-92_ses-01_task-DriveWithSpeedChange_run-1_coordsystem.json coordinate system file]\n",
-      "sub-93_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ Saving the sub-93_ses-01_task-DriveWithSpeedChange_run-1_coordsystem.json coordinate system file]\n",
-      "sub-93_ses-02_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ Saving the sub-93_ses-02_task-DriveWithSpeedChange_run-1_coordsystem.json coordinate system file]\n",
-      "sub-93_ses-03_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ Saving the sub-93_ses-03_task-DriveWithSpeedChange_run-1_coordsystem.json coordinate system file]\n",
-      "sub-94_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ Saving the sub-94_ses-01_task-DriveWithSpeedChange_run-1_coordsystem.json coordinate system file]\n",
-      "sub-95_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ Saving the sub-95_ses-01_task-DriveWithSpeedChange_run-1_coordsystem.json coordinate system file]\n",
-      "sub-96_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ Saving the sub-96_ses-01_task-DriveWithSpeedChange_run-1_coordsystem.json coordinate system file]\n",
-      "sub-96_ses-02_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ Saving the sub-96_ses-02_task-DriveWithSpeedChange_run-1_coordsystem.json coordinate system file]\n",
-      "sub-97_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ Saving the sub-97_ses-01_task-DriveWithSpeedChange_run-1_coordsystem.json coordinate system file]\n",
-      "sub-98_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ Saving the sub-98_ses-01_task-DriveWithSpeedChange_run-1_coordsystem.json coordinate system file]\n",
-      "sub-99_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ Saving the sub-99_ses-01_task-DriveWithSpeedChange_run-1_coordsystem.json coordinate system file]\n",
-      "sub-99_ses-02_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ Saving the sub-99_ses-02_task-DriveWithSpeedChange_run-1_coordsystem.json coordinate system file]\n",
-      "\n",
-      "\n",
-      "ERROR Summary:\n",
-      "bcit_baseline_driving_08_fix_coordsystem_log: Level ERROR\n",
-      "sub-01_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-02_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-03_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-04_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-05_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-06_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-07_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-08_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-09_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-10_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-100_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-101_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-102_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-102_ses-02_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-103_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-103_ses-02_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-104_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-105_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-106_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-107_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-108_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-108_ses-02_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-109_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-11_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-12_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-13_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-14_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-15_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-16_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-17_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-18_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-19_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-20_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-21_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-22_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-23_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-24_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-25_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-26_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-27_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-28_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-29_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-30_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-31_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-32_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-33_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-34_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-35_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-36_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-37_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-38_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-39_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-40_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-41_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-42_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-43_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-44_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-45_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-46_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-47_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-48_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-49_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-50_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-51_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-52_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-53_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-53_ses-02_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-54_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-55_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-56_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-57_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-58_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-59_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-59_ses-02_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-60_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-61_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-62_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-63_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-64_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-65_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-65_ses-02_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-66_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-67_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-68_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-69_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-70_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-70_ses-02_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-71_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-72_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-73_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-73_ses-02_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-74_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-74_ses-02_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-75_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-75_ses-02_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-76_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-77_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-77_ses-01_task-DriveWithSpeedChange_run-2_eeg.set:\n",
-      "sub-77_ses-02_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-77_ses-02_task-DriveWithSpeedChange_run-2_eeg.set:\n",
-      "sub-78_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-79_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-80_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-81_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-81_ses-02_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-82_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-83_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-83_ses-01_task-DriveWithSpeedChange_run-2_eeg.set:\n",
-      "sub-83_ses-02_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-84_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-84_ses-02_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-85_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-86_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-86_ses-02_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-87_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-88_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-89_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-90_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-91_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-92_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-93_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-93_ses-02_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-93_ses-03_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-94_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-95_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-96_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-96_ses-02_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-97_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-98_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-99_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-99_ses-02_task-DriveWithSpeedChange_run-1_eeg.set:\n"
-     ]
-    }
-   ]
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 2
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
\ No newline at end of file
diff --git a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_baseline_driving/bcit_baseline_driving_11_remove_eeg_json.ipynb b/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_baseline_driving/bcit_baseline_driving_11_remove_eeg_json.ipynb
deleted file mode 100644
index da0663c..0000000
--- a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_baseline_driving/bcit_baseline_driving_11_remove_eeg_json.ipynb
+++ /dev/null
@@ -1,213 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "collapsed": true,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   },
-   "source": [
-    "## Remove eeg.json files from BCIT Baseline Driving Duty\n",
-    "\n",
-    "This script removes `eeg.json` from the dataset."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "\n",
-      "Log output:\n",
-      "bcit_baseline_driving_11_remove_eeg_json_log: Level None\n",
-      "overall:\n",
-      "\t[ Remove task-DriveWithSpeedChange_eeg.json]\n",
-      "\t[ Remove sub-01_task-DriveWithSpeedChange_eeg.json]\n",
-      "\t[ Remove sub-02_task-DriveWithSpeedChange_eeg.json]\n",
-      "\t[ Remove sub-03_task-DriveWithSpeedChange_eeg.json]\n",
-      "\t[ Remove sub-04_task-DriveWithSpeedChange_eeg.json]\n",
-      "\t[ Remove sub-05_task-DriveWithSpeedChange_eeg.json]\n",
-      "\t[ Remove sub-06_task-DriveWithSpeedChange_eeg.json]\n",
-      "\t[ Remove sub-07_task-DriveWithSpeedChange_eeg.json]\n",
-      "\t[ Remove sub-08_task-DriveWithSpeedChange_eeg.json]\n",
-      "\t[ Remove sub-09_task-DriveWithSpeedChange_eeg.json]\n",
-      "\t[ Remove sub-10_task-DriveWithSpeedChange_eeg.json]\n",
-      "\t[ Remove sub-100_task-DriveWithSpeedChange_eeg.json]\n",
-      "\t[ Remove sub-101_task-DriveWithSpeedChange_eeg.json]\n",
-      "\t[ Remove sub-102_task-DriveWithSpeedChange_eeg.json]\n",
-      "\t[ Remove sub-103_task-DriveWithSpeedChange_eeg.json]\n",
-      "\t[ Remove sub-104_task-DriveWithSpeedChange_eeg.json]\n",
-      "\t[ Remove sub-105_task-DriveWithSpeedChange_eeg.json]\n",
-      "\t[ Remove sub-106_task-DriveWithSpeedChange_eeg.json]\n",
-      "\t[ Remove sub-107_task-DriveWithSpeedChange_eeg.json]\n",
-      "\t[ Remove sub-108_task-DriveWithSpeedChange_eeg.json]\n",
-      "\t[ Remove sub-109_task-DriveWithSpeedChange_eeg.json]\n",
-      "\t[ Remove sub-11_task-DriveWithSpeedChange_eeg.json]\n",
-      "\t[ Remove sub-12_task-DriveWithSpeedChange_eeg.json]\n",
-      "\t[ Remove sub-13_task-DriveWithSpeedChange_eeg.json]\n",
-      "\t[ Remove sub-14_task-DriveWithSpeedChange_eeg.json]\n",
-      "\t[ Remove sub-15_task-DriveWithSpeedChange_eeg.json]\n",
-      "\t[ Remove sub-16_task-DriveWithSpeedChange_eeg.json]\n",
-      "\t[ Remove sub-17_task-DriveWithSpeedChange_eeg.json]\n",
-      "\t[ Remove sub-18_task-DriveWithSpeedChange_eeg.json]\n",
-      "\t[ Remove sub-19_task-DriveWithSpeedChange_eeg.json]\n",
-      "\t[ Remove sub-20_task-DriveWithSpeedChange_eeg.json]\n",
-      "\t[ Remove sub-21_task-DriveWithSpeedChange_eeg.json]\n",
-      "\t[ Remove sub-22_task-DriveWithSpeedChange_eeg.json]\n",
-      "\t[ Remove sub-23_task-DriveWithSpeedChange_eeg.json]\n",
-      "\t[ Remove sub-24_task-DriveWithSpeedChange_eeg.json]\n",
-      "\t[ Remove sub-25_task-DriveWithSpeedChange_eeg.json]\n",
-      "\t[ Remove sub-26_task-DriveWithSpeedChange_eeg.json]\n",
-      "\t[ Remove sub-27_task-DriveWithSpeedChange_eeg.json]\n",
-      "\t[ Remove sub-28_task-DriveWithSpeedChange_eeg.json]\n",
-      "\t[ Remove sub-29_task-DriveWithSpeedChange_eeg.json]\n",
-      "\t[ Remove sub-30_task-DriveWithSpeedChange_eeg.json]\n",
-      "\t[ Remove sub-31_task-DriveWithSpeedChange_eeg.json]\n",
-      "\t[ Remove sub-32_task-DriveWithSpeedChange_eeg.json]\n",
-      "\t[ Remove sub-33_task-DriveWithSpeedChange_eeg.json]\n",
-      "\t[ Remove sub-34_task-DriveWithSpeedChange_eeg.json]\n",
-      "\t[ Remove sub-35_task-DriveWithSpeedChange_eeg.json]\n",
-      "\t[ Remove sub-36_task-DriveWithSpeedChange_eeg.json]\n",
-      "\t[ Remove sub-37_task-DriveWithSpeedChange_eeg.json]\n",
-      "\t[ Remove sub-38_task-DriveWithSpeedChange_eeg.json]\n",
-      "\t[ Remove sub-39_task-DriveWithSpeedChange_eeg.json]\n",
-      "\t[ Remove sub-40_task-DriveWithSpeedChange_eeg.json]\n",
-      "\t[ Remove sub-41_task-DriveWithSpeedChange_eeg.json]\n",
-      "\t[ Remove sub-42_task-DriveWithSpeedChange_eeg.json]\n",
-      "\t[ Remove sub-43_task-DriveWithSpeedChange_eeg.json]\n",
-      "\t[ Remove sub-44_task-DriveWithSpeedChange_eeg.json]\n",
-      "\t[ Remove sub-45_task-DriveWithSpeedChange_eeg.json]\n",
-      "\t[ Remove sub-46_task-DriveWithSpeedChange_eeg.json]\n",
-      "\t[ Remove sub-47_task-DriveWithSpeedChange_eeg.json]\n",
-      "\t[ Remove sub-48_task-DriveWithSpeedChange_eeg.json]\n",
-      "\t[ Remove sub-49_task-DriveWithSpeedChange_eeg.json]\n",
-      "\t[ Remove sub-50_task-DriveWithSpeedChange_eeg.json]\n",
-      "\t[ Remove sub-51_task-DriveWithSpeedChange_eeg.json]\n",
-      "\t[ Remove sub-52_task-DriveWithSpeedChange_eeg.json]\n",
-      "\t[ Remove sub-53_task-DriveWithSpeedChange_eeg.json]\n",
-      "\t[ Remove sub-54_task-DriveWithSpeedChange_eeg.json]\n",
-      "\t[ Remove sub-55_task-DriveWithSpeedChange_eeg.json]\n",
-      "\t[ Remove sub-56_task-DriveWithSpeedChange_eeg.json]\n",
-      "\t[ Remove sub-57_task-DriveWithSpeedChange_eeg.json]\n",
-      "\t[ Remove sub-58_task-DriveWithSpeedChange_eeg.json]\n",
-      "\t[ Remove sub-59_task-DriveWithSpeedChange_eeg.json]\n",
-      "\t[ Remove sub-60_task-DriveWithSpeedChange_eeg.json]\n",
-      "\t[ Remove sub-61_task-DriveWithSpeedChange_eeg.json]\n",
-      "\t[ Remove sub-62_task-DriveWithSpeedChange_eeg.json]\n",
-      "\t[ Remove sub-63_task-DriveWithSpeedChange_eeg.json]\n",
-      "\t[ Remove sub-64_task-DriveWithSpeedChange_eeg.json]\n",
-      "\t[ Remove sub-65_task-DriveWithSpeedChange_eeg.json]\n",
-      "\t[ Remove sub-66_task-DriveWithSpeedChange_eeg.json]\n",
-      "\t[ Remove sub-67_task-DriveWithSpeedChange_eeg.json]\n",
-      "\t[ Remove sub-68_task-DriveWithSpeedChange_eeg.json]\n",
-      "\t[ Remove sub-69_task-DriveWithSpeedChange_eeg.json]\n",
-      "\t[ Remove sub-70_task-DriveWithSpeedChange_eeg.json]\n",
-      "\t[ Remove sub-71_task-DriveWithSpeedChange_eeg.json]\n",
-      "\t[ Remove sub-72_task-DriveWithSpeedChange_eeg.json]\n",
-      "\t[ Remove sub-73_task-DriveWithSpeedChange_eeg.json]\n",
-      "\t[ Remove sub-74_task-DriveWithSpeedChange_eeg.json]\n",
-      "\t[ Remove sub-75_task-DriveWithSpeedChange_eeg.json]\n",
-      "\t[ Remove sub-76_task-DriveWithSpeedChange_eeg.json]\n",
-      "\t[ Remove sub-77_task-DriveWithSpeedChange_eeg.json]\n",
-      "\t[ Remove sub-78_task-DriveWithSpeedChange_eeg.json]\n",
-      "\t[ Remove sub-79_task-DriveWithSpeedChange_eeg.json]\n",
-      "\t[ Remove sub-80_task-DriveWithSpeedChange_eeg.json]\n",
-      "\t[ Remove sub-81_task-DriveWithSpeedChange_eeg.json]\n",
-      "\t[ Remove sub-82_task-DriveWithSpeedChange_eeg.json]\n",
-      "\t[ Remove sub-83_task-DriveWithSpeedChange_eeg.json]\n",
-      "\t[ Remove sub-84_task-DriveWithSpeedChange_eeg.json]\n",
-      "\t[ Remove sub-85_task-DriveWithSpeedChange_eeg.json]\n",
-      "\t[ Remove sub-86_task-DriveWithSpeedChange_eeg.json]\n",
-      "\t[ Remove sub-87_task-DriveWithSpeedChange_eeg.json]\n",
-      "\t[ Remove sub-88_task-DriveWithSpeedChange_eeg.json]\n",
-      "\t[ Remove sub-89_task-DriveWithSpeedChange_eeg.json]\n",
-      "\t[ Remove sub-90_task-DriveWithSpeedChange_eeg.json]\n",
-      "\t[ Remove sub-91_task-DriveWithSpeedChange_eeg.json]\n",
-      "\t[ Remove sub-92_task-DriveWithSpeedChange_eeg.json]\n",
-      "\t[ Remove sub-93_task-DriveWithSpeedChange_eeg.json]\n",
-      "\t[ Remove sub-94_task-DriveWithSpeedChange_eeg.json]\n",
-      "\t[ Remove sub-95_task-DriveWithSpeedChange_eeg.json]\n",
-      "\t[ Remove sub-96_task-DriveWithSpeedChange_eeg.json]\n",
-      "\t[ Remove sub-97_task-DriveWithSpeedChange_eeg.json]\n",
-      "\t[ Remove sub-98_task-DriveWithSpeedChange_eeg.json]\n",
-      "\t[ Remove sub-99_task-DriveWithSpeedChange_eeg.json]\n",
-      "\n",
-      "\n",
-      "ERROR Summary:\n",
-      "bcit_baseline_driving_11_remove_eeg_json_log: Level ERROR\n",
-      "overall:\n"
-     ]
-    }
-   ],
-   "source": [
-    "import os\n",
-    "import datetime\n",
-    "from hed.tools import HedLogger\n",
-    "from hed.util import get_file_list\n",
-    "\n",
-    "# Variables to set for the specific dataset\n",
-    "bids_root_path = 'u:/bcit/BaselineDrivingWorkingPhaseTwo'\n",
-    "exclude_dirs = ['sourcedata', 'stimuli', 'code']\n",
-    "entities = ('sub', 'ses', 'run')\n",
-    "log_name = 'bcit_baseline_driving_11_remove_eeg_json_log'\n",
-    "\n",
-    "# Set up the logger\n",
-    "log_file_name = f\"code/curation_logs/{log_name}.txt\"\n",
-    "logger = HedLogger(name=log_name)\n",
-    "\n",
-    "# Make sure that there actually are temp_files to move\n",
-    "eeg_json_files = get_file_list(bids_root_path, extensions=[\".json\"], name_suffix=\"_eeg\", exclude_dirs=exclude_dirs)\n",
-    "\n",
-    "# Remove the files\n",
-    "for filename in eeg_json_files:\n",
-    "    # Remove eeg.json\n",
-    "    os.remove(filename)\n",
-    "    logger.add(\"overall\", f\"Remove {os.path.basename(filename)}\")\n",
-    "\n",
-    "# Print the log\n",
-    "log_string = \"\\n\\nLog output:\\n\" + logger.get_log_string()\n",
-    "error_string = \"\\n\\nERROR Summary:\\n\" + logger.get_log_string(level=\"ERROR\")\n",
-    "print(log_string)\n",
-    "print(error_string)\n",
-    "save_path = os.path.join(bids_root_path, log_file_name)\n",
-    "with open(save_path, \"w\") as fp:\n",
-    "    fp.write(f\"{log_file_name} {datetime.datetime.now()}\\n\")\n",
-    "    fp.write(log_string)\n",
-    "    fp.write(error_string)"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Perform the operation\n"
-    }
-   }
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 2
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
\ No newline at end of file
diff --git a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_baseline_driving/bcit_baseline_driving_12_fix_eeg_json.ipynb b/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_baseline_driving/bcit_baseline_driving_12_fix_eeg_json.ipynb
deleted file mode 100644
index 3aca8c3..0000000
--- a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_baseline_driving/bcit_baseline_driving_12_fix_eeg_json.ipynb
+++ /dev/null
@@ -1,797 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "collapsed": true,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   },
-   "source": [
-    "## Adds an eeg.json for each set for the Baseline Driving\n",
-    "\n",
-    "This notebook assumes that a JSON dictionary called `originalChannels.json`\n",
-    "has been created in the `/code` subdirectory of the dataset."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
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-      "\n",
-      "\n",
-      "Log output:\n",
-      "bcit_baseline_driving_12_fix_eeg_json_log: Level None\n",
-      "sub-01_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 2048 Hz sampling rate]\n",
-      "\t[ Saved as sub-01_ses-01_task-DriveWithSpeedChange_run-1_eeg.json]\n",
-      "sub-02_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 2048 Hz sampling rate]\n",
-      "\t[ Saved as sub-02_ses-01_task-DriveWithSpeedChange_run-1_eeg.json]\n",
-      "sub-03_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 2048 Hz sampling rate]\n",
-      "\t[ Saved as sub-03_ses-01_task-DriveWithSpeedChange_run-1_eeg.json]\n",
-      "sub-04_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 2048 Hz sampling rate]\n",
-      "\t[ Saved as sub-04_ses-01_task-DriveWithSpeedChange_run-1_eeg.json]\n",
-      "sub-05_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 2048 Hz sampling rate]\n",
-      "\t[ Saved as sub-05_ses-01_task-DriveWithSpeedChange_run-1_eeg.json]\n",
-      "sub-06_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 2048 Hz sampling rate]\n",
-      "\t[ Saved as sub-06_ses-01_task-DriveWithSpeedChange_run-1_eeg.json]\n",
-      "sub-07_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 2048 Hz sampling rate]\n",
-      "\t[ Saved as sub-07_ses-01_task-DriveWithSpeedChange_run-1_eeg.json]\n",
-      "sub-08_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 2048 Hz sampling rate]\n",
-      "\t[ Saved as sub-08_ses-01_task-DriveWithSpeedChange_run-1_eeg.json]\n",
-      "sub-09_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 2048 Hz sampling rate]\n",
-      "\t[ Saved as sub-09_ses-01_task-DriveWithSpeedChange_run-1_eeg.json]\n",
-      "sub-10_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 2048 Hz sampling rate]\n",
-      "\t[ Saved as sub-10_ses-01_task-DriveWithSpeedChange_run-1_eeg.json]\n",
-      "sub-100_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-100_ses-01_task-DriveWithSpeedChange_run-1_eeg.json]\n",
-      "sub-101_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-101_ses-01_task-DriveWithSpeedChange_run-1_eeg.json]\n",
-      "sub-102_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-102_ses-01_task-DriveWithSpeedChange_run-1_eeg.json]\n",
-      "sub-102_ses-02_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-102_ses-02_task-DriveWithSpeedChange_run-1_eeg.json]\n",
-      "sub-103_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-103_ses-01_task-DriveWithSpeedChange_run-1_eeg.json]\n",
-      "sub-103_ses-02_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-103_ses-02_task-DriveWithSpeedChange_run-1_eeg.json]\n",
-      "sub-104_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-104_ses-01_task-DriveWithSpeedChange_run-1_eeg.json]\n",
-      "sub-105_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-105_ses-01_task-DriveWithSpeedChange_run-1_eeg.json]\n",
-      "sub-106_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-106_ses-01_task-DriveWithSpeedChange_run-1_eeg.json]\n",
-      "sub-107_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-107_ses-01_task-DriveWithSpeedChange_run-1_eeg.json]\n",
-      "sub-108_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-108_ses-01_task-DriveWithSpeedChange_run-1_eeg.json]\n",
-      "sub-108_ses-02_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-108_ses-02_task-DriveWithSpeedChange_run-1_eeg.json]\n",
-      "sub-109_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-109_ses-01_task-DriveWithSpeedChange_run-1_eeg.json]\n",
-      "sub-11_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 2048 Hz sampling rate]\n",
-      "\t[ Saved as sub-11_ses-01_task-DriveWithSpeedChange_run-1_eeg.json]\n",
-      "sub-12_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 2048 Hz sampling rate]\n",
-      "\t[ Saved as sub-12_ses-01_task-DriveWithSpeedChange_run-1_eeg.json]\n",
-      "sub-13_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 2048 Hz sampling rate]\n",
-      "\t[ Saved as sub-13_ses-01_task-DriveWithSpeedChange_run-1_eeg.json]\n",
-      "sub-14_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 2048 Hz sampling rate]\n",
-      "\t[ Saved as sub-14_ses-01_task-DriveWithSpeedChange_run-1_eeg.json]\n",
-      "sub-15_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 2048 Hz sampling rate]\n",
-      "\t[ Saved as sub-15_ses-01_task-DriveWithSpeedChange_run-1_eeg.json]\n",
-      "sub-16_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 2048 Hz sampling rate]\n",
-      "\t[ Saved as sub-16_ses-01_task-DriveWithSpeedChange_run-1_eeg.json]\n",
-      "sub-17_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 2048 Hz sampling rate]\n",
-      "\t[ Saved as sub-17_ses-01_task-DriveWithSpeedChange_run-1_eeg.json]\n",
-      "sub-18_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 2048 Hz sampling rate]\n",
-      "\t[ Saved as sub-18_ses-01_task-DriveWithSpeedChange_run-1_eeg.json]\n",
-      "sub-19_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 2048 Hz sampling rate]\n",
-      "\t[ Saved as sub-19_ses-01_task-DriveWithSpeedChange_run-1_eeg.json]\n",
-      "sub-20_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 2048 Hz sampling rate]\n",
-      "\t[ Saved as sub-20_ses-01_task-DriveWithSpeedChange_run-1_eeg.json]\n",
-      "sub-21_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 2048 Hz sampling rate]\n",
-      "\t[ Saved as sub-21_ses-01_task-DriveWithSpeedChange_run-1_eeg.json]\n",
-      "sub-22_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 2048 Hz sampling rate]\n",
-      "\t[ Saved as sub-22_ses-01_task-DriveWithSpeedChange_run-1_eeg.json]\n",
-      "sub-23_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-23_ses-01_task-DriveWithSpeedChange_run-1_eeg.json]\n",
-      "sub-24_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-24_ses-01_task-DriveWithSpeedChange_run-1_eeg.json]\n",
-      "sub-25_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-25_ses-01_task-DriveWithSpeedChange_run-1_eeg.json]\n",
-      "sub-26_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-26_ses-01_task-DriveWithSpeedChange_run-1_eeg.json]\n",
-      "sub-27_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-27_ses-01_task-DriveWithSpeedChange_run-1_eeg.json]\n",
-      "sub-28_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-28_ses-01_task-DriveWithSpeedChange_run-1_eeg.json]\n",
-      "sub-29_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-29_ses-01_task-DriveWithSpeedChange_run-1_eeg.json]\n",
-      "sub-30_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-30_ses-01_task-DriveWithSpeedChange_run-1_eeg.json]\n",
-      "sub-31_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-31_ses-01_task-DriveWithSpeedChange_run-1_eeg.json]\n",
-      "sub-32_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-32_ses-01_task-DriveWithSpeedChange_run-1_eeg.json]\n",
-      "sub-33_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-33_ses-01_task-DriveWithSpeedChange_run-1_eeg.json]\n",
-      "sub-34_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-34_ses-01_task-DriveWithSpeedChange_run-1_eeg.json]\n",
-      "sub-35_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-35_ses-01_task-DriveWithSpeedChange_run-1_eeg.json]\n",
-      "sub-36_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-36_ses-01_task-DriveWithSpeedChange_run-1_eeg.json]\n",
-      "sub-37_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-37_ses-01_task-DriveWithSpeedChange_run-1_eeg.json]\n",
-      "sub-38_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-38_ses-01_task-DriveWithSpeedChange_run-1_eeg.json]\n",
-      "sub-39_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-39_ses-01_task-DriveWithSpeedChange_run-1_eeg.json]\n",
-      "sub-40_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-40_ses-01_task-DriveWithSpeedChange_run-1_eeg.json]\n",
-      "sub-41_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-41_ses-01_task-DriveWithSpeedChange_run-1_eeg.json]\n",
-      "sub-42_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-42_ses-01_task-DriveWithSpeedChange_run-1_eeg.json]\n",
-      "sub-43_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-43_ses-01_task-DriveWithSpeedChange_run-1_eeg.json]\n",
-      "sub-44_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-44_ses-01_task-DriveWithSpeedChange_run-1_eeg.json]\n",
-      "sub-45_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-45_ses-01_task-DriveWithSpeedChange_run-1_eeg.json]\n",
-      "sub-46_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-46_ses-01_task-DriveWithSpeedChange_run-1_eeg.json]\n",
-      "sub-47_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-47_ses-01_task-DriveWithSpeedChange_run-1_eeg.json]\n",
-      "sub-48_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-48_ses-01_task-DriveWithSpeedChange_run-1_eeg.json]\n",
-      "sub-49_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-49_ses-01_task-DriveWithSpeedChange_run-1_eeg.json]\n",
-      "sub-50_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-50_ses-01_task-DriveWithSpeedChange_run-1_eeg.json]\n",
-      "sub-51_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-51_ses-01_task-DriveWithSpeedChange_run-1_eeg.json]\n",
-      "sub-52_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-52_ses-01_task-DriveWithSpeedChange_run-1_eeg.json]\n",
-      "sub-53_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-53_ses-01_task-DriveWithSpeedChange_run-1_eeg.json]\n",
-      "sub-53_ses-02_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-53_ses-02_task-DriveWithSpeedChange_run-1_eeg.json]\n",
-      "sub-54_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-54_ses-01_task-DriveWithSpeedChange_run-1_eeg.json]\n",
-      "sub-55_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-55_ses-01_task-DriveWithSpeedChange_run-1_eeg.json]\n",
-      "sub-56_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-56_ses-01_task-DriveWithSpeedChange_run-1_eeg.json]\n",
-      "sub-57_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-57_ses-01_task-DriveWithSpeedChange_run-1_eeg.json]\n",
-      "sub-58_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-58_ses-01_task-DriveWithSpeedChange_run-1_eeg.json]\n",
-      "sub-59_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-59_ses-01_task-DriveWithSpeedChange_run-1_eeg.json]\n",
-      "sub-59_ses-02_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-59_ses-02_task-DriveWithSpeedChange_run-1_eeg.json]\n",
-      "sub-60_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-60_ses-01_task-DriveWithSpeedChange_run-1_eeg.json]\n",
-      "sub-61_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-61_ses-01_task-DriveWithSpeedChange_run-1_eeg.json]\n",
-      "sub-62_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-62_ses-01_task-DriveWithSpeedChange_run-1_eeg.json]\n",
-      "sub-63_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-63_ses-01_task-DriveWithSpeedChange_run-1_eeg.json]\n",
-      "sub-64_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-64_ses-01_task-DriveWithSpeedChange_run-1_eeg.json]\n",
-      "sub-65_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-65_ses-01_task-DriveWithSpeedChange_run-1_eeg.json]\n",
-      "sub-65_ses-02_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-65_ses-02_task-DriveWithSpeedChange_run-1_eeg.json]\n",
-      "sub-66_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-66_ses-01_task-DriveWithSpeedChange_run-1_eeg.json]\n",
-      "sub-67_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-67_ses-01_task-DriveWithSpeedChange_run-1_eeg.json]\n",
-      "sub-68_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-68_ses-01_task-DriveWithSpeedChange_run-1_eeg.json]\n",
-      "sub-69_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-69_ses-01_task-DriveWithSpeedChange_run-1_eeg.json]\n",
-      "sub-70_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-70_ses-01_task-DriveWithSpeedChange_run-1_eeg.json]\n",
-      "sub-70_ses-02_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-70_ses-02_task-DriveWithSpeedChange_run-1_eeg.json]\n",
-      "sub-71_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-71_ses-01_task-DriveWithSpeedChange_run-1_eeg.json]\n",
-      "sub-72_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-72_ses-01_task-DriveWithSpeedChange_run-1_eeg.json]\n",
-      "sub-73_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-73_ses-01_task-DriveWithSpeedChange_run-1_eeg.json]\n",
-      "sub-73_ses-02_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-73_ses-02_task-DriveWithSpeedChange_run-1_eeg.json]\n",
-      "sub-74_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-74_ses-01_task-DriveWithSpeedChange_run-1_eeg.json]\n",
-      "sub-74_ses-02_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-74_ses-02_task-DriveWithSpeedChange_run-1_eeg.json]\n",
-      "sub-75_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-75_ses-01_task-DriveWithSpeedChange_run-1_eeg.json]\n",
-      "sub-75_ses-02_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-75_ses-02_task-DriveWithSpeedChange_run-1_eeg.json]\n",
-      "sub-76_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-76_ses-01_task-DriveWithSpeedChange_run-1_eeg.json]\n",
-      "sub-77_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-77_ses-01_task-DriveWithSpeedChange_run-1_eeg.json]\n",
-      "sub-77_ses-01_task-DriveWithSpeedChange_run-2_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-77_ses-01_task-DriveWithSpeedChange_run-2_eeg.json]\n",
-      "sub-77_ses-02_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-77_ses-02_task-DriveWithSpeedChange_run-1_eeg.json]\n",
-      "sub-77_ses-02_task-DriveWithSpeedChange_run-2_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-77_ses-02_task-DriveWithSpeedChange_run-2_eeg.json]\n",
-      "sub-78_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-78_ses-01_task-DriveWithSpeedChange_run-1_eeg.json]\n",
-      "sub-79_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-79_ses-01_task-DriveWithSpeedChange_run-1_eeg.json]\n",
-      "sub-80_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-80_ses-01_task-DriveWithSpeedChange_run-1_eeg.json]\n",
-      "sub-81_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-81_ses-01_task-DriveWithSpeedChange_run-1_eeg.json]\n",
-      "sub-81_ses-02_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-81_ses-02_task-DriveWithSpeedChange_run-1_eeg.json]\n",
-      "sub-82_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-82_ses-01_task-DriveWithSpeedChange_run-1_eeg.json]\n",
-      "sub-83_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-83_ses-01_task-DriveWithSpeedChange_run-1_eeg.json]\n",
-      "sub-83_ses-01_task-DriveWithSpeedChange_run-2_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-83_ses-01_task-DriveWithSpeedChange_run-2_eeg.json]\n",
-      "sub-83_ses-02_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-83_ses-02_task-DriveWithSpeedChange_run-1_eeg.json]\n",
-      "sub-84_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-84_ses-01_task-DriveWithSpeedChange_run-1_eeg.json]\n",
-      "sub-84_ses-02_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-84_ses-02_task-DriveWithSpeedChange_run-1_eeg.json]\n",
-      "sub-85_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-85_ses-01_task-DriveWithSpeedChange_run-1_eeg.json]\n",
-      "sub-86_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-86_ses-01_task-DriveWithSpeedChange_run-1_eeg.json]\n",
-      "sub-86_ses-02_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-86_ses-02_task-DriveWithSpeedChange_run-1_eeg.json]\n",
-      "sub-87_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-87_ses-01_task-DriveWithSpeedChange_run-1_eeg.json]\n",
-      "sub-88_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-88_ses-01_task-DriveWithSpeedChange_run-1_eeg.json]\n",
-      "sub-89_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-89_ses-01_task-DriveWithSpeedChange_run-1_eeg.json]\n",
-      "sub-90_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-90_ses-01_task-DriveWithSpeedChange_run-1_eeg.json]\n",
-      "sub-91_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-91_ses-01_task-DriveWithSpeedChange_run-1_eeg.json]\n",
-      "sub-92_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-92_ses-01_task-DriveWithSpeedChange_run-1_eeg.json]\n",
-      "sub-93_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-93_ses-01_task-DriveWithSpeedChange_run-1_eeg.json]\n",
-      "sub-93_ses-02_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-93_ses-02_task-DriveWithSpeedChange_run-1_eeg.json]\n",
-      "sub-93_ses-03_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-93_ses-03_task-DriveWithSpeedChange_run-1_eeg.json]\n",
-      "sub-94_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-94_ses-01_task-DriveWithSpeedChange_run-1_eeg.json]\n",
-      "sub-95_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-95_ses-01_task-DriveWithSpeedChange_run-1_eeg.json]\n",
-      "sub-96_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-96_ses-01_task-DriveWithSpeedChange_run-1_eeg.json]\n",
-      "sub-96_ses-02_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-96_ses-02_task-DriveWithSpeedChange_run-1_eeg.json]\n",
-      "sub-97_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-97_ses-01_task-DriveWithSpeedChange_run-1_eeg.json]\n",
-      "sub-98_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-98_ses-01_task-DriveWithSpeedChange_run-1_eeg.json]\n",
-      "sub-99_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-99_ses-01_task-DriveWithSpeedChange_run-1_eeg.json]\n",
-      "sub-99_ses-02_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-99_ses-02_task-DriveWithSpeedChange_run-1_eeg.json]\n",
-      "\n",
-      "\n",
-      "ERROR Summary:\n",
-      "bcit_baseline_driving_12_fix_eeg_json_log: Level ERROR\n",
-      "sub-01_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-02_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-03_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-04_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-05_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-06_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-07_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-08_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-09_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-10_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-100_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-101_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-102_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-102_ses-02_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-103_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-103_ses-02_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-104_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-105_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-106_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-107_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-108_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-108_ses-02_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-109_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-11_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-12_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-13_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-14_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-15_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-16_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-17_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-18_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-19_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-20_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-21_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-22_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-23_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-24_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-25_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-26_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-27_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-28_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-29_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-30_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-31_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-32_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-33_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-34_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-35_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-36_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-37_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-38_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-39_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-40_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-41_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-42_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-43_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-44_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-45_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-46_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-47_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-48_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-49_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-50_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-51_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-52_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-53_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-53_ses-02_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-54_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-55_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-56_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-57_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-58_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-59_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-59_ses-02_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-60_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-61_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-62_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-63_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-64_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-65_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-65_ses-02_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-66_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-67_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-68_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-69_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-70_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-70_ses-02_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-71_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-72_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-73_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-73_ses-02_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-74_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-74_ses-02_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-75_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-75_ses-02_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-76_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-77_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-77_ses-01_task-DriveWithSpeedChange_run-2_eeg.set:\n",
-      "sub-77_ses-02_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-77_ses-02_task-DriveWithSpeedChange_run-2_eeg.set:\n",
-      "sub-78_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-79_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-80_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-81_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-81_ses-02_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-82_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-83_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-83_ses-01_task-DriveWithSpeedChange_run-2_eeg.set:\n",
-      "sub-83_ses-02_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-84_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-84_ses-02_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-85_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-86_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-86_ses-02_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-87_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-88_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-89_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-90_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-91_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-92_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-93_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-93_ses-02_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-93_ses-03_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-94_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-95_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-96_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-96_ses-02_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-97_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-98_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-99_ses-01_task-DriveWithSpeedChange_run-1_eeg.set:\n",
-      "sub-99_ses-02_task-DriveWithSpeedChange_run-1_eeg.set:\n"
-     ]
-    }
-   ],
-   "source": [
-    "import os\n",
-    "import datetime\n",
-    "import json\n",
-    "from hed.tools import HedLogger\n",
-    "from hed.util import get_file_list, get_value_dict\n",
-    "\n",
-    "# Variables to set for the specific dataset\n",
-    "bids_root_path = 'u:/bcit/BaselineDrivingWorkingPhaseTwo'\n",
-    "exclude_dirs = ['sourcedata', 'stimuli', 'code']\n",
-    "entities = ('sub', 'ses', 'run')\n",
-    "log_name = 'bcit_baseline_driving_12_fix_eeg_json_log'\n",
-    "taskName = \"DriveWithSpeedChange\"\n",
-    "taskDescription = \"Control simulated vehicle with the objective of maintaining \" \\\n",
-    "    + \"the cruising lane on a virtual road. Respond to perturbations perpendicular to \" \\\n",
-    "    + \"lane by steering back toward the center of the lane.\"\n",
-    "eeg_dict = {\n",
-    "  \"TaskName\": taskName,\n",
-    "  \"TaskDescription\": taskDescription,\n",
-    "  \"EEGReference\": \"CMS\",\n",
-    "  \"SamplingFrequency\": 1024.0,\n",
-    "  \"PowerLineFrequency\": 60,\n",
-    "  \"SoftwareFilters\": \"n/a\",\n",
-    "  \"CapManufacturer\": \"BioSemi ActiveTwo biopotential measurement system\",\n",
-    "  \"EEGChannelCount\": 64,\n",
-    "  \"ECGChannelCount\": 0,\n",
-    "  \"EMGChannelCount\": 0,\n",
-    "  \"EOGChannelCount\": 4,\n",
-    "  \"MiscChannelCount\": 6,\n",
-    "  \"EEGPlacementScheme\": \"Custom\"\n",
-    "}\n",
-    "sampling_rate_file = os.path.realpath(os.path.join(bids_root_path, 'code/samplingRates.tsv'))\n",
-    "channel_file = os.path.realpath(os.path.join(bids_root_path, \"code/channelsOriginal.json\"))\n",
-    "\n",
-    "# Set up the logger\n",
-    "log_file_name = f\"code/curation_logs/{log_name}.txt\"\n",
-    "logger = HedLogger(name=log_name)\n",
-    "\n",
-    "# Load the channels file\n",
-    "with open(channel_file, 'r') as fp:\n",
-    "    channel_info = json.load(fp)\n",
-    "\n",
-    "# Get the sample rate dictionary\n",
-    "sampling_dict = get_value_dict(sampling_rate_file)\n",
-    "\n",
-    "# Make the file list eeg files\n",
-    "eeg_files = get_file_list(bids_root_path, extensions=[\".set\"], name_suffix=\"_eeg\", exclude_dirs=exclude_dirs)\n",
-    "\n",
-    "for file in eeg_files:\n",
-    "    basename = os.path.basename(file)\n",
-    "    sampling_key = basename[:-8]\n",
-    "    sampling_rate = sampling_dict[sampling_key]\n",
-    "    channels = channel_info[basename]\n",
-    "\n",
-    "    numEEG = len(channels) - 10\n",
-    "    if numEEG != 64 and numEEG != 256:\n",
-    "        logger.add(sampling_key, f\"{numEEG} channels not 64 or 256\", level=\"ERROR\")\n",
-    "    eeg_dict[\"EEGChannelCount\"] = numEEG\n",
-    "    eeg_dict[\"SamplingFrequency\"] = sampling_rate\n",
-    "    logger.add(basename, f\"{numEEG} EEG channels and {sampling_rate} Hz sampling rate\")\n",
-    "    file_new = file[:-7] + \"eeg.json\"\n",
-    "    with open(file_new, \"w\") as fp:\n",
-    "        json.dump(eeg_dict, fp, indent=4)\n",
-    "    logger.add(basename, f\"Saved as {os.path.basename(file_new)}\")\n",
-    "\n",
-    "# Output and save the log\n",
-    "log_string = \"\\n\\nLog output:\\n\" + logger.get_log_string()\n",
-    "error_string = \"\\n\\nERROR Summary:\\n\" + logger.get_log_string(level=\"ERROR\")\n",
-    "print(log_string)\n",
-    "print(error_string)\n",
-    "save_path = os.path.join(bids_root_path, log_file_name)\n",
-    "with open(save_path, \"w\") as fp:\n",
-    "    fp.write(f\"{log_file_name} {datetime.datetime.now()}\\n\")\n",
-    "    fp.write(log_string)\n",
-    "    fp.write(error_string)"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Create the template for the dataset\n"
-    }
-   }
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 2
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
\ No newline at end of file
diff --git a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_basic_guard_duty/bcit_basic_guard_duty_01_initial_summary.ipynb b/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_basic_guard_duty/bcit_basic_guard_duty_01_initial_summary.ipynb
deleted file mode 100644
index ad8274d..0000000
--- a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_basic_guard_duty/bcit_basic_guard_duty_01_initial_summary.ipynb
+++ /dev/null
@@ -1,770 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "collapsed": true,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   },
-   "source": [
-    "## Initial summary of event files\n",
-    "\n",
-    "**Dataset** BCIT Basic Guard Duty (in process)\n",
-    "\n",
-    "This script does a preliminary summary of the contents of the events files.\n",
-    "The summary includes printing out the column names of each event file so\n",
-    "that they can be manually checked for differences.\n",
-    "\n",
-    "The script assumes that the data is in BIDS format and that each BIDS events\n",
-    "file of the form `_events.tsv` has a corresponding events file with\n",
-    "suffix `_eventstemp.tsv` that was previously dumped from the `EEG.set` files.\n",
-    "\n",
-    "This script does a preliminary summary of the contents of the events files.\n",
-    "The summary includes printing out the column names of each event file so\n",
-    "that they can be manually checked for differences.\n",
-    "\n",
-    "The script assumes that the data is in BIDS format and that each BIDS events\n",
-    "file of the form `_events.tsv` has a corresponding events file with\n",
-    "suffix `_eventstemp.tsv` that was previously dumped from the `EEG.set` files.\n",
-    "Keys are specified by a `entities` tuple lists the BIDS entity names\n",
-    "to include in the key.\n",
-    "BIDS base file names are constructed of entity *name*-*value* pairs separated\n",
-    "by underbars and followed by an ending *_suffix*.\n",
-    "\n",
-    "For a file name `sub-001_ses-3_task-target_run-01_events.tsv`,\n",
-    "the tuple ('sub', 'task') gives a key of `sub-001_task-target`,\n",
-    "while the tuple ('sub', 'ses', 'run) gives a key of `sub-001_ses-3_run-01`.\n",
-    "The use of dictionaries of file names with such keys makes it\n",
-    "easier to associate related files in the BIDS naming structure.\n",
-    "\n",
-    "The setup requires the setting of the following variables for your dataset:\n",
-    "\n",
-    "| Variable | Purpose |\n",
-    "| -------- | ------- |\n",
-    "| bids_root_path | Full path to root directory of dataset.|\n",
-    "| exclude_dirs | List of directories to exclude when constructing file lists. |\n",
-    "| entities  | Tuple of entity names used to construct a unique keys representing filenames. <br>(See [Dictionaries of filenames](https://hed-examples.readthedocs.io/en/latest/HedInPython.html#dictionaries-of-filenames-anchor) for examples of how to choose the keys.)|\n",
-    "| bids_skip_columns  |  List of column names in the `events.tsv` files to skip in the analysis. |\n",
-    "| eeg_skip_columns  | List of column names in the `eventstemp.tsv` files form EEG.events to skip in analysis.|\n",
-    "| log_name | Name of the log file (saved in the `code/curation_logs` subdirectory). |"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "Bids event files has 22 event files\n",
-      "EEG event files has 22 event files\n",
-      "\n",
-      "Bids event files event files (22 files)\n",
-      "sub-01_ses-01_run-1: sub-01_ses-01_task-GuardDuty_run-1_events.tsv\n",
-      "sub-02_ses-01_run-1: sub-02_ses-01_task-GuardDuty_run-1_events.tsv\n",
-      "sub-03_ses-01_run-1: sub-03_ses-01_task-GuardDuty_run-1_events.tsv\n",
-      "sub-04_ses-01_run-1: sub-04_ses-01_task-GuardDuty_run-1_events.tsv\n",
-      "sub-05_ses-01_run-1: sub-05_ses-01_task-GuardDuty_run-1_events.tsv\n",
-      "sub-06_ses-01_run-1: sub-06_ses-01_task-GuardDuty_run-1_events.tsv\n",
-      "sub-07_ses-01_run-1: sub-07_ses-01_task-GuardDuty_run-1_events.tsv\n",
-      "sub-08_ses-01_run-1: sub-08_ses-01_task-GuardDuty_run-1_events.tsv\n",
-      "sub-09_ses-01_run-1: sub-09_ses-01_task-GuardDuty_run-1_events.tsv\n",
-      "sub-10_ses-01_run-1: sub-10_ses-01_task-GuardDuty_run-1_events.tsv\n",
-      "sub-11_ses-01_run-1: sub-11_ses-01_task-GuardDuty_run-1_events.tsv\n",
-      "sub-12_ses-01_run-1: sub-12_ses-01_task-GuardDuty_run-1_events.tsv\n",
-      "sub-13_ses-01_run-1: sub-13_ses-01_task-GuardDuty_run-1_events.tsv\n",
-      "sub-14_ses-01_run-1: sub-14_ses-01_task-GuardDuty_run-1_events.tsv\n",
-      "sub-15_ses-01_run-1: sub-15_ses-01_task-GuardDuty_run-1_events.tsv\n",
-      "sub-16_ses-01_run-1: sub-16_ses-01_task-GuardDuty_run-1_events.tsv\n",
-      "sub-17_ses-01_run-1: sub-17_ses-01_task-GuardDuty_run-1_events.tsv\n",
-      "sub-17_ses-01_run-2: sub-17_ses-01_task-GuardDuty_run-2_events.tsv\n",
-      "sub-18_ses-01_run-1: sub-18_ses-01_task-GuardDuty_run-1_events.tsv\n",
-      "sub-19_ses-01_run-1: sub-19_ses-01_task-GuardDuty_run-1_events.tsv\n",
-      "sub-20_ses-01_run-1: sub-20_ses-01_task-GuardDuty_run-1_events.tsv\n",
-      "sub-21_ses-01_run-1: sub-21_ses-01_task-GuardDuty_run-1_events.tsv\n",
-      "\n",
-      "EEG event files event files (22 files)\n",
-      "sub-01_ses-01_run-1: sub-01_ses-01_task-GuardDuty_run-1_eventstemp.tsv\n",
-      "sub-02_ses-01_run-1: sub-02_ses-01_task-GuardDuty_run-1_eventstemp.tsv\n",
-      "sub-03_ses-01_run-1: sub-03_ses-01_task-GuardDuty_run-1_eventstemp.tsv\n",
-      "sub-04_ses-01_run-1: sub-04_ses-01_task-GuardDuty_run-1_eventstemp.tsv\n",
-      "sub-05_ses-01_run-1: sub-05_ses-01_task-GuardDuty_run-1_eventstemp.tsv\n",
-      "sub-06_ses-01_run-1: sub-06_ses-01_task-GuardDuty_run-1_eventstemp.tsv\n",
-      "sub-07_ses-01_run-1: sub-07_ses-01_task-GuardDuty_run-1_eventstemp.tsv\n",
-      "sub-08_ses-01_run-1: sub-08_ses-01_task-GuardDuty_run-1_eventstemp.tsv\n",
-      "sub-09_ses-01_run-1: sub-09_ses-01_task-GuardDuty_run-1_eventstemp.tsv\n",
-      "sub-10_ses-01_run-1: sub-10_ses-01_task-GuardDuty_run-1_eventstemp.tsv\n",
-      "sub-11_ses-01_run-1: sub-11_ses-01_task-GuardDuty_run-1_eventstemp.tsv\n",
-      "sub-12_ses-01_run-1: sub-12_ses-01_task-GuardDuty_run-1_eventstemp.tsv\n",
-      "sub-13_ses-01_run-1: sub-13_ses-01_task-GuardDuty_run-1_eventstemp.tsv\n",
-      "sub-14_ses-01_run-1: sub-14_ses-01_task-GuardDuty_run-1_eventstemp.tsv\n",
-      "sub-15_ses-01_run-1: sub-15_ses-01_task-GuardDuty_run-1_eventstemp.tsv\n",
-      "sub-16_ses-01_run-1: sub-16_ses-01_task-GuardDuty_run-1_eventstemp.tsv\n",
-      "sub-17_ses-01_run-1: sub-17_ses-01_task-GuardDuty_run-1_eventstemp.tsv\n",
-      "sub-17_ses-01_run-2: sub-17_ses-01_task-GuardDuty_run-2_eventstemp.tsv\n",
-      "sub-18_ses-01_run-1: sub-18_ses-01_task-GuardDuty_run-1_eventstemp.tsv\n",
-      "sub-19_ses-01_run-1: sub-19_ses-01_task-GuardDuty_run-1_eventstemp.tsv\n",
-      "sub-20_ses-01_run-1: sub-20_ses-01_task-GuardDuty_run-1_eventstemp.tsv\n",
-      "sub-21_ses-01_run-1: sub-21_ses-01_task-GuardDuty_run-1_eventstemp.tsv\n",
-      "\n",
-      "Bids event files event file columns:\n",
-      "Bids event files: [753 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1194 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [831 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1117 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [989 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1167 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [963 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [771 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [947 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [894 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1203 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1172 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1059 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1040 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1023 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [567 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [474 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [474 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [792 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [965 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [843 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1032 events] ['onset', 'duration', 'event_code']\n",
-      "EEG event files: [753 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'usertags']\n",
-      "EEG event files: [1194 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'usertags']\n",
-      "EEG event files: [831 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'usertags']\n",
-      "EEG event files: [1117 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'usertags']\n",
-      "EEG event files: [989 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'usertags']\n",
-      "EEG event files: [1167 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'usertags']\n",
-      "EEG event files: [963 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'usertags']\n",
-      "EEG event files: [771 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'usertags']\n",
-      "EEG event files: [947 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'usertags']\n",
-      "EEG event files: [894 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'usertags']\n",
-      "EEG event files: [1203 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'usertags']\n",
-      "EEG event files: [1172 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'usertags']\n",
-      "EEG event files: [1059 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'usertags']\n",
-      "EEG event files: [1040 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'usertags']\n",
-      "EEG event files: [1023 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'usertags']\n",
-      "EEG event files: [567 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'usertags']\n",
-      "EEG event files: [435 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'usertags']\n",
-      "EEG event files: [474 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'usertags']\n",
-      "EEG event files: [792 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'usertags']\n",
-      "EEG event files: [965 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'usertags']\n",
-      "EEG event files: [843 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'usertags']\n",
-      "EEG event files: [1032 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'usertags']\n",
-      "\n",
-      "The number of Bids event files events and EEG event files eventsdiffer for the following files:\n",
-      "The Bids event files file has 474 rows and the EEG event files event file has 435 rows\n",
-      "\n",
-      "\n",
-      "\n",
-      "Summary of all BIDS events files:\n",
-      "Summary for column dictionary :\n",
-      "   Categorical columns (2):\n",
-      "      duration (1 distinct values):\n",
-      "         n/a: 20270\n",
-      "      event_code (23 distinct values):\n",
-      "         1111: 20\n",
-      "         1112: 22\n",
-      "         1231: 210\n",
-      "         1232: 210\n",
-      "         1311: 5420\n",
-      "         1312: 5420\n",
-      "         1321: 387\n",
-      "         1322: 387\n",
-      "         1331: 410\n",
-      "         1332: 410\n",
-      "         1341: 119\n",
-      "         1342: 119\n",
-      "         1351: 125\n",
-      "         1352: 125\n",
-      "         1361: 123\n",
-      "         1362: 123\n",
-      "         2110: 5455\n",
-      "         2120: 1129\n",
-      "         3111: 20\n",
-      "         3112: 20\n",
-      "         3232: 2\n",
-      "         3241: 7\n",
-      "         3242: 7\n",
-      "   Value columns (0):\n",
-      "\n",
-      "Summary of all EEG.set events files:\n",
-      "Summary for column dictionary :\n",
-      "   Categorical columns (3):\n",
-      "      gid (315 distinct values):\n",
-      "         0: 7089\n",
-      "         1000: 46\n",
-      "         1001: 42\n",
-      "         1002: 42\n",
-      "         1003: 38\n",
-      "         1004: 40\n",
-      "         1005: 44\n",
-      "         1006: 46\n",
-      "         1007: 44\n",
-      "         1008: 40\n",
-      "         1009: 46\n",
-      "         1010: 44\n",
-      "         1011: 42\n",
-      "         1012: 46\n",
-      "         1013: 50\n",
-      "         1014: 48\n",
-      "         1015: 44\n",
-      "         1016: 44\n",
-      "         1017: 40\n",
-      "         1018: 42\n",
-      "         1019: 40\n",
-      "         1020: 44\n",
-      "         1021: 42\n",
-      "         1022: 36\n",
-      "         1023: 38\n",
-      "         1024: 40\n",
-      "         1025: 40\n",
-      "         1026: 44\n",
-      "         1027: 44\n",
-      "         1028: 42\n",
-      "         1029: 40\n",
-      "         1030: 42\n",
-      "         1031: 50\n",
-      "         1032: 42\n",
-      "         1033: 38\n",
-      "         1034: 44\n",
-      "         1035: 42\n",
-      "         1036: 40\n",
-      "         1037: 40\n",
-      "         1038: 42\n",
-      "         1039: 38\n",
-      "         1040: 40\n",
-      "         1041: 36\n",
-      "         1042: 46\n",
-      "         1043: 42\n",
-      "         1044: 42\n",
-      "         1045: 42\n",
-      "         1046: 46\n",
-      "         1047: 44\n",
-      "         1048: 44\n",
-      "         1049: 42\n",
-      "         1050: 40\n",
-      "         1051: 48\n",
-      "         1052: 40\n",
-      "         1053: 36\n",
-      "         1054: 38\n",
-      "         1055: 38\n",
-      "         1056: 44\n",
-      "         1057: 38\n",
-      "         1058: 44\n",
-      "         1059: 42\n",
-      "         1060: 42\n",
-      "         1061: 42\n",
-      "         1062: 46\n",
-      "         1063: 44\n",
-      "         1064: 40\n",
-      "         1065: 40\n",
-      "         1066: 40\n",
-      "         1067: 42\n",
-      "         1068: 48\n",
-      "         1069: 40\n",
-      "         1070: 42\n",
-      "         1071: 36\n",
-      "         1072: 38\n",
-      "         1073: 46\n",
-      "         1074: 46\n",
-      "         1075: 36\n",
-      "         1076: 44\n",
-      "         1077: 40\n",
-      "         1078: 46\n",
-      "         1079: 44\n",
-      "         1080: 44\n",
-      "         1081: 44\n",
-      "         1082: 42\n",
-      "         1083: 40\n",
-      "         1084: 38\n",
-      "         1085: 44\n",
-      "         1086: 40\n",
-      "         1087: 44\n",
-      "         1088: 40\n",
-      "         1089: 40\n",
-      "         1090: 40\n",
-      "         1091: 50\n",
-      "         1092: 40\n",
-      "         1093: 46\n",
-      "         1094: 42\n",
-      "         1095: 44\n",
-      "         1096: 44\n",
-      "         1097: 38\n",
-      "         1098: 40\n",
-      "         1099: 46\n",
-      "         1100: 44\n",
-      "         1101: 44\n",
-      "         1102: 44\n",
-      "         1103: 40\n",
-      "         1104: 42\n",
-      "         1105: 42\n",
-      "         1106: 44\n",
-      "         1107: 44\n",
-      "         1108: 42\n",
-      "         1109: 40\n",
-      "         1110: 38\n",
-      "         1111: 40\n",
-      "         1112: 40\n",
-      "         1113: 40\n",
-      "         1114: 40\n",
-      "         1115: 44\n",
-      "         1116: 40\n",
-      "         1117: 46\n",
-      "         1118: 46\n",
-      "         1119: 40\n",
-      "         1120: 44\n",
-      "         1121: 40\n",
-      "         1122: 42\n",
-      "         1123: 38\n",
-      "         1124: 42\n",
-      "         1125: 40\n",
-      "         1126: 48\n",
-      "         1127: 44\n",
-      "         1128: 38\n",
-      "         1129: 44\n",
-      "         1130: 40\n",
-      "         1131: 44\n",
-      "         1132: 40\n",
-      "         1133: 42\n",
-      "         1134: 40\n",
-      "         1135: 48\n",
-      "         1136: 48\n",
-      "         1137: 40\n",
-      "         1138: 46\n",
-      "         1139: 42\n",
-      "         1140: 42\n",
-      "         1141: 40\n",
-      "         1142: 42\n",
-      "         1143: 38\n",
-      "         1144: 42\n",
-      "         1145: 42\n",
-      "         1146: 44\n",
-      "         1147: 36\n",
-      "         1148: 38\n",
-      "         1149: 46\n",
-      "         1150: 36\n",
-      "         1151: 34\n",
-      "         1152: 40\n",
-      "         1153: 44\n",
-      "         1154: 48\n",
-      "         1155: 40\n",
-      "         1156: 38\n",
-      "         1157: 40\n",
-      "         1158: 46\n",
-      "         1159: 40\n",
-      "         1160: 42\n",
-      "         1161: 42\n",
-      "         1162: 40\n",
-      "         1163: 44\n",
-      "         1164: 38\n",
-      "         1165: 38\n",
-      "         1166: 44\n",
-      "         1167: 42\n",
-      "         1168: 42\n",
-      "         1169: 46\n",
-      "         1170: 44\n",
-      "         1171: 38\n",
-      "         1172: 40\n",
-      "         1173: 42\n",
-      "         1174: 40\n",
-      "         1175: 44\n",
-      "         1176: 44\n",
-      "         1177: 46\n",
-      "         1178: 44\n",
-      "         1179: 40\n",
-      "         1180: 38\n",
-      "         1181: 40\n",
-      "         1182: 38\n",
-      "         1183: 42\n",
-      "         1184: 40\n",
-      "         1185: 44\n",
-      "         1186: 44\n",
-      "         1187: 46\n",
-      "         1188: 42\n",
-      "         1189: 48\n",
-      "         1190: 42\n",
-      "         1191: 48\n",
-      "         1192: 42\n",
-      "         1193: 38\n",
-      "         1194: 38\n",
-      "         1195: 44\n",
-      "         1196: 44\n",
-      "         1197: 38\n",
-      "         1198: 34\n",
-      "         1199: 38\n",
-      "         1200: 44\n",
-      "         1201: 42\n",
-      "         1202: 40\n",
-      "         1203: 42\n",
-      "         1204: 42\n",
-      "         1205: 42\n",
-      "         1206: 42\n",
-      "         1207: 42\n",
-      "         1208: 46\n",
-      "         1209: 38\n",
-      "         1210: 42\n",
-      "         1211: 44\n",
-      "         1212: 34\n",
-      "         1213: 44\n",
-      "         1214: 42\n",
-      "         1215: 44\n",
-      "         1216: 40\n",
-      "         1217: 40\n",
-      "         1218: 48\n",
-      "         1219: 44\n",
-      "         1220: 46\n",
-      "         1221: 40\n",
-      "         1222: 36\n",
-      "         1223: 42\n",
-      "         1224: 42\n",
-      "         1225: 42\n",
-      "         1226: 40\n",
-      "         1227: 40\n",
-      "         1228: 44\n",
-      "         1229: 46\n",
-      "         1230: 40\n",
-      "         1231: 46\n",
-      "         1232: 42\n",
-      "         1233: 44\n",
-      "         1234: 42\n",
-      "         1235: 46\n",
-      "         1236: 44\n",
-      "         1237: 44\n",
-      "         1238: 38\n",
-      "         1239: 48\n",
-      "         1240: 42\n",
-      "         1241: 40\n",
-      "         1242: 40\n",
-      "         1243: 40\n",
-      "         1244: 40\n",
-      "         1245: 44\n",
-      "         1246: 42\n",
-      "         1247: 36\n",
-      "         1248: 44\n",
-      "         1249: 42\n",
-      "         1250: 44\n",
-      "         1251: 44\n",
-      "         1252: 50\n",
-      "         1253: 40\n",
-      "         1254: 42\n",
-      "         1255: 44\n",
-      "         1256: 32\n",
-      "         1257: 14\n",
-      "         4000: 44\n",
-      "         4001: 44\n",
-      "         4002: 40\n",
-      "         4003: 38\n",
-      "         4004: 42\n",
-      "         4005: 42\n",
-      "         4006: 44\n",
-      "         4007: 40\n",
-      "         4008: 42\n",
-      "         4009: 48\n",
-      "         4010: 38\n",
-      "         4011: 38\n",
-      "         4012: 40\n",
-      "         4013: 46\n",
-      "         4014: 42\n",
-      "         4015: 40\n",
-      "         4016: 44\n",
-      "         4017: 40\n",
-      "         4018: 48\n",
-      "         4019: 42\n",
-      "         4020: 46\n",
-      "         4021: 48\n",
-      "         4022: 44\n",
-      "         4023: 48\n",
-      "         4024: 40\n",
-      "         4025: 46\n",
-      "         4026: 40\n",
-      "         4027: 44\n",
-      "         4028: 46\n",
-      "         4029: 42\n",
-      "         4030: 44\n",
-      "         4031: 42\n",
-      "         4032: 42\n",
-      "         4033: 42\n",
-      "         4034: 42\n",
-      "         4035: 42\n",
-      "         4036: 44\n",
-      "         4037: 42\n",
-      "         4038: 42\n",
-      "         4039: 42\n",
-      "         4040: 42\n",
-      "         4041: 44\n",
-      "         4042: 36\n",
-      "         4043: 40\n",
-      "         4044: 42\n",
-      "         4045: 42\n",
-      "         4046: 42\n",
-      "         4047: 38\n",
-      "         4048: 46\n",
-      "         4049: 38\n",
-      "         4050: 46\n",
-      "         4051: 44\n",
-      "         4052: 40\n",
-      "         4053: 48\n",
-      "         4054: 28\n",
-      "         4055: 12\n",
-      "      imageid (2 distinct values):\n",
-      "         0: 7089\n",
-      "         NaN: 13142\n",
-      "      type (24 distinct values):\n",
-      "         1111: 21\n",
-      "         1112: 21\n",
-      "         1231: 210\n",
-      "         1232: 210\n",
-      "         1311: 5402\n",
-      "         1312: 5402\n",
-      "         1321: 390\n",
-      "         1322: 390\n",
-      "         1331: 407\n",
-      "         1332: 407\n",
-      "         1341: 119\n",
-      "         1342: 119\n",
-      "         1351: 128\n",
-      "         1352: 128\n",
-      "         1361: 125\n",
-      "         1362: 125\n",
-      "         2110: 5435\n",
-      "         2120: 1136\n",
-      "         3111: 20\n",
-      "         3112: 20\n",
-      "         3231: 1\n",
-      "         3232: 1\n",
-      "         3241: 7\n",
-      "         3242: 7\n",
-      "   Value columns (0):\n",
-      "\n",
-      "\n",
-      "Log output:\n",
-      "bcit_basic_guard_duty_01_initial_summary_log: Level None\n",
-      "overall:\n",
-      "\t[ Bids event files has 22 event files]\n",
-      "\t[ EEG event files has 22 event files]\n",
-      "sub-01_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-01_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-01_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [753 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [753 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'usertags']]\n",
-      "sub-02_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-02_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-02_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1194 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1194 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'usertags']]\n",
-      "sub-03_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-03_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-03_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [831 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [831 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'usertags']]\n",
-      "sub-04_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-04_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-04_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1117 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1117 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'usertags']]\n",
-      "sub-05_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-05_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-05_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [989 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [989 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'usertags']]\n",
-      "sub-06_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-06_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-06_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1167 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1167 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'usertags']]\n",
-      "sub-07_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-07_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-07_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [963 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [963 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'usertags']]\n",
-      "sub-08_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-08_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-08_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [771 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [771 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'usertags']]\n",
-      "sub-09_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-09_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-09_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [947 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [947 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'usertags']]\n",
-      "sub-10_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-10_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-10_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [894 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [894 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'usertags']]\n",
-      "sub-11_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-11_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-11_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1203 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1203 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'usertags']]\n",
-      "sub-12_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-12_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-12_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1172 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1172 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'usertags']]\n",
-      "sub-13_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-13_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-13_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1059 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1059 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'usertags']]\n",
-      "sub-14_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-14_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-14_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1040 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1040 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'usertags']]\n",
-      "sub-15_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-15_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-15_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1023 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1023 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'usertags']]\n",
-      "sub-16_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-16_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-16_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [567 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [567 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'usertags']]\n",
-      "sub-17_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-17_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-17_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [474 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [435 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'usertags']]\n",
-      "\t[ERROR The Bids event files file has 474 rows and the EEG event files event file has 435 rows]\n",
-      "sub-17_ses-01_run-2:\n",
-      "\t[ Bids event files: sub-17_ses-01_task-GuardDuty_run-2_events.tsv]\n",
-      "\t[ EEG event files: sub-17_ses-01_task-GuardDuty_run-2_eventstemp.tsv]\n",
-      "\t[ Bids event files: [474 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [474 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'usertags']]\n",
-      "sub-18_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-18_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-18_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [792 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [792 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'usertags']]\n",
-      "sub-19_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-19_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-19_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [965 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [965 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'usertags']]\n",
-      "sub-20_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-20_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-20_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [843 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [843 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'usertags']]\n",
-      "sub-21_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-21_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-21_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1032 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1032 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'usertags']]\n",
-      "\n",
-      "\n",
-      "ERROR Summary:\n",
-      "bcit_basic_guard_duty_01_initial_summary_log: Level ERROR\n",
-      "overall:\n",
-      "sub-01_ses-01_run-1:\n",
-      "sub-02_ses-01_run-1:\n",
-      "sub-03_ses-01_run-1:\n",
-      "sub-04_ses-01_run-1:\n",
-      "sub-05_ses-01_run-1:\n",
-      "sub-06_ses-01_run-1:\n",
-      "sub-07_ses-01_run-1:\n",
-      "sub-08_ses-01_run-1:\n",
-      "sub-09_ses-01_run-1:\n",
-      "sub-10_ses-01_run-1:\n",
-      "sub-11_ses-01_run-1:\n",
-      "sub-12_ses-01_run-1:\n",
-      "sub-13_ses-01_run-1:\n",
-      "sub-14_ses-01_run-1:\n",
-      "sub-15_ses-01_run-1:\n",
-      "sub-16_ses-01_run-1:\n",
-      "sub-17_ses-01_run-1:\n",
-      "\t[ERROR The Bids event files file has 474 rows and the EEG event files event file has 435 rows]\n",
-      "sub-17_ses-01_run-2:\n",
-      "sub-18_ses-01_run-1:\n",
-      "sub-19_ses-01_run-1:\n",
-      "sub-20_ses-01_run-1:\n",
-      "sub-21_ses-01_run-1:\n"
-     ]
-    }
-   ],
-   "source": [
-    "import os\n",
-    "import datetime\n",
-    "from hed.tools import BidsTabularDictionary, BidsTabularSummary, HedLogger, report_diffs\n",
-    "from hed.util import get_file_list\n",
-    "\n",
-    "# Variables to set for the specific dataset\n",
-    "bids_root_path = 'F:/ARLBidsStart/BasicGuardDutyWorking'\n",
-    "exclude_dirs = ['sourcedata', 'stimuli', 'code']\n",
-    "entities = ('sub', 'ses', 'run')\n",
-    "bids_skip_columns = ['onset']\n",
-    "eeg_skip_columns = ['latency', 'urevent', 'usertags']\n",
-    "log_name = 'bcit_basic_guard_duty_01_initial_summary_log'\n",
-    "\n",
-    "# Set up the logger\n",
-    "log_file_name = f\"code/curation_logs/{log_name}.txt\"\n",
-    "logger = HedLogger(name=log_name)\n",
-    "\n",
-    "# Construct the event file dictionaries for the BIDS and for EEG.event files\n",
-    "files_bids = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_events\", exclude_dirs=exclude_dirs)\n",
-    "bids_dict = BidsTabularDictionary(\"Bids event files\", files_bids, entities=entities)\n",
-    "files_eeg = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_eventstemp\", exclude_dirs=exclude_dirs)\n",
-    "eeg_dict = BidsTabularDictionary(\"EEG event files\", files_eeg, entities=entities)\n",
-    "\n",
-    "# Output a list of files for the two cases\n",
-    "print(f\"\\n{report_diffs(bids_dict, eeg_dict, logger)}\\n\\n\")\n",
-    "\n",
-    "# Create summary dictionaries of the original BIDS events files and output column names\n",
-    "bids_sum_all, bids_sum =  BidsTabularSummary.make_combined_dicts(bids_dict, skip_cols=bids_skip_columns)\n",
-    "print(f\"\\nSummary of all BIDS events files:\\n{bids_sum_all}\")\n",
-    "\n",
-    "eeg_sum_all, eeg_sum =  BidsTabularSummary.make_combined_dicts(eeg_dict, skip_cols=eeg_skip_columns)\n",
-    "print(f\"\\nSummary of all EEG.set events files:\\n{eeg_sum_all}\")\n",
-    "\n",
-    "# Output and save the log\n",
-    "log_string = \"\\n\\nLog output:\\n\" + logger.get_log_string()\n",
-    "error_string = \"\\n\\nERROR Summary:\\n\" + logger.get_log_string(level=\"ERROR\")\n",
-    "print(log_string)\n",
-    "print(error_string)\n",
-    "\n",
-    "save_path = os.path.join(bids_root_path, log_file_name)\n",
-    "with open(save_path, \"w\") as fp:\n",
-    "    fp.write(f\"{log_file_name} {datetime.datetime.now()}\\n\")\n",
-    "    fp.write(f\"\\n{bids_sum_all}\\n\")\n",
-    "    fp.write(f\"\\n{eeg_sum_all}\\n\")\n",
-    "    fp.write(log_string)\n",
-    "    fp.write(error_string)"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Set up the variables for producing a summary and construct dictionaries\n"
-    }
-   }
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 2
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
\ No newline at end of file
diff --git a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_basic_guard_duty/bcit_basic_guard_duty_02_initial_combination.ipynb b/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_basic_guard_duty/bcit_basic_guard_duty_02_initial_combination.ipynb
deleted file mode 100644
index 0161990..0000000
--- a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_basic_guard_duty/bcit_basic_guard_duty_02_initial_combination.ipynb
+++ /dev/null
@@ -1,382 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "source": [
-    "## Produce a consolidated events file for BCIT Basic Guard Duty\n",
-    "\n",
-    "A copy of the EEG.event structure is dumped to the dataset as `eventstemp.tsv` files.\n",
-    "The `bcit_basic_guard_duty_01_initial_summary.ipynb` has already been run.\n",
-    "Manual review has confirmed that either both versions of the event files have the same\n",
-    "number of events or that the session had two runs and due to a bug in `ess2bids`,\n",
-    "the `events.tsv` file for run 1 is actually a copy of the `events.tsv` file from run 2.\n",
-    "\n",
-    "This notebook creates a `eventstemp1.tsv` for each:\n",
-    "1. Read the eeg events.\n",
-    "2. Remove unwanted columns and add `onset` and `duration` columns.\n",
-    "3. Reorder the columns to the `final_column_order`.\n",
-    "4. Replace all empty string and NaN entries with n/a.\n",
-    "5. Save as `_eventstemp1.tsv`."
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   }
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "\n",
-      "Log output:\n",
-      "bcit_basic_guard_duty_02_initial_combination_log: Level None\n",
-      "sub-01_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-01_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags', 'imageid'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type column as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-01_ses-01_task-GuardDuty_run-1_eventstemp1.tsv]\n",
-      "sub-02_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-02_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags', 'imageid'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type column as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-02_ses-01_task-GuardDuty_run-1_eventstemp1.tsv]\n",
-      "sub-03_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-03_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags', 'imageid'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type column as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-03_ses-01_task-GuardDuty_run-1_eventstemp1.tsv]\n",
-      "sub-04_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-04_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags', 'imageid'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type column as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-04_ses-01_task-GuardDuty_run-1_eventstemp1.tsv]\n",
-      "sub-05_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-05_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags', 'imageid'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type column as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-05_ses-01_task-GuardDuty_run-1_eventstemp1.tsv]\n",
-      "sub-06_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-06_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags', 'imageid'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type column as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-06_ses-01_task-GuardDuty_run-1_eventstemp1.tsv]\n",
-      "sub-07_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-07_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags', 'imageid'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type column as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-07_ses-01_task-GuardDuty_run-1_eventstemp1.tsv]\n",
-      "sub-08_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-08_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags', 'imageid'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type column as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-08_ses-01_task-GuardDuty_run-1_eventstemp1.tsv]\n",
-      "sub-09_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-09_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags', 'imageid'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type column as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-09_ses-01_task-GuardDuty_run-1_eventstemp1.tsv]\n",
-      "sub-10_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-10_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags', 'imageid'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type column as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-10_ses-01_task-GuardDuty_run-1_eventstemp1.tsv]\n",
-      "sub-11_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-11_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags', 'imageid'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type column as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-11_ses-01_task-GuardDuty_run-1_eventstemp1.tsv]\n",
-      "sub-12_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-12_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags', 'imageid'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type column as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-12_ses-01_task-GuardDuty_run-1_eventstemp1.tsv]\n",
-      "sub-13_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-13_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags', 'imageid'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type column as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-13_ses-01_task-GuardDuty_run-1_eventstemp1.tsv]\n",
-      "sub-14_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-14_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags', 'imageid'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type column as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-14_ses-01_task-GuardDuty_run-1_eventstemp1.tsv]\n",
-      "sub-15_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-15_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags', 'imageid'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type column as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-15_ses-01_task-GuardDuty_run-1_eventstemp1.tsv]\n",
-      "sub-16_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-16_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags', 'imageid'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type column as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-16_ses-01_task-GuardDuty_run-1_eventstemp1.tsv]\n",
-      "sub-17_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-17_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags', 'imageid'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type column as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-17_ses-01_task-GuardDuty_run-1_eventstemp1.tsv]\n",
-      "sub-17_ses-01_run-2:\n",
-      "\t[ Created a dataframe for sub-17_ses-01_task-GuardDuty_run-2_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags', 'imageid'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type column as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-17_ses-01_task-GuardDuty_run-2_eventstemp1.tsv]\n",
-      "sub-18_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-18_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags', 'imageid'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type column as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-18_ses-01_task-GuardDuty_run-1_eventstemp1.tsv]\n",
-      "sub-19_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-19_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags', 'imageid'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type column as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-19_ses-01_task-GuardDuty_run-1_eventstemp1.tsv]\n",
-      "sub-20_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-20_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags', 'imageid'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type column as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-20_ses-01_task-GuardDuty_run-1_eventstemp1.tsv]\n",
-      "sub-21_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-21_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags', 'imageid'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type column as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-21_ses-01_task-GuardDuty_run-1_eventstemp1.tsv]\n",
-      "\n",
-      "\n",
-      "ERROR Summary:\n",
-      "bcit_basic_guard_duty_02_initial_combination_log: Level ERROR\n",
-      "sub-01_ses-01_run-1:\n",
-      "sub-02_ses-01_run-1:\n",
-      "sub-03_ses-01_run-1:\n",
-      "sub-04_ses-01_run-1:\n",
-      "sub-05_ses-01_run-1:\n",
-      "sub-06_ses-01_run-1:\n",
-      "sub-07_ses-01_run-1:\n",
-      "sub-08_ses-01_run-1:\n",
-      "sub-09_ses-01_run-1:\n",
-      "sub-10_ses-01_run-1:\n",
-      "sub-11_ses-01_run-1:\n",
-      "sub-12_ses-01_run-1:\n",
-      "sub-13_ses-01_run-1:\n",
-      "sub-14_ses-01_run-1:\n",
-      "sub-15_ses-01_run-1:\n",
-      "sub-16_ses-01_run-1:\n",
-      "sub-17_ses-01_run-1:\n",
-      "sub-17_ses-01_run-2:\n",
-      "sub-18_ses-01_run-1:\n",
-      "sub-19_ses-01_run-1:\n",
-      "sub-20_ses-01_run-1:\n",
-      "sub-21_ses-01_run-1:\n"
-     ]
-    }
-   ],
-   "source": [
-    "import os\n",
-    "import datetime\n",
-    "from hed.tools import BidsTabularDictionary, HedLogger\n",
-    "from hed.util import get_file_list, get_new_dataframe, get_value_dict, replace_values\n",
-    "\n",
-    "# Variables to set for the specific dataset\n",
-    "bids_root_path = 'F:/ARLBidsStart/BasicGuardDutyWorking'\n",
-    "exclude_dirs = ['sourcedata', 'stimuli', 'code']\n",
-    "entities = ('sub', 'ses', 'run')\n",
-    "eeg_drop_columns = ['urevent', 'usertags', 'imageid']\n",
-    "final_column_order = ['onset', 'duration', 'sample', 'value', 'gid']\n",
-    "log_name = 'bcit_basic_guard_duty_02_initial_combination_log'\n",
-    "sampling_rate_file = os.path.realpath(os.path.join(bids_root_path, 'code/samplingRates.tsv'))\n",
-    "\n",
-    "# Set up the logger\n",
-    "log_file_name = f\"code/curation_logs/{log_name}.txt\"\n",
-    "logger = HedLogger(name=log_name)\n",
-    "\n",
-    "# Construct the event file dictionaries for the EEG.event files\n",
-    "files_eeg = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_eventstemp\", exclude_dirs=exclude_dirs)\n",
-    "eeg_dict = BidsTabularDictionary(\"EEG event files\", files_eeg, entities=entities)\n",
-    "sampling_dict = get_value_dict(sampling_rate_file)\n",
-    "\n",
-    "# Perform  the operations to combine the two versions of the event files\n",
-    "for key, file, rowcount, column_count in eeg_dict.iter_tsv_info():\n",
-    "    filename = eeg_dict.get_file_path(key)\n",
-    "    df_eeg = get_new_dataframe(filename)\n",
-    "    basename = os.path.basename(filename)\n",
-    "    logger.add(key, f\"Created a dataframe for {basename}\")\n",
-    "\n",
-    "    samplingRate = float(sampling_dict[basename[:-15]])\n",
-    "    logger.add(key, f\"Looked up sampling rate of {samplingRate}\")\n",
-    "\n",
-    "    df_eeg.drop(columns=eeg_drop_columns, inplace=True)\n",
-    "    logger.add(key, f\"Dropped {str(eeg_drop_columns)} drop_columns\")\n",
-    "    df_eeg['onset'] = df_eeg['latency']\n",
-    "    df_eeg['onset'] = df_eeg['onset'].subtract(1.0)\n",
-    "    df_eeg['onset'] = df_eeg['onset'].divide(samplingRate)\n",
-    "    logger.add(key, f\"Calculate onset from latency and add an onset column\")\n",
-    "    df_eeg['duration'] = 'n/a'\n",
-    "    logger.add(key, f\"Add a duration column\")\n",
-    "    df_eeg = df_eeg.rename(columns={\"latency\": \"sample\", \"type\":\"value\"})\n",
-    "    logger.add(key, f\"Rename the latency column as sample and type column as value\")\n",
-    "    df_eeg = df_eeg.reindex(columns=final_column_order)\n",
-    "    logger.add(key, f\"Reordered the columns as {str(final_column_order)}\")\n",
-    "    num_replaced = replace_values(df_eeg, values=[' ', 'NaN'], replace_value='n/a')\n",
-    "    logger.add(key, f\"Replaced {num_replaced} blank or NaN values with n/a\")\n",
-    "    filename_out = filename[:-4] + \"1.tsv\"\n",
-    "    df_eeg.to_csv(filename_out, sep='\\t', index=False)\n",
-    "    logger.add(key, f\"Saved as {os.path.basename(filename_out)}\")\n",
-    "\n",
-    "# Output and save the log\n",
-    "log_string = \"\\n\\nLog output:\\n\" + logger.get_log_string()\n",
-    "error_string = \"\\n\\nERROR Summary:\\n\" + logger.get_log_string(level=\"ERROR\")\n",
-    "print(log_string)\n",
-    "print(error_string)\n",
-    "\n",
-    "save_path = os.path.join(bids_root_path, log_file_name)\n",
-    "with open(save_path, \"w\") as fp:\n",
-    "    fp.write(f\"{log_file_name} {datetime.datetime.now()}\\n\")\n",
-    "    fp.write(log_string)\n",
-    "    fp.write(error_string)"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Setup the structure and column names\n"
-    }
-   }
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 2
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
\ No newline at end of file
diff --git a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_basic_guard_duty/bcit_basic_guard_duty_03_remove_files.ipynb b/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_basic_guard_duty/bcit_basic_guard_duty_03_remove_files.ipynb
deleted file mode 100644
index f64bc9e..0000000
--- a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_basic_guard_duty/bcit_basic_guard_duty_03_remove_files.ipynb
+++ /dev/null
@@ -1,273 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "collapsed": true,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   },
-   "source": [
-    "## Remove the extra files from BCIT Basic Guard Duty\n",
-    "\n",
-    "This script assumes that you have copied the BasicGuardDutyWorking directory into\n",
-    "the BasicGuardDutyWorkingPhaseTwo directory.\n",
-    "\n",
-    "This script removes `_events.tsv` and `_eventstemp.tsv` and then\n",
-    "renames `_eventstemp1.tsv` to `_events.tsv`."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "\n",
-      "Log output:\n",
-      "bcit_basic_guard_duty_03_remove_files_log: Level None\n",
-      "sub-01_ses-01_run-1:\n",
-      "\t[ Remove sub-01_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "\t[ Removed sub-01_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-01_ses-01_task-GuardDuty_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-01_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "sub-02_ses-01_run-1:\n",
-      "\t[ Remove sub-02_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "\t[ Removed sub-02_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-02_ses-01_task-GuardDuty_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-02_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "sub-03_ses-01_run-1:\n",
-      "\t[ Remove sub-03_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "\t[ Removed sub-03_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-03_ses-01_task-GuardDuty_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-03_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "sub-04_ses-01_run-1:\n",
-      "\t[ Remove sub-04_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "\t[ Removed sub-04_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-04_ses-01_task-GuardDuty_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-04_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "sub-05_ses-01_run-1:\n",
-      "\t[ Remove sub-05_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "\t[ Removed sub-05_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-05_ses-01_task-GuardDuty_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-05_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "sub-06_ses-01_run-1:\n",
-      "\t[ Remove sub-06_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "\t[ Removed sub-06_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-06_ses-01_task-GuardDuty_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-06_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "sub-07_ses-01_run-1:\n",
-      "\t[ Remove sub-07_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "\t[ Removed sub-07_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-07_ses-01_task-GuardDuty_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-07_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "sub-08_ses-01_run-1:\n",
-      "\t[ Remove sub-08_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "\t[ Removed sub-08_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-08_ses-01_task-GuardDuty_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-08_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "sub-09_ses-01_run-1:\n",
-      "\t[ Remove sub-09_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "\t[ Removed sub-09_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-09_ses-01_task-GuardDuty_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-09_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "sub-10_ses-01_run-1:\n",
-      "\t[ Remove sub-10_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "\t[ Removed sub-10_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-10_ses-01_task-GuardDuty_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-10_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "sub-11_ses-01_run-1:\n",
-      "\t[ Remove sub-11_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "\t[ Removed sub-11_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-11_ses-01_task-GuardDuty_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-11_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "sub-12_ses-01_run-1:\n",
-      "\t[ Remove sub-12_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "\t[ Removed sub-12_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-12_ses-01_task-GuardDuty_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-12_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "sub-13_ses-01_run-1:\n",
-      "\t[ Remove sub-13_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "\t[ Removed sub-13_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-13_ses-01_task-GuardDuty_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-13_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "sub-14_ses-01_run-1:\n",
-      "\t[ Remove sub-14_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "\t[ Removed sub-14_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-14_ses-01_task-GuardDuty_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-14_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "sub-15_ses-01_run-1:\n",
-      "\t[ Remove sub-15_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "\t[ Removed sub-15_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-15_ses-01_task-GuardDuty_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-15_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "sub-16_ses-01_run-1:\n",
-      "\t[ Remove sub-16_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "\t[ Removed sub-16_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-16_ses-01_task-GuardDuty_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-16_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "sub-17_ses-01_run-1:\n",
-      "\t[ Remove sub-17_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "\t[ Removed sub-17_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-17_ses-01_task-GuardDuty_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-17_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "sub-17_ses-01_run-2:\n",
-      "\t[ Remove sub-17_ses-01_task-GuardDuty_run-2_events.tsv]\n",
-      "\t[ Removed sub-17_ses-01_task-GuardDuty_run-2_eventstemp.tsv]\n",
-      "\t[ Renamed sub-17_ses-01_task-GuardDuty_run-2_eventstemp1.tsv\n",
-      "\t\tto sub-17_ses-01_task-GuardDuty_run-2_events.tsv]\n",
-      "sub-18_ses-01_run-1:\n",
-      "\t[ Remove sub-18_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "\t[ Removed sub-18_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-18_ses-01_task-GuardDuty_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-18_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "sub-19_ses-01_run-1:\n",
-      "\t[ Remove sub-19_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "\t[ Removed sub-19_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-19_ses-01_task-GuardDuty_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-19_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "sub-20_ses-01_run-1:\n",
-      "\t[ Remove sub-20_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "\t[ Removed sub-20_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-20_ses-01_task-GuardDuty_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-20_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "sub-21_ses-01_run-1:\n",
-      "\t[ Remove sub-21_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "\t[ Removed sub-21_ses-01_task-GuardDuty_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-21_ses-01_task-GuardDuty_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-21_ses-01_task-GuardDuty_run-1_events.tsv]\n",
-      "\n",
-      "\n",
-      "ERROR Summary:\n",
-      "bcit_basic_guard_duty_03_remove_files_log: Level ERROR\n",
-      "sub-01_ses-01_run-1:\n",
-      "sub-02_ses-01_run-1:\n",
-      "sub-03_ses-01_run-1:\n",
-      "sub-04_ses-01_run-1:\n",
-      "sub-05_ses-01_run-1:\n",
-      "sub-06_ses-01_run-1:\n",
-      "sub-07_ses-01_run-1:\n",
-      "sub-08_ses-01_run-1:\n",
-      "sub-09_ses-01_run-1:\n",
-      "sub-10_ses-01_run-1:\n",
-      "sub-11_ses-01_run-1:\n",
-      "sub-12_ses-01_run-1:\n",
-      "sub-13_ses-01_run-1:\n",
-      "sub-14_ses-01_run-1:\n",
-      "sub-15_ses-01_run-1:\n",
-      "sub-16_ses-01_run-1:\n",
-      "sub-17_ses-01_run-1:\n",
-      "sub-17_ses-01_run-2:\n",
-      "sub-18_ses-01_run-1:\n",
-      "sub-19_ses-01_run-1:\n",
-      "sub-20_ses-01_run-1:\n",
-      "sub-21_ses-01_run-1:\n"
-     ]
-    }
-   ],
-   "source": [
-    "import os\n",
-    "import datetime\n",
-    "from hed.tools import BidsTabularDictionary, HedLogger\n",
-    "from hed.util import get_file_list\n",
-    "\n",
-    "# Variables to set for the specific dataset\n",
-    "bids_root_path = 's:/bcit/BasicGuardDutyWorkingPhaseTwo'\n",
-    "exclude_dirs = ['sourcedata', 'stimuli', 'code']\n",
-    "entities = ('sub', 'ses', 'run')\n",
-    "log_name = 'bcit_basic_guard_duty_03_remove_files_log'\n",
-    "\n",
-    "# Set up the logger\n",
-    "log_file_name = f\"code/curation_logs/{log_name}.txt\"\n",
-    "logger = HedLogger(name=log_name)\n",
-    "\n",
-    "# Make sure that there actually are temp_files to move\n",
-    "temp_files = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_eventstemp\", exclude_dirs=exclude_dirs)\n",
-    "if not temp_files:\n",
-    "    raise Exception(\"There are no eventstemp files to move to events\")\n",
-    "\n",
-    "# Construct the event file dictionaries for the BIDS event files\n",
-    "files_bids = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_events\", exclude_dirs=exclude_dirs)\n",
-    "bids_dict = BidsTabularDictionary(\"Bids event files\", files_bids, entities=entities)\n",
-    "\n",
-    "# Remove the appropriate files\n",
-    "for key, file in bids_dict.iter_files():\n",
-    "    # Remove events.tsv\n",
-    "    filename = file.file_path\n",
-    "    os.remove(filename)\n",
-    "    logger.add(key, f\"Remove {os.path.basename(filename)}\")\n",
-    "\n",
-    "    # Remove events_temp.tsv\n",
-    "    filename_temp = filename[:-4] + \"temp.tsv\"\n",
-    "    if os.path.isfile(filename_temp):\n",
-    "        os.remove(filename_temp)\n",
-    "        logger.add(key, f\"Removed {os.path.basename(filename_temp)}\")\n",
-    "    else:\n",
-    "        logger.add(key, f\"{os.path.basename(filename_temp)} does not exist and could not be removed\", level=\"ERROR\", also_print=True)\n",
-    "\n",
-    "    # Move events_temp1.tsv to events.tsv\n",
-    "    filename_temp1 = filename[:-4] + \"temp1.tsv\"\n",
-    "    if os.path.isfile(filename_temp1):\n",
-    "        os.rename(filename_temp1, filename)\n",
-    "        logger.add(key, f\"Renamed {os.path.basename(filename_temp1)}\\n\\t\\tto {os.path.basename(filename)}\")\n",
-    "    else:\n",
-    "        logger.add(key, f\"{os.path.basename(filename_temp1)} does not exist and could not be moved\", level=\"ERROR\", also_print=True)\n",
-    "\n",
-    "# Now make sure there aren't any unexpected leftovers\n",
-    "temp_files = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_eventstemp\", exclude_dirs=exclude_dirs)\n",
-    "if temp_files:\n",
-    "    for file in temp_files:\n",
-    "        logger.add('', f\"{os.path.basename(file)} is unexpectedly left over\", level=\"ERROR\", also_print=True)\n",
-    "\n",
-    "temp1_files = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_eventstemp1\",\n",
-    "                           exclude_dirs=exclude_dirs)\n",
-    "if temp1_files:\n",
-    "    for file in temp1_files:\n",
-    "        logger.add('', f\"{os.path.basename(file)} is unexpectedly left over\", level=\"ERROR\", also_print=True)\n",
-    "\n",
-    "# Output and save the log\n",
-    "log_string = \"\\n\\nLog output:\\n\" + logger.get_log_string()\n",
-    "error_string = \"\\n\\nERROR Summary:\\n\" + logger.get_log_string(level=\"ERROR\")\n",
-    "print(log_string)\n",
-    "print(error_string)\n",
-    "\n",
-    "save_path = os.path.join(bids_root_path, log_file_name)\n",
-    "with open(save_path, \"w\") as fp:\n",
-    "    fp.write(f\"{log_file_name} {datetime.datetime.now()}\\n\")\n",
-    "    fp.write(log_string)\n",
-    "    fp.write(error_string)"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Set up the directories and create a dictionary for _events.tsv\n"
-    }
-   }
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 2
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
\ No newline at end of file
diff --git a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_basic_guard_duty/bcit_basic_guard_duty_04_generate_sidecar.ipynb b/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_basic_guard_duty/bcit_basic_guard_duty_04_generate_sidecar.ipynb
deleted file mode 100644
index ae90bd4..0000000
--- a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_basic_guard_duty/bcit_basic_guard_duty_04_generate_sidecar.ipynb
+++ /dev/null
@@ -1,124 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "collapsed": true,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   },
-   "source": [
-    "## Generate a JSON events sidecar template and spreadsheet from a BIDS dataset\n",
-    "\n",
-    "This generates a JSON events sidecar template and a corresponding 4-column spreadsheet\n",
-    "for the BCIT Basic Guard Duty data.\n",
-    "\n",
-    "For tutorial examples of this process see the Jupyter notebooks:\n",
-    "- [`bids_generate_sidecar.ipynb`](https://github.com/hed-standard/hed-examples/blob/main/hedcode/jupyter_notebooks/bids_processing/bids_generate_sidecar.ipynb)\n",
-    "- [`bids_sidecar_to_spreadsheet.ipynb`](https://github.com/hed-standard/hed-examples/blob/main/hedcode/jupyter_notebooks/bids_processing/bids_sidecar_to_spreadsheet.ipynb)\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "source": [
-    "import os\n",
-    "import datetime\n",
-    "import json\n",
-    "from hed.tools import hed_to_df, BidsTabularSummary, HedLogger\n",
-    "from hed.util import get_file_list\n",
-    "\n",
-    "# Variables to set for the specific dataset\n",
-    "bids_root_path = 's:/bcit/BasicGuardDutyWorkingPhaseTwo'\n",
-    "json_path = os.path.realpath(os.path.join(bids_root_path, 'task-GuardDuty_events.json'))\n",
-    "spreadsheet_path = os.path.realpath(os.path.join(bids_root_path, 'code/task-GuardDuty_hed_spreadsheet.tsv'))\n",
-    "exclude_dirs = ['sourcedata', 'stimuli', 'code']\n",
-    "entities = ('sub', 'ses', 'run')\n",
-    "skip_columns = ['onset', 'duration', 'sample']\n",
-    "value_columns = ['gid']\n",
-    "log_name = 'bcit_basic_guard_duty_04_generate_sidecar_log'\n",
-    "\n",
-    "# Set up the logger\n",
-    "log_file_name = f\"code/curation_logs/{log_name}.txt\"\n",
-    "logger = HedLogger(name=log_name)\n",
-    "\n",
-    "# Construct the list of .event files\n",
-    "bids_files = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_events\", exclude_dirs=exclude_dirs)\n",
-    "\n",
-    "# Construct the event file value summary and generate a sidecar template representing dataset\n",
-    "logger.add(\"overall\", f\"Summarizing {len(bids_files)}\")\n",
-    "value_summary = BidsTabularSummary(value_cols=value_columns, skip_cols=skip_columns, name=\"BCIT Basic Guard Duty\")\n",
-    "value_summary.update(bids_files)\n",
-    "sidecar_template = value_summary.extract_sidecar_template()\n",
-    "with open(json_path, 'w') as fp:\n",
-    "   json.dump(sidecar_template, fp, indent=4)\n",
-    "logger.add(\"overall\", f\"Saving a JSON sidecar template to {os.path.basename(json_path)}\")\n",
-    "\n",
-    "hed_spreadsheet = hed_to_df(sidecar_template)\n",
-    "logger.add(\"overall\", f\"Creating a spreadsheet template and saving to {os.path.basename(spreadsheet_path)}\")\n",
-    "hed_spreadsheet.to_csv(spreadsheet_path, sep='\\t', index=False,)\n",
-    "\n",
-    "# Output and save the log\n",
-    "log_string = \"\\n\\nLog output:\\n\" + logger.get_log_string()\n",
-    "error_string = \"\\n\\nERROR Summary:\\n\" + logger.get_log_string(level=\"ERROR\")\n",
-    "print(log_string)\n",
-    "print(error_string)\n",
-    "\n",
-    "save_path = os.path.join(bids_root_path, log_file_name)\n",
-    "with open(save_path, \"w\") as fp:\n",
-    "    fp.write(f\"{log_file_name} {datetime.datetime.now()}\\n\")\n",
-    "    fp.write(log_string)\n",
-    "    fp.write(error_string)"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Set up the directories and create a dictionary for events.tsv files\n"
-    }
-   },
-   "execution_count": 1,
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "\n",
-      "Log output:\n",
-      "bcit_basic_guard_duty_04_generate_sidecar_log: Level None\n",
-      "overall:\n",
-      "\t[ Summarizing 22]\n",
-      "\t[ Saving a JSON sidecar template to task-GuardDuty_events.json]\n",
-      "\t[ Creating a spreadsheet template and saving to task-GuardDuty_hed_spreadsheet.tsv]\n",
-      "\n",
-      "\n",
-      "ERROR Summary:\n",
-      "bcit_basic_guard_duty_04_generate_sidecar_log: Level ERROR\n",
-      "overall:\n"
-     ]
-    }
-   ]
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 2
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
\ No newline at end of file
diff --git a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_basic_guard_duty/bcit_basic_guard_duty_05_analyze_channels.ipynb b/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_basic_guard_duty/bcit_basic_guard_duty_05_analyze_channels.ipynb
deleted file mode 100644
index 8718231..0000000
--- a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_basic_guard_duty/bcit_basic_guard_duty_05_analyze_channels.ipynb
+++ /dev/null
@@ -1,142 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "collapsed": true,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   },
-   "source": [
-    "## Analyze the channels for the BCIT Basic Guard Duty Data\n",
-    "\n",
-    "This notebook assumes that a JSON dictionary called `originalChannels.json`\n",
-    "has been created in the `/code` subdirectory of the dataset."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "\n",
-      "Log output:\n",
-      "bcit_basic_guard_duty_05_analyze_channels_log: Level None\n",
-      "sub-01_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "\t[ This key has 22 files with the same 262 channels]\n",
-      "\t[ The channels are ['A1', 'A2', 'A3', 'A4', 'A5', 'A6', 'A7', 'A8', 'A9', 'A10', 'A11', 'A12', 'A13', 'A14', 'A15', 'A16', 'A17', 'A18', 'A19', 'A20', 'A21', 'A22', 'A23', 'A24', 'A25', 'A26', 'A27', 'A28', 'A29', 'A30', 'A31', 'A32', 'B1', 'B2', 'B3', 'B4', 'B5', 'B6', 'B7', 'B8', 'B9', 'B10', 'B11', 'B12', 'B13', 'B14', 'B15', 'B16', 'B17', 'B18', 'B19', 'B20', 'B21', 'B22', 'B23', 'B24', 'B25', 'B26', 'B27', 'B28', 'B29', 'B30', 'B31', 'B32', 'C1', 'C2', 'C3', 'C4', 'C5', 'C6', 'C7', 'C8', 'C9', 'C10', 'C11', 'C12', 'C13', 'C14', 'C15', 'C16', 'C17', 'C18', 'C19', 'C20', 'C21', 'C22', 'C23', 'C24', 'C25', 'C26', 'C27', 'C28', 'C29', 'C30', 'C31', 'C32', 'D1', 'D2', 'D3', 'D4', 'D5', 'D6', 'D7', 'D8', 'D9', 'D10', 'D11', 'D12', 'D13', 'D14', 'D15', 'D16', 'D17', 'D18', 'D19', 'D20', 'D21', 'D22', 'D23', 'D24', 'D25', 'D26', 'D27', 'D28', 'D29', 'D30', 'D31', 'D32', 'E1', 'E2', 'E3', 'E4', 'E5', 'E6', 'E7', 'E8', 'E9', 'E10', 'E11', 'E12', 'E13', 'E14', 'E15', 'E16', 'E17', 'E18', 'E19', 'E20', 'E21', 'E22', 'E23', 'E24', 'E25', 'E26', 'E27', 'E28', 'E29', 'E30', 'E31', 'E32', 'F1', 'F2', 'F3', 'F4', 'F5', 'F6', 'F7', 'F8', 'F9', 'F10', 'F11', 'F12', 'F13', 'F14', 'F15', 'F16', 'F17', 'F18', 'F19', 'F20', 'F21', 'F22', 'F23', 'F24', 'F25', 'F26', 'F27', 'F28', 'F29', 'F30', 'F31', 'F32', 'G1', 'G2', 'G3', 'G4', 'G5', 'G6', 'G7', 'G8', 'G9', 'G10', 'G11', 'G12', 'G13', 'G14', 'G15', 'G16', 'G17', 'G18', 'G19', 'G20', 'G21', 'G22', 'G23', 'G24', 'G25', 'G26', 'G27', 'G28', 'G29', 'G30', 'G31', 'G32', 'H1', 'H2', 'H3', 'H4', 'H5', 'H6', 'H7', 'H8', 'H9', 'H10', 'H11', 'H12', 'H13', 'H14', 'H15', 'H16', 'H17', 'H18', 'H19', 'H20', 'H21', 'H22', 'H23', 'H24', 'H25', 'H26', 'H27', 'H28', 'H29', 'H30', 'H31', 'H32', 'EXG1', 'EXG2', 'EXG3', 'EXG4', 'EXG5', 'EXG6']]\n",
-      "Overall:\n",
-      "\t[ Dataset has 262 unique channels]\n",
-      "\t[ {'E17', 'D1', 'C13', 'H3', 'B21', 'G4', 'F27', 'B19', 'F5', 'A10', 'D11', 'B27', 'B13', 'G6', 'C29', 'G31', 'C28', 'C26', 'C1', 'C5', 'G28', 'H4', 'H22', 'A18', 'H16', 'C9', 'D6', 'C4', 'A22', 'B24', 'D28', 'H1', 'E15', 'B31', 'F23', 'H17', 'F31', 'E31', 'A29', 'D19', 'A23', 'C6', 'H8', 'H27', 'EXG1', 'D8', 'A20', 'EXG2', 'G29', 'B3', 'A30', 'E30', 'H6', 'E7', 'A25', 'D10', 'G3', 'G15', 'F24', 'E14', 'D12', 'A21', 'D2', 'G7', 'F17', 'C22', 'A6', 'A26', 'C20', 'F3', 'E12', 'F32', 'C16', 'C27', 'C12', 'B1', 'D31', 'F15', 'H9', 'E1', 'F9', 'C25', 'F7', 'A28', 'A32', 'A3', 'D26', 'F19', 'C32', 'C17', 'H14', 'F28', 'H25', 'F8', 'D13', 'A1', 'A24', 'G8', 'F25', 'A11', 'G20', 'A5', 'H21', 'G1', 'B32', 'H11', 'F20', 'H31', 'F30', 'C10', 'H28', 'G27', 'E11', 'H7', 'A8', 'H20', 'A15', 'F6', 'B8', 'E18', 'A9', 'EXG5', 'G30', 'H23', 'H5', 'F16', 'E24', 'D4', 'D20', 'G11', 'C30', 'E32', 'C18', 'F21', 'D23', 'G18', 'A7', 'H30', 'C11', 'F11', 'G14', 'A14', 'F22', 'E2', 'E19', 'C31', 'G32', 'E6', 'C3', 'G10', 'G23', 'A12', 'A4', 'D27', 'A27', 'E5', 'E28', 'H19', 'E9', 'H24', 'A19', 'C19', 'E27', 'H15', 'H13', 'B7', 'D17', 'B2', 'A16', 'D18', 'A2', 'C8', 'C21', 'G25', 'G21', 'C7', 'D21', 'H10', 'D22', 'F12', 'F2', 'B26', 'A13', 'F1', 'D24', 'E23', 'B11', 'B9', 'F29', 'B16', 'F18', 'G9', 'D14', 'H2', 'A31', 'E26', 'B25', 'B29', 'E21', 'B15', 'B10', 'G17', 'E16', 'B20', 'D25', 'F26', 'E25', 'B22', 'E4', 'B4', 'B30', 'C2', 'D3', 'D30', 'C15', 'E8', 'F10', 'G24', 'E22', 'D15', 'EXG4', 'B17', 'E13', 'G26', 'G22', 'D5', 'G5', 'C24', 'G13', 'F13', 'G16', 'B14', 'D29', 'A17', 'F4', 'C14', 'H29', 'EXG3', 'H12', 'B5', 'D16', 'E3', 'G12', 'D7', 'G2', 'F14', 'C23', 'H32', 'G19', 'B28', 'B23', 'EXG6', 'D32', 'H26', 'B6', 'E10', 'B18', 'B12', 'E29', 'H18', 'D9', 'E20'}]\n",
-      "\n",
-      "\n",
-      "ERROR Summary:\n",
-      "bcit_basic_guard_duty_05_analyze_channels_log: Level ERROR\n",
-      "sub-01_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "Overall:\n"
-     ]
-    }
-   ],
-   "source": [
-    "import os\n",
-    "import datetime\n",
-    "import json\n",
-    "from hed.tools import HedLogger\n",
-    "from hed.util import get_file_list\n",
-    "\n",
-    "# Variables to set for the specific dataset\n",
-    "bids_root_path = 's:/bcit/BasicGuardDutyWorkingPhaseTwo'\n",
-    "exclude_dirs = ['sourcedata', 'stimuli', 'code']\n",
-    "entities = ('sub', 'ses', 'run')\n",
-    "log_name = 'bcit_basic_guard_duty_05_analyze_channels_log'\n",
-    "channel_file = os.path.realpath(os.path.join(bids_root_path, \"code/channelsOriginal.json\"))\n",
-    "\n",
-    "# Set up the logger\n",
-    "log_file_name = f\"code/curation_logs/{log_name}.txt\"\n",
-    "logger = HedLogger(name=log_name)\n",
-    "\n",
-    "# Load the channels file\n",
-    "with open(channel_file, 'r') as fp:\n",
-    "    channel_info = json.load(fp)\n",
-    "\n",
-    "# Make the file list and dictionary for _events\n",
-    "eeg_files = get_file_list(bids_root_path, extensions=[\".set\"], name_suffix=\"_eeg\", exclude_dirs=exclude_dirs)\n",
-    "\n",
-    "# Create the dictionaries of channels\n",
-    "key_list = list(channel_info.keys())\n",
-    "unique_dict = {}\n",
-    "name_dict = {}\n",
-    "for file_key, item in channel_info.items():\n",
-    "    search_key = None\n",
-    "    for skey in name_dict.keys():\n",
-    "        if item == channel_info[skey]:\n",
-    "            search_key = skey\n",
-    "            break\n",
-    "    if search_key:\n",
-    "        search_values = name_dict[search_key]\n",
-    "        name_dict[search_key].append(file_key)\n",
-    "    else:\n",
-    "        name_dict[file_key] = [file_key]\n",
-    "\n",
-    "# Now check the order of the elements in the list:\n",
-    "all_channels = set\n",
-    "for file_key, file_list in name_dict.items():\n",
-    "    logger.add(file_key, f\"This key has {len(file_list)} files with the same {len(channel_info[file_key])} channels\")\n",
-    "    logger.add(file_key, f\"The channels are {str(channel_info[file_key])}\")\n",
-    "\n",
-    "\n",
-    "key_list = list(name_dict.keys())\n",
-    "union_channels = set()\n",
-    "inter_channels = set(channel_info[key_list[0]])\n",
-    "for file_key in key_list:\n",
-    "    union_channels = union_channels.union(set(channel_info[file_key]))\n",
-    "    inter_channels = inter_channels.intersection(set(channel_info[file_key]))\n",
-    "logger.add(\"Overall\", f\"Dataset has {len(union_channels)} unique channels\")\n",
-    "logger.add(\"Overall\", f\"{str(union_channels)}\")\n",
-    "\n",
-    "# Output and save the log\n",
-    "log_string = \"\\n\\nLog output:\\n\" + logger.get_log_string()\n",
-    "error_string = \"\\n\\nERROR Summary:\\n\" + logger.get_log_string(level=\"ERROR\")\n",
-    "print(log_string)\n",
-    "print(error_string)\n",
-    "save_path = os.path.join(bids_root_path, log_file_name)\n",
-    "with open(save_path, \"w\") as fp:\n",
-    "    fp.write(f\"{log_file_name} {datetime.datetime.now()}\\n\")\n",
-    "    fp.write(log_string)\n",
-    "    fp.write(error_string)"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Perform the calculation.\n"
-    }
-   }
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 2
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
\ No newline at end of file
diff --git a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_basic_guard_duty/bcit_basic_guard_duty_06_remove_coordsystem.ipynb b/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_basic_guard_duty/bcit_basic_guard_duty_06_remove_coordsystem.ipynb
deleted file mode 100644
index 3cbc716..0000000
--- a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_basic_guard_duty/bcit_basic_guard_duty_06_remove_coordsystem.ipynb
+++ /dev/null
@@ -1,180 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "collapsed": true,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   },
-   "source": [
-    "## Remove coordsystem.json and electrodes.tsv files generated by ESS.\n",
-    "\n",
-    "This notebook replaces the `coordsystem.json` files of ESS with those generated by EEGLAB BidsTools\n",
-    "for the BCIT Basic Guard Duty data.\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "source": [
-    "import os\n",
-    "import datetime\n",
-    "from hed.tools import HedLogger\n",
-    "from hed.util import get_file_list\n",
-    "\n",
-    "# Variables to set for the specific dataset\n",
-    "bids_root_path = 's:/bcit/BasicGuardDutyWorkingPhaseTwo'\n",
-    "exclude_dirs = ['sourcedata', 'stimuli', 'code']\n",
-    "entities = ('sub', 'ses', 'run')\n",
-    "log_name = 'bcit_basic_guard_duty_06_remove_coordsystem_log'\n",
-    "\n",
-    "# Set up the logger\n",
-    "log_file_name = f\"code/curation_logs/{log_name}.txt\"\n",
-    "logger = HedLogger(name=log_name)\n",
-    "\n",
-    "# Construct the list of coordsystem.json and electrodes.tsv files\n",
-    "coord_files = get_file_list(bids_root_path, extensions=[\".json\"], name_suffix=\"_coordsystem\", exclude_dirs=exclude_dirs)\n",
-    "electrode_files = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_electrodes\",\n",
-    "                                exclude_dirs=exclude_dirs)\n",
-    "chan_files = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_channels\",\n",
-    "                                exclude_dirs=exclude_dirs)\n",
-    "for file in coord_files:\n",
-    "    os.remove(file)\n",
-    "    logger.add(\"overall\", f\"Removing {os.path.basename(file)}\")\n",
-    "\n",
-    "for file in electrode_files:\n",
-    "    os.remove(file)\n",
-    "    logger.add(\"overall\", f\"Removing {os.path.basename(file)}\")\n",
-    "\n",
-    "for file in chan_files:\n",
-    "    os.remove(file)\n",
-    "    logger.add(\"overall\", f\"Removing {os.path.basename(file)}\")\n",
-    "\n",
-    "# Output and save the log\n",
-    "log_string = \"\\n\\nLog output:\\n\" + logger.get_log_string()\n",
-    "error_string = \"\\n\\nERROR Summary:\\n\" + logger.get_log_string(level=\"ERROR\")\n",
-    "print(log_string)\n",
-    "print(error_string)\n",
-    "\n",
-    "save_path = os.path.join(bids_root_path, log_file_name)\n",
-    "with open(save_path, \"w\") as fp:\n",
-    "    fp.write(f\"{log_file_name} {datetime.datetime.now()}\\n\")\n",
-    "    fp.write(log_string)\n",
-    "    fp.write(error_string)"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Perform the calculation\n"
-    }
-   },
-   "execution_count": 1,
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "\n",
-      "Log output:\n",
-      "bcit_basic_guard_duty_06_remove_coordsystem_log: Level None\n",
-      "overall:\n",
-      "\t[ Removing sub-01_ses-01_task-GuardDuty_run-1_coordsystem.json]\n",
-      "\t[ Removing sub-02_ses-01_task-GuardDuty_run-1_coordsystem.json]\n",
-      "\t[ Removing sub-03_ses-01_task-GuardDuty_run-1_coordsystem.json]\n",
-      "\t[ Removing sub-04_ses-01_task-GuardDuty_run-1_coordsystem.json]\n",
-      "\t[ Removing sub-05_ses-01_task-GuardDuty_run-1_coordsystem.json]\n",
-      "\t[ Removing sub-06_ses-01_task-GuardDuty_run-1_coordsystem.json]\n",
-      "\t[ Removing sub-07_ses-01_task-GuardDuty_run-1_coordsystem.json]\n",
-      "\t[ Removing sub-08_ses-01_task-GuardDuty_run-1_coordsystem.json]\n",
-      "\t[ Removing sub-09_ses-01_task-GuardDuty_run-1_coordsystem.json]\n",
-      "\t[ Removing sub-10_ses-01_task-GuardDuty_run-1_coordsystem.json]\n",
-      "\t[ Removing sub-11_ses-01_task-GuardDuty_run-1_coordsystem.json]\n",
-      "\t[ Removing sub-12_ses-01_task-GuardDuty_run-1_coordsystem.json]\n",
-      "\t[ Removing sub-13_ses-01_task-GuardDuty_run-1_coordsystem.json]\n",
-      "\t[ Removing sub-14_ses-01_task-GuardDuty_run-1_coordsystem.json]\n",
-      "\t[ Removing sub-15_ses-01_task-GuardDuty_run-1_coordsystem.json]\n",
-      "\t[ Removing sub-16_ses-01_task-GuardDuty_run-1_coordsystem.json]\n",
-      "\t[ Removing sub-17_ses-01_task-GuardDuty_run-1_coordsystem.json]\n",
-      "\t[ Removing sub-17_ses-01_task-GuardDuty_run-2_coordsystem.json]\n",
-      "\t[ Removing sub-18_ses-01_task-GuardDuty_run-1_coordsystem.json]\n",
-      "\t[ Removing sub-19_ses-01_task-GuardDuty_run-1_coordsystem.json]\n",
-      "\t[ Removing sub-20_ses-01_task-GuardDuty_run-1_coordsystem.json]\n",
-      "\t[ Removing sub-21_ses-01_task-GuardDuty_run-1_coordsystem.json]\n",
-      "\t[ Removing sub-01_ses-01_task-GuardDuty_run-1_electrodes.tsv]\n",
-      "\t[ Removing sub-02_ses-01_task-GuardDuty_run-1_electrodes.tsv]\n",
-      "\t[ Removing sub-03_ses-01_task-GuardDuty_run-1_electrodes.tsv]\n",
-      "\t[ Removing sub-04_ses-01_task-GuardDuty_run-1_electrodes.tsv]\n",
-      "\t[ Removing sub-05_ses-01_task-GuardDuty_run-1_electrodes.tsv]\n",
-      "\t[ Removing sub-06_ses-01_task-GuardDuty_run-1_electrodes.tsv]\n",
-      "\t[ Removing sub-07_ses-01_task-GuardDuty_run-1_electrodes.tsv]\n",
-      "\t[ Removing sub-08_ses-01_task-GuardDuty_run-1_electrodes.tsv]\n",
-      "\t[ Removing sub-09_ses-01_task-GuardDuty_run-1_electrodes.tsv]\n",
-      "\t[ Removing sub-10_ses-01_task-GuardDuty_run-1_electrodes.tsv]\n",
-      "\t[ Removing sub-11_ses-01_task-GuardDuty_run-1_electrodes.tsv]\n",
-      "\t[ Removing sub-12_ses-01_task-GuardDuty_run-1_electrodes.tsv]\n",
-      "\t[ Removing sub-13_ses-01_task-GuardDuty_run-1_electrodes.tsv]\n",
-      "\t[ Removing sub-14_ses-01_task-GuardDuty_run-1_electrodes.tsv]\n",
-      "\t[ Removing sub-15_ses-01_task-GuardDuty_run-1_electrodes.tsv]\n",
-      "\t[ Removing sub-16_ses-01_task-GuardDuty_run-1_electrodes.tsv]\n",
-      "\t[ Removing sub-17_ses-01_task-GuardDuty_run-1_electrodes.tsv]\n",
-      "\t[ Removing sub-17_ses-01_task-GuardDuty_run-2_electrodes.tsv]\n",
-      "\t[ Removing sub-18_ses-01_task-GuardDuty_run-1_electrodes.tsv]\n",
-      "\t[ Removing sub-19_ses-01_task-GuardDuty_run-1_electrodes.tsv]\n",
-      "\t[ Removing sub-20_ses-01_task-GuardDuty_run-1_electrodes.tsv]\n",
-      "\t[ Removing sub-21_ses-01_task-GuardDuty_run-1_electrodes.tsv]\n",
-      "\t[ Removing sub-01_ses-01_task-GuardDuty_run-1_channels.tsv]\n",
-      "\t[ Removing sub-02_ses-01_task-GuardDuty_run-1_channels.tsv]\n",
-      "\t[ Removing sub-03_ses-01_task-GuardDuty_run-1_channels.tsv]\n",
-      "\t[ Removing sub-04_ses-01_task-GuardDuty_run-1_channels.tsv]\n",
-      "\t[ Removing sub-05_ses-01_task-GuardDuty_run-1_channels.tsv]\n",
-      "\t[ Removing sub-06_ses-01_task-GuardDuty_run-1_channels.tsv]\n",
-      "\t[ Removing sub-07_ses-01_task-GuardDuty_run-1_channels.tsv]\n",
-      "\t[ Removing sub-08_ses-01_task-GuardDuty_run-1_channels.tsv]\n",
-      "\t[ Removing sub-09_ses-01_task-GuardDuty_run-1_channels.tsv]\n",
-      "\t[ Removing sub-10_ses-01_task-GuardDuty_run-1_channels.tsv]\n",
-      "\t[ Removing sub-11_ses-01_task-GuardDuty_run-1_channels.tsv]\n",
-      "\t[ Removing sub-12_ses-01_task-GuardDuty_run-1_channels.tsv]\n",
-      "\t[ Removing sub-13_ses-01_task-GuardDuty_run-1_channels.tsv]\n",
-      "\t[ Removing sub-14_ses-01_task-GuardDuty_run-1_channels.tsv]\n",
-      "\t[ Removing sub-15_ses-01_task-GuardDuty_run-1_channels.tsv]\n",
-      "\t[ Removing sub-16_ses-01_task-GuardDuty_run-1_channels.tsv]\n",
-      "\t[ Removing sub-17_ses-01_task-GuardDuty_run-1_channels.tsv]\n",
-      "\t[ Removing sub-17_ses-01_task-GuardDuty_run-2_channels.tsv]\n",
-      "\t[ Removing sub-18_ses-01_task-GuardDuty_run-1_channels.tsv]\n",
-      "\t[ Removing sub-19_ses-01_task-GuardDuty_run-1_channels.tsv]\n",
-      "\t[ Removing sub-20_ses-01_task-GuardDuty_run-1_channels.tsv]\n",
-      "\t[ Removing sub-21_ses-01_task-GuardDuty_run-1_channels.tsv]\n",
-      "\n",
-      "\n",
-      "ERROR Summary:\n",
-      "bcit_basic_guard_duty_06_remove_coordsystem_log: Level ERROR\n",
-      "overall:\n"
-     ]
-    }
-   ]
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 2
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
\ No newline at end of file
diff --git a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_basic_guard_duty/bcit_basic_guard_duty_07_fix_channels.ipynb b/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_basic_guard_duty/bcit_basic_guard_duty_07_fix_channels.ipynb
deleted file mode 100644
index 14e89c7..0000000
--- a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_basic_guard_duty/bcit_basic_guard_duty_07_fix_channels.ipynb
+++ /dev/null
@@ -1,279 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "collapsed": true,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   },
-   "source": [
-    "## Add channel files based on the EEG with fixes.\n",
-    "\n",
-    "This notebook replaces the `channels.tsv` files of ESS with those generated by EEGLAB BidsTools\n",
-    "for the BCIT Basic Guard Duty data.\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "source": [
-    "import os\n",
-    "import json\n",
-    "import datetime\n",
-    "import pandas as pd\n",
-    "from hed.tools import HedLogger\n",
-    "from hed.util import get_file_list, get_value_dict\n",
-    "\n",
-    "# Variables to set for the specific dataset\n",
-    "bids_root_path = 's:/bcit/BasicGuardDutyWorkingPhaseTwo'\n",
-    "exclude_dirs = ['sourcedata', 'stimuli', 'code']\n",
-    "log_name = 'bcit_basic_guard_duty_07_fix_channels_log'\n",
-    "sampling_rate_file = os.path.realpath(os.path.join(bids_root_path, 'code/samplingRates.tsv'))\n",
-    "channel_file = os.path.realpath(os.path.join(bids_root_path, \"code/channelsOriginal.json\"))\n",
-    "\n",
-    "# Set up the logger\n",
-    "log_file_name = f\"code/curation_logs/{log_name}.txt\"\n",
-    "logger = HedLogger(name=log_name)\n",
-    "\n",
-    "# Load the channels file\n",
-    "with open(channel_file, 'r') as fp:\n",
-    "    channel_info = json.load(fp)\n",
-    "\n",
-    "# Construct the lists of the EEG files\n",
-    "eeg_files = get_file_list(bids_root_path, extensions=[\".set\"], name_suffix=\"_eeg\", exclude_dirs=exclude_dirs)\n",
-    "\n",
-    "# Get the sample rate dictionary\n",
-    "sampling_dict = get_value_dict(sampling_rate_file)\n",
-    "\n",
-    "chan_dict = {'LN': ('LN', 'OTHER', 'n/a', 'Lane deviation from center line in meters.'),\n",
-    "             'ANG': ('ANG', 'OTHER', 'n/a', 'Steering wheel deviation angle in degrees.'),\n",
-    "             'SP': ('SP', 'OTHER', 'n/a', 'Vehicle speed in mph.'),\n",
-    "             'SD': ('SD', 'OTHER', 'n/a', 'Vehicle speed deviation.'),\n",
-    "             'EXG1': ('LHEOG', 'EOG', 'uV', 'Left horizontal EOG'),\n",
-    "             'EXG2': ('RHEOG', 'EOG', 'uV', 'Right horizontal EOG'),\n",
-    "             'EXG3': ('UVEOG', 'EOG', 'uV', 'Upper vertical EOG'),\n",
-    "             'EXG4': ('LVEOG', 'EOG', 'uV', 'Lower vertical EOG'),\n",
-    "             'EXG5': ('LMAST', 'MISC', 'uV', 'Left mastoid'),\n",
-    "             'EXG6': ('RMAST', 'MISC', 'uV', 'Right mastoid')}\n",
-    "\n",
-    "for file_name in eeg_files:\n",
-    "    basename = os.path.basename(file_name)\n",
-    "    channels = channel_info[basename]\n",
-    "    logger.add(basename, f\"EEG has {len(channels)} channels\")\n",
-    "    sampling_key = basename[:-8]\n",
-    "    sampling_rate = sampling_dict[sampling_key]\n",
-    "    logger.add(basename, f\"Sampling rate is {sampling_rate}\")\n",
-    "    data = {'name': channels}\n",
-    "    df = pd.DataFrame(data)\n",
-    "    df[['type', 'units', 'sampling_frequency', 'description']] = 'n/a'\n",
-    "    names = df['name']\n",
-    "    for index, name in names.iteritems():\n",
-    "        row = chan_dict.get(name, None)\n",
-    "        if not row:\n",
-    "            row = (name, 'EEG', 'uV', 'n/a')\n",
-    "        df.loc[index, 'name'] = row[0]\n",
-    "        df.loc[index, 'type'] = row[1]\n",
-    "        df.loc[index, 'units'] = row[2]\n",
-    "        df.loc[index, 'sampling_frequency'] = sampling_rate\n",
-    "        df.loc[index, 'description'] = row[3]\n",
-    "    EEG = sum(df['type'].map(str) == 'EEG')\n",
-    "    EOG = sum(df['type'].map(str) == 'EOG')\n",
-    "    OTHER = sum(df['type'].map(str) == 'OTHER')\n",
-    "    MISC = sum(df['type'].map(str) == 'MISC')\n",
-    "    logger.add(basename, f\"{EEG} EEG channels, {EOG} EOG channels, {OTHER} OTHER channels {MISC} MISC channels\")\n",
-    "    file_new = file_name[:-7] + \"channels.tsv\"\n",
-    "    df.to_csv(file_new, sep='\\t', index=False)\n",
-    "    logger.add(basename, f\"Saved as {os.path.basename(file_new)}\")\n",
-    "\n",
-    "# Output and save the log\n",
-    "log_string = \"\\n\\nLog output:\\n\" + logger.get_log_string()\n",
-    "error_string = \"\\n\\nERROR Summary:\\n\" + logger.get_log_string(level=\"ERROR\")\n",
-    "print(log_string)\n",
-    "print(error_string)\n",
-    "\n",
-    "save_path = os.path.join(bids_root_path, log_file_name)\n",
-    "with open(save_path, \"w\") as fp:\n",
-    "    fp.write(f\"{log_file_name} {datetime.datetime.now()}\\n\")\n",
-    "    fp.write(log_string)\n",
-    "    fp.write(error_string)"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Perform the calculation\n"
-    }
-   },
-   "execution_count": 1,
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "\n",
-      "Log output:\n",
-      "bcit_basic_guard_duty_07_fix_channels_log: Level None\n",
-      "sub-01_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-01_ses-01_task-GuardDuty_run-1_channels.tsv]\n",
-      "sub-02_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-02_ses-01_task-GuardDuty_run-1_channels.tsv]\n",
-      "sub-03_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-03_ses-01_task-GuardDuty_run-1_channels.tsv]\n",
-      "sub-04_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-04_ses-01_task-GuardDuty_run-1_channels.tsv]\n",
-      "sub-05_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-05_ses-01_task-GuardDuty_run-1_channels.tsv]\n",
-      "sub-06_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-06_ses-01_task-GuardDuty_run-1_channels.tsv]\n",
-      "sub-07_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-07_ses-01_task-GuardDuty_run-1_channels.tsv]\n",
-      "sub-08_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-08_ses-01_task-GuardDuty_run-1_channels.tsv]\n",
-      "sub-09_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-09_ses-01_task-GuardDuty_run-1_channels.tsv]\n",
-      "sub-10_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-10_ses-01_task-GuardDuty_run-1_channels.tsv]\n",
-      "sub-11_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-11_ses-01_task-GuardDuty_run-1_channels.tsv]\n",
-      "sub-12_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-12_ses-01_task-GuardDuty_run-1_channels.tsv]\n",
-      "sub-13_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-13_ses-01_task-GuardDuty_run-1_channels.tsv]\n",
-      "sub-14_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-14_ses-01_task-GuardDuty_run-1_channels.tsv]\n",
-      "sub-15_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-15_ses-01_task-GuardDuty_run-1_channels.tsv]\n",
-      "sub-16_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-16_ses-01_task-GuardDuty_run-1_channels.tsv]\n",
-      "sub-17_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-17_ses-01_task-GuardDuty_run-1_channels.tsv]\n",
-      "sub-17_ses-01_task-GuardDuty_run-2_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-17_ses-01_task-GuardDuty_run-2_channels.tsv]\n",
-      "sub-18_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-18_ses-01_task-GuardDuty_run-1_channels.tsv]\n",
-      "sub-19_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-19_ses-01_task-GuardDuty_run-1_channels.tsv]\n",
-      "sub-20_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-20_ses-01_task-GuardDuty_run-1_channels.tsv]\n",
-      "sub-21_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-21_ses-01_task-GuardDuty_run-1_channels.tsv]\n",
-      "\n",
-      "\n",
-      "ERROR Summary:\n",
-      "bcit_basic_guard_duty_07_fix_channels_log: Level ERROR\n",
-      "sub-01_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "sub-02_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "sub-03_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "sub-04_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "sub-05_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "sub-06_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "sub-07_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "sub-08_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "sub-09_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "sub-10_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "sub-11_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "sub-12_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "sub-13_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "sub-14_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "sub-15_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "sub-16_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "sub-17_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "sub-17_ses-01_task-GuardDuty_run-2_eeg.set:\n",
-      "sub-18_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "sub-19_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "sub-20_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "sub-21_ses-01_task-GuardDuty_run-1_eeg.set:\n"
-     ]
-    }
-   ]
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 2
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
\ No newline at end of file
diff --git a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_basic_guard_duty/bcit_basic_guard_duty_08_fix_coordsystem.ipynb b/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_basic_guard_duty/bcit_basic_guard_duty_08_fix_coordsystem.ipynb
deleted file mode 100644
index fbbfc6b..0000000
--- a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_basic_guard_duty/bcit_basic_guard_duty_08_fix_coordsystem.ipynb
+++ /dev/null
@@ -1,176 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "collapsed": true,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   },
-   "source": [
-    "## Fix the coordsystem.json files generated by ESS.\n",
-    "\n",
-    "This notebook replaces the `coordsystem.json` files of ESS with those generated by EEGLAB BidsTools\n",
-    "for the BCIT Basic Guard Duty data.\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "source": [
-    "import os\n",
-    "import json\n",
-    "import datetime\n",
-    "from hed.tools import HedLogger\n",
-    "from hed.util import get_file_list\n",
-    "\n",
-    "# Variables to set for the specific dataset\n",
-    "bids_root_path = 's:/bcit/BasicGuardDutyWorkingPhaseTwo'\n",
-    "exclude_dirs = ['sourcedata', 'stimuli', 'code']\n",
-    "log_name = 'bcit_basic_guard_duty_08_fix_coordsystem_log'\n",
-    "sampling_rate_file = os.path.realpath(os.path.join(bids_root_path, 'code/samplingRates.tsv'))\n",
-    "\n",
-    "# Set up the logger\n",
-    "log_file_name = f\"code/curation_logs/{log_name}.txt\"\n",
-    "logger = HedLogger(name=log_name)\n",
-    "\n",
-    "# Construct the lists of the EEG files\n",
-    "eeg_files = get_file_list(bids_root_path, extensions=[\".set\"], name_suffix=\"_eeg\", exclude_dirs=exclude_dirs)\n",
-    "\n",
-    "# Coordsystem.json template\n",
-    "coordsystem_template = {\"EEGCoordinateUnits\":\"n/a\",\n",
-    "                        \"EEGCoordinateSystem\":\"CTF\",\n",
-    "                        \"EEGCoordinateSystemDescription\":\"EEGLAB\"}\n",
-    "\n",
-    "for file_name in eeg_files:\n",
-    "    basename = os.path.basename(file_name)\n",
-    "    json_new = file_name[:-7] + \"coordsystem.json\"\n",
-    "    with open(json_new, 'w') as fp:\n",
-    "        json.dump(coordsystem_template, fp)\n",
-    "    logger.add(basename, f\"Saving the {os.path.basename(json_new)} coordinate system file\")\n",
-    "\n",
-    "# Output and save the log\n",
-    "log_string = \"\\n\\nLog output:\\n\" + logger.get_log_string()\n",
-    "error_string = \"\\n\\nERROR Summary:\\n\" + logger.get_log_string(level=\"ERROR\")\n",
-    "print(log_string)\n",
-    "print(error_string)\n",
-    "\n",
-    "save_path = os.path.join(bids_root_path, log_file_name)\n",
-    "with open(save_path, \"w\") as fp:\n",
-    "    fp.write(f\"{log_file_name} {datetime.datetime.now()}\\n\")\n",
-    "    fp.write(log_string)\n",
-    "    fp.write(error_string)"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Set up the directories and create a dictionary for events.tsv files\n"
-    }
-   },
-   "execution_count": 1,
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "\n",
-      "Log output:\n",
-      "bcit_basic_guard_duty_08_fix_coordsystem_log: Level None\n",
-      "sub-01_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "\t[ Saving the sub-01_ses-01_task-GuardDuty_run-1_coordsystem.json coordinate system file]\n",
-      "sub-02_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "\t[ Saving the sub-02_ses-01_task-GuardDuty_run-1_coordsystem.json coordinate system file]\n",
-      "sub-03_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "\t[ Saving the sub-03_ses-01_task-GuardDuty_run-1_coordsystem.json coordinate system file]\n",
-      "sub-04_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "\t[ Saving the sub-04_ses-01_task-GuardDuty_run-1_coordsystem.json coordinate system file]\n",
-      "sub-05_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "\t[ Saving the sub-05_ses-01_task-GuardDuty_run-1_coordsystem.json coordinate system file]\n",
-      "sub-06_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "\t[ Saving the sub-06_ses-01_task-GuardDuty_run-1_coordsystem.json coordinate system file]\n",
-      "sub-07_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "\t[ Saving the sub-07_ses-01_task-GuardDuty_run-1_coordsystem.json coordinate system file]\n",
-      "sub-08_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "\t[ Saving the sub-08_ses-01_task-GuardDuty_run-1_coordsystem.json coordinate system file]\n",
-      "sub-09_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "\t[ Saving the sub-09_ses-01_task-GuardDuty_run-1_coordsystem.json coordinate system file]\n",
-      "sub-10_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "\t[ Saving the sub-10_ses-01_task-GuardDuty_run-1_coordsystem.json coordinate system file]\n",
-      "sub-11_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "\t[ Saving the sub-11_ses-01_task-GuardDuty_run-1_coordsystem.json coordinate system file]\n",
-      "sub-12_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "\t[ Saving the sub-12_ses-01_task-GuardDuty_run-1_coordsystem.json coordinate system file]\n",
-      "sub-13_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "\t[ Saving the sub-13_ses-01_task-GuardDuty_run-1_coordsystem.json coordinate system file]\n",
-      "sub-14_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "\t[ Saving the sub-14_ses-01_task-GuardDuty_run-1_coordsystem.json coordinate system file]\n",
-      "sub-15_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "\t[ Saving the sub-15_ses-01_task-GuardDuty_run-1_coordsystem.json coordinate system file]\n",
-      "sub-16_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "\t[ Saving the sub-16_ses-01_task-GuardDuty_run-1_coordsystem.json coordinate system file]\n",
-      "sub-17_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "\t[ Saving the sub-17_ses-01_task-GuardDuty_run-1_coordsystem.json coordinate system file]\n",
-      "sub-17_ses-01_task-GuardDuty_run-2_eeg.set:\n",
-      "\t[ Saving the sub-17_ses-01_task-GuardDuty_run-2_coordsystem.json coordinate system file]\n",
-      "sub-18_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "\t[ Saving the sub-18_ses-01_task-GuardDuty_run-1_coordsystem.json coordinate system file]\n",
-      "sub-19_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "\t[ Saving the sub-19_ses-01_task-GuardDuty_run-1_coordsystem.json coordinate system file]\n",
-      "sub-20_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "\t[ Saving the sub-20_ses-01_task-GuardDuty_run-1_coordsystem.json coordinate system file]\n",
-      "sub-21_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "\t[ Saving the sub-21_ses-01_task-GuardDuty_run-1_coordsystem.json coordinate system file]\n",
-      "\n",
-      "\n",
-      "ERROR Summary:\n",
-      "bcit_basic_guard_duty_08_fix_coordsystem_log: Level ERROR\n",
-      "sub-01_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "sub-02_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "sub-03_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "sub-04_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "sub-05_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "sub-06_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "sub-07_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "sub-08_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "sub-09_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "sub-10_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "sub-11_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "sub-12_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "sub-13_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "sub-14_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "sub-15_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "sub-16_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "sub-17_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "sub-17_ses-01_task-GuardDuty_run-2_eeg.set:\n",
-      "sub-18_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "sub-19_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "sub-20_ses-01_task-GuardDuty_run-1_eeg.set:\n",
-      "sub-21_ses-01_task-GuardDuty_run-1_eeg.set:\n"
-     ]
-    }
-   ]
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 2
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
\ No newline at end of file
diff --git a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_calibration_driving/bcit_calibration_driving_01_initial_summary.ipynb b/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_calibration_driving/bcit_calibration_driving_01_initial_summary.ipynb
deleted file mode 100644
index 76b9d97..0000000
--- a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_calibration_driving/bcit_calibration_driving_01_initial_summary.ipynb
+++ /dev/null
@@ -1,2693 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "collapsed": true,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   },
-   "source": [
-    "## Initial summary of event files\n",
-    "\n",
-    "**Dataset** BCIT Calibration Driving (in process)\n",
-    "\n",
-    "This script does a preliminary summary of the contents of the events files.\n",
-    "The summary includes printing out the column names of each event file so\n",
-    "that they can be manually checked for differences.\n",
-    "\n",
-    "The script assumes that the data is in BIDS format and that each BIDS events\n",
-    "file of the form `_events.tsv` has a corresponding events file with\n",
-    "suffix `_eventstemp.tsv` that was previously dumped from the `EEG.set` files.\n",
-    "\n",
-    "This script does a preliminary summary of the contents of the events files.\n",
-    "The summary includes printing out the column names of each event file so\n",
-    "that they can be manually checked for differences.\n",
-    "\n",
-    "The script assumes that the data is in BIDS format and that each BIDS events\n",
-    "file of the form `_events.tsv` has a corresponding events file with\n",
-    "suffix `_eventstemp.tsv` that was previously dumped from the `EEG.set` files.\n",
-    "Keys are specified by a `entities` tuple lists the BIDS entity names\n",
-    "to include in the key.\n",
-    "BIDS base file names are constructed of entity *name*-*value* pairs separated\n",
-    "by underbars and followed by an ending *_suffix*.\n",
-    "\n",
-    "For a file name `sub-001_ses-3_task-target_run-01_events.tsv`,\n",
-    "the tuple ('sub', 'task') gives a key of `sub-001_task-target`,\n",
-    "while the tuple ('sub', 'ses', 'run) gives a key of `sub-001_ses-3_run-01`.\n",
-    "The use of dictionaries of file names with such keys makes it\n",
-    "easier to associate related files in the BIDS naming structure.\n",
-    "\n",
-    "The setup requires the setting of the following variables for your dataset:\n",
-    "\n",
-    "| Variable | Purpose |\n",
-    "| -------- | ------- |\n",
-    "| bids_root_path | Full path to root directory of dataset.|\n",
-    "| exclude_dirs | List of directories to exclude when constructing file lists. |\n",
-    "| entities  | Tuple of entity names used to construct a unique keys representing filenames. <br>(See [Dictionaries of filenames](https://hed-examples.readthedocs.io/en/latest/HedInPython.html#dictionaries-of-filenames-anchor) for examples of how to choose the keys.)|\n",
-    "| bids_skip_columns  |  List of column names in the `events.tsv` files to skip in the analysis. |\n",
-    "| eeg_skip_columns  | List of column names in the `eventstemp.tsv` files form EEG.events to skip in analysis.|\n",
-    "| log_name | Name of the log file (saved in the `code/curation_logs` subdirectory). |"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "Bids event files has 247 event files\n",
-      "EEG event files has 247 event files\n",
-      "\n",
-      "Bids event files event files (247 files)\n",
-      "sub-01_ses-01_run-1: sub-01_ses-01_task-Drive_run-1_events.tsv\n",
-      "sub-02_ses-01_run-1: sub-02_ses-01_task-Drive_run-1_events.tsv\n",
-      "sub-03_ses-01_run-1: sub-03_ses-01_task-Drive_run-1_events.tsv\n",
-      "sub-04_ses-01_run-1: sub-04_ses-01_task-Drive_run-1_events.tsv\n",
-      "sub-05_ses-01_run-1: sub-05_ses-01_task-Drive_run-1_events.tsv\n",
-      "sub-06_ses-01_run-1: sub-06_ses-01_task-Drive_run-1_events.tsv\n",
-      "sub-07_ses-01_run-1: sub-07_ses-01_task-Drive_run-1_events.tsv\n",
-      "sub-08_ses-01_run-1: sub-08_ses-01_task-Drive_run-1_events.tsv\n",
-      "sub-09_ses-01_run-1: sub-09_ses-01_task-Drive_run-1_events.tsv\n",
-      "sub-10_ses-01_run-1: sub-10_ses-01_task-Drive_run-1_events.tsv\n",
-      "sub-100_ses-01_run-1: sub-100_ses-01_task-Drive_run-1_events.tsv\n",
-      "sub-100_ses-02_run-1: sub-100_ses-02_task-Drive_run-1_events.tsv\n",
-      "sub-100_ses-03_run-1: sub-100_ses-03_task-Drive_run-1_events.tsv\n",
-      "sub-100_ses-04_run-1: sub-100_ses-04_task-Drive_run-1_events.tsv\n",
-      "sub-100_ses-05_run-1: sub-100_ses-05_task-Drive_run-1_events.tsv\n",
-      "sub-100_ses-06_run-1: sub-100_ses-06_task-Drive_run-1_events.tsv\n",
-      "sub-100_ses-07_run-1: sub-100_ses-07_task-Drive_run-1_events.tsv\n",
-      "sub-101_ses-01_run-1: sub-101_ses-01_task-Drive_run-1_events.tsv\n",
-      "sub-102_ses-01_run-1: sub-102_ses-01_task-Drive_run-1_events.tsv\n",
-      "sub-103_ses-01_run-1: sub-103_ses-01_task-Drive_run-1_events.tsv\n",
-      "sub-104_ses-01_run-1: sub-104_ses-01_task-Drive_run-1_events.tsv\n",
-      "sub-105_ses-01_run-1: sub-105_ses-01_task-Drive_run-1_events.tsv\n",
-      "sub-106_ses-01_run-1: sub-106_ses-01_task-Drive_run-1_events.tsv\n",
-      "sub-106_ses-02_run-1: sub-106_ses-02_task-Drive_run-1_events.tsv\n",
-      "sub-107_ses-01_run-1: sub-107_ses-01_task-Drive_run-1_events.tsv\n",
-      "sub-108_ses-01_run-1: sub-108_ses-01_task-Drive_run-1_events.tsv\n",
-      "sub-109_ses-01_run-1: sub-109_ses-01_task-Drive_run-1_events.tsv\n",
-      "sub-11_ses-01_run-1: sub-11_ses-01_task-Drive_run-1_events.tsv\n",
-      "sub-110_ses-01_run-1: sub-110_ses-01_task-Drive_run-1_events.tsv\n",
-      "sub-111_ses-01_run-1: sub-111_ses-01_task-Drive_run-1_events.tsv\n",
-      "sub-112_ses-01_run-1: sub-112_ses-01_task-Drive_run-1_events.tsv\n",
-      "sub-112_ses-02_run-1: sub-112_ses-02_task-Drive_run-1_events.tsv\n",
-      "sub-112_ses-03_run-1: sub-112_ses-03_task-Drive_run-1_events.tsv\n",
-      "sub-112_ses-04_run-1: sub-112_ses-04_task-Drive_run-1_events.tsv\n",
-      "sub-112_ses-05_run-1: sub-112_ses-05_task-Drive_run-1_events.tsv\n",
-      "sub-112_ses-06_run-1: sub-112_ses-06_task-Drive_run-1_events.tsv\n",
-      "sub-112_ses-07_run-1: sub-112_ses-07_task-Drive_run-1_events.tsv\n",
-      "sub-113_ses-01_run-1: sub-113_ses-01_task-Drive_run-1_events.tsv\n",
-      "sub-114_ses-01_run-1: sub-114_ses-01_task-Drive_run-1_events.tsv\n",
-      "sub-115_ses-01_run-1: sub-115_ses-01_task-Drive_run-1_events.tsv\n",
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-      "sub-57_ses-01_run-1: sub-57_ses-01_task-Drive_run-1_eventstemp.tsv\n",
-      "sub-58_ses-01_run-1: sub-58_ses-01_task-Drive_run-1_eventstemp.tsv\n",
-      "sub-58_ses-02_run-1: sub-58_ses-02_task-Drive_run-1_eventstemp.tsv\n",
-      "sub-58_ses-03_run-1: sub-58_ses-03_task-Drive_run-1_eventstemp.tsv\n",
-      "sub-59_ses-01_run-1: sub-59_ses-01_task-Drive_run-1_eventstemp.tsv\n",
-      "sub-59_ses-02_run-1: sub-59_ses-02_task-Drive_run-1_eventstemp.tsv\n",
-      "sub-59_ses-03_run-1: sub-59_ses-03_task-Drive_run-1_eventstemp.tsv\n",
-      "sub-60_ses-01_run-1: sub-60_ses-01_task-Drive_run-1_eventstemp.tsv\n",
-      "sub-61_ses-01_run-1: sub-61_ses-01_task-Drive_run-1_eventstemp.tsv\n",
-      "sub-61_ses-02_run-1: sub-61_ses-02_task-Drive_run-1_eventstemp.tsv\n",
-      "sub-62_ses-01_run-1: sub-62_ses-01_task-Drive_run-1_eventstemp.tsv\n",
-      "sub-63_ses-01_run-1: sub-63_ses-01_task-Drive_run-1_eventstemp.tsv\n",
-      "sub-63_ses-02_run-1: sub-63_ses-02_task-Drive_run-1_eventstemp.tsv\n",
-      "sub-63_ses-03_run-1: sub-63_ses-03_task-Drive_run-1_eventstemp.tsv\n",
-      "sub-64_ses-01_run-1: sub-64_ses-01_task-Drive_run-1_eventstemp.tsv\n",
-      "sub-65_ses-01_run-1: sub-65_ses-01_task-Drive_run-1_eventstemp.tsv\n",
-      "sub-66_ses-01_run-1: sub-66_ses-01_task-Drive_run-1_eventstemp.tsv\n",
-      "sub-66_ses-02_run-1: sub-66_ses-02_task-Drive_run-1_eventstemp.tsv\n",
-      "sub-66_ses-03_run-1: sub-66_ses-03_task-Drive_run-1_eventstemp.tsv\n",
-      "sub-67_ses-01_run-1: sub-67_ses-01_task-Drive_run-1_eventstemp.tsv\n",
-      "sub-68_ses-01_run-1: sub-68_ses-01_task-Drive_run-1_eventstemp.tsv\n",
-      "sub-69_ses-01_run-1: sub-69_ses-01_task-Drive_run-1_eventstemp.tsv\n",
-      "sub-70_ses-01_run-1: sub-70_ses-01_task-Drive_run-1_eventstemp.tsv\n",
-      "sub-70_ses-02_run-1: sub-70_ses-02_task-Drive_run-1_eventstemp.tsv\n",
-      "sub-70_ses-03_run-1: sub-70_ses-03_task-Drive_run-1_eventstemp.tsv\n",
-      "sub-71_ses-01_run-1: sub-71_ses-01_task-Drive_run-1_eventstemp.tsv\n",
-      "sub-71_ses-02_run-1: sub-71_ses-02_task-Drive_run-1_eventstemp.tsv\n",
-      "sub-71_ses-03_run-1: sub-71_ses-03_task-Drive_run-1_eventstemp.tsv\n",
-      "sub-72_ses-01_run-1: sub-72_ses-01_task-Drive_run-1_eventstemp.tsv\n",
-      "sub-73_ses-01_run-1: sub-73_ses-01_task-Drive_run-1_eventstemp.tsv\n",
-      "sub-74_ses-01_run-1: sub-74_ses-01_task-Drive_run-1_eventstemp.tsv\n",
-      "sub-75_ses-01_run-1: sub-75_ses-01_task-Drive_run-1_eventstemp.tsv\n",
-      "sub-76_ses-01_run-1: sub-76_ses-01_task-Drive_run-1_eventstemp.tsv\n",
-      "sub-76_ses-02_run-1: sub-76_ses-02_task-Drive_run-1_eventstemp.tsv\n",
-      "sub-76_ses-03_run-1: sub-76_ses-03_task-Drive_run-1_eventstemp.tsv\n",
-      "sub-77_ses-01_run-1: sub-77_ses-01_task-Drive_run-1_eventstemp.tsv\n",
-      "sub-78_ses-01_run-1: sub-78_ses-01_task-Drive_run-1_eventstemp.tsv\n",
-      "sub-78_ses-02_run-1: sub-78_ses-02_task-Drive_run-1_eventstemp.tsv\n",
-      "sub-78_ses-03_run-1: sub-78_ses-03_task-Drive_run-1_eventstemp.tsv\n",
-      "sub-79_ses-01_run-1: sub-79_ses-01_task-Drive_run-1_eventstemp.tsv\n",
-      "sub-80_ses-01_run-1: sub-80_ses-01_task-Drive_run-1_eventstemp.tsv\n",
-      "sub-81_ses-01_run-1: sub-81_ses-01_task-Drive_run-1_eventstemp.tsv\n",
-      "sub-82_ses-01_run-1: sub-82_ses-01_task-Drive_run-1_eventstemp.tsv\n",
-      "sub-83_ses-01_run-1: sub-83_ses-01_task-Drive_run-1_eventstemp.tsv\n",
-      "sub-84_ses-01_run-1: sub-84_ses-01_task-Drive_run-1_eventstemp.tsv\n",
-      "sub-85_ses-01_run-1: sub-85_ses-01_task-Drive_run-1_eventstemp.tsv\n",
-      "sub-86_ses-01_run-1: sub-86_ses-01_task-Drive_run-1_eventstemp.tsv\n",
-      "sub-87_ses-01_run-1: sub-87_ses-01_task-Drive_run-1_eventstemp.tsv\n",
-      "sub-88_ses-01_run-1: sub-88_ses-01_task-Drive_run-1_eventstemp.tsv\n",
-      "sub-89_ses-01_run-1: sub-89_ses-01_task-Drive_run-1_eventstemp.tsv\n",
-      "sub-90_ses-01_run-1: sub-90_ses-01_task-Drive_run-1_eventstemp.tsv\n",
-      "sub-91_ses-01_run-1: sub-91_ses-01_task-Drive_run-1_eventstemp.tsv\n",
-      "sub-92_ses-01_run-1: sub-92_ses-01_task-Drive_run-1_eventstemp.tsv\n",
-      "sub-93_ses-01_run-1: sub-93_ses-01_task-Drive_run-1_eventstemp.tsv\n",
-      "sub-94_ses-01_run-1: sub-94_ses-01_task-Drive_run-1_eventstemp.tsv\n",
-      "sub-95_ses-01_run-1: sub-95_ses-01_task-Drive_run-1_eventstemp.tsv\n",
-      "sub-96_ses-01_run-1: sub-96_ses-01_task-Drive_run-1_eventstemp.tsv\n",
-      "sub-97_ses-01_run-1: sub-97_ses-01_task-Drive_run-1_eventstemp.tsv\n",
-      "sub-98_ses-01_run-1: sub-98_ses-01_task-Drive_run-1_eventstemp.tsv\n",
-      "sub-99_ses-01_run-1: sub-99_ses-01_task-Drive_run-1_eventstemp.tsv\n",
-      "\n",
-      "Bids event files event file columns:\n",
-      "Bids event files: [292 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [348 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [287 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [313 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [277 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [273 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [285 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [285 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [366 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [367 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [379 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [355 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [363 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [353 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [350 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [348 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [331 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [363 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [367 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [384 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [383 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [355 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [418 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [374 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [352 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [362 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [365 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [366 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [373 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [357 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [375 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [449 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [433 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [432 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [457 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [447 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [415 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [355 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [362 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [399 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [373 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [389 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [403 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [380 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [400 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [367 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [414 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [363 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [362 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [375 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [367 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [363 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [365 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [357 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [359 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [362 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [371 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [383 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [375 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [379 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [371 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [370 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [349 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [375 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [415 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [407 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [410 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [405 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [406 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [419 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [435 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [388 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [346 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [353 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [351 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [340 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [314 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [363 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [369 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [388 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [362 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [390 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [368 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [381 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [380 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [381 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [391 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [379 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [402 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [357 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [393 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [365 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [365 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [365 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [364 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [353 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [357 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [374 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [358 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [367 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [397 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [385 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [374 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [357 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [393 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [402 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [406 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [384 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [403 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [415 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [433 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [377 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [369 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [339 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [393 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [358 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [434 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [371 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [396 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [395 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [357 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [369 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [383 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [397 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [366 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [405 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [420 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [403 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [383 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [406 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [380 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [383 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [391 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [389 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [357 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [335 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [388 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [392 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [357 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [362 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [374 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [6 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [377 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [386 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [343 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [375 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [413 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [401 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [426 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [419 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [406 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [431 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [397 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [409 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [464 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [403 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [423 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [460 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [383 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [421 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [428 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [500 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [468 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [465 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [383 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [452 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [387 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [428 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [471 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [472 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [519 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [487 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [465 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [556 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [371 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [421 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [449 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [385 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [465 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [340 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [423 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [321 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [441 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [439 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [461 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [465 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [459 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [469 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [522 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [473 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [459 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [479 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [465 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [461 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [379 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [389 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [459 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [449 events] ['onset', 'duration', 'event_code']\n",
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-      "EEG event files: [461 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [455 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [362 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [293 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [441 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [398 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [460 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [297 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [323 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [411 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [413 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [443 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [432 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [455 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [445 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [393 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [453 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [450 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [477 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [477 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [463 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [395 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [449 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [306 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [370 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [442 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [419 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [406 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [425 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [457 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [465 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [412 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [457 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [439 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [461 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [463 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [450 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [453 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [459 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [463 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [468 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [319 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [402 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [383 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [444 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "\n",
-      "The Bids event files and EEG event files files have the same number of rows\n",
-      "\n",
-      "\n",
-      "\n",
-      "Summary of all BIDS events files:\n",
-      "Summary for column dictionary :\n",
-      "   Categorical columns (2):\n",
-      "      duration (1 distinct values):\n",
-      "         n/a: 97971\n",
-      "      event_code (20 distinct values):\n",
-      "         1111: 8507\n",
-      "         1112: 8507\n",
-      "         1121: 8664\n",
-      "         1122: 8664\n",
-      "         1211: 248\n",
-      "         1212: 248\n",
-      "         2621: 2237\n",
-      "         2622: 2237\n",
-      "         3111: 247\n",
-      "         3112: 247\n",
-      "         3200: 5695\n",
-      "         3310: 247\n",
-      "         4200: 3\n",
-      "         4210: 9058\n",
-      "         4220: 3208\n",
-      "         4230: 6040\n",
-      "         4311: 17060\n",
-      "         4312: 16818\n",
-      "         4611: 18\n",
-      "         4612: 18\n",
-      "   Value columns (0):\n",
-      "\n",
-      "Summary of all EEG.set events files:\n",
-      "Summary for column dictionary :\n",
-      "   Categorical columns (1):\n",
-      "      type (20 distinct values):\n",
-      "         1111: 8507\n",
-      "         1112: 8507\n",
-      "         1121: 8664\n",
-      "         1122: 8664\n",
-      "         1211: 248\n",
-      "         1212: 248\n",
-      "         2621: 2237\n",
-      "         2622: 2237\n",
-      "         3111: 247\n",
-      "         3112: 247\n",
-      "         3200: 5695\n",
-      "         3310: 247\n",
-      "         4200: 3\n",
-      "         4210: 9058\n",
-      "         4220: 3208\n",
-      "         4230: 6040\n",
-      "         4311: 17060\n",
-      "         4312: 16818\n",
-      "         4611: 18\n",
-      "         4612: 18\n",
-      "   Value columns (0):\n",
-      "\n",
-      "\n",
-      "Log output:\n",
-      "bcit_calibration_driving_01_initial_summary_log: Level None\n",
-      "overall:\n",
-      "\t[ Bids event files has 247 event files]\n",
-      "\t[ EEG event files has 247 event files]\n",
-      "\t[ \n",
-      "The Bids event files and EEG event files files have the same number of rows]\n",
-      "sub-01_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-01_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-01_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [292 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [292 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-02_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-02_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-02_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [348 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [348 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-03_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-03_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-03_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [287 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [287 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-04_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-04_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-04_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [313 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [313 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-05_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-05_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-05_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [277 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [277 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-06_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-06_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-06_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [273 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [273 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-07_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-07_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-07_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [285 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [285 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-08_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-08_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-08_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [285 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [285 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-09_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-09_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-09_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [366 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [366 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-10_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-10_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-10_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [367 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [367 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-100_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-100_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-100_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [379 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [379 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-100_ses-02_run-1:\n",
-      "\t[ Bids event files: sub-100_ses-02_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-100_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [355 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [355 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-100_ses-03_run-1:\n",
-      "\t[ Bids event files: sub-100_ses-03_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-100_ses-03_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [363 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [363 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-100_ses-04_run-1:\n",
-      "\t[ Bids event files: sub-100_ses-04_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-100_ses-04_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [353 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [353 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-100_ses-05_run-1:\n",
-      "\t[ Bids event files: sub-100_ses-05_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-100_ses-05_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [350 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [350 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-100_ses-06_run-1:\n",
-      "\t[ Bids event files: sub-100_ses-06_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-100_ses-06_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [348 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [348 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-100_ses-07_run-1:\n",
-      "\t[ Bids event files: sub-100_ses-07_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-100_ses-07_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [331 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [331 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-101_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-101_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-101_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [363 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [363 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-102_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-102_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-102_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [367 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [367 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-103_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-103_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-103_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [384 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [384 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-104_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-104_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-104_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [383 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [383 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-105_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-105_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-105_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [355 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [355 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-106_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-106_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-106_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [418 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [418 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-106_ses-02_run-1:\n",
-      "\t[ Bids event files: sub-106_ses-02_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-106_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [374 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [374 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-107_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-107_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-107_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [352 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [352 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-108_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-108_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-108_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [362 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [362 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-109_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-109_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-109_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [365 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [365 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-11_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-11_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-11_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [366 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [366 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-110_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-110_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-110_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [373 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [373 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-111_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-111_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-111_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [357 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [357 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-112_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-112_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-112_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [375 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [375 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-112_ses-02_run-1:\n",
-      "\t[ Bids event files: sub-112_ses-02_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-112_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [449 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [449 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-112_ses-03_run-1:\n",
-      "\t[ Bids event files: sub-112_ses-03_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-112_ses-03_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [433 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [433 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-112_ses-04_run-1:\n",
-      "\t[ Bids event files: sub-112_ses-04_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-112_ses-04_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [432 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [432 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-112_ses-05_run-1:\n",
-      "\t[ Bids event files: sub-112_ses-05_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-112_ses-05_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [457 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [457 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-112_ses-06_run-1:\n",
-      "\t[ Bids event files: sub-112_ses-06_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-112_ses-06_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [447 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [447 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-112_ses-07_run-1:\n",
-      "\t[ Bids event files: sub-112_ses-07_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-112_ses-07_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [415 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [415 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-113_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-113_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-113_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [355 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [355 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-114_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-114_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-114_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [362 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [362 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-115_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-115_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-115_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [399 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [399 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-116_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-116_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-116_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [373 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [373 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-117_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-117_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-117_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [389 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [389 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-117_ses-02_run-1:\n",
-      "\t[ Bids event files: sub-117_ses-02_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-117_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [403 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [403 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-117_ses-03_run-1:\n",
-      "\t[ Bids event files: sub-117_ses-03_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-117_ses-03_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [380 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [380 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-117_ses-04_run-1:\n",
-      "\t[ Bids event files: sub-117_ses-04_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-117_ses-04_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [400 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [400 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-117_ses-05_run-1:\n",
-      "\t[ Bids event files: sub-117_ses-05_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-117_ses-05_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [367 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [367 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-117_ses-06_run-1:\n",
-      "\t[ Bids event files: sub-117_ses-06_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-117_ses-06_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [414 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [414 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-118_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-118_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-118_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [363 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [363 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-119_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-119_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-119_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [362 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [362 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-12_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-12_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-12_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [375 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [375 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-120_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-120_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-120_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [367 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [367 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-120_ses-02_run-1:\n",
-      "\t[ Bids event files: sub-120_ses-02_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-120_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [363 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [363 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-120_ses-03_run-1:\n",
-      "\t[ Bids event files: sub-120_ses-03_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-120_ses-03_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [365 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [365 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-120_ses-04_run-1:\n",
-      "\t[ Bids event files: sub-120_ses-04_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-120_ses-04_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [357 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [357 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-120_ses-05_run-1:\n",
-      "\t[ Bids event files: sub-120_ses-05_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-120_ses-05_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [359 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [359 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-120_ses-06_run-1:\n",
-      "\t[ Bids event files: sub-120_ses-06_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-120_ses-06_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [362 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [362 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-120_ses-07_run-1:\n",
-      "\t[ Bids event files: sub-120_ses-07_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-120_ses-07_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [371 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [371 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-121_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-121_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-121_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [383 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [383 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-121_ses-02_run-1:\n",
-      "\t[ Bids event files: sub-121_ses-02_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-121_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [375 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [375 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-121_ses-03_run-1:\n",
-      "\t[ Bids event files: sub-121_ses-03_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-121_ses-03_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [379 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [379 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-121_ses-04_run-1:\n",
-      "\t[ Bids event files: sub-121_ses-04_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-121_ses-04_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [371 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [371 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-121_ses-05_run-1:\n",
-      "\t[ Bids event files: sub-121_ses-05_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-121_ses-05_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [370 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [370 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-121_ses-06_run-1:\n",
-      "\t[ Bids event files: sub-121_ses-06_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-121_ses-06_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [349 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [349 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-121_ses-07_run-1:\n",
-      "\t[ Bids event files: sub-121_ses-07_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-121_ses-07_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [375 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [375 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-122_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-122_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-122_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [415 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [415 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-122_ses-02_run-1:\n",
-      "\t[ Bids event files: sub-122_ses-02_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-122_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [407 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [407 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-122_ses-03_run-1:\n",
-      "\t[ Bids event files: sub-122_ses-03_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-122_ses-03_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [410 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [410 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-122_ses-04_run-1:\n",
-      "\t[ Bids event files: sub-122_ses-04_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-122_ses-04_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [405 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [405 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-122_ses-05_run-1:\n",
-      "\t[ Bids event files: sub-122_ses-05_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-122_ses-05_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [406 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [406 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-122_ses-06_run-1:\n",
-      "\t[ Bids event files: sub-122_ses-06_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-122_ses-06_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [419 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [419 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-122_ses-07_run-1:\n",
-      "\t[ Bids event files: sub-122_ses-07_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-122_ses-07_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [435 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [435 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-123_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-123_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-123_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [388 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [388 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-123_ses-02_run-1:\n",
-      "\t[ Bids event files: sub-123_ses-02_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-123_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [346 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [346 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-123_ses-03_run-1:\n",
-      "\t[ Bids event files: sub-123_ses-03_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-123_ses-03_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [353 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [353 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-123_ses-04_run-1:\n",
-      "\t[ Bids event files: sub-123_ses-04_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-123_ses-04_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [351 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [351 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-123_ses-05_run-1:\n",
-      "\t[ Bids event files: sub-123_ses-05_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-123_ses-05_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [340 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [340 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-123_ses-06_run-1:\n",
-      "\t[ Bids event files: sub-123_ses-06_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-123_ses-06_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [314 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [314 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-124_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-124_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-124_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [363 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [363 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-124_ses-02_run-1:\n",
-      "\t[ Bids event files: sub-124_ses-02_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-124_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [369 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [369 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-124_ses-03_run-1:\n",
-      "\t[ Bids event files: sub-124_ses-03_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-124_ses-03_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [388 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [388 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-124_ses-04_run-1:\n",
-      "\t[ Bids event files: sub-124_ses-04_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-124_ses-04_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [362 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [362 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-124_ses-05_run-1:\n",
-      "\t[ Bids event files: sub-124_ses-05_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-124_ses-05_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [390 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [390 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-124_ses-06_run-1:\n",
-      "\t[ Bids event files: sub-124_ses-06_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-124_ses-06_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [368 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [368 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-124_ses-07_run-1:\n",
-      "\t[ Bids event files: sub-124_ses-07_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-124_ses-07_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [381 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [381 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-125_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-125_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-125_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [380 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [380 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-125_ses-02_run-1:\n",
-      "\t[ Bids event files: sub-125_ses-02_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-125_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [381 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [381 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-125_ses-03_run-1:\n",
-      "\t[ Bids event files: sub-125_ses-03_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-125_ses-03_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [391 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [391 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-125_ses-04_run-1:\n",
-      "\t[ Bids event files: sub-125_ses-04_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-125_ses-04_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [379 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [379 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-125_ses-05_run-1:\n",
-      "\t[ Bids event files: sub-125_ses-05_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-125_ses-05_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [402 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [402 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-125_ses-06_run-1:\n",
-      "\t[ Bids event files: sub-125_ses-06_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-125_ses-06_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [357 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [357 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-125_ses-07_run-1:\n",
-      "\t[ Bids event files: sub-125_ses-07_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-125_ses-07_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [393 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [393 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-126_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-126_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-126_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [365 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [365 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-126_ses-02_run-1:\n",
-      "\t[ Bids event files: sub-126_ses-02_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-126_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [365 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [365 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-126_ses-03_run-1:\n",
-      "\t[ Bids event files: sub-126_ses-03_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-126_ses-03_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [365 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [365 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-126_ses-04_run-1:\n",
-      "\t[ Bids event files: sub-126_ses-04_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-126_ses-04_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [364 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [364 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-126_ses-05_run-1:\n",
-      "\t[ Bids event files: sub-126_ses-05_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-126_ses-05_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [353 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [353 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-126_ses-06_run-1:\n",
-      "\t[ Bids event files: sub-126_ses-06_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-126_ses-06_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [357 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [357 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-127_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-127_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-127_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [374 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [374 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-128_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-128_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-128_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [358 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [358 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-128_ses-02_run-1:\n",
-      "\t[ Bids event files: sub-128_ses-02_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-128_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [367 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [367 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-129_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-129_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-129_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [397 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [397 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-13_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-13_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-13_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [385 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [385 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-130_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-130_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-130_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [374 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [374 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-130_ses-02_run-1:\n",
-      "\t[ Bids event files: sub-130_ses-02_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-130_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [357 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [357 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-131_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-131_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-131_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [393 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [393 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-131_ses-02_run-1:\n",
-      "\t[ Bids event files: sub-131_ses-02_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-131_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [402 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [402 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-132_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-132_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-132_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [406 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [406 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-133_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-133_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-133_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [384 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [384 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-133_ses-02_run-1:\n",
-      "\t[ Bids event files: sub-133_ses-02_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-133_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [403 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [403 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-134_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-134_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-134_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [415 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [415 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-135_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-135_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-135_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [433 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [433 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-136_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-136_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-136_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [377 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [377 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-137_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-137_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-137_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [369 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [369 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-138_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-138_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-138_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [339 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [339 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-139_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-139_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-139_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [393 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [393 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-14_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-14_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-14_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [358 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [358 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-140_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-140_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-140_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [434 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [434 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-140_ses-02_run-1:\n",
-      "\t[ Bids event files: sub-140_ses-02_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-140_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [371 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [371 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-140_ses-03_run-1:\n",
-      "\t[ Bids event files: sub-140_ses-03_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-140_ses-03_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [396 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [396 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-141_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-141_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-141_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [395 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [395 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-142_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-142_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-142_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [357 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [357 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-143_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-143_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-143_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [369 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [369 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-143_ses-02_run-1:\n",
-      "\t[ Bids event files: sub-143_ses-02_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-143_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [383 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [383 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-144_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-144_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-144_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [397 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [397 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-145_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-145_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-145_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [366 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [366 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-146_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-146_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-146_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [405 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [405 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-146_ses-02_run-1:\n",
-      "\t[ Bids event files: sub-146_ses-02_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-146_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [420 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [420 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-147_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-147_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-147_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [403 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [403 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-148_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-148_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-148_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [383 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [383 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-149_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-149_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-149_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [406 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [406 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-149_ses-02_run-1:\n",
-      "\t[ Bids event files: sub-149_ses-02_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-149_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [380 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [380 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-15_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-15_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-15_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [383 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [383 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-150_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-150_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-150_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [391 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [391 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-150_ses-02_run-1:\n",
-      "\t[ Bids event files: sub-150_ses-02_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-150_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [389 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [389 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-151_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-151_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-151_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [357 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [357 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-152_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-152_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-152_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [335 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [335 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-153_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-153_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-153_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [388 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [388 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-154_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-154_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-154_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [392 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [392 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-155_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-155_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-155_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [357 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [357 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-155_ses-02_run-1:\n",
-      "\t[ Bids event files: sub-155_ses-02_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-155_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [362 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [362 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-156_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-156_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-156_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [374 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [374 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-16_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-16_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-16_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [6 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [6 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-17_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-17_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-17_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [377 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [377 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-18_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-18_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-18_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [386 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [386 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-19_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-19_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-19_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [343 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [343 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-20_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-20_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-20_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [375 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [375 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-21_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-21_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-21_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [413 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [413 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-22_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-22_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-22_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [401 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [401 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-23_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-23_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-23_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [426 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [426 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-24_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-24_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-24_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [419 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [419 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-25_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-25_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-25_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [406 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [406 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-26_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-26_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-26_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [431 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [431 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-27_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-27_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-27_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [397 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [397 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-28_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-28_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-28_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [409 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [409 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-29_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-29_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-29_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [464 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [464 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-30_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-30_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-30_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [403 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [403 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-31_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-31_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-31_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [423 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [423 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-31_ses-02_run-1:\n",
-      "\t[ Bids event files: sub-31_ses-02_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-31_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [460 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [460 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-32_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-32_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-32_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [383 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [383 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-33_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-33_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-33_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [421 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [421 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-33_ses-02_run-1:\n",
-      "\t[ Bids event files: sub-33_ses-02_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-33_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [428 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [428 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-33_ses-03_run-1:\n",
-      "\t[ Bids event files: sub-33_ses-03_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-33_ses-03_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [500 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [500 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-34_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-34_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-34_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [468 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [468 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-35_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-35_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-35_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [465 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [465 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-36_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-36_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-36_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [383 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [383 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-37_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-37_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-37_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [452 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [452 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-38_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-38_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-38_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [387 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [387 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-39_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-39_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-39_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [428 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [428 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-40_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-40_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-40_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [471 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [471 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-41_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-41_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-41_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [472 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [472 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-42_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-42_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-42_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [519 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [519 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-43_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-43_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-43_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [487 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [487 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-44_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-44_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-44_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [465 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [465 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-44_ses-02_run-1:\n",
-      "\t[ Bids event files: sub-44_ses-02_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-44_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [556 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [556 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-45_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-45_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-45_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [371 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [371 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-46_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-46_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-46_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [421 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [421 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-47_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-47_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-47_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [449 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [449 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-47_ses-02_run-1:\n",
-      "\t[ Bids event files: sub-47_ses-02_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-47_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [385 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [385 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-48_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-48_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-48_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [465 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [465 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-49_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-49_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-49_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [340 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [340 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-50_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-50_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-50_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [423 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [423 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-51_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-51_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-51_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [321 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [321 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-52_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-52_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-52_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [441 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [441 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-53_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-53_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-53_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [439 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [439 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-54_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-54_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-54_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [461 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [461 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-55_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-55_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-55_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [465 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [465 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-56_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-56_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-56_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [459 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [459 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-57_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-57_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-57_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [469 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [469 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-58_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-58_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-58_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [522 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [522 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-58_ses-02_run-1:\n",
-      "\t[ Bids event files: sub-58_ses-02_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-58_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [473 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [473 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-58_ses-03_run-1:\n",
-      "\t[ Bids event files: sub-58_ses-03_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-58_ses-03_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [459 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [459 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-59_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-59_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-59_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [479 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [479 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-59_ses-02_run-1:\n",
-      "\t[ Bids event files: sub-59_ses-02_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-59_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [465 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [465 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-59_ses-03_run-1:\n",
-      "\t[ Bids event files: sub-59_ses-03_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-59_ses-03_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [461 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [461 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-60_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-60_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-60_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [379 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [379 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-61_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-61_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-61_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [389 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [389 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-61_ses-02_run-1:\n",
-      "\t[ Bids event files: sub-61_ses-02_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-61_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [459 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [459 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-62_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-62_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-62_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [449 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [449 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-63_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-63_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-63_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [511 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [511 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-63_ses-02_run-1:\n",
-      "\t[ Bids event files: sub-63_ses-02_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-63_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [457 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [457 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-63_ses-03_run-1:\n",
-      "\t[ Bids event files: sub-63_ses-03_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-63_ses-03_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [467 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [467 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-64_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-64_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-64_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [433 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [433 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-65_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-65_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-65_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [461 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [461 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-66_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-66_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-66_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [455 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [455 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-66_ses-02_run-1:\n",
-      "\t[ Bids event files: sub-66_ses-02_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-66_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [362 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [362 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-66_ses-03_run-1:\n",
-      "\t[ Bids event files: sub-66_ses-03_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-66_ses-03_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [293 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [293 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-67_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-67_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-67_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [441 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [441 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-68_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-68_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-68_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [398 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [398 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-69_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-69_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-69_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [460 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [460 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-70_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-70_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-70_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [297 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [297 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-70_ses-02_run-1:\n",
-      "\t[ Bids event files: sub-70_ses-02_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-70_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [323 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [323 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-70_ses-03_run-1:\n",
-      "\t[ Bids event files: sub-70_ses-03_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-70_ses-03_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [411 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [411 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-71_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-71_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-71_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [413 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [413 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-71_ses-02_run-1:\n",
-      "\t[ Bids event files: sub-71_ses-02_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-71_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [443 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [443 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-71_ses-03_run-1:\n",
-      "\t[ Bids event files: sub-71_ses-03_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-71_ses-03_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [432 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [432 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-72_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-72_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-72_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [455 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [455 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-73_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-73_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-73_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [445 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [445 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-74_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-74_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-74_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [393 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [393 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-75_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-75_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-75_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [453 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [453 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-76_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-76_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-76_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [450 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [450 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-76_ses-02_run-1:\n",
-      "\t[ Bids event files: sub-76_ses-02_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-76_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [477 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [477 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-76_ses-03_run-1:\n",
-      "\t[ Bids event files: sub-76_ses-03_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-76_ses-03_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [477 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [477 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-77_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-77_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-77_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [463 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [463 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-78_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-78_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-78_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [395 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [395 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-78_ses-02_run-1:\n",
-      "\t[ Bids event files: sub-78_ses-02_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-78_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [449 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [449 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-78_ses-03_run-1:\n",
-      "\t[ Bids event files: sub-78_ses-03_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-78_ses-03_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [306 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [306 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-79_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-79_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-79_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [370 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [370 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-80_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-80_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-80_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [442 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [442 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-81_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-81_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-81_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [419 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [419 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-82_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-82_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-82_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [406 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [406 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-83_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-83_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-83_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [425 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [425 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-84_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-84_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-84_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [457 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [457 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-85_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-85_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-85_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [465 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [465 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-86_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-86_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-86_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [412 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [412 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-87_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-87_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-87_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [457 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [457 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-88_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-88_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-88_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [439 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [439 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-89_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-89_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-89_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [461 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [461 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-90_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-90_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-90_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [463 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [463 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-91_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-91_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-91_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [450 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [450 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-92_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-92_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-92_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [453 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [453 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-93_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-93_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-93_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [459 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [459 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-94_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-94_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-94_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [463 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [463 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-95_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-95_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-95_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [468 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [468 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-96_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-96_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-96_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [319 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [319 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-97_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-97_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-97_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [402 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [402 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-98_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-98_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-98_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [383 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [383 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-99_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-99_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-99_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [444 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [444 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "\n",
-      "\n",
-      "ERROR Summary:\n",
-      "bcit_calibration_driving_01_initial_summary_log: Level ERROR\n",
-      "overall:\n",
-      "sub-01_ses-01_run-1:\n",
-      "sub-02_ses-01_run-1:\n",
-      "sub-03_ses-01_run-1:\n",
-      "sub-04_ses-01_run-1:\n",
-      "sub-05_ses-01_run-1:\n",
-      "sub-06_ses-01_run-1:\n",
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-     ]
-    }
-   ],
-   "source": [
-    "import os\n",
-    "import datetime\n",
-    "from hed.tools import BidsTabularDictionary, BidsTabularSummary, HedLogger, report_diffs\n",
-    "from hed.util import get_file_list\n",
-    "\n",
-    "# Variables to set for the specific dataset\n",
-    "bids_root_path = 'F:/ARLBidsStart/CalibrationDrivingWorking'\n",
-    "exclude_dirs = ['sourcedata', 'stimuli', 'code']\n",
-    "entities = ('sub', 'ses', 'run')\n",
-    "bids_skip_columns = ['onset']\n",
-    "eeg_skip_columns = ['latency', 'urevent', 'usertags']\n",
-    "log_name = 'bcit_calibration_driving_01_initial_summary_log'\n",
-    "\n",
-    "# Set up the logger\n",
-    "log_file_name = f\"code/curation_logs/{log_name}.txt\"\n",
-    "logger = HedLogger(name=log_name)\n",
-    "\n",
-    "# Construct the event file dictionaries for the BIDS and for EEG.event files\n",
-    "files_bids = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_events\", exclude_dirs=exclude_dirs)\n",
-    "bids_dict = BidsTabularDictionary(\"Bids event files\", files_bids, entities=entities)\n",
-    "files_eeg = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_eventstemp\", exclude_dirs=exclude_dirs)\n",
-    "eeg_dict = BidsTabularDictionary(\"EEG event files\", files_eeg, entities=entities)\n",
-    "\n",
-    "# Output a list of files for the two cases\n",
-    "print(f\"\\n{report_diffs(bids_dict, eeg_dict, logger)}\\n\\n\")\n",
-    "\n",
-    "# Create summary dictionaries of the original BIDS events files and output column names\n",
-    "bids_sum_all, bids_sum =  BidsTabularSummary.make_combined_dicts(bids_dict, skip_cols=bids_skip_columns)\n",
-    "print(f\"\\nSummary of all BIDS events files:\\n{bids_sum_all}\")\n",
-    "\n",
-    "eeg_sum_all, eeg_sum =  BidsTabularSummary.make_combined_dicts(eeg_dict, skip_cols=eeg_skip_columns)\n",
-    "print(f\"\\nSummary of all EEG.set events files:\\n{eeg_sum_all}\")\n",
-    "\n",
-    "# Output and save the log\n",
-    "log_string = \"\\n\\nLog output:\\n\" + logger.get_log_string()\n",
-    "error_string = \"\\n\\nERROR Summary:\\n\" + logger.get_log_string(level=\"ERROR\")\n",
-    "print(log_string)\n",
-    "print(error_string)\n",
-    "\n",
-    "save_path = os.path.join(bids_root_path, log_file_name)\n",
-    "with open(save_path, \"w\") as fp:\n",
-    "    fp.write(f\"{log_file_name} {datetime.datetime.now()}\\n\")\n",
-    "    fp.write(f\"\\n{bids_sum_all}\\n\")\n",
-    "    fp.write(f\"\\n{eeg_sum_all}\\n\")\n",
-    "    fp.write(log_string)\n",
-    "    fp.write(error_string)"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Set up the variables for producing a summary and construct dictionaries\n"
-    }
-   }
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 2
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
\ No newline at end of file
diff --git a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_calibration_driving/bcit_calibration_driving_02_initial_combination.ipynb b/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_calibration_driving/bcit_calibration_driving_02_initial_combination.ipynb
deleted file mode 100644
index fcc2af8..0000000
--- a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_calibration_driving/bcit_calibration_driving_02_initial_combination.ipynb
+++ /dev/null
@@ -1,2857 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "source": [
-    "## Produce a consolidated events file for BCIT Calibration Driving\n",
-    "\n",
-    "A copy of the EEG.event structure is dumped to the dataset as `eventstemp.tsv` files.\n",
-    "The `bcit_calibration_driving_01_initial_summary.ipynb` has already been run.\n",
-    "Manual review has confirmed that either both versions of the event files have the same\n",
-    "number of events or that the session had two runs and due to a bug in `ess2bids`,\n",
-    "the `events.tsv` file for run 1 is actually a copy of the `events.tsv` file from run 2.\n",
-    "\n",
-    "This notebook creates a `eventstemp1.tsv` for each:\n",
-    "1. Read the eeg events.\n",
-    "2. Remove unwanted columns and add `onset` and `duration` columns.\n",
-    "3. Reorder the columns to the `final_column_order`.\n",
-    "4. Replace all empty string and NaN entries with n/a.\n",
-    "5. Save as `_eventstemp1.tsv`."
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   }
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "\n",
-      "Log output:\n",
-      "bcit_calibration_driving_02_initial_combination_log: Level None\n",
-      "sub-01_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-01_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 2048.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-01_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-02_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-02_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 2048.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-02_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-03_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-03_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 2048.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-03_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-04_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-04_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 2048.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-04_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-05_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-05_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 2048.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-05_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-06_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-06_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 2048.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-06_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-07_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-07_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 2048.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-07_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-08_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-08_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 2048.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-08_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-09_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-09_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 2048.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-09_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-10_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-10_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 2048.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-10_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-100_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-100_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-100_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-100_ses-02_run-1:\n",
-      "\t[ Created a dataframe for sub-100_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-100_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-100_ses-03_run-1:\n",
-      "\t[ Created a dataframe for sub-100_ses-03_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-100_ses-03_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-100_ses-04_run-1:\n",
-      "\t[ Created a dataframe for sub-100_ses-04_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-100_ses-04_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-100_ses-05_run-1:\n",
-      "\t[ Created a dataframe for sub-100_ses-05_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-100_ses-05_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-100_ses-06_run-1:\n",
-      "\t[ Created a dataframe for sub-100_ses-06_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-100_ses-06_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-100_ses-07_run-1:\n",
-      "\t[ Created a dataframe for sub-100_ses-07_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-100_ses-07_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-101_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-101_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-101_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-102_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-102_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-102_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-103_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-103_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-103_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-104_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-104_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-104_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-105_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-105_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-105_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-106_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-106_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-106_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-106_ses-02_run-1:\n",
-      "\t[ Created a dataframe for sub-106_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-106_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-107_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-107_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-107_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-108_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-108_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-108_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-109_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-109_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-109_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-11_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-11_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 2048.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-11_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-110_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-110_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-110_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-111_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-111_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-111_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-112_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-112_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-112_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-112_ses-02_run-1:\n",
-      "\t[ Created a dataframe for sub-112_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-112_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-112_ses-03_run-1:\n",
-      "\t[ Created a dataframe for sub-112_ses-03_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-112_ses-03_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-112_ses-04_run-1:\n",
-      "\t[ Created a dataframe for sub-112_ses-04_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-112_ses-04_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-112_ses-05_run-1:\n",
-      "\t[ Created a dataframe for sub-112_ses-05_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-112_ses-05_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-112_ses-06_run-1:\n",
-      "\t[ Created a dataframe for sub-112_ses-06_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-112_ses-06_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-112_ses-07_run-1:\n",
-      "\t[ Created a dataframe for sub-112_ses-07_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-112_ses-07_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-113_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-113_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-113_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-114_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-114_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-114_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-115_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-115_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-115_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-116_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-116_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-116_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-117_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-117_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-117_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-117_ses-02_run-1:\n",
-      "\t[ Created a dataframe for sub-117_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-117_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-117_ses-03_run-1:\n",
-      "\t[ Created a dataframe for sub-117_ses-03_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-117_ses-03_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-117_ses-04_run-1:\n",
-      "\t[ Created a dataframe for sub-117_ses-04_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-117_ses-04_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-117_ses-05_run-1:\n",
-      "\t[ Created a dataframe for sub-117_ses-05_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-117_ses-05_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-117_ses-06_run-1:\n",
-      "\t[ Created a dataframe for sub-117_ses-06_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-117_ses-06_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-118_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-118_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-118_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-119_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-119_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-119_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-12_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-12_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 2048.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-12_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-120_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-120_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-120_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-120_ses-02_run-1:\n",
-      "\t[ Created a dataframe for sub-120_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-120_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-120_ses-03_run-1:\n",
-      "\t[ Created a dataframe for sub-120_ses-03_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-120_ses-03_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-120_ses-04_run-1:\n",
-      "\t[ Created a dataframe for sub-120_ses-04_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-120_ses-04_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-120_ses-05_run-1:\n",
-      "\t[ Created a dataframe for sub-120_ses-05_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-120_ses-05_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-120_ses-06_run-1:\n",
-      "\t[ Created a dataframe for sub-120_ses-06_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-120_ses-06_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-120_ses-07_run-1:\n",
-      "\t[ Created a dataframe for sub-120_ses-07_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-120_ses-07_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-121_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-121_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-121_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-121_ses-02_run-1:\n",
-      "\t[ Created a dataframe for sub-121_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-121_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-121_ses-03_run-1:\n",
-      "\t[ Created a dataframe for sub-121_ses-03_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-121_ses-03_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-121_ses-04_run-1:\n",
-      "\t[ Created a dataframe for sub-121_ses-04_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-121_ses-04_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-121_ses-05_run-1:\n",
-      "\t[ Created a dataframe for sub-121_ses-05_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-121_ses-05_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-121_ses-06_run-1:\n",
-      "\t[ Created a dataframe for sub-121_ses-06_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-121_ses-06_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-121_ses-07_run-1:\n",
-      "\t[ Created a dataframe for sub-121_ses-07_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-121_ses-07_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-122_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-122_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-122_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-122_ses-02_run-1:\n",
-      "\t[ Created a dataframe for sub-122_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-122_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-122_ses-03_run-1:\n",
-      "\t[ Created a dataframe for sub-122_ses-03_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-122_ses-03_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-122_ses-04_run-1:\n",
-      "\t[ Created a dataframe for sub-122_ses-04_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-122_ses-04_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-122_ses-05_run-1:\n",
-      "\t[ Created a dataframe for sub-122_ses-05_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-122_ses-05_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-122_ses-06_run-1:\n",
-      "\t[ Created a dataframe for sub-122_ses-06_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-122_ses-06_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-122_ses-07_run-1:\n",
-      "\t[ Created a dataframe for sub-122_ses-07_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-122_ses-07_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-123_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-123_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-123_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-123_ses-02_run-1:\n",
-      "\t[ Created a dataframe for sub-123_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-123_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-123_ses-03_run-1:\n",
-      "\t[ Created a dataframe for sub-123_ses-03_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-123_ses-03_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-123_ses-04_run-1:\n",
-      "\t[ Created a dataframe for sub-123_ses-04_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-123_ses-04_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-123_ses-05_run-1:\n",
-      "\t[ Created a dataframe for sub-123_ses-05_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-123_ses-05_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-123_ses-06_run-1:\n",
-      "\t[ Created a dataframe for sub-123_ses-06_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-123_ses-06_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-124_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-124_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-124_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-124_ses-02_run-1:\n",
-      "\t[ Created a dataframe for sub-124_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-124_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-124_ses-03_run-1:\n",
-      "\t[ Created a dataframe for sub-124_ses-03_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-124_ses-03_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-124_ses-04_run-1:\n",
-      "\t[ Created a dataframe for sub-124_ses-04_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-124_ses-04_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-124_ses-05_run-1:\n",
-      "\t[ Created a dataframe for sub-124_ses-05_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-124_ses-05_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-124_ses-06_run-1:\n",
-      "\t[ Created a dataframe for sub-124_ses-06_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-124_ses-06_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-124_ses-07_run-1:\n",
-      "\t[ Created a dataframe for sub-124_ses-07_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-124_ses-07_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-125_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-125_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-125_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-125_ses-02_run-1:\n",
-      "\t[ Created a dataframe for sub-125_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-125_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-125_ses-03_run-1:\n",
-      "\t[ Created a dataframe for sub-125_ses-03_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-125_ses-03_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-125_ses-04_run-1:\n",
-      "\t[ Created a dataframe for sub-125_ses-04_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-125_ses-04_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-125_ses-05_run-1:\n",
-      "\t[ Created a dataframe for sub-125_ses-05_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-125_ses-05_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-125_ses-06_run-1:\n",
-      "\t[ Created a dataframe for sub-125_ses-06_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-125_ses-06_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-125_ses-07_run-1:\n",
-      "\t[ Created a dataframe for sub-125_ses-07_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-125_ses-07_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-126_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-126_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-126_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-126_ses-02_run-1:\n",
-      "\t[ Created a dataframe for sub-126_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-126_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-126_ses-03_run-1:\n",
-      "\t[ Created a dataframe for sub-126_ses-03_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-126_ses-03_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-126_ses-04_run-1:\n",
-      "\t[ Created a dataframe for sub-126_ses-04_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-126_ses-04_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-126_ses-05_run-1:\n",
-      "\t[ Created a dataframe for sub-126_ses-05_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-126_ses-05_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-126_ses-06_run-1:\n",
-      "\t[ Created a dataframe for sub-126_ses-06_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-126_ses-06_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-127_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-127_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-127_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-128_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-128_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-128_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-128_ses-02_run-1:\n",
-      "\t[ Created a dataframe for sub-128_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-128_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-129_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-129_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-129_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-13_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-13_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 2048.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-13_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-130_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-130_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-130_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-130_ses-02_run-1:\n",
-      "\t[ Created a dataframe for sub-130_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-130_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-131_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-131_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-131_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-131_ses-02_run-1:\n",
-      "\t[ Created a dataframe for sub-131_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-131_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-132_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-132_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-132_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-133_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-133_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-133_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-133_ses-02_run-1:\n",
-      "\t[ Created a dataframe for sub-133_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-133_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-134_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-134_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-134_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-135_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-135_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-135_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-136_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-136_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-136_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-137_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-137_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-137_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-138_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-138_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-138_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-139_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-139_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-139_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-14_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-14_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 2048.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-14_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-140_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-140_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-140_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-140_ses-02_run-1:\n",
-      "\t[ Created a dataframe for sub-140_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-140_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-140_ses-03_run-1:\n",
-      "\t[ Created a dataframe for sub-140_ses-03_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-140_ses-03_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-141_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-141_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-141_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-142_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-142_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-142_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-143_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-143_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-143_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-143_ses-02_run-1:\n",
-      "\t[ Created a dataframe for sub-143_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-143_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-144_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-144_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-144_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-145_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-145_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-145_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-146_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-146_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-146_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-146_ses-02_run-1:\n",
-      "\t[ Created a dataframe for sub-146_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-146_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-147_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-147_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-147_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-148_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-148_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-148_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-149_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-149_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-149_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-149_ses-02_run-1:\n",
-      "\t[ Created a dataframe for sub-149_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-149_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-15_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-15_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 2048.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-15_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-150_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-150_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-150_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-150_ses-02_run-1:\n",
-      "\t[ Created a dataframe for sub-150_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-150_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-151_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-151_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-151_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-152_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-152_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-152_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-153_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-153_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-153_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-154_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-154_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-154_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-155_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-155_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-155_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-155_ses-02_run-1:\n",
-      "\t[ Created a dataframe for sub-155_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-155_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-156_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-156_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-156_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-16_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-16_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 2048.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-16_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-17_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-17_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 2048.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-17_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-18_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-18_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 2048.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-18_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-19_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-19_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 2048.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-19_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-20_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-20_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 2048.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-20_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-21_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-21_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 2048.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-21_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-22_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-22_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-22_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-23_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-23_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-23_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-24_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-24_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-24_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-25_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-25_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-25_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-26_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-26_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-26_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-27_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-27_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-27_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-28_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-28_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-28_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-29_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-29_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-29_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-30_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-30_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-30_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-31_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-31_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-31_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-31_ses-02_run-1:\n",
-      "\t[ Created a dataframe for sub-31_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-31_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-32_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-32_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-32_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-33_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-33_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-33_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-33_ses-02_run-1:\n",
-      "\t[ Created a dataframe for sub-33_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-33_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-33_ses-03_run-1:\n",
-      "\t[ Created a dataframe for sub-33_ses-03_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-33_ses-03_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-34_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-34_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-34_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-35_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-35_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-35_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-36_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-36_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-36_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-37_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-37_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-37_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-38_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-38_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-38_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-39_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-39_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-39_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-40_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-40_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-40_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-41_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-41_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-41_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-42_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-42_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-42_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-43_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-43_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-43_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-44_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-44_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-44_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-44_ses-02_run-1:\n",
-      "\t[ Created a dataframe for sub-44_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-44_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-45_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-45_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-45_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-46_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-46_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-46_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-47_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-47_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-47_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-47_ses-02_run-1:\n",
-      "\t[ Created a dataframe for sub-47_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-47_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-48_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-48_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-48_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-49_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-49_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-49_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-50_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-50_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-50_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-51_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-51_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-51_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-52_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-52_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-52_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-53_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-53_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-53_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-54_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-54_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-54_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-55_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-55_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-55_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-56_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-56_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-56_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-57_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-57_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-57_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-58_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-58_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-58_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-58_ses-02_run-1:\n",
-      "\t[ Created a dataframe for sub-58_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-58_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-58_ses-03_run-1:\n",
-      "\t[ Created a dataframe for sub-58_ses-03_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-58_ses-03_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-59_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-59_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-59_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-59_ses-02_run-1:\n",
-      "\t[ Created a dataframe for sub-59_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-59_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-59_ses-03_run-1:\n",
-      "\t[ Created a dataframe for sub-59_ses-03_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-59_ses-03_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-60_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-60_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-60_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-61_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-61_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-61_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-61_ses-02_run-1:\n",
-      "\t[ Created a dataframe for sub-61_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-61_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-62_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-62_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-62_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-63_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-63_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-63_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-63_ses-02_run-1:\n",
-      "\t[ Created a dataframe for sub-63_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-63_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-63_ses-03_run-1:\n",
-      "\t[ Created a dataframe for sub-63_ses-03_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-63_ses-03_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-64_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-64_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-64_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-65_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-65_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-65_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-66_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-66_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-66_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-66_ses-02_run-1:\n",
-      "\t[ Created a dataframe for sub-66_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-66_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-66_ses-03_run-1:\n",
-      "\t[ Created a dataframe for sub-66_ses-03_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-66_ses-03_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-67_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-67_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-67_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-68_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-68_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-68_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-69_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-69_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-69_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-70_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-70_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-70_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-70_ses-02_run-1:\n",
-      "\t[ Created a dataframe for sub-70_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-70_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-70_ses-03_run-1:\n",
-      "\t[ Created a dataframe for sub-70_ses-03_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-70_ses-03_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-71_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-71_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-71_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-71_ses-02_run-1:\n",
-      "\t[ Created a dataframe for sub-71_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-71_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-71_ses-03_run-1:\n",
-      "\t[ Created a dataframe for sub-71_ses-03_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-71_ses-03_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-72_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-72_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-72_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-73_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-73_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-73_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-74_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-74_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-74_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-75_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-75_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-75_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-76_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-76_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-76_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-76_ses-02_run-1:\n",
-      "\t[ Created a dataframe for sub-76_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-76_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-76_ses-03_run-1:\n",
-      "\t[ Created a dataframe for sub-76_ses-03_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-76_ses-03_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-77_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-77_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-77_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-78_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-78_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-78_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-78_ses-02_run-1:\n",
-      "\t[ Created a dataframe for sub-78_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-78_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-78_ses-03_run-1:\n",
-      "\t[ Created a dataframe for sub-78_ses-03_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-78_ses-03_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-79_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-79_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-79_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-80_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-80_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-80_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-81_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-81_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-81_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-82_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-82_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-82_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-83_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-83_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-83_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-84_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-84_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-84_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-85_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-85_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-85_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-86_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-86_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-86_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-87_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-87_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-87_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-88_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-88_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-88_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-89_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-89_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-89_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-90_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-90_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-90_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-91_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-91_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-91_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-92_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-92_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-92_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-93_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-93_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-93_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-94_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-94_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-94_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-95_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-95_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-95_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-96_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-96_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-96_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-97_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-97_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-97_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-98_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-98_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-98_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "sub-99_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-99_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-99_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\n",
-      "\n",
-      "ERROR Summary:\n",
-      "bcit_calibration_driving_02_initial_combination_log: Level ERROR\n",
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-     ]
-    }
-   ],
-   "source": [
-    "import os\n",
-    "import datetime\n",
-    "from hed.tools import BidsTabularDictionary, HedLogger\n",
-    "from hed.util import get_file_list, get_new_dataframe, get_value_dict, replace_values\n",
-    "\n",
-    "# Variables to set for the specific dataset\n",
-    "bids_root_path = 'F:/ARLBidsStart/CalibrationDrivingWorking'\n",
-    "exclude_dirs = ['sourcedata', 'stimuli', 'code']\n",
-    "entities = ('sub', 'ses', 'run')\n",
-    "eeg_drop_columns = ['urevent', 'usertags']\n",
-    "final_column_order = ['onset', 'duration', 'sample', 'value']\n",
-    "log_name = 'bcit_calibration_driving_02_initial_combination_log'\n",
-    "sampling_rate_file = os.path.realpath(os.path.join(bids_root_path, 'code/samplingRates.tsv'))\n",
-    "\n",
-    "# Set up the logger\n",
-    "log_file_name = f\"code/curation_logs/{log_name}.txt\"\n",
-    "logger = HedLogger(name=log_name)\n",
-    "\n",
-    "# Construct the event file dictionaries for the BIDS and for EEG.event files\n",
-    "files_eeg = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_eventstemp\", exclude_dirs=exclude_dirs)\n",
-    "eeg_dict = BidsTabularDictionary(\"EEG event files\", files_eeg, entities=entities)\n",
-    "sampling_dict = get_value_dict(sampling_rate_file)\n",
-    "\n",
-    "# Perform  the operations to combine the two versions of the event files\n",
-    "for key, file, rowcount, column_count in eeg_dict.iter_tsv_info():\n",
-    "    filename = eeg_dict.get_file_path(key)\n",
-    "    df_eeg = get_new_dataframe(filename)\n",
-    "    basename = os.path.basename(filename)\n",
-    "    logger.add(key, f\"Created a dataframe for {basename}\")\n",
-    "\n",
-    "    samplingRate = float(sampling_dict[basename[:-15]])\n",
-    "    logger.add(key, f\"Looked up sampling rate of {samplingRate}\")\n",
-    "\n",
-    "    df_eeg.drop(columns=eeg_drop_columns, inplace=True)\n",
-    "    logger.add(key, f\"Dropped {str(eeg_drop_columns)} drop_columns\")\n",
-    "    df_eeg['onset'] = df_eeg['latency']\n",
-    "    df_eeg['onset'] = df_eeg['onset'].subtract(1.0)\n",
-    "    df_eeg['onset'] = df_eeg['onset'].divide(samplingRate)\n",
-    "    logger.add(key, f\"Calculate onset from latency and add an onset column\")\n",
-    "    df_eeg['duration'] = 'n/a'\n",
-    "    logger.add(key, f\"Add a duration column\")\n",
-    "    df_eeg = df_eeg.rename(columns={\"latency\": \"sample\", \"type\": \"value\"})\n",
-    "    logger.add(key, f\"Rename the latency column as sample and type as value\")\n",
-    "    df_eeg = df_eeg.reindex(columns=final_column_order)\n",
-    "    logger.add(key, f\"Reordered the columns as {str(final_column_order)}\")\n",
-    "    num_replaced = replace_values(df_eeg, values=[' ', 'NaN'], replace_value='n/a')\n",
-    "    logger.add(key, f\"Replaced {num_replaced} blank or NaN values with n/a\")\n",
-    "    filename_out = filename[:-4] + \"1.tsv\"\n",
-    "    df_eeg.to_csv(filename_out, sep='\\t', index=False)\n",
-    "    logger.add(key, f\"Saved as {os.path.basename(filename)}\")\n",
-    "\n",
-    "# Output and save the log\n",
-    "log_string = \"\\n\\nLog output:\\n\" + logger.get_log_string()\n",
-    "error_string = \"\\n\\nERROR Summary:\\n\" + logger.get_log_string(level=\"ERROR\")\n",
-    "print(log_string)\n",
-    "print(error_string)\n",
-    "\n",
-    "save_path = os.path.join(bids_root_path, log_file_name)\n",
-    "with open(save_path, \"w\") as fp:\n",
-    "    fp.write(f\"{log_file_name} {datetime.datetime.now()}\\n\")\n",
-    "    fp.write(log_string)\n",
-    "    fp.write(error_string)"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Setup the structure and column names\n"
-    }
-   }
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 2
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
\ No newline at end of file
diff --git a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_calibration_driving/bcit_calibration_driving_03_remove_files.ipynb b/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_calibration_driving/bcit_calibration_driving_03_remove_files.ipynb
deleted file mode 100644
index 3e7c569..0000000
--- a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_calibration_driving/bcit_calibration_driving_03_remove_files.ipynb
+++ /dev/null
@@ -1,1622 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "collapsed": true,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   },
-   "source": [
-    "## Remove the extra files from BCIT Calibration Driving Duty\n",
-    "\n",
-    "This script assumes that you have copied the CalibrationDrivingWorking directory into\n",
-    "the CalibrationDrivingWorkingPhaseTwo directory.\n",
-    "\n",
-    "This script removes `_events.tsv` and `_eventstemp.tsv` and then\n",
-    "renames `_eventstemp1.tsv` to `_events.tsv`."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "\n",
-      "Log output:\n",
-      ": Level None\n",
-      "sub-01_ses-01_run-1:\n",
-      "\t[ Remove sub-01_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-01_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-01_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-01_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-02_ses-01_run-1:\n",
-      "\t[ Remove sub-02_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-02_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-02_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-02_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-03_ses-01_run-1:\n",
-      "\t[ Remove sub-03_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-03_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-03_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-03_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-04_ses-01_run-1:\n",
-      "\t[ Remove sub-04_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-04_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-04_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-04_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-05_ses-01_run-1:\n",
-      "\t[ Remove sub-05_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-05_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-05_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-05_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-06_ses-01_run-1:\n",
-      "\t[ Remove sub-06_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-06_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-06_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-06_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-07_ses-01_run-1:\n",
-      "\t[ Remove sub-07_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-07_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-07_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-07_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-08_ses-01_run-1:\n",
-      "\t[ Remove sub-08_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-08_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-08_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-08_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-09_ses-01_run-1:\n",
-      "\t[ Remove sub-09_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-09_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-09_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-09_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-10_ses-01_run-1:\n",
-      "\t[ Remove sub-10_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-10_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-10_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-10_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-100_ses-01_run-1:\n",
-      "\t[ Remove sub-100_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-100_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-100_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-100_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-100_ses-02_run-1:\n",
-      "\t[ Remove sub-100_ses-02_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-100_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-100_ses-02_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-100_ses-02_task-Drive_run-1_events.tsv]\n",
-      "sub-100_ses-03_run-1:\n",
-      "\t[ Remove sub-100_ses-03_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-100_ses-03_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-100_ses-03_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-100_ses-03_task-Drive_run-1_events.tsv]\n",
-      "sub-100_ses-04_run-1:\n",
-      "\t[ Remove sub-100_ses-04_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-100_ses-04_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-100_ses-04_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-100_ses-04_task-Drive_run-1_events.tsv]\n",
-      "sub-100_ses-05_run-1:\n",
-      "\t[ Remove sub-100_ses-05_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-100_ses-05_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-100_ses-05_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-100_ses-05_task-Drive_run-1_events.tsv]\n",
-      "sub-100_ses-06_run-1:\n",
-      "\t[ Remove sub-100_ses-06_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-100_ses-06_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-100_ses-06_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-100_ses-06_task-Drive_run-1_events.tsv]\n",
-      "sub-100_ses-07_run-1:\n",
-      "\t[ Remove sub-100_ses-07_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-100_ses-07_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-100_ses-07_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-100_ses-07_task-Drive_run-1_events.tsv]\n",
-      "sub-101_ses-01_run-1:\n",
-      "\t[ Remove sub-101_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-101_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-101_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-101_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-102_ses-01_run-1:\n",
-      "\t[ Remove sub-102_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-102_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-102_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-102_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-103_ses-01_run-1:\n",
-      "\t[ Remove sub-103_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-103_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-103_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-103_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-104_ses-01_run-1:\n",
-      "\t[ Remove sub-104_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-104_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-104_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-104_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-105_ses-01_run-1:\n",
-      "\t[ Remove sub-105_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-105_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-105_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-105_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-106_ses-01_run-1:\n",
-      "\t[ Remove sub-106_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-106_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-106_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-106_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-106_ses-02_run-1:\n",
-      "\t[ Remove sub-106_ses-02_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-106_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-106_ses-02_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-106_ses-02_task-Drive_run-1_events.tsv]\n",
-      "sub-107_ses-01_run-1:\n",
-      "\t[ Remove sub-107_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-107_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-107_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-107_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-108_ses-01_run-1:\n",
-      "\t[ Remove sub-108_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-108_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-108_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-108_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-109_ses-01_run-1:\n",
-      "\t[ Remove sub-109_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-109_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-109_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-109_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-11_ses-01_run-1:\n",
-      "\t[ Remove sub-11_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-11_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-11_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-11_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-110_ses-01_run-1:\n",
-      "\t[ Remove sub-110_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-110_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-110_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-110_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-111_ses-01_run-1:\n",
-      "\t[ Remove sub-111_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-111_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-111_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-111_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-112_ses-01_run-1:\n",
-      "\t[ Remove sub-112_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-112_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-112_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-112_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-112_ses-02_run-1:\n",
-      "\t[ Remove sub-112_ses-02_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-112_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-112_ses-02_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-112_ses-02_task-Drive_run-1_events.tsv]\n",
-      "sub-112_ses-03_run-1:\n",
-      "\t[ Remove sub-112_ses-03_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-112_ses-03_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-112_ses-03_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-112_ses-03_task-Drive_run-1_events.tsv]\n",
-      "sub-112_ses-04_run-1:\n",
-      "\t[ Remove sub-112_ses-04_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-112_ses-04_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-112_ses-04_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-112_ses-04_task-Drive_run-1_events.tsv]\n",
-      "sub-112_ses-05_run-1:\n",
-      "\t[ Remove sub-112_ses-05_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-112_ses-05_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-112_ses-05_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-112_ses-05_task-Drive_run-1_events.tsv]\n",
-      "sub-112_ses-06_run-1:\n",
-      "\t[ Remove sub-112_ses-06_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-112_ses-06_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-112_ses-06_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-112_ses-06_task-Drive_run-1_events.tsv]\n",
-      "sub-112_ses-07_run-1:\n",
-      "\t[ Remove sub-112_ses-07_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-112_ses-07_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-112_ses-07_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-112_ses-07_task-Drive_run-1_events.tsv]\n",
-      "sub-113_ses-01_run-1:\n",
-      "\t[ Remove sub-113_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-113_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-113_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-113_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-114_ses-01_run-1:\n",
-      "\t[ Remove sub-114_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-114_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-114_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-114_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-115_ses-01_run-1:\n",
-      "\t[ Remove sub-115_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-115_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-115_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-115_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-116_ses-01_run-1:\n",
-      "\t[ Remove sub-116_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-116_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-116_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-116_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-117_ses-01_run-1:\n",
-      "\t[ Remove sub-117_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-117_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-117_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-117_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-117_ses-02_run-1:\n",
-      "\t[ Remove sub-117_ses-02_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-117_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-117_ses-02_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-117_ses-02_task-Drive_run-1_events.tsv]\n",
-      "sub-117_ses-03_run-1:\n",
-      "\t[ Remove sub-117_ses-03_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-117_ses-03_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-117_ses-03_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-117_ses-03_task-Drive_run-1_events.tsv]\n",
-      "sub-117_ses-04_run-1:\n",
-      "\t[ Remove sub-117_ses-04_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-117_ses-04_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-117_ses-04_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-117_ses-04_task-Drive_run-1_events.tsv]\n",
-      "sub-117_ses-05_run-1:\n",
-      "\t[ Remove sub-117_ses-05_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-117_ses-05_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-117_ses-05_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-117_ses-05_task-Drive_run-1_events.tsv]\n",
-      "sub-117_ses-06_run-1:\n",
-      "\t[ Remove sub-117_ses-06_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-117_ses-06_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-117_ses-06_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-117_ses-06_task-Drive_run-1_events.tsv]\n",
-      "sub-118_ses-01_run-1:\n",
-      "\t[ Remove sub-118_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-118_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-118_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-118_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-119_ses-01_run-1:\n",
-      "\t[ Remove sub-119_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-119_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-119_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-119_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-12_ses-01_run-1:\n",
-      "\t[ Remove sub-12_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-12_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-12_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-12_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-120_ses-01_run-1:\n",
-      "\t[ Remove sub-120_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-120_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-120_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-120_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-120_ses-02_run-1:\n",
-      "\t[ Remove sub-120_ses-02_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-120_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-120_ses-02_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-120_ses-02_task-Drive_run-1_events.tsv]\n",
-      "sub-120_ses-03_run-1:\n",
-      "\t[ Remove sub-120_ses-03_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-120_ses-03_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-120_ses-03_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-120_ses-03_task-Drive_run-1_events.tsv]\n",
-      "sub-120_ses-04_run-1:\n",
-      "\t[ Remove sub-120_ses-04_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-120_ses-04_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-120_ses-04_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-120_ses-04_task-Drive_run-1_events.tsv]\n",
-      "sub-120_ses-05_run-1:\n",
-      "\t[ Remove sub-120_ses-05_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-120_ses-05_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-120_ses-05_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-120_ses-05_task-Drive_run-1_events.tsv]\n",
-      "sub-120_ses-06_run-1:\n",
-      "\t[ Remove sub-120_ses-06_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-120_ses-06_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-120_ses-06_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-120_ses-06_task-Drive_run-1_events.tsv]\n",
-      "sub-120_ses-07_run-1:\n",
-      "\t[ Remove sub-120_ses-07_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-120_ses-07_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-120_ses-07_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-120_ses-07_task-Drive_run-1_events.tsv]\n",
-      "sub-121_ses-01_run-1:\n",
-      "\t[ Remove sub-121_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-121_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-121_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-121_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-121_ses-02_run-1:\n",
-      "\t[ Remove sub-121_ses-02_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-121_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-121_ses-02_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-121_ses-02_task-Drive_run-1_events.tsv]\n",
-      "sub-121_ses-03_run-1:\n",
-      "\t[ Remove sub-121_ses-03_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-121_ses-03_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-121_ses-03_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-121_ses-03_task-Drive_run-1_events.tsv]\n",
-      "sub-121_ses-04_run-1:\n",
-      "\t[ Remove sub-121_ses-04_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-121_ses-04_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-121_ses-04_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-121_ses-04_task-Drive_run-1_events.tsv]\n",
-      "sub-121_ses-05_run-1:\n",
-      "\t[ Remove sub-121_ses-05_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-121_ses-05_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-121_ses-05_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-121_ses-05_task-Drive_run-1_events.tsv]\n",
-      "sub-121_ses-06_run-1:\n",
-      "\t[ Remove sub-121_ses-06_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-121_ses-06_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-121_ses-06_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-121_ses-06_task-Drive_run-1_events.tsv]\n",
-      "sub-121_ses-07_run-1:\n",
-      "\t[ Remove sub-121_ses-07_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-121_ses-07_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-121_ses-07_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-121_ses-07_task-Drive_run-1_events.tsv]\n",
-      "sub-122_ses-01_run-1:\n",
-      "\t[ Remove sub-122_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-122_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-122_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-122_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-122_ses-02_run-1:\n",
-      "\t[ Remove sub-122_ses-02_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-122_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-122_ses-02_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-122_ses-02_task-Drive_run-1_events.tsv]\n",
-      "sub-122_ses-03_run-1:\n",
-      "\t[ Remove sub-122_ses-03_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-122_ses-03_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-122_ses-03_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-122_ses-03_task-Drive_run-1_events.tsv]\n",
-      "sub-122_ses-04_run-1:\n",
-      "\t[ Remove sub-122_ses-04_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-122_ses-04_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-122_ses-04_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-122_ses-04_task-Drive_run-1_events.tsv]\n",
-      "sub-122_ses-05_run-1:\n",
-      "\t[ Remove sub-122_ses-05_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-122_ses-05_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-122_ses-05_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-122_ses-05_task-Drive_run-1_events.tsv]\n",
-      "sub-122_ses-06_run-1:\n",
-      "\t[ Remove sub-122_ses-06_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-122_ses-06_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-122_ses-06_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-122_ses-06_task-Drive_run-1_events.tsv]\n",
-      "sub-122_ses-07_run-1:\n",
-      "\t[ Remove sub-122_ses-07_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-122_ses-07_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-122_ses-07_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-122_ses-07_task-Drive_run-1_events.tsv]\n",
-      "sub-123_ses-01_run-1:\n",
-      "\t[ Remove sub-123_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-123_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-123_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-123_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-123_ses-02_run-1:\n",
-      "\t[ Remove sub-123_ses-02_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-123_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-123_ses-02_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-123_ses-02_task-Drive_run-1_events.tsv]\n",
-      "sub-123_ses-03_run-1:\n",
-      "\t[ Remove sub-123_ses-03_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-123_ses-03_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-123_ses-03_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-123_ses-03_task-Drive_run-1_events.tsv]\n",
-      "sub-123_ses-04_run-1:\n",
-      "\t[ Remove sub-123_ses-04_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-123_ses-04_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-123_ses-04_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-123_ses-04_task-Drive_run-1_events.tsv]\n",
-      "sub-123_ses-05_run-1:\n",
-      "\t[ Remove sub-123_ses-05_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-123_ses-05_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-123_ses-05_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-123_ses-05_task-Drive_run-1_events.tsv]\n",
-      "sub-123_ses-06_run-1:\n",
-      "\t[ Remove sub-123_ses-06_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-123_ses-06_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-123_ses-06_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-123_ses-06_task-Drive_run-1_events.tsv]\n",
-      "sub-124_ses-01_run-1:\n",
-      "\t[ Remove sub-124_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-124_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-124_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-124_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-124_ses-02_run-1:\n",
-      "\t[ Remove sub-124_ses-02_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-124_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-124_ses-02_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-124_ses-02_task-Drive_run-1_events.tsv]\n",
-      "sub-124_ses-03_run-1:\n",
-      "\t[ Remove sub-124_ses-03_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-124_ses-03_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-124_ses-03_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-124_ses-03_task-Drive_run-1_events.tsv]\n",
-      "sub-124_ses-04_run-1:\n",
-      "\t[ Remove sub-124_ses-04_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-124_ses-04_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-124_ses-04_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-124_ses-04_task-Drive_run-1_events.tsv]\n",
-      "sub-124_ses-05_run-1:\n",
-      "\t[ Remove sub-124_ses-05_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-124_ses-05_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-124_ses-05_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-124_ses-05_task-Drive_run-1_events.tsv]\n",
-      "sub-124_ses-06_run-1:\n",
-      "\t[ Remove sub-124_ses-06_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-124_ses-06_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-124_ses-06_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-124_ses-06_task-Drive_run-1_events.tsv]\n",
-      "sub-124_ses-07_run-1:\n",
-      "\t[ Remove sub-124_ses-07_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-124_ses-07_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-124_ses-07_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-124_ses-07_task-Drive_run-1_events.tsv]\n",
-      "sub-125_ses-01_run-1:\n",
-      "\t[ Remove sub-125_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-125_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-125_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-125_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-125_ses-02_run-1:\n",
-      "\t[ Remove sub-125_ses-02_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-125_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-125_ses-02_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-125_ses-02_task-Drive_run-1_events.tsv]\n",
-      "sub-125_ses-03_run-1:\n",
-      "\t[ Remove sub-125_ses-03_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-125_ses-03_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-125_ses-03_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-125_ses-03_task-Drive_run-1_events.tsv]\n",
-      "sub-125_ses-04_run-1:\n",
-      "\t[ Remove sub-125_ses-04_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-125_ses-04_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-125_ses-04_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-125_ses-04_task-Drive_run-1_events.tsv]\n",
-      "sub-125_ses-05_run-1:\n",
-      "\t[ Remove sub-125_ses-05_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-125_ses-05_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-125_ses-05_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-125_ses-05_task-Drive_run-1_events.tsv]\n",
-      "sub-125_ses-06_run-1:\n",
-      "\t[ Remove sub-125_ses-06_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-125_ses-06_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-125_ses-06_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-125_ses-06_task-Drive_run-1_events.tsv]\n",
-      "sub-125_ses-07_run-1:\n",
-      "\t[ Remove sub-125_ses-07_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-125_ses-07_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-125_ses-07_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-125_ses-07_task-Drive_run-1_events.tsv]\n",
-      "sub-126_ses-01_run-1:\n",
-      "\t[ Remove sub-126_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-126_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-126_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-126_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-126_ses-02_run-1:\n",
-      "\t[ Remove sub-126_ses-02_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-126_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-126_ses-02_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-126_ses-02_task-Drive_run-1_events.tsv]\n",
-      "sub-126_ses-03_run-1:\n",
-      "\t[ Remove sub-126_ses-03_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-126_ses-03_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-126_ses-03_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-126_ses-03_task-Drive_run-1_events.tsv]\n",
-      "sub-126_ses-04_run-1:\n",
-      "\t[ Remove sub-126_ses-04_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-126_ses-04_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-126_ses-04_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-126_ses-04_task-Drive_run-1_events.tsv]\n",
-      "sub-126_ses-05_run-1:\n",
-      "\t[ Remove sub-126_ses-05_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-126_ses-05_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-126_ses-05_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-126_ses-05_task-Drive_run-1_events.tsv]\n",
-      "sub-126_ses-06_run-1:\n",
-      "\t[ Remove sub-126_ses-06_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-126_ses-06_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-126_ses-06_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-126_ses-06_task-Drive_run-1_events.tsv]\n",
-      "sub-127_ses-01_run-1:\n",
-      "\t[ Remove sub-127_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-127_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-127_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-127_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-128_ses-01_run-1:\n",
-      "\t[ Remove sub-128_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-128_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-128_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-128_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-128_ses-02_run-1:\n",
-      "\t[ Remove sub-128_ses-02_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-128_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-128_ses-02_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-128_ses-02_task-Drive_run-1_events.tsv]\n",
-      "sub-129_ses-01_run-1:\n",
-      "\t[ Remove sub-129_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-129_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-129_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-129_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-13_ses-01_run-1:\n",
-      "\t[ Remove sub-13_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-13_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-13_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-13_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-130_ses-01_run-1:\n",
-      "\t[ Remove sub-130_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-130_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-130_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-130_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-130_ses-02_run-1:\n",
-      "\t[ Remove sub-130_ses-02_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-130_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-130_ses-02_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-130_ses-02_task-Drive_run-1_events.tsv]\n",
-      "sub-131_ses-01_run-1:\n",
-      "\t[ Remove sub-131_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-131_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-131_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-131_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-131_ses-02_run-1:\n",
-      "\t[ Remove sub-131_ses-02_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-131_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-131_ses-02_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-131_ses-02_task-Drive_run-1_events.tsv]\n",
-      "sub-132_ses-01_run-1:\n",
-      "\t[ Remove sub-132_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-132_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-132_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-132_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-133_ses-01_run-1:\n",
-      "\t[ Remove sub-133_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-133_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-133_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-133_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-133_ses-02_run-1:\n",
-      "\t[ Remove sub-133_ses-02_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-133_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-133_ses-02_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-133_ses-02_task-Drive_run-1_events.tsv]\n",
-      "sub-134_ses-01_run-1:\n",
-      "\t[ Remove sub-134_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-134_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-134_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-134_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-135_ses-01_run-1:\n",
-      "\t[ Remove sub-135_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-135_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-135_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-135_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-136_ses-01_run-1:\n",
-      "\t[ Remove sub-136_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-136_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-136_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-136_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-137_ses-01_run-1:\n",
-      "\t[ Remove sub-137_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-137_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-137_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-137_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-138_ses-01_run-1:\n",
-      "\t[ Remove sub-138_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-138_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-138_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-138_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-139_ses-01_run-1:\n",
-      "\t[ Remove sub-139_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-139_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-139_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-139_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-14_ses-01_run-1:\n",
-      "\t[ Remove sub-14_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-14_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-14_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-14_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-140_ses-01_run-1:\n",
-      "\t[ Remove sub-140_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-140_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-140_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-140_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-140_ses-02_run-1:\n",
-      "\t[ Remove sub-140_ses-02_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-140_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-140_ses-02_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-140_ses-02_task-Drive_run-1_events.tsv]\n",
-      "sub-140_ses-03_run-1:\n",
-      "\t[ Remove sub-140_ses-03_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-140_ses-03_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-140_ses-03_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-140_ses-03_task-Drive_run-1_events.tsv]\n",
-      "sub-141_ses-01_run-1:\n",
-      "\t[ Remove sub-141_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-141_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-141_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-141_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-142_ses-01_run-1:\n",
-      "\t[ Remove sub-142_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-142_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-142_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-142_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-143_ses-01_run-1:\n",
-      "\t[ Remove sub-143_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-143_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-143_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-143_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-143_ses-02_run-1:\n",
-      "\t[ Remove sub-143_ses-02_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-143_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-143_ses-02_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-143_ses-02_task-Drive_run-1_events.tsv]\n",
-      "sub-144_ses-01_run-1:\n",
-      "\t[ Remove sub-144_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-144_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-144_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-144_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-145_ses-01_run-1:\n",
-      "\t[ Remove sub-145_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-145_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-145_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-145_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-146_ses-01_run-1:\n",
-      "\t[ Remove sub-146_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-146_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-146_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-146_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-146_ses-02_run-1:\n",
-      "\t[ Remove sub-146_ses-02_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-146_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-146_ses-02_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-146_ses-02_task-Drive_run-1_events.tsv]\n",
-      "sub-147_ses-01_run-1:\n",
-      "\t[ Remove sub-147_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-147_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-147_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-147_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-148_ses-01_run-1:\n",
-      "\t[ Remove sub-148_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-148_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-148_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-148_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-149_ses-01_run-1:\n",
-      "\t[ Remove sub-149_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-149_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-149_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-149_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-149_ses-02_run-1:\n",
-      "\t[ Remove sub-149_ses-02_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-149_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-149_ses-02_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-149_ses-02_task-Drive_run-1_events.tsv]\n",
-      "sub-15_ses-01_run-1:\n",
-      "\t[ Remove sub-15_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-15_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-15_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-15_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-150_ses-01_run-1:\n",
-      "\t[ Remove sub-150_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-150_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-150_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-150_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-150_ses-02_run-1:\n",
-      "\t[ Remove sub-150_ses-02_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-150_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-150_ses-02_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-150_ses-02_task-Drive_run-1_events.tsv]\n",
-      "sub-151_ses-01_run-1:\n",
-      "\t[ Remove sub-151_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-151_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-151_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-151_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-152_ses-01_run-1:\n",
-      "\t[ Remove sub-152_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-152_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-152_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-152_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-153_ses-01_run-1:\n",
-      "\t[ Remove sub-153_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-153_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-153_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-153_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-154_ses-01_run-1:\n",
-      "\t[ Remove sub-154_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-154_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-154_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-154_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-155_ses-01_run-1:\n",
-      "\t[ Remove sub-155_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-155_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-155_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-155_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-155_ses-02_run-1:\n",
-      "\t[ Remove sub-155_ses-02_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-155_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-155_ses-02_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-155_ses-02_task-Drive_run-1_events.tsv]\n",
-      "sub-156_ses-01_run-1:\n",
-      "\t[ Remove sub-156_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-156_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-156_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-156_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-16_ses-01_run-1:\n",
-      "\t[ Remove sub-16_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-16_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-16_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-16_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-17_ses-01_run-1:\n",
-      "\t[ Remove sub-17_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-17_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-17_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-17_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-18_ses-01_run-1:\n",
-      "\t[ Remove sub-18_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-18_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-18_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-18_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-19_ses-01_run-1:\n",
-      "\t[ Remove sub-19_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-19_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-19_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-19_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-20_ses-01_run-1:\n",
-      "\t[ Remove sub-20_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-20_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-20_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-20_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-21_ses-01_run-1:\n",
-      "\t[ Remove sub-21_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-21_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-21_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-21_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-22_ses-01_run-1:\n",
-      "\t[ Remove sub-22_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-22_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-22_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-22_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-23_ses-01_run-1:\n",
-      "\t[ Remove sub-23_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-23_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-23_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-23_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-24_ses-01_run-1:\n",
-      "\t[ Remove sub-24_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-24_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-24_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-24_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-25_ses-01_run-1:\n",
-      "\t[ Remove sub-25_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-25_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-25_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-25_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-26_ses-01_run-1:\n",
-      "\t[ Remove sub-26_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-26_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-26_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-26_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-27_ses-01_run-1:\n",
-      "\t[ Remove sub-27_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-27_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-27_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-27_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-28_ses-01_run-1:\n",
-      "\t[ Remove sub-28_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-28_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-28_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-28_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-29_ses-01_run-1:\n",
-      "\t[ Remove sub-29_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-29_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-29_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-29_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-30_ses-01_run-1:\n",
-      "\t[ Remove sub-30_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-30_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-30_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-30_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-31_ses-01_run-1:\n",
-      "\t[ Remove sub-31_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-31_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-31_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-31_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-31_ses-02_run-1:\n",
-      "\t[ Remove sub-31_ses-02_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-31_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-31_ses-02_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-31_ses-02_task-Drive_run-1_events.tsv]\n",
-      "sub-32_ses-01_run-1:\n",
-      "\t[ Remove sub-32_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-32_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-32_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-32_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-33_ses-01_run-1:\n",
-      "\t[ Remove sub-33_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-33_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-33_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-33_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-33_ses-02_run-1:\n",
-      "\t[ Remove sub-33_ses-02_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-33_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-33_ses-02_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-33_ses-02_task-Drive_run-1_events.tsv]\n",
-      "sub-33_ses-03_run-1:\n",
-      "\t[ Remove sub-33_ses-03_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-33_ses-03_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-33_ses-03_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-33_ses-03_task-Drive_run-1_events.tsv]\n",
-      "sub-34_ses-01_run-1:\n",
-      "\t[ Remove sub-34_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-34_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-34_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-34_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-35_ses-01_run-1:\n",
-      "\t[ Remove sub-35_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-35_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-35_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-35_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-36_ses-01_run-1:\n",
-      "\t[ Remove sub-36_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-36_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-36_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-36_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-37_ses-01_run-1:\n",
-      "\t[ Remove sub-37_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-37_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-37_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-37_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-38_ses-01_run-1:\n",
-      "\t[ Remove sub-38_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-38_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-38_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-38_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-39_ses-01_run-1:\n",
-      "\t[ Remove sub-39_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-39_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-39_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-39_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-40_ses-01_run-1:\n",
-      "\t[ Remove sub-40_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-40_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-40_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-40_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-41_ses-01_run-1:\n",
-      "\t[ Remove sub-41_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-41_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-41_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-41_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-42_ses-01_run-1:\n",
-      "\t[ Remove sub-42_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-42_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-42_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-42_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-43_ses-01_run-1:\n",
-      "\t[ Remove sub-43_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-43_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-43_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-43_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-44_ses-01_run-1:\n",
-      "\t[ Remove sub-44_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-44_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-44_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-44_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-44_ses-02_run-1:\n",
-      "\t[ Remove sub-44_ses-02_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-44_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-44_ses-02_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-44_ses-02_task-Drive_run-1_events.tsv]\n",
-      "sub-45_ses-01_run-1:\n",
-      "\t[ Remove sub-45_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-45_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-45_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-45_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-46_ses-01_run-1:\n",
-      "\t[ Remove sub-46_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-46_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-46_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-46_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-47_ses-01_run-1:\n",
-      "\t[ Remove sub-47_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-47_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-47_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-47_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-47_ses-02_run-1:\n",
-      "\t[ Remove sub-47_ses-02_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-47_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-47_ses-02_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-47_ses-02_task-Drive_run-1_events.tsv]\n",
-      "sub-48_ses-01_run-1:\n",
-      "\t[ Remove sub-48_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-48_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-48_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-48_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-49_ses-01_run-1:\n",
-      "\t[ Remove sub-49_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-49_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-49_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-49_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-50_ses-01_run-1:\n",
-      "\t[ Remove sub-50_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-50_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-50_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-50_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-51_ses-01_run-1:\n",
-      "\t[ Remove sub-51_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-51_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-51_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-51_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-52_ses-01_run-1:\n",
-      "\t[ Remove sub-52_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-52_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-52_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-52_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-53_ses-01_run-1:\n",
-      "\t[ Remove sub-53_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-53_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-53_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-53_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-54_ses-01_run-1:\n",
-      "\t[ Remove sub-54_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-54_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-54_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-54_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-55_ses-01_run-1:\n",
-      "\t[ Remove sub-55_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-55_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-55_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-55_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-56_ses-01_run-1:\n",
-      "\t[ Remove sub-56_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-56_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-56_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-56_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-57_ses-01_run-1:\n",
-      "\t[ Remove sub-57_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-57_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-57_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-57_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-58_ses-01_run-1:\n",
-      "\t[ Remove sub-58_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-58_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-58_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-58_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-58_ses-02_run-1:\n",
-      "\t[ Remove sub-58_ses-02_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-58_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-58_ses-02_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-58_ses-02_task-Drive_run-1_events.tsv]\n",
-      "sub-58_ses-03_run-1:\n",
-      "\t[ Remove sub-58_ses-03_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-58_ses-03_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-58_ses-03_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-58_ses-03_task-Drive_run-1_events.tsv]\n",
-      "sub-59_ses-01_run-1:\n",
-      "\t[ Remove sub-59_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-59_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-59_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-59_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-59_ses-02_run-1:\n",
-      "\t[ Remove sub-59_ses-02_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-59_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-59_ses-02_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-59_ses-02_task-Drive_run-1_events.tsv]\n",
-      "sub-59_ses-03_run-1:\n",
-      "\t[ Remove sub-59_ses-03_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-59_ses-03_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-59_ses-03_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-59_ses-03_task-Drive_run-1_events.tsv]\n",
-      "sub-60_ses-01_run-1:\n",
-      "\t[ Remove sub-60_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-60_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-60_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-60_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-61_ses-01_run-1:\n",
-      "\t[ Remove sub-61_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-61_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-61_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-61_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-61_ses-02_run-1:\n",
-      "\t[ Remove sub-61_ses-02_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-61_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-61_ses-02_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-61_ses-02_task-Drive_run-1_events.tsv]\n",
-      "sub-62_ses-01_run-1:\n",
-      "\t[ Remove sub-62_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-62_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-62_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-62_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-63_ses-01_run-1:\n",
-      "\t[ Remove sub-63_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-63_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-63_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-63_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-63_ses-02_run-1:\n",
-      "\t[ Remove sub-63_ses-02_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-63_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-63_ses-02_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-63_ses-02_task-Drive_run-1_events.tsv]\n",
-      "sub-63_ses-03_run-1:\n",
-      "\t[ Remove sub-63_ses-03_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-63_ses-03_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-63_ses-03_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-63_ses-03_task-Drive_run-1_events.tsv]\n",
-      "sub-64_ses-01_run-1:\n",
-      "\t[ Remove sub-64_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-64_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-64_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-64_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-65_ses-01_run-1:\n",
-      "\t[ Remove sub-65_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-65_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-65_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-65_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-66_ses-01_run-1:\n",
-      "\t[ Remove sub-66_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-66_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-66_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-66_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-66_ses-02_run-1:\n",
-      "\t[ Remove sub-66_ses-02_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-66_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-66_ses-02_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-66_ses-02_task-Drive_run-1_events.tsv]\n",
-      "sub-66_ses-03_run-1:\n",
-      "\t[ Remove sub-66_ses-03_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-66_ses-03_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-66_ses-03_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-66_ses-03_task-Drive_run-1_events.tsv]\n",
-      "sub-67_ses-01_run-1:\n",
-      "\t[ Remove sub-67_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-67_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-67_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-67_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-68_ses-01_run-1:\n",
-      "\t[ Remove sub-68_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-68_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-68_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-68_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-69_ses-01_run-1:\n",
-      "\t[ Remove sub-69_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-69_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-69_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-69_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-70_ses-01_run-1:\n",
-      "\t[ Remove sub-70_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-70_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-70_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-70_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-70_ses-02_run-1:\n",
-      "\t[ Remove sub-70_ses-02_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-70_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-70_ses-02_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-70_ses-02_task-Drive_run-1_events.tsv]\n",
-      "sub-70_ses-03_run-1:\n",
-      "\t[ Remove sub-70_ses-03_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-70_ses-03_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-70_ses-03_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-70_ses-03_task-Drive_run-1_events.tsv]\n",
-      "sub-71_ses-01_run-1:\n",
-      "\t[ Remove sub-71_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-71_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-71_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-71_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-71_ses-02_run-1:\n",
-      "\t[ Remove sub-71_ses-02_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-71_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-71_ses-02_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-71_ses-02_task-Drive_run-1_events.tsv]\n",
-      "sub-71_ses-03_run-1:\n",
-      "\t[ Remove sub-71_ses-03_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-71_ses-03_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-71_ses-03_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-71_ses-03_task-Drive_run-1_events.tsv]\n",
-      "sub-72_ses-01_run-1:\n",
-      "\t[ Remove sub-72_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-72_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-72_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-72_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-73_ses-01_run-1:\n",
-      "\t[ Remove sub-73_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-73_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-73_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-73_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-74_ses-01_run-1:\n",
-      "\t[ Remove sub-74_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-74_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-74_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-74_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-75_ses-01_run-1:\n",
-      "\t[ Remove sub-75_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-75_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-75_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-75_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-76_ses-01_run-1:\n",
-      "\t[ Remove sub-76_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-76_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-76_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-76_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-76_ses-02_run-1:\n",
-      "\t[ Remove sub-76_ses-02_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-76_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-76_ses-02_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-76_ses-02_task-Drive_run-1_events.tsv]\n",
-      "sub-76_ses-03_run-1:\n",
-      "\t[ Remove sub-76_ses-03_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-76_ses-03_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-76_ses-03_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-76_ses-03_task-Drive_run-1_events.tsv]\n",
-      "sub-77_ses-01_run-1:\n",
-      "\t[ Remove sub-77_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-77_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-77_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-77_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-78_ses-01_run-1:\n",
-      "\t[ Remove sub-78_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-78_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-78_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-78_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-78_ses-02_run-1:\n",
-      "\t[ Remove sub-78_ses-02_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-78_ses-02_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-78_ses-02_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-78_ses-02_task-Drive_run-1_events.tsv]\n",
-      "sub-78_ses-03_run-1:\n",
-      "\t[ Remove sub-78_ses-03_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-78_ses-03_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-78_ses-03_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-78_ses-03_task-Drive_run-1_events.tsv]\n",
-      "sub-79_ses-01_run-1:\n",
-      "\t[ Remove sub-79_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-79_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-79_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-79_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-80_ses-01_run-1:\n",
-      "\t[ Remove sub-80_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-80_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-80_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-80_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-81_ses-01_run-1:\n",
-      "\t[ Remove sub-81_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-81_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-81_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-81_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-82_ses-01_run-1:\n",
-      "\t[ Remove sub-82_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-82_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-82_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-82_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-83_ses-01_run-1:\n",
-      "\t[ Remove sub-83_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-83_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-83_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-83_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-84_ses-01_run-1:\n",
-      "\t[ Remove sub-84_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-84_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-84_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-84_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-85_ses-01_run-1:\n",
-      "\t[ Remove sub-85_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-85_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-85_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-85_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-86_ses-01_run-1:\n",
-      "\t[ Remove sub-86_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-86_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-86_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-86_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-87_ses-01_run-1:\n",
-      "\t[ Remove sub-87_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-87_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-87_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-87_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-88_ses-01_run-1:\n",
-      "\t[ Remove sub-88_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-88_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-88_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-88_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-89_ses-01_run-1:\n",
-      "\t[ Remove sub-89_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-89_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-89_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-89_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-90_ses-01_run-1:\n",
-      "\t[ Remove sub-90_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-90_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-90_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-90_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-91_ses-01_run-1:\n",
-      "\t[ Remove sub-91_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-91_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-91_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-91_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-92_ses-01_run-1:\n",
-      "\t[ Remove sub-92_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-92_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-92_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-92_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-93_ses-01_run-1:\n",
-      "\t[ Remove sub-93_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-93_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-93_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-93_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-94_ses-01_run-1:\n",
-      "\t[ Remove sub-94_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-94_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-94_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-94_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-95_ses-01_run-1:\n",
-      "\t[ Remove sub-95_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-95_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-95_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-95_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-96_ses-01_run-1:\n",
-      "\t[ Remove sub-96_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-96_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-96_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-96_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-97_ses-01_run-1:\n",
-      "\t[ Remove sub-97_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-97_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-97_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-97_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-98_ses-01_run-1:\n",
-      "\t[ Remove sub-98_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-98_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-98_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-98_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-99_ses-01_run-1:\n",
-      "\t[ Remove sub-99_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-99_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-99_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-99_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\n",
-      "\n",
-      "ERROR Summary:\n",
-      ": Level ERROR\n",
-      "sub-01_ses-01_run-1:\n",
-      "sub-02_ses-01_run-1:\n",
-      "sub-03_ses-01_run-1:\n",
-      "sub-04_ses-01_run-1:\n",
-      "sub-05_ses-01_run-1:\n",
-      "sub-06_ses-01_run-1:\n",
-      "sub-07_ses-01_run-1:\n",
-      "sub-08_ses-01_run-1:\n",
-      "sub-09_ses-01_run-1:\n",
-      "sub-10_ses-01_run-1:\n",
-      "sub-100_ses-01_run-1:\n",
-      "sub-100_ses-02_run-1:\n",
-      "sub-100_ses-03_run-1:\n",
-      "sub-100_ses-04_run-1:\n",
-      "sub-100_ses-05_run-1:\n",
-      "sub-100_ses-06_run-1:\n",
-      "sub-100_ses-07_run-1:\n",
-      "sub-101_ses-01_run-1:\n",
-      "sub-102_ses-01_run-1:\n",
-      "sub-103_ses-01_run-1:\n",
-      "sub-104_ses-01_run-1:\n",
-      "sub-105_ses-01_run-1:\n",
-      "sub-106_ses-01_run-1:\n",
-      "sub-106_ses-02_run-1:\n",
-      "sub-107_ses-01_run-1:\n",
-      "sub-108_ses-01_run-1:\n",
-      "sub-109_ses-01_run-1:\n",
-      "sub-11_ses-01_run-1:\n",
-      "sub-110_ses-01_run-1:\n",
-      "sub-111_ses-01_run-1:\n",
-      "sub-112_ses-01_run-1:\n",
-      "sub-112_ses-02_run-1:\n",
-      "sub-112_ses-03_run-1:\n",
-      "sub-112_ses-04_run-1:\n",
-      "sub-112_ses-05_run-1:\n",
-      "sub-112_ses-06_run-1:\n",
-      "sub-112_ses-07_run-1:\n",
-      "sub-113_ses-01_run-1:\n",
-      "sub-114_ses-01_run-1:\n",
-      "sub-115_ses-01_run-1:\n",
-      "sub-116_ses-01_run-1:\n",
-      "sub-117_ses-01_run-1:\n",
-      "sub-117_ses-02_run-1:\n",
-      "sub-117_ses-03_run-1:\n",
-      "sub-117_ses-04_run-1:\n",
-      "sub-117_ses-05_run-1:\n",
-      "sub-117_ses-06_run-1:\n",
-      "sub-118_ses-01_run-1:\n",
-      "sub-119_ses-01_run-1:\n",
-      "sub-12_ses-01_run-1:\n",
-      "sub-120_ses-01_run-1:\n",
-      "sub-120_ses-02_run-1:\n",
-      "sub-120_ses-03_run-1:\n",
-      "sub-120_ses-04_run-1:\n",
-      "sub-120_ses-05_run-1:\n",
-      "sub-120_ses-06_run-1:\n",
-      "sub-120_ses-07_run-1:\n",
-      "sub-121_ses-01_run-1:\n",
-      "sub-121_ses-02_run-1:\n",
-      "sub-121_ses-03_run-1:\n",
-      "sub-121_ses-04_run-1:\n",
-      "sub-121_ses-05_run-1:\n",
-      "sub-121_ses-06_run-1:\n",
-      "sub-121_ses-07_run-1:\n",
-      "sub-122_ses-01_run-1:\n",
-      "sub-122_ses-02_run-1:\n",
-      "sub-122_ses-03_run-1:\n",
-      "sub-122_ses-04_run-1:\n",
-      "sub-122_ses-05_run-1:\n",
-      "sub-122_ses-06_run-1:\n",
-      "sub-122_ses-07_run-1:\n",
-      "sub-123_ses-01_run-1:\n",
-      "sub-123_ses-02_run-1:\n",
-      "sub-123_ses-03_run-1:\n",
-      "sub-123_ses-04_run-1:\n",
-      "sub-123_ses-05_run-1:\n",
-      "sub-123_ses-06_run-1:\n",
-      "sub-124_ses-01_run-1:\n",
-      "sub-124_ses-02_run-1:\n",
-      "sub-124_ses-03_run-1:\n",
-      "sub-124_ses-04_run-1:\n",
-      "sub-124_ses-05_run-1:\n",
-      "sub-124_ses-06_run-1:\n",
-      "sub-124_ses-07_run-1:\n",
-      "sub-125_ses-01_run-1:\n",
-      "sub-125_ses-02_run-1:\n",
-      "sub-125_ses-03_run-1:\n",
-      "sub-125_ses-04_run-1:\n",
-      "sub-125_ses-05_run-1:\n",
-      "sub-125_ses-06_run-1:\n",
-      "sub-125_ses-07_run-1:\n",
-      "sub-126_ses-01_run-1:\n",
-      "sub-126_ses-02_run-1:\n",
-      "sub-126_ses-03_run-1:\n",
-      "sub-126_ses-04_run-1:\n",
-      "sub-126_ses-05_run-1:\n",
-      "sub-126_ses-06_run-1:\n",
-      "sub-127_ses-01_run-1:\n",
-      "sub-128_ses-01_run-1:\n",
-      "sub-128_ses-02_run-1:\n",
-      "sub-129_ses-01_run-1:\n",
-      "sub-13_ses-01_run-1:\n",
-      "sub-130_ses-01_run-1:\n",
-      "sub-130_ses-02_run-1:\n",
-      "sub-131_ses-01_run-1:\n",
-      "sub-131_ses-02_run-1:\n",
-      "sub-132_ses-01_run-1:\n",
-      "sub-133_ses-01_run-1:\n",
-      "sub-133_ses-02_run-1:\n",
-      "sub-134_ses-01_run-1:\n",
-      "sub-135_ses-01_run-1:\n",
-      "sub-136_ses-01_run-1:\n",
-      "sub-137_ses-01_run-1:\n",
-      "sub-138_ses-01_run-1:\n",
-      "sub-139_ses-01_run-1:\n",
-      "sub-14_ses-01_run-1:\n",
-      "sub-140_ses-01_run-1:\n",
-      "sub-140_ses-02_run-1:\n",
-      "sub-140_ses-03_run-1:\n",
-      "sub-141_ses-01_run-1:\n",
-      "sub-142_ses-01_run-1:\n",
-      "sub-143_ses-01_run-1:\n",
-      "sub-143_ses-02_run-1:\n",
-      "sub-144_ses-01_run-1:\n",
-      "sub-145_ses-01_run-1:\n",
-      "sub-146_ses-01_run-1:\n",
-      "sub-146_ses-02_run-1:\n",
-      "sub-147_ses-01_run-1:\n",
-      "sub-148_ses-01_run-1:\n",
-      "sub-149_ses-01_run-1:\n",
-      "sub-149_ses-02_run-1:\n",
-      "sub-15_ses-01_run-1:\n",
-      "sub-150_ses-01_run-1:\n",
-      "sub-150_ses-02_run-1:\n",
-      "sub-151_ses-01_run-1:\n",
-      "sub-152_ses-01_run-1:\n",
-      "sub-153_ses-01_run-1:\n",
-      "sub-154_ses-01_run-1:\n",
-      "sub-155_ses-01_run-1:\n",
-      "sub-155_ses-02_run-1:\n",
-      "sub-156_ses-01_run-1:\n",
-      "sub-16_ses-01_run-1:\n",
-      "sub-17_ses-01_run-1:\n",
-      "sub-18_ses-01_run-1:\n",
-      "sub-19_ses-01_run-1:\n",
-      "sub-20_ses-01_run-1:\n",
-      "sub-21_ses-01_run-1:\n",
-      "sub-22_ses-01_run-1:\n",
-      "sub-23_ses-01_run-1:\n",
-      "sub-24_ses-01_run-1:\n",
-      "sub-25_ses-01_run-1:\n",
-      "sub-26_ses-01_run-1:\n",
-      "sub-27_ses-01_run-1:\n",
-      "sub-28_ses-01_run-1:\n",
-      "sub-29_ses-01_run-1:\n",
-      "sub-30_ses-01_run-1:\n",
-      "sub-31_ses-01_run-1:\n",
-      "sub-31_ses-02_run-1:\n",
-      "sub-32_ses-01_run-1:\n",
-      "sub-33_ses-01_run-1:\n",
-      "sub-33_ses-02_run-1:\n",
-      "sub-33_ses-03_run-1:\n",
-      "sub-34_ses-01_run-1:\n",
-      "sub-35_ses-01_run-1:\n",
-      "sub-36_ses-01_run-1:\n",
-      "sub-37_ses-01_run-1:\n",
-      "sub-38_ses-01_run-1:\n",
-      "sub-39_ses-01_run-1:\n",
-      "sub-40_ses-01_run-1:\n",
-      "sub-41_ses-01_run-1:\n",
-      "sub-42_ses-01_run-1:\n",
-      "sub-43_ses-01_run-1:\n",
-      "sub-44_ses-01_run-1:\n",
-      "sub-44_ses-02_run-1:\n",
-      "sub-45_ses-01_run-1:\n",
-      "sub-46_ses-01_run-1:\n",
-      "sub-47_ses-01_run-1:\n",
-      "sub-47_ses-02_run-1:\n",
-      "sub-48_ses-01_run-1:\n",
-      "sub-49_ses-01_run-1:\n",
-      "sub-50_ses-01_run-1:\n",
-      "sub-51_ses-01_run-1:\n",
-      "sub-52_ses-01_run-1:\n",
-      "sub-53_ses-01_run-1:\n",
-      "sub-54_ses-01_run-1:\n",
-      "sub-55_ses-01_run-1:\n",
-      "sub-56_ses-01_run-1:\n",
-      "sub-57_ses-01_run-1:\n",
-      "sub-58_ses-01_run-1:\n",
-      "sub-58_ses-02_run-1:\n",
-      "sub-58_ses-03_run-1:\n",
-      "sub-59_ses-01_run-1:\n",
-      "sub-59_ses-02_run-1:\n",
-      "sub-59_ses-03_run-1:\n",
-      "sub-60_ses-01_run-1:\n",
-      "sub-61_ses-01_run-1:\n",
-      "sub-61_ses-02_run-1:\n",
-      "sub-62_ses-01_run-1:\n",
-      "sub-63_ses-01_run-1:\n",
-      "sub-63_ses-02_run-1:\n",
-      "sub-63_ses-03_run-1:\n",
-      "sub-64_ses-01_run-1:\n",
-      "sub-65_ses-01_run-1:\n",
-      "sub-66_ses-01_run-1:\n",
-      "sub-66_ses-02_run-1:\n",
-      "sub-66_ses-03_run-1:\n",
-      "sub-67_ses-01_run-1:\n",
-      "sub-68_ses-01_run-1:\n",
-      "sub-69_ses-01_run-1:\n",
-      "sub-70_ses-01_run-1:\n",
-      "sub-70_ses-02_run-1:\n",
-      "sub-70_ses-03_run-1:\n",
-      "sub-71_ses-01_run-1:\n",
-      "sub-71_ses-02_run-1:\n",
-      "sub-71_ses-03_run-1:\n",
-      "sub-72_ses-01_run-1:\n",
-      "sub-73_ses-01_run-1:\n",
-      "sub-74_ses-01_run-1:\n",
-      "sub-75_ses-01_run-1:\n",
-      "sub-76_ses-01_run-1:\n",
-      "sub-76_ses-02_run-1:\n",
-      "sub-76_ses-03_run-1:\n",
-      "sub-77_ses-01_run-1:\n",
-      "sub-78_ses-01_run-1:\n",
-      "sub-78_ses-02_run-1:\n",
-      "sub-78_ses-03_run-1:\n",
-      "sub-79_ses-01_run-1:\n",
-      "sub-80_ses-01_run-1:\n",
-      "sub-81_ses-01_run-1:\n",
-      "sub-82_ses-01_run-1:\n",
-      "sub-83_ses-01_run-1:\n",
-      "sub-84_ses-01_run-1:\n",
-      "sub-85_ses-01_run-1:\n",
-      "sub-86_ses-01_run-1:\n",
-      "sub-87_ses-01_run-1:\n",
-      "sub-88_ses-01_run-1:\n",
-      "sub-89_ses-01_run-1:\n",
-      "sub-90_ses-01_run-1:\n",
-      "sub-91_ses-01_run-1:\n",
-      "sub-92_ses-01_run-1:\n",
-      "sub-93_ses-01_run-1:\n",
-      "sub-94_ses-01_run-1:\n",
-      "sub-95_ses-01_run-1:\n",
-      "sub-96_ses-01_run-1:\n",
-      "sub-97_ses-01_run-1:\n",
-      "sub-98_ses-01_run-1:\n",
-      "sub-99_ses-01_run-1:\n"
-     ]
-    }
-   ],
-   "source": [
-    "import os\n",
-    "import datetime\n",
-    "from hed.tools import BidsTabularDictionary, HedLogger\n",
-    "from hed.util import get_file_list\n",
-    "\n",
-    "# Variables to set for the specific dataset\n",
-    "bids_root_path = 's:/bcit/CalibrationDrivingWorkingPhaseTwo'\n",
-    "exclude_dirs = ['sourcedata', 'stimuli', 'code']\n",
-    "entities = ('sub', 'ses', 'run')\n",
-    "log_name = 'bcit_calibration_driving_03_remove_files_log'\n",
-    "\n",
-    "# Set up the logger\n",
-    "log_file_name = f\"code/curation_logs/{log_name}.txt\"\n",
-    "logger = HedLogger(name=log_name)\n",
-    "\n",
-    "# Make sure that there actually are temp_files to move\n",
-    "temp_files = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_eventstemp\", exclude_dirs=exclude_dirs)\n",
-    "if not temp_files:\n",
-    "    raise Exception(\"There are no eventstemp files to move to events\")\n",
-    "\n",
-    "# Construct the event file dictionaries for the BIDS and for EEG.event files\n",
-    "files_bids = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_events\", exclude_dirs=exclude_dirs)\n",
-    "bids_dict = BidsTabularDictionary(\"Bids event files\", files_bids, entities=entities)\n",
-    "\n",
-    "# Set logger and remove the appropriate files\n",
-    "for key, file in bids_dict.iter_files():\n",
-    "    # Remove events.tsv\n",
-    "    filename = file.file_path\n",
-    "    os.remove(filename)\n",
-    "    logger.add(key, f\"Remove {os.path.basename(filename)}\")\n",
-    "\n",
-    "    # Remove eventstemp.tsv\n",
-    "    filename_temp = filename[:-4] + \"temp.tsv\"\n",
-    "    if os.path.isfile(filename_temp):\n",
-    "        os.remove(filename_temp)\n",
-    "        logger.add(key, f\"Removed {os.path.basename(filename_temp)}\")\n",
-    "    else:\n",
-    "        logger.add(key, f\"{os.path.basename(filename_temp)} does not exist and could not be removed\", level=\"ERROR\", also_print=True)\n",
-    "\n",
-    "    # Move eventstemp1.tsv to events.tsv\n",
-    "    filename_temp1 = filename[:-4] + \"temp1.tsv\"\n",
-    "    if os.path.isfile(filename_temp1):\n",
-    "        os.rename(filename_temp1, filename)\n",
-    "        logger.add(key, f\"Renamed {os.path.basename(filename_temp1)}\\n\\t\\tto {os.path.basename(filename)}\")\n",
-    "    else:\n",
-    "        logger.add(key, f\"{os.path.basename(filename_temp1)} does not exist and could not be moved\", level=\"ERROR\", also_print=True)\n",
-    "\n",
-    "# Now make sure there aren't any unexpected leftovers\n",
-    "temp_files = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_eventstemp\", exclude_dirs=exclude_dirs)\n",
-    "if temp_files:\n",
-    "    for file in temp_files:\n",
-    "        logger.add('', f\"{os.path.basename(file)} is unexpectedly left over\", level=\"ERROR\", also_print=True)\n",
-    "\n",
-    "temp1_files = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_eventstemp1\",\n",
-    "                           exclude_dirs=exclude_dirs)\n",
-    "if temp1_files:\n",
-    "    for file in temp1_files:\n",
-    "        logger.add('', f\"{os.path.basename(file)} is unexpectedly left over\", level=\"ERROR\", also_print=True)\n",
-    "\n",
-    "# Print the log\n",
-    "log_string = \"\\n\\nLog output:\\n\" + logger.get_log_string()\n",
-    "error_string = \"\\n\\nERROR Summary:\\n\" + logger.get_log_string(level=\"ERROR\")\n",
-    "print(log_string)\n",
-    "print(error_string)\n",
-    "save_path = os.path.join(bids_root_path, log_file_name)\n",
-    "with open(save_path, \"w\") as fp:\n",
-    "    fp.write(f\"{log_file_name} {datetime.datetime.now()}\\n\")\n",
-    "    fp.write(log_string)\n",
-    "    fp.write(error_string)"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Set up the directories and create a dictionary for _events.tsv\n"
-    }
-   }
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 2
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
\ No newline at end of file
diff --git a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_calibration_driving/bcit_calibration_driving_04_generate_sidecar.ipynb b/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_calibration_driving/bcit_calibration_driving_04_generate_sidecar.ipynb
deleted file mode 100644
index 9b277fc..0000000
--- a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_calibration_driving/bcit_calibration_driving_04_generate_sidecar.ipynb
+++ /dev/null
@@ -1,119 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "collapsed": true,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   },
-   "source": [
-    "## Generate a JSON events sidecar template and spreadsheet from a BIDS dataset\n",
-    "\n",
-    "This generates a JSON events sidecar template and a corresponding 4-column spreadsheet\n",
-    "for the BCIT Calibration Driving data.\n",
-    "\n",
-    "For tutorial examples of this process see the Jupyter notebooks:\n",
-    "- [`bids_generate_sidecar.ipynb`](https://github.com/hed-standard/hed-examples/blob/main/hedcode/jupyter_notebooks/bids_processing/bids_generate_sidecar.ipynb)\n",
-    "- [`bids_sidecar_to_spreadsheet.ipynb`](https://github.com/hed-standard/hed-examples/blob/main/hedcode/jupyter_notebooks/bids_processing/bids_sidecar_to_spreadsheet.ipynb)\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "source": [
-    "import os\n",
-    "import json\n",
-    "import datetime\n",
-    "from hed.tools import hed_to_df, BidsTabularSummary, HedLogger\n",
-    "from hed.util import get_file_list\n",
-    "\n",
-    "# Variables to set for the specific dataset\n",
-    "bids_root_path = 's:/bcit/CalibrationDrivingWorkingPhaseTwo'\n",
-    "json_path = os.path.realpath(os.path.join(bids_root_path, 'task-Drive_events.json'))\n",
-    "spreadsheet_path = os.path.realpath(os.path.join(bids_root_path, 'code/task-Drive_hed_spreadsheet.tsv'))\n",
-    "exclude_dirs = ['sourcedata', 'stimuli', 'code']\n",
-    "entities = ('sub', 'ses', 'run')\n",
-    "skip_columns = ['onset', 'duration', 'sample']\n",
-    "log_file_name = 'bcit_calibration_driving_04_generate_sidecar_log'\n",
-    "\n",
-    "# Construct the list of .event files\n",
-    "logger = HedLogger()\n",
-    "bids_files = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_events\", exclude_dirs=exclude_dirs)\n",
-    "\n",
-    "# Construct the event file value summary and generate a sidecar template representing dataset\n",
-    "logger.add(\"overall\", f\"Summarizing {len(bids_files)}\")\n",
-    "value_summary = BidsTabularSummary(skip_cols=skip_columns, name=\"BCIT Calibration Driving\")\n",
-    "value_summary.update(bids_files)\n",
-    "sidecar_template = value_summary.extract_sidecar_template()\n",
-    "with open(json_path, 'w') as fp:\n",
-    "   json.dump(sidecar_template, fp, indent=4)\n",
-    "logger.add(\"overall\", f\"Saving a JSON sidecar template to {os.path.basename(json_path)}\")\n",
-    "\n",
-    "hed_spreadsheet = hed_to_df(sidecar_template)\n",
-    "logger.add(\"overall\", f\"Creating a spreadsheet template and saving to {os.path.basename(spreadsheet_path)}\")\n",
-    "hed_spreadsheet.to_csv(spreadsheet_path, sep='\\t', index=False,)\n",
-    "\n",
-    "# Print the log\n",
-    "log_string = \"\\n\\nLog output:\\n\" + logger.get_log_string()\n",
-    "error_string = \"\\n\\nERROR Summary:\\n\" + logger.get_log_string(level=\"ERROR\")\n",
-    "print(log_string)\n",
-    "print(error_string)\n",
-    "save_path = os.path.join(bids_root_path, log_file_name)\n",
-    "with open(save_path, \"w\") as fp:\n",
-    "    fp.write(f\"{log_file_name} {datetime.datetime.now()}\\n\")\n",
-    "    fp.write(log_string)\n",
-    "    fp.write(error_string)"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Set up the directories and create a dictionary for events.tsv files\n"
-    }
-   },
-   "execution_count": 1,
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "\n",
-      "Log output:\n",
-      ": Level None\n",
-      "overall:\n",
-      "\t[ Summarizing 247]\n",
-      "\t[ Saving a JSON sidecar template to task-Drive_events.json]\n",
-      "\t[ Creating a spreadsheet template and saving to task-Drive_hed_spreadsheet.tsv]\n",
-      "\n",
-      "\n",
-      "ERROR Summary:\n",
-      ": Level ERROR\n",
-      "overall:\n"
-     ]
-    }
-   ]
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 2
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
\ No newline at end of file
diff --git a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_calibration_driving/bcit_calibration_driving_05_analyze_channels.ipynb b/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_calibration_driving/bcit_calibration_driving_05_analyze_channels.ipynb
deleted file mode 100644
index 5044995..0000000
--- a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_calibration_driving/bcit_calibration_driving_05_analyze_channels.ipynb
+++ /dev/null
@@ -1,146 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "collapsed": true,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   },
-   "source": [
-    "## Analyze the channels for the Calibration Driving\n",
-    "\n",
-    "This notebook assumes that a JSON dictionary called `originalChannels.json`\n",
-    "has been created in the `/code` subdirectory of the dataset."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "\n",
-      "Log output:\n",
-      "bcit_calibration_driving_05_analyze_channels_log: Level None\n",
-      "sub-01_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ This key has 119 files with the same 74 channels]\n",
-      "\t[ The channels are ['Fp1', 'AF7', 'AF3', 'F1', 'F3', 'F5', 'F7', 'FT7', 'FC5', 'FC3', 'FC1', 'C1', 'C3', 'C5', 'T7', 'TP7', 'CP5', 'CP3', 'CP1', 'P1', 'P3', 'P5', 'P7', 'P9', 'PO7', 'PO3', 'O1', 'Iz', 'Oz', 'POz', 'Pz', 'CPz', 'Fpz', 'Fp2', 'AF8', 'AF4', 'AFz', 'Fz', 'F2', 'F4', 'F6', 'F8', 'FT8', 'FC6', 'FC4', 'FC2', 'FCz', 'Cz', 'C2', 'C4', 'C6', 'T8', 'TP8', 'CP6', 'CP4', 'CP2', 'P2', 'P4', 'P6', 'P8', 'P10', 'PO8', 'PO4', 'O2', 'EXG1', 'EXG2', 'EXG3', 'EXG4', 'EXG5', 'EXG6', 'LN', 'ANG', 'SP', 'SD']]\n",
-      "sub-100_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ This key has 128 files with the same 266 channels]\n",
-      "\t[ The channels are ['A1', 'A2', 'A3', 'A4', 'A5', 'A6', 'A7', 'A8', 'A9', 'A10', 'A11', 'A12', 'A13', 'A14', 'A15', 'A16', 'A17', 'A18', 'A19', 'A20', 'A21', 'A22', 'A23', 'A24', 'A25', 'A26', 'A27', 'A28', 'A29', 'A30', 'A31', 'A32', 'B1', 'B2', 'B3', 'B4', 'B5', 'B6', 'B7', 'B8', 'B9', 'B10', 'B11', 'B12', 'B13', 'B14', 'B15', 'B16', 'B17', 'B18', 'B19', 'B20', 'B21', 'B22', 'B23', 'B24', 'B25', 'B26', 'B27', 'B28', 'B29', 'B30', 'B31', 'B32', 'C1', 'C2', 'C3', 'C4', 'C5', 'C6', 'C7', 'C8', 'C9', 'C10', 'C11', 'C12', 'C13', 'C14', 'C15', 'C16', 'C17', 'C18', 'C19', 'C20', 'C21', 'C22', 'C23', 'C24', 'C25', 'C26', 'C27', 'C28', 'C29', 'C30', 'C31', 'C32', 'D1', 'D2', 'D3', 'D4', 'D5', 'D6', 'D7', 'D8', 'D9', 'D10', 'D11', 'D12', 'D13', 'D14', 'D15', 'D16', 'D17', 'D18', 'D19', 'D20', 'D21', 'D22', 'D23', 'D24', 'D25', 'D26', 'D27', 'D28', 'D29', 'D30', 'D31', 'D32', 'E1', 'E2', 'E3', 'E4', 'E5', 'E6', 'E7', 'E8', 'E9', 'E10', 'E11', 'E12', 'E13', 'E14', 'E15', 'E16', 'E17', 'E18', 'E19', 'E20', 'E21', 'E22', 'E23', 'E24', 'E25', 'E26', 'E27', 'E28', 'E29', 'E30', 'E31', 'E32', 'F1', 'F2', 'F3', 'F4', 'F5', 'F6', 'F7', 'F8', 'F9', 'F10', 'F11', 'F12', 'F13', 'F14', 'F15', 'F16', 'F17', 'F18', 'F19', 'F20', 'F21', 'F22', 'F23', 'F24', 'F25', 'F26', 'F27', 'F28', 'F29', 'F30', 'F31', 'F32', 'G1', 'G2', 'G3', 'G4', 'G5', 'G6', 'G7', 'G8', 'G9', 'G10', 'G11', 'G12', 'G13', 'G14', 'G15', 'G16', 'G17', 'G18', 'G19', 'G20', 'G21', 'G22', 'G23', 'G24', 'G25', 'G26', 'G27', 'G28', 'G29', 'G30', 'G31', 'G32', 'H1', 'H2', 'H3', 'H4', 'H5', 'H6', 'H7', 'H8', 'H9', 'H10', 'H11', 'H12', 'H13', 'H14', 'H15', 'H16', 'H17', 'H18', 'H19', 'H20', 'H21', 'H22', 'H23', 'H24', 'H25', 'H26', 'H27', 'H28', 'H29', 'H30', 'H31', 'H32', 'EXG1', 'EXG2', 'EXG3', 'EXG4', 'EXG5', 'EXG6', 'LN', 'ANG', 'SP', 'SD']]\n",
-      "Overall:\n",
-      "\t[ Dataset has 316 unique channels]\n",
-      "\t[ {'G7', 'CP5', 'G11', 'G2', 'F26', 'H1', 'C16', 'E25', 'B32', 'G32', 'C24', 'D32', 'G23', 'G25', 'C4', 'A19', 'D4', 'H31', 'D13', 'B6', 'E19', 'H18', 'E23', 'F18', 'G21', 'D31', 'D2', 'E26', 'B16', 'C23', 'EXG5', 'A32', 'B22', 'A15', 'H27', 'FCz', 'TP8', 'H11', 'O2', 'G26', 'D16', 'G5', 'G31', 'H5', 'B10', 'H2', 'F29', 'G1', 'P5', 'F10', 'B7', 'C21', 'D15', 'A24', 'P4', 'B5', 'C11', 'FC4', 'E2', 'B14', 'D5', 'B29', 'F22', 'E11', 'F6', 'C3', 'SP', 'C10', 'Pz', 'G24', 'Oz', 'E8', 'C32', 'A4', 'A28', 'F15', 'Fp1', 'H10', 'Cz', 'FC6', 'A9', 'B25', 'FT8', 'E22', 'B13', 'H24', 'H4', 'F16', 'H9', 'D8', 'AFz', 'H29', 'F31', 'A25', 'D1', 'CP6', 'B31', 'E1', 'D9', 'E6', 'SD', 'EXG6', 'B3', 'POz', 'FC5', 'H8', 'E32', 'B24', 'CP2', 'B23', 'D29', 'A27', 'E10', 'E20', 'C7', 'F24', 'CP4', 'H17', 'A17', 'E13', 'FC2', 'F4', 'D22', 'F5', 'P1', 'G30', 'A30', 'C20', 'F28', 'G6', 'F30', 'EXG3', 'D12', 'H30', 'F2', 'F27', 'B27', 'H32', 'A29', 'G12', 'G4', 'B9', 'A23', 'C2', 'A5', 'E4', 'E14', 'G9', 'G15', 'G13', 'E17', 'H14', 'G10', 'A31', 'B20', 'E12', 'A22', 'G27', 'G20', 'H26', 'F7', 'P3', 'FT7', 'G3', 'P10', 'F1', 'E29', 'F23', 'H6', 'B17', 'F21', 'E16', 'A1', 'G19', 'C27', 'D27', 'B21', 'B28', 'F14', 'C17', 'E27', 'H21', 'D26', 'H20', 'C6', 'ANG', 'F17', 'D7', 'B15', 'D11', 'E18', 'F25', 'G17', 'D17', 'D30', 'E3', 'A3', 'Fpz', 'D24', 'Iz', 'A26', 'EXG4', 'P9', 'A20', 'A6', 'AF7', 'F8', 'FC1', 'AF8', 'EXG1', 'PO7', 'F9', 'AF3', 'D19', 'F32', 'B11', 'H19', 'PO4', 'D3', 'H3', 'E9', 'C19', 'PO8', 'H15', 'LN', 'C28', 'F3', 'F13', 'EXG2', 'C8', 'E28', 'C22', 'D6', 'D18', 'F19', 'B18', 'A13', 'H13', 'F12', 'F20', 'D21', 'E5', 'G8', 'P7', 'C5', 'C9', 'O1', 'G28', 'T8', 'A10', 'A16', 'D10', 'H7', 'E31', 'T7', 'B30', 'B12', 'E21', 'A14', 'D23', 'A18', 'B19', 'C25', 'C18', 'C15', 'FC3', 'E7', 'A7', 'A12', 'H12', 'C12', 'P2', 'B8', 'B4', 'A2', 'H25', 'E30', 'C29', 'H28', 'C14', 'H22', 'B1', 'H16', 'A8', 'E24', 'AF4', 'G16', 'P6', 'F11', 'PO3', 'H23', 'C13', 'G14', 'D28', 'G29', 'CP3', 'Fz', 'CP1', 'C31', 'D20', 'D14', 'A11', 'B2', 'G18', 'C26', 'D25', 'P8', 'B26', 'CPz', 'G22', 'TP7', 'E15', 'C1', 'Fp2', 'A21', 'C30'}]\n",
-      "\n",
-      "\n",
-      "ERROR Summary:\n",
-      "bcit_calibration_driving_05_analyze_channels_log: Level ERROR\n",
-      "sub-01_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-100_ses-01_task-Drive_run-1_eeg.set:\n",
-      "Overall:\n"
-     ]
-    }
-   ],
-   "source": [
-    "import os\n",
-    "import datetime\n",
-    "import json\n",
-    "from hed.tools import HedLogger\n",
-    "from hed.util import get_file_list\n",
-    "\n",
-    "# Variables to set for the specific dataset\n",
-    "bids_root_path = 's:/bcit/CalibrationDrivingWorkingPhaseTwo'\n",
-    "exclude_dirs = ['sourcedata', 'stimuli', 'code']\n",
-    "entities = ('sub', 'ses', 'run')\n",
-    "log_name = 'bcit_calibration_driving_05_analyze_channels_log'\n",
-    "channel_file = os.path.realpath(os.path.join(bids_root_path, \"code/channelsOriginal.json\"))\n",
-    "\n",
-    "# Set up the logger\n",
-    "log_file_name = f\"code/curation_logs/{log_name}.txt\"\n",
-    "logger = HedLogger(name=log_name)\n",
-    "\n",
-    "# Load the channels file\n",
-    "with open(channel_file, 'r') as fp:\n",
-    "    channel_info = json.load(fp)\n",
-    "\n",
-    "# Make the file list and dictionary for _events\n",
-    "eeg_files = get_file_list(bids_root_path, extensions=[\".set\"], name_suffix=\"_eeg\", exclude_dirs=exclude_dirs)\n",
-    "\n",
-    "# Create the dictionaries of channels\n",
-    "key_list = list(channel_info.keys())\n",
-    "unique_dict = {}\n",
-    "name_dict = {}\n",
-    "for file_key, item in channel_info.items():\n",
-    "    search_key = None\n",
-    "    for skey in name_dict.keys():\n",
-    "        if item == channel_info[skey]:\n",
-    "            search_key = skey\n",
-    "            break\n",
-    "    if search_key:\n",
-    "        search_values = name_dict[search_key]\n",
-    "        name_dict[search_key].append(file_key)\n",
-    "    else:\n",
-    "        name_dict[file_key] = [file_key]\n",
-    "\n",
-    "# Now check the order of the elements in the list:\n",
-    "all_channels = set\n",
-    "for file_key, file_list in name_dict.items():\n",
-    "    logger.add(file_key, f\"This key has {len(file_list)} files with the same {len(channel_info[file_key])} channels\")\n",
-    "    logger.add(file_key, f\"The channels are {str(channel_info[file_key])}\")\n",
-    "\n",
-    "\n",
-    "key_list = list(name_dict.keys())\n",
-    "union_channels = set()\n",
-    "inter_channels = set(channel_info[key_list[0]])\n",
-    "for file_key in key_list:\n",
-    "    union_channels = union_channels.union(set(channel_info[file_key]))\n",
-    "    inter_channels = inter_channels.intersection(set(channel_info[file_key]))\n",
-    "logger.add(\"Overall\", f\"Dataset has {len(union_channels)} unique channels\")\n",
-    "logger.add(\"Overall\", f\"{str(union_channels)}\")\n",
-    "\n",
-    "# Output and save the log\n",
-    "log_string = \"\\n\\nLog output:\\n\" + logger.get_log_string()\n",
-    "error_string = \"\\n\\nERROR Summary:\\n\" + logger.get_log_string(level=\"ERROR\")\n",
-    "print(log_string)\n",
-    "print(error_string)\n",
-    "save_path = os.path.join(bids_root_path, log_file_name)\n",
-    "with open(save_path, \"w\") as fp:\n",
-    "    fp.write(f\"{log_file_name} {datetime.datetime.now()}\\n\")\n",
-    "    fp.write(log_string)\n",
-    "    fp.write(error_string)"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Create the template for the dataset\n"
-    }
-   }
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 2
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
\ No newline at end of file
diff --git a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_calibration_driving/bcit_calibration_driving_06_remove_coordsystem.ipynb b/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_calibration_driving/bcit_calibration_driving_06_remove_coordsystem.ipynb
deleted file mode 100644
index 1dede79..0000000
--- a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_calibration_driving/bcit_calibration_driving_06_remove_coordsystem.ipynb
+++ /dev/null
@@ -1,855 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "collapsed": true,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   },
-   "source": [
-    "## Remove coordsystem.json and electrodes.tsv files generated by ESS.\n",
-    "\n",
-    "This notebook replaces the `coordsystem.json` files of ESS with those generated by EEGLAB BidsTools\n",
-    "for the BCIT Calibration Driving data.\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "source": [
-    "import os\n",
-    "import datetime\n",
-    "from hed.tools import HedLogger\n",
-    "from hed.util import get_file_list\n",
-    "\n",
-    "# Variables to set for the specific dataset\n",
-    "bids_root_path = 's:/bcit/CalibrationDrivingWorkingPhaseTwo'\n",
-    "exclude_dirs = ['sourcedata', 'stimuli', 'code']\n",
-    "entities = ('sub', 'ses', 'run')\n",
-    "log_name = 'bcit_calibration_driving_06_remove_coordsystem_log'\n",
-    "\n",
-    "# Set up the logger\n",
-    "log_file_name = f\"code/curation_logs/{log_name}.txt\"\n",
-    "logger = HedLogger(name=log_name)\n",
-    "\n",
-    "# Construct the list of coordsystem.json and electrodes.tsv files\n",
-    "coord_files = get_file_list(bids_root_path, extensions=[\".json\"], name_suffix=\"_coordsystem\", exclude_dirs=exclude_dirs)\n",
-    "electrode_files = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_electrodes\",\n",
-    "                                exclude_dirs=exclude_dirs)\n",
-    "chan_files = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_channels\",\n",
-    "                                exclude_dirs=exclude_dirs)\n",
-    "for file in coord_files:\n",
-    "    os.remove(file)\n",
-    "    logger.add(\"overall\", f\"Removing {os.path.basename(file)}\")\n",
-    "\n",
-    "for file in electrode_files:\n",
-    "    os.remove(file)\n",
-    "    logger.add(\"overall\", f\"Removing {os.path.basename(file)}\")\n",
-    "\n",
-    "for file in chan_files:\n",
-    "    os.remove(file)\n",
-    "    logger.add(\"overall\", f\"Removing {os.path.basename(file)}\")\n",
-    "\n",
-    "# Output and save the log\n",
-    "log_string = \"\\n\\nLog output:\\n\" + logger.get_log_string()\n",
-    "error_string = \"\\n\\nERROR Summary:\\n\" + logger.get_log_string(level=\"ERROR\")\n",
-    "print(log_string)\n",
-    "print(error_string)\n",
-    "\n",
-    "save_path = os.path.join(bids_root_path, log_file_name)\n",
-    "with open(save_path, \"w\") as fp:\n",
-    "    fp.write(f\"{log_file_name} {datetime.datetime.now()}\\n\")\n",
-    "    fp.write(log_string)\n",
-    "    fp.write(error_string)"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Perform the operation\n"
-    }
-   },
-   "execution_count": 1,
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "\n",
-      "Log output:\n",
-      "bcit_calibration_driving_06_remove_coordsystem_log: Level None\n",
-      "overall:\n",
-      "\t[ Removing sub-01_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-02_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-03_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-04_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-05_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-06_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-07_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-08_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-09_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-10_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-100_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-100_ses-02_coordsystem.json]\n",
-      "\t[ Removing sub-100_ses-03_coordsystem.json]\n",
-      "\t[ Removing sub-100_ses-04_coordsystem.json]\n",
-      "\t[ Removing sub-100_ses-05_coordsystem.json]\n",
-      "\t[ Removing sub-100_ses-06_coordsystem.json]\n",
-      "\t[ Removing sub-100_ses-07_coordsystem.json]\n",
-      "\t[ Removing sub-101_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-102_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-103_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-104_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-105_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-106_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-106_ses-02_coordsystem.json]\n",
-      "\t[ Removing sub-107_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-108_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-109_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-11_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-110_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-111_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-112_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-112_ses-02_coordsystem.json]\n",
-      "\t[ Removing sub-112_ses-03_coordsystem.json]\n",
-      "\t[ Removing sub-112_ses-04_coordsystem.json]\n",
-      "\t[ Removing sub-112_ses-05_coordsystem.json]\n",
-      "\t[ Removing sub-112_ses-06_coordsystem.json]\n",
-      "\t[ Removing sub-112_ses-07_coordsystem.json]\n",
-      "\t[ Removing sub-113_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-114_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-115_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-116_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-117_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-117_ses-02_coordsystem.json]\n",
-      "\t[ Removing sub-117_ses-03_coordsystem.json]\n",
-      "\t[ Removing sub-117_ses-04_coordsystem.json]\n",
-      "\t[ Removing sub-117_ses-05_coordsystem.json]\n",
-      "\t[ Removing sub-117_ses-06_coordsystem.json]\n",
-      "\t[ Removing sub-118_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-119_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-12_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-120_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-120_ses-02_coordsystem.json]\n",
-      "\t[ Removing sub-120_ses-03_coordsystem.json]\n",
-      "\t[ Removing sub-120_ses-04_coordsystem.json]\n",
-      "\t[ Removing sub-120_ses-05_coordsystem.json]\n",
-      "\t[ Removing sub-120_ses-06_coordsystem.json]\n",
-      "\t[ Removing sub-120_ses-07_coordsystem.json]\n",
-      "\t[ Removing sub-121_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-121_ses-02_coordsystem.json]\n",
-      "\t[ Removing sub-121_ses-03_coordsystem.json]\n",
-      "\t[ Removing sub-121_ses-04_coordsystem.json]\n",
-      "\t[ Removing sub-121_ses-05_coordsystem.json]\n",
-      "\t[ Removing sub-121_ses-06_coordsystem.json]\n",
-      "\t[ Removing sub-121_ses-07_coordsystem.json]\n",
-      "\t[ Removing sub-122_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-122_ses-02_coordsystem.json]\n",
-      "\t[ Removing sub-122_ses-03_coordsystem.json]\n",
-      "\t[ Removing sub-122_ses-04_coordsystem.json]\n",
-      "\t[ Removing sub-122_ses-05_coordsystem.json]\n",
-      "\t[ Removing sub-122_ses-06_coordsystem.json]\n",
-      "\t[ Removing sub-122_ses-07_coordsystem.json]\n",
-      "\t[ Removing sub-123_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-123_ses-02_coordsystem.json]\n",
-      "\t[ Removing sub-123_ses-03_coordsystem.json]\n",
-      "\t[ Removing sub-123_ses-04_coordsystem.json]\n",
-      "\t[ Removing sub-123_ses-05_coordsystem.json]\n",
-      "\t[ Removing sub-123_ses-06_coordsystem.json]\n",
-      "\t[ Removing sub-124_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-124_ses-02_coordsystem.json]\n",
-      "\t[ Removing sub-124_ses-03_coordsystem.json]\n",
-      "\t[ Removing sub-124_ses-04_coordsystem.json]\n",
-      "\t[ Removing sub-124_ses-05_coordsystem.json]\n",
-      "\t[ Removing sub-124_ses-06_coordsystem.json]\n",
-      "\t[ Removing sub-124_ses-07_coordsystem.json]\n",
-      "\t[ Removing sub-125_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-125_ses-02_coordsystem.json]\n",
-      "\t[ Removing sub-125_ses-03_coordsystem.json]\n",
-      "\t[ Removing sub-125_ses-04_coordsystem.json]\n",
-      "\t[ Removing sub-125_ses-05_coordsystem.json]\n",
-      "\t[ Removing sub-125_ses-06_coordsystem.json]\n",
-      "\t[ Removing sub-125_ses-07_coordsystem.json]\n",
-      "\t[ Removing sub-126_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-126_ses-02_coordsystem.json]\n",
-      "\t[ Removing sub-126_ses-03_coordsystem.json]\n",
-      "\t[ Removing sub-126_ses-04_coordsystem.json]\n",
-      "\t[ Removing sub-126_ses-05_coordsystem.json]\n",
-      "\t[ Removing sub-126_ses-06_coordsystem.json]\n",
-      "\t[ Removing sub-127_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-128_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-128_ses-02_coordsystem.json]\n",
-      "\t[ Removing sub-129_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-13_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-130_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-130_ses-02_coordsystem.json]\n",
-      "\t[ Removing sub-131_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-131_ses-02_coordsystem.json]\n",
-      "\t[ Removing sub-132_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-133_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-133_ses-02_coordsystem.json]\n",
-      "\t[ Removing sub-134_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-135_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-136_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-137_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-138_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-139_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-14_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-140_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-140_ses-02_coordsystem.json]\n",
-      "\t[ Removing sub-140_ses-03_coordsystem.json]\n",
-      "\t[ Removing sub-141_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-142_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-143_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-143_ses-02_coordsystem.json]\n",
-      "\t[ Removing sub-144_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-145_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-146_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-146_ses-02_coordsystem.json]\n",
-      "\t[ Removing sub-147_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-148_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-149_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-149_ses-02_coordsystem.json]\n",
-      "\t[ Removing sub-15_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-150_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-150_ses-02_coordsystem.json]\n",
-      "\t[ Removing sub-151_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-152_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-153_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-154_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-155_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-155_ses-02_coordsystem.json]\n",
-      "\t[ Removing sub-156_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-16_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-17_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-18_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-19_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-20_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-21_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-22_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-23_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-24_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-25_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-26_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-27_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-28_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-29_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-30_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-31_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-31_ses-02_coordsystem.json]\n",
-      "\t[ Removing sub-32_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-33_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-33_ses-02_coordsystem.json]\n",
-      "\t[ Removing sub-33_ses-03_coordsystem.json]\n",
-      "\t[ Removing sub-34_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-35_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-36_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-37_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-38_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-39_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-40_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-41_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-42_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-43_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-44_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-44_ses-02_coordsystem.json]\n",
-      "\t[ Removing sub-45_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-46_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-47_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-47_ses-02_coordsystem.json]\n",
-      "\t[ Removing sub-48_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-49_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-50_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-51_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-52_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-53_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-54_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-55_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-56_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-57_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-58_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-58_ses-02_coordsystem.json]\n",
-      "\t[ Removing sub-58_ses-03_coordsystem.json]\n",
-      "\t[ Removing sub-59_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-59_ses-02_coordsystem.json]\n",
-      "\t[ Removing sub-59_ses-03_coordsystem.json]\n",
-      "\t[ Removing sub-60_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-61_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-61_ses-02_coordsystem.json]\n",
-      "\t[ Removing sub-62_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-63_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-63_ses-02_coordsystem.json]\n",
-      "\t[ Removing sub-63_ses-03_coordsystem.json]\n",
-      "\t[ Removing sub-64_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-65_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-66_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-66_ses-02_coordsystem.json]\n",
-      "\t[ Removing sub-66_ses-03_coordsystem.json]\n",
-      "\t[ Removing sub-67_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-68_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-69_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-70_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-70_ses-02_coordsystem.json]\n",
-      "\t[ Removing sub-70_ses-03_coordsystem.json]\n",
-      "\t[ Removing sub-71_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-71_ses-02_coordsystem.json]\n",
-      "\t[ Removing sub-71_ses-03_coordsystem.json]\n",
-      "\t[ Removing sub-72_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-73_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-74_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-75_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-76_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-76_ses-02_coordsystem.json]\n",
-      "\t[ Removing sub-76_ses-03_coordsystem.json]\n",
-      "\t[ Removing sub-77_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-78_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-78_ses-02_coordsystem.json]\n",
-      "\t[ Removing sub-78_ses-03_coordsystem.json]\n",
-      "\t[ Removing sub-79_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-80_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-81_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-82_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-83_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-84_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-85_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-86_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-87_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-88_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-89_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-90_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-91_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-92_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-93_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-94_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-95_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-96_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-97_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-98_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-99_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-01_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-02_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-03_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-04_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-05_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-06_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-07_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-08_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-09_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-10_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-100_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-100_ses-02_electrodes.tsv]\n",
-      "\t[ Removing sub-100_ses-03_electrodes.tsv]\n",
-      "\t[ Removing sub-100_ses-04_electrodes.tsv]\n",
-      "\t[ Removing sub-100_ses-05_electrodes.tsv]\n",
-      "\t[ Removing sub-100_ses-06_electrodes.tsv]\n",
-      "\t[ Removing sub-100_ses-07_electrodes.tsv]\n",
-      "\t[ Removing sub-101_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-102_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-103_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-104_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-105_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-106_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-106_ses-02_electrodes.tsv]\n",
-      "\t[ Removing sub-107_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-108_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-109_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-11_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-110_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-111_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-112_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-112_ses-02_electrodes.tsv]\n",
-      "\t[ Removing sub-112_ses-03_electrodes.tsv]\n",
-      "\t[ Removing sub-112_ses-04_electrodes.tsv]\n",
-      "\t[ Removing sub-112_ses-05_electrodes.tsv]\n",
-      "\t[ Removing sub-112_ses-06_electrodes.tsv]\n",
-      "\t[ Removing sub-112_ses-07_electrodes.tsv]\n",
-      "\t[ Removing sub-113_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-114_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-115_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-116_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-117_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-117_ses-02_electrodes.tsv]\n",
-      "\t[ Removing sub-117_ses-03_electrodes.tsv]\n",
-      "\t[ Removing sub-117_ses-04_electrodes.tsv]\n",
-      "\t[ Removing sub-117_ses-05_electrodes.tsv]\n",
-      "\t[ Removing sub-117_ses-06_electrodes.tsv]\n",
-      "\t[ Removing sub-118_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-119_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-12_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-120_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-120_ses-02_electrodes.tsv]\n",
-      "\t[ Removing sub-120_ses-03_electrodes.tsv]\n",
-      "\t[ Removing sub-120_ses-04_electrodes.tsv]\n",
-      "\t[ Removing sub-120_ses-05_electrodes.tsv]\n",
-      "\t[ Removing sub-120_ses-06_electrodes.tsv]\n",
-      "\t[ Removing sub-120_ses-07_electrodes.tsv]\n",
-      "\t[ Removing sub-121_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-121_ses-02_electrodes.tsv]\n",
-      "\t[ Removing sub-121_ses-03_electrodes.tsv]\n",
-      "\t[ Removing sub-121_ses-04_electrodes.tsv]\n",
-      "\t[ Removing sub-121_ses-05_electrodes.tsv]\n",
-      "\t[ Removing sub-121_ses-06_electrodes.tsv]\n",
-      "\t[ Removing sub-121_ses-07_electrodes.tsv]\n",
-      "\t[ Removing sub-122_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-122_ses-02_electrodes.tsv]\n",
-      "\t[ Removing sub-122_ses-03_electrodes.tsv]\n",
-      "\t[ Removing sub-122_ses-04_electrodes.tsv]\n",
-      "\t[ Removing sub-122_ses-05_electrodes.tsv]\n",
-      "\t[ Removing sub-122_ses-06_electrodes.tsv]\n",
-      "\t[ Removing sub-122_ses-07_electrodes.tsv]\n",
-      "\t[ Removing sub-123_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-123_ses-02_electrodes.tsv]\n",
-      "\t[ Removing sub-123_ses-03_electrodes.tsv]\n",
-      "\t[ Removing sub-123_ses-04_electrodes.tsv]\n",
-      "\t[ Removing sub-123_ses-05_electrodes.tsv]\n",
-      "\t[ Removing sub-123_ses-06_electrodes.tsv]\n",
-      "\t[ Removing sub-124_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-124_ses-02_electrodes.tsv]\n",
-      "\t[ Removing sub-124_ses-03_electrodes.tsv]\n",
-      "\t[ Removing sub-124_ses-04_electrodes.tsv]\n",
-      "\t[ Removing sub-124_ses-05_electrodes.tsv]\n",
-      "\t[ Removing sub-124_ses-06_electrodes.tsv]\n",
-      "\t[ Removing sub-124_ses-07_electrodes.tsv]\n",
-      "\t[ Removing sub-125_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-125_ses-02_electrodes.tsv]\n",
-      "\t[ Removing sub-125_ses-03_electrodes.tsv]\n",
-      "\t[ Removing sub-125_ses-04_electrodes.tsv]\n",
-      "\t[ Removing sub-125_ses-05_electrodes.tsv]\n",
-      "\t[ Removing sub-125_ses-06_electrodes.tsv]\n",
-      "\t[ Removing sub-125_ses-07_electrodes.tsv]\n",
-      "\t[ Removing sub-126_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-126_ses-02_electrodes.tsv]\n",
-      "\t[ Removing sub-126_ses-03_electrodes.tsv]\n",
-      "\t[ Removing sub-126_ses-04_electrodes.tsv]\n",
-      "\t[ Removing sub-126_ses-05_electrodes.tsv]\n",
-      "\t[ Removing sub-126_ses-06_electrodes.tsv]\n",
-      "\t[ Removing sub-127_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-128_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-128_ses-02_electrodes.tsv]\n",
-      "\t[ Removing sub-129_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-13_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-130_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-130_ses-02_electrodes.tsv]\n",
-      "\t[ Removing sub-131_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-131_ses-02_electrodes.tsv]\n",
-      "\t[ Removing sub-132_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-133_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-133_ses-02_electrodes.tsv]\n",
-      "\t[ Removing sub-134_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-135_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-136_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-137_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-138_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-139_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-14_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-140_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-140_ses-02_electrodes.tsv]\n",
-      "\t[ Removing sub-140_ses-03_electrodes.tsv]\n",
-      "\t[ Removing sub-141_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-142_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-143_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-143_ses-02_electrodes.tsv]\n",
-      "\t[ Removing sub-144_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-145_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-146_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-146_ses-02_electrodes.tsv]\n",
-      "\t[ Removing sub-147_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-148_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-149_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-149_ses-02_electrodes.tsv]\n",
-      "\t[ Removing sub-15_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-150_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-150_ses-02_electrodes.tsv]\n",
-      "\t[ Removing sub-151_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-152_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-153_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-154_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-155_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-155_ses-02_electrodes.tsv]\n",
-      "\t[ Removing sub-156_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-16_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-17_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-18_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-19_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-20_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-21_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-22_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-23_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-24_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-25_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-26_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-27_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-28_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-29_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-30_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-31_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-31_ses-02_electrodes.tsv]\n",
-      "\t[ Removing sub-32_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-33_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-33_ses-02_electrodes.tsv]\n",
-      "\t[ Removing sub-33_ses-03_electrodes.tsv]\n",
-      "\t[ Removing sub-34_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-35_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-36_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-37_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-38_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-39_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-40_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-41_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-42_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-43_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-44_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-44_ses-02_electrodes.tsv]\n",
-      "\t[ Removing sub-45_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-46_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-47_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-47_ses-02_electrodes.tsv]\n",
-      "\t[ Removing sub-48_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-49_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-50_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-51_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-52_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-53_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-54_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-55_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-56_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-57_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-58_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-58_ses-02_electrodes.tsv]\n",
-      "\t[ Removing sub-58_ses-03_electrodes.tsv]\n",
-      "\t[ Removing sub-59_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-59_ses-02_electrodes.tsv]\n",
-      "\t[ Removing sub-59_ses-03_electrodes.tsv]\n",
-      "\t[ Removing sub-60_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-61_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-61_ses-02_electrodes.tsv]\n",
-      "\t[ Removing sub-62_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-63_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-63_ses-02_electrodes.tsv]\n",
-      "\t[ Removing sub-63_ses-03_electrodes.tsv]\n",
-      "\t[ Removing sub-64_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-65_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-66_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-66_ses-02_electrodes.tsv]\n",
-      "\t[ Removing sub-66_ses-03_electrodes.tsv]\n",
-      "\t[ Removing sub-67_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-68_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-69_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-70_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-70_ses-02_electrodes.tsv]\n",
-      "\t[ Removing sub-70_ses-03_electrodes.tsv]\n",
-      "\t[ Removing sub-71_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-71_ses-02_electrodes.tsv]\n",
-      "\t[ Removing sub-71_ses-03_electrodes.tsv]\n",
-      "\t[ Removing sub-72_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-73_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-74_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-75_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-76_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-76_ses-02_electrodes.tsv]\n",
-      "\t[ Removing sub-76_ses-03_electrodes.tsv]\n",
-      "\t[ Removing sub-77_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-78_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-78_ses-02_electrodes.tsv]\n",
-      "\t[ Removing sub-78_ses-03_electrodes.tsv]\n",
-      "\t[ Removing sub-79_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-80_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-81_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-82_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-83_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-84_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-85_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-86_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-87_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-88_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-89_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-90_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-91_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-92_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-93_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-94_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-95_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-96_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-97_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-98_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-99_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-01_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "\t[ Removing sub-02_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "\t[ Removing sub-03_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "\t[ Removing sub-04_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "\t[ Removing sub-05_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "\t[ Removing sub-06_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "\t[ Removing sub-07_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "\t[ Removing sub-08_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "\t[ Removing sub-09_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "\t[ Removing sub-10_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "\t[ Removing sub-100_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "\t[ Removing sub-100_ses-02_task-Drive_run-1_channels.tsv]\n",
-      "\t[ Removing sub-100_ses-03_task-Drive_run-1_channels.tsv]\n",
-      "\t[ Removing sub-100_ses-04_task-Drive_run-1_channels.tsv]\n",
-      "\t[ Removing sub-100_ses-05_task-Drive_run-1_channels.tsv]\n",
-      "\t[ Removing sub-100_ses-06_task-Drive_run-1_channels.tsv]\n",
-      "\t[ Removing sub-100_ses-07_task-Drive_run-1_channels.tsv]\n",
-      "\t[ Removing sub-101_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "\t[ Removing sub-102_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "\t[ Removing sub-103_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "\t[ Removing sub-104_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "\t[ Removing sub-105_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "\t[ Removing sub-106_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "\t[ Removing sub-106_ses-02_task-Drive_run-1_channels.tsv]\n",
-      "\t[ Removing sub-107_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "\t[ Removing sub-108_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "\t[ Removing sub-109_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "\t[ Removing sub-11_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "\t[ Removing sub-110_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "\t[ Removing sub-111_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "\t[ Removing sub-112_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "\t[ Removing sub-112_ses-02_task-Drive_run-1_channels.tsv]\n",
-      "\t[ Removing sub-112_ses-03_task-Drive_run-1_channels.tsv]\n",
-      "\t[ Removing sub-112_ses-04_task-Drive_run-1_channels.tsv]\n",
-      "\t[ Removing sub-112_ses-05_task-Drive_run-1_channels.tsv]\n",
-      "\t[ Removing sub-112_ses-06_task-Drive_run-1_channels.tsv]\n",
-      "\t[ Removing sub-112_ses-07_task-Drive_run-1_channels.tsv]\n",
-      "\t[ Removing sub-113_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "\t[ Removing sub-114_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "\t[ Removing sub-115_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "\t[ Removing sub-116_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "\t[ Removing sub-117_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "\t[ Removing sub-117_ses-02_task-Drive_run-1_channels.tsv]\n",
-      "\t[ Removing sub-117_ses-03_task-Drive_run-1_channels.tsv]\n",
-      "\t[ Removing sub-117_ses-04_task-Drive_run-1_channels.tsv]\n",
-      "\t[ Removing sub-117_ses-05_task-Drive_run-1_channels.tsv]\n",
-      "\t[ Removing sub-117_ses-06_task-Drive_run-1_channels.tsv]\n",
-      "\t[ Removing sub-118_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "\t[ Removing sub-119_ses-01_task-Drive_run-1_channels.tsv]\n",
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-      "\t[ Removing sub-76_ses-03_task-Drive_run-1_channels.tsv]\n",
-      "\t[ Removing sub-77_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "\t[ Removing sub-78_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "\t[ Removing sub-78_ses-02_task-Drive_run-1_channels.tsv]\n",
-      "\t[ Removing sub-78_ses-03_task-Drive_run-1_channels.tsv]\n",
-      "\t[ Removing sub-79_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "\t[ Removing sub-80_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "\t[ Removing sub-81_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "\t[ Removing sub-82_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "\t[ Removing sub-83_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "\t[ Removing sub-84_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "\t[ Removing sub-85_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "\t[ Removing sub-86_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "\t[ Removing sub-87_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "\t[ Removing sub-88_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "\t[ Removing sub-89_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "\t[ Removing sub-90_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "\t[ Removing sub-91_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "\t[ Removing sub-92_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "\t[ Removing sub-93_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "\t[ Removing sub-94_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "\t[ Removing sub-95_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "\t[ Removing sub-96_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "\t[ Removing sub-97_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "\t[ Removing sub-98_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "\t[ Removing sub-99_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "\n",
-      "\n",
-      "ERROR Summary:\n",
-      "bcit_calibration_driving_06_remove_coordsystem_log: Level ERROR\n",
-      "overall:\n"
-     ]
-    }
-   ]
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 2
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
\ No newline at end of file
diff --git a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_calibration_driving/bcit_calibration_driving_07_fix_channels.ipynb b/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_calibration_driving/bcit_calibration_driving_07_fix_channels.ipynb
deleted file mode 100644
index 5794cbe..0000000
--- a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_calibration_driving/bcit_calibration_driving_07_fix_channels.ipynb
+++ /dev/null
@@ -1,1629 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "collapsed": true,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   },
-   "source": [
-    "## Add channel files based on the EEG with fixes.\n",
-    "\n",
-    "This notebook replaces the `channels.tsv` files of ESS with those generated by EEGLAB BidsTools\n",
-    "for the BCIT Calibration Driving data.\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "source": [
-    "import os\n",
-    "import json\n",
-    "import datetime\n",
-    "import pandas as pd\n",
-    "from hed.tools import HedLogger\n",
-    "from hed.util import get_file_list, get_value_dict\n",
-    "\n",
-    "# Variables to set for the specific dataset\n",
-    "bids_root_path = 's:/bcit/CalibrationDrivingWorkingPhaseTwo'\n",
-    "exclude_dirs = ['sourcedata', 'stimuli', 'code']\n",
-    "log_name = 'bcit_calibration_driving_07_fix_channels_log'\n",
-    "sampling_rate_file = os.path.realpath(os.path.join(bids_root_path, 'code/samplingRates.tsv'))\n",
-    "channel_file = os.path.realpath(os.path.join(bids_root_path, \"code/channelsOriginal.json\"))\n",
-    "\n",
-    "# Set up the logger\n",
-    "log_file_name = f\"code/curation_logs/{log_name}.txt\"\n",
-    "logger = HedLogger(name=log_name)\n",
-    "\n",
-    "# Load the channels file\n",
-    "with open(channel_file, 'r') as fp:\n",
-    "    channel_info = json.load(fp)\n",
-    "\n",
-    "# Construct the lists of the EEG files\n",
-    "eeg_files = get_file_list(bids_root_path, extensions=[\".set\"], name_suffix=\"_eeg\", exclude_dirs=exclude_dirs)\n",
-    "\n",
-    "# Get the sample rate dictionary\n",
-    "sampling_dict = get_value_dict(sampling_rate_file)\n",
-    "\n",
-    "chan_dict = {'LN': ('LN', 'OTHER', 'n/a', 'Lane deviation from center line in meters.'),\n",
-    "             'ANG': ('ANG', 'OTHER', 'n/a', 'Steering wheel deviation angle in degrees.'),\n",
-    "             'SP': ('SP', 'OTHER', 'n/a', 'Vehicle speed in mph.'),\n",
-    "             'SD': ('SD', 'OTHER', 'n/a', 'Vehicle speed deviation.'),\n",
-    "             'EXG1': ('LHEOG', 'EOG', 'uV', 'Left horizontal EOG'),\n",
-    "             'EXG2': ('RHEOG', 'EOG', 'uV', 'Right horizontal EOG'),\n",
-    "             'EXG3': ('UVEOG', 'EOG', 'uV', 'Upper vertical EOG'),\n",
-    "             'EXG4': ('LVEOG', 'EOG', 'uV', 'Lower vertical EOG'),\n",
-    "             'EXG5': ('LMAST', 'MISC', 'uV', 'Left mastoid'),\n",
-    "             'EXG6': ('RMAST', 'MISC', 'uV', 'Right mastoid')}\n",
-    "\n",
-    "for file_name in eeg_files:\n",
-    "    basename = os.path.basename(file_name)\n",
-    "    channels = channel_info[basename]\n",
-    "    logger.add(basename, f\"EEG has {len(channels)} channels\")\n",
-    "    sampling_key = basename[:-8]\n",
-    "    sampling_rate = sampling_dict[sampling_key]\n",
-    "    logger.add(basename, f\"Sampling rate is {sampling_rate}\")\n",
-    "    data = {'name': channels}\n",
-    "    df = pd.DataFrame(data)\n",
-    "    df[['type', 'units', 'sampling_frequency', 'description']] = 'n/a'\n",
-    "    names = df['name']\n",
-    "    for index, name in names.iteritems():\n",
-    "        row = chan_dict.get(name, None)\n",
-    "        if not row:\n",
-    "            row = (name, 'EEG', 'uV', 'n/a')\n",
-    "        df.loc[index, 'name'] = row[0]\n",
-    "        df.loc[index, 'type'] = row[1]\n",
-    "        df.loc[index, 'units'] = row[2]\n",
-    "        df.loc[index, 'sampling_frequency'] = sampling_rate\n",
-    "        df.loc[index, 'description'] = row[3]\n",
-    "    EEG = sum(df['type'].map(str) == 'EEG')\n",
-    "    EOG = sum(df['type'].map(str) == 'EOG')\n",
-    "    OTHER = sum(df['type'].map(str) == 'OTHER')\n",
-    "    MISC = sum(df['type'].map(str) == 'MISC')\n",
-    "    logger.add(basename, f\"{EEG} EEG channels, {EOG} EOG channels, {OTHER} OTHER channels {MISC} MISC channels\")\n",
-    "    file_new = file_name[:-7] + \"channels.tsv\"\n",
-    "    df.to_csv(file_new, sep='\\t', index=False)\n",
-    "    logger.add(basename, f\"Saved as {os.path.basename(file_new)}\")\n",
-    "\n",
-    "# Output and save the log\n",
-    "log_string = \"\\n\\nLog output:\\n\" + logger.get_log_string()\n",
-    "error_string = \"\\n\\nERROR Summary:\\n\" + logger.get_log_string(level=\"ERROR\")\n",
-    "print(log_string)\n",
-    "print(error_string)\n",
-    "\n",
-    "save_path = os.path.join(bids_root_path, log_file_name)\n",
-    "with open(save_path, \"w\") as fp:\n",
-    "    fp.write(f\"{log_file_name} {datetime.datetime.now()}\\n\")\n",
-    "    fp.write(log_string)\n",
-    "    fp.write(error_string)"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Perform the calculation\n"
-    }
-   },
-   "execution_count": 1,
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "\n",
-      "Log output:\n",
-      "bcit_calibration_driving_07_fix_channels_log: Level None\n",
-      "sub-01_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 2048]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-01_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-02_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 2048]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-02_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-03_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 2048]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-03_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-04_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 2048]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-04_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-05_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 2048]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-05_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-06_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 2048]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-06_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-07_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 2048]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-07_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-08_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 2048]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-08_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-09_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 2048]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-09_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-10_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 2048]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-10_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-100_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-100_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-100_ses-02_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-100_ses-02_task-Drive_run-1_channels.tsv]\n",
-      "sub-100_ses-03_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-100_ses-03_task-Drive_run-1_channels.tsv]\n",
-      "sub-100_ses-04_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-100_ses-04_task-Drive_run-1_channels.tsv]\n",
-      "sub-100_ses-05_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-100_ses-05_task-Drive_run-1_channels.tsv]\n",
-      "sub-100_ses-06_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-100_ses-06_task-Drive_run-1_channels.tsv]\n",
-      "sub-100_ses-07_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-100_ses-07_task-Drive_run-1_channels.tsv]\n",
-      "sub-101_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-101_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-102_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-102_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-103_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-103_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-104_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-104_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-105_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-105_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-106_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-106_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-106_ses-02_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-106_ses-02_task-Drive_run-1_channels.tsv]\n",
-      "sub-107_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-107_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-108_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-108_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-109_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-109_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-11_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 2048]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-11_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-110_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-110_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-111_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-111_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-112_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-112_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-112_ses-02_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-112_ses-02_task-Drive_run-1_channels.tsv]\n",
-      "sub-112_ses-03_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-112_ses-03_task-Drive_run-1_channels.tsv]\n",
-      "sub-112_ses-04_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-112_ses-04_task-Drive_run-1_channels.tsv]\n",
-      "sub-112_ses-05_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-112_ses-05_task-Drive_run-1_channels.tsv]\n",
-      "sub-112_ses-06_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-112_ses-06_task-Drive_run-1_channels.tsv]\n",
-      "sub-112_ses-07_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-112_ses-07_task-Drive_run-1_channels.tsv]\n",
-      "sub-113_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-113_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-114_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-114_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-115_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-115_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-116_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-116_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-117_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-117_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-117_ses-02_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-117_ses-02_task-Drive_run-1_channels.tsv]\n",
-      "sub-117_ses-03_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-117_ses-03_task-Drive_run-1_channels.tsv]\n",
-      "sub-117_ses-04_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-117_ses-04_task-Drive_run-1_channels.tsv]\n",
-      "sub-117_ses-05_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-117_ses-05_task-Drive_run-1_channels.tsv]\n",
-      "sub-117_ses-06_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-117_ses-06_task-Drive_run-1_channels.tsv]\n",
-      "sub-118_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-118_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-119_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-119_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-12_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 2048]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-12_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-120_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-120_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-120_ses-02_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-120_ses-02_task-Drive_run-1_channels.tsv]\n",
-      "sub-120_ses-03_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-120_ses-03_task-Drive_run-1_channels.tsv]\n",
-      "sub-120_ses-04_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-120_ses-04_task-Drive_run-1_channels.tsv]\n",
-      "sub-120_ses-05_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-120_ses-05_task-Drive_run-1_channels.tsv]\n",
-      "sub-120_ses-06_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-120_ses-06_task-Drive_run-1_channels.tsv]\n",
-      "sub-120_ses-07_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-120_ses-07_task-Drive_run-1_channels.tsv]\n",
-      "sub-121_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-121_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-121_ses-02_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-121_ses-02_task-Drive_run-1_channels.tsv]\n",
-      "sub-121_ses-03_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-121_ses-03_task-Drive_run-1_channels.tsv]\n",
-      "sub-121_ses-04_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-121_ses-04_task-Drive_run-1_channels.tsv]\n",
-      "sub-121_ses-05_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-121_ses-05_task-Drive_run-1_channels.tsv]\n",
-      "sub-121_ses-06_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-121_ses-06_task-Drive_run-1_channels.tsv]\n",
-      "sub-121_ses-07_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-121_ses-07_task-Drive_run-1_channels.tsv]\n",
-      "sub-122_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-122_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-122_ses-02_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-122_ses-02_task-Drive_run-1_channels.tsv]\n",
-      "sub-122_ses-03_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-122_ses-03_task-Drive_run-1_channels.tsv]\n",
-      "sub-122_ses-04_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-122_ses-04_task-Drive_run-1_channels.tsv]\n",
-      "sub-122_ses-05_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-122_ses-05_task-Drive_run-1_channels.tsv]\n",
-      "sub-122_ses-06_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-122_ses-06_task-Drive_run-1_channels.tsv]\n",
-      "sub-122_ses-07_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-122_ses-07_task-Drive_run-1_channels.tsv]\n",
-      "sub-123_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-123_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-123_ses-02_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-123_ses-02_task-Drive_run-1_channels.tsv]\n",
-      "sub-123_ses-03_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-123_ses-03_task-Drive_run-1_channels.tsv]\n",
-      "sub-123_ses-04_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-123_ses-04_task-Drive_run-1_channels.tsv]\n",
-      "sub-123_ses-05_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-123_ses-05_task-Drive_run-1_channels.tsv]\n",
-      "sub-123_ses-06_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-123_ses-06_task-Drive_run-1_channels.tsv]\n",
-      "sub-124_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-124_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-124_ses-02_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-124_ses-02_task-Drive_run-1_channels.tsv]\n",
-      "sub-124_ses-03_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-124_ses-03_task-Drive_run-1_channels.tsv]\n",
-      "sub-124_ses-04_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-124_ses-04_task-Drive_run-1_channels.tsv]\n",
-      "sub-124_ses-05_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-124_ses-05_task-Drive_run-1_channels.tsv]\n",
-      "sub-124_ses-06_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-124_ses-06_task-Drive_run-1_channels.tsv]\n",
-      "sub-124_ses-07_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-124_ses-07_task-Drive_run-1_channels.tsv]\n",
-      "sub-125_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-125_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-125_ses-02_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-125_ses-02_task-Drive_run-1_channels.tsv]\n",
-      "sub-125_ses-03_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-125_ses-03_task-Drive_run-1_channels.tsv]\n",
-      "sub-125_ses-04_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-125_ses-04_task-Drive_run-1_channels.tsv]\n",
-      "sub-125_ses-05_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-125_ses-05_task-Drive_run-1_channels.tsv]\n",
-      "sub-125_ses-06_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-125_ses-06_task-Drive_run-1_channels.tsv]\n",
-      "sub-125_ses-07_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-125_ses-07_task-Drive_run-1_channels.tsv]\n",
-      "sub-126_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-126_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-126_ses-02_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-126_ses-02_task-Drive_run-1_channels.tsv]\n",
-      "sub-126_ses-03_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-126_ses-03_task-Drive_run-1_channels.tsv]\n",
-      "sub-126_ses-04_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-126_ses-04_task-Drive_run-1_channels.tsv]\n",
-      "sub-126_ses-05_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-126_ses-05_task-Drive_run-1_channels.tsv]\n",
-      "sub-126_ses-06_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-126_ses-06_task-Drive_run-1_channels.tsv]\n",
-      "sub-127_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-127_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-128_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-128_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-128_ses-02_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-128_ses-02_task-Drive_run-1_channels.tsv]\n",
-      "sub-129_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-129_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-13_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 2048]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-13_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-130_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-130_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-130_ses-02_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-130_ses-02_task-Drive_run-1_channels.tsv]\n",
-      "sub-131_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-131_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-131_ses-02_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-131_ses-02_task-Drive_run-1_channels.tsv]\n",
-      "sub-132_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-132_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-133_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-133_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-133_ses-02_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-133_ses-02_task-Drive_run-1_channels.tsv]\n",
-      "sub-134_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-134_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-135_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-135_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-136_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-136_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-137_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-137_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-138_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-138_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-139_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-139_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-14_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 2048]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-14_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-140_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-140_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-140_ses-02_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-140_ses-02_task-Drive_run-1_channels.tsv]\n",
-      "sub-140_ses-03_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-140_ses-03_task-Drive_run-1_channels.tsv]\n",
-      "sub-141_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-141_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-142_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-142_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-143_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-143_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-143_ses-02_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-143_ses-02_task-Drive_run-1_channels.tsv]\n",
-      "sub-144_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-144_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-145_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-145_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-146_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-146_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-146_ses-02_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-146_ses-02_task-Drive_run-1_channels.tsv]\n",
-      "sub-147_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-147_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-148_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-148_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-149_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-149_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-149_ses-02_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-149_ses-02_task-Drive_run-1_channels.tsv]\n",
-      "sub-15_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 2048]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-15_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-150_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-150_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-150_ses-02_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-150_ses-02_task-Drive_run-1_channels.tsv]\n",
-      "sub-151_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-151_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-152_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-152_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-153_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-153_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-154_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-154_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-155_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-155_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-155_ses-02_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-155_ses-02_task-Drive_run-1_channels.tsv]\n",
-      "sub-156_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-156_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-16_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 2048]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-16_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-17_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 2048]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-17_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-18_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 2048]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-18_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-19_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 2048]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-19_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-20_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 2048]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-20_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-21_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 2048]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-21_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-22_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-22_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-23_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-23_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-24_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-24_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-25_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-25_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-26_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-26_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-27_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-27_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-28_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-28_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-29_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-29_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-30_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-30_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-31_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-31_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-31_ses-02_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-31_ses-02_task-Drive_run-1_channels.tsv]\n",
-      "sub-32_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-32_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-33_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-33_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-33_ses-02_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-33_ses-02_task-Drive_run-1_channels.tsv]\n",
-      "sub-33_ses-03_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-33_ses-03_task-Drive_run-1_channels.tsv]\n",
-      "sub-34_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-34_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-35_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-35_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-36_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-36_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-37_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-37_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-38_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-38_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-39_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-39_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-40_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-40_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-41_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-41_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-42_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-42_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-43_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-43_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-44_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-44_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-44_ses-02_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-44_ses-02_task-Drive_run-1_channels.tsv]\n",
-      "sub-45_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-45_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-46_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-46_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-47_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-47_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-47_ses-02_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-47_ses-02_task-Drive_run-1_channels.tsv]\n",
-      "sub-48_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-48_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-49_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-49_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-50_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-50_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-51_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-51_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-52_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-52_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-53_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-53_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-54_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-54_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-55_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-55_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-56_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-56_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-57_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-57_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-58_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-58_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-58_ses-02_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-58_ses-02_task-Drive_run-1_channels.tsv]\n",
-      "sub-58_ses-03_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-58_ses-03_task-Drive_run-1_channels.tsv]\n",
-      "sub-59_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-59_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-59_ses-02_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-59_ses-02_task-Drive_run-1_channels.tsv]\n",
-      "sub-59_ses-03_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-59_ses-03_task-Drive_run-1_channels.tsv]\n",
-      "sub-60_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-60_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-61_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-61_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-61_ses-02_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-61_ses-02_task-Drive_run-1_channels.tsv]\n",
-      "sub-62_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-62_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-63_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-63_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-63_ses-02_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-63_ses-02_task-Drive_run-1_channels.tsv]\n",
-      "sub-63_ses-03_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-63_ses-03_task-Drive_run-1_channels.tsv]\n",
-      "sub-64_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-64_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-65_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-65_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-66_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-66_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-66_ses-02_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-66_ses-02_task-Drive_run-1_channels.tsv]\n",
-      "sub-66_ses-03_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-66_ses-03_task-Drive_run-1_channels.tsv]\n",
-      "sub-67_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-67_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-68_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-68_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-69_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-69_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-70_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-70_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-70_ses-02_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-70_ses-02_task-Drive_run-1_channels.tsv]\n",
-      "sub-70_ses-03_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-70_ses-03_task-Drive_run-1_channels.tsv]\n",
-      "sub-71_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-71_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-71_ses-02_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-71_ses-02_task-Drive_run-1_channels.tsv]\n",
-      "sub-71_ses-03_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-71_ses-03_task-Drive_run-1_channels.tsv]\n",
-      "sub-72_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-72_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-73_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-73_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-74_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-74_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-75_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-75_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-76_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-76_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-76_ses-02_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-76_ses-02_task-Drive_run-1_channels.tsv]\n",
-      "sub-76_ses-03_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-76_ses-03_task-Drive_run-1_channels.tsv]\n",
-      "sub-77_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-77_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-78_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-78_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-78_ses-02_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-78_ses-02_task-Drive_run-1_channels.tsv]\n",
-      "sub-78_ses-03_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-78_ses-03_task-Drive_run-1_channels.tsv]\n",
-      "sub-79_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-79_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-80_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-80_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-81_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-81_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-82_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-82_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-83_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-83_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-84_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-84_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-85_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-85_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-86_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-86_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-87_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-87_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-88_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-88_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-89_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-89_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-90_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-90_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-91_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-91_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-92_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-92_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-93_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-93_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-94_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-94_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-95_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-95_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-96_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-96_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-97_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-97_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-98_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-98_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-99_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 266 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-99_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "\n",
-      "\n",
-      "ERROR Summary:\n",
-      "bcit_calibration_driving_07_fix_channels_log: Level ERROR\n",
-      "sub-01_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-02_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-03_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-04_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-05_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-06_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-07_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-08_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-09_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-10_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-100_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-100_ses-02_task-Drive_run-1_eeg.set:\n",
-      "sub-100_ses-03_task-Drive_run-1_eeg.set:\n",
-      "sub-100_ses-04_task-Drive_run-1_eeg.set:\n",
-      "sub-100_ses-05_task-Drive_run-1_eeg.set:\n",
-      "sub-100_ses-06_task-Drive_run-1_eeg.set:\n",
-      "sub-100_ses-07_task-Drive_run-1_eeg.set:\n",
-      "sub-101_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-102_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-103_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-104_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-105_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-106_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-106_ses-02_task-Drive_run-1_eeg.set:\n",
-      "sub-107_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-108_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-109_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-11_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-110_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-111_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-112_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-112_ses-02_task-Drive_run-1_eeg.set:\n",
-      "sub-112_ses-03_task-Drive_run-1_eeg.set:\n",
-      "sub-112_ses-04_task-Drive_run-1_eeg.set:\n",
-      "sub-112_ses-05_task-Drive_run-1_eeg.set:\n",
-      "sub-112_ses-06_task-Drive_run-1_eeg.set:\n",
-      "sub-112_ses-07_task-Drive_run-1_eeg.set:\n",
-      "sub-113_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-114_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-115_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-116_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-117_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-117_ses-02_task-Drive_run-1_eeg.set:\n",
-      "sub-117_ses-03_task-Drive_run-1_eeg.set:\n",
-      "sub-117_ses-04_task-Drive_run-1_eeg.set:\n",
-      "sub-117_ses-05_task-Drive_run-1_eeg.set:\n",
-      "sub-117_ses-06_task-Drive_run-1_eeg.set:\n",
-      "sub-118_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-119_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-12_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-120_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-120_ses-02_task-Drive_run-1_eeg.set:\n",
-      "sub-120_ses-03_task-Drive_run-1_eeg.set:\n",
-      "sub-120_ses-04_task-Drive_run-1_eeg.set:\n",
-      "sub-120_ses-05_task-Drive_run-1_eeg.set:\n",
-      "sub-120_ses-06_task-Drive_run-1_eeg.set:\n",
-      "sub-120_ses-07_task-Drive_run-1_eeg.set:\n",
-      "sub-121_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-121_ses-02_task-Drive_run-1_eeg.set:\n",
-      "sub-121_ses-03_task-Drive_run-1_eeg.set:\n",
-      "sub-121_ses-04_task-Drive_run-1_eeg.set:\n",
-      "sub-121_ses-05_task-Drive_run-1_eeg.set:\n",
-      "sub-121_ses-06_task-Drive_run-1_eeg.set:\n",
-      "sub-121_ses-07_task-Drive_run-1_eeg.set:\n",
-      "sub-122_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-122_ses-02_task-Drive_run-1_eeg.set:\n",
-      "sub-122_ses-03_task-Drive_run-1_eeg.set:\n",
-      "sub-122_ses-04_task-Drive_run-1_eeg.set:\n",
-      "sub-122_ses-05_task-Drive_run-1_eeg.set:\n",
-      "sub-122_ses-06_task-Drive_run-1_eeg.set:\n",
-      "sub-122_ses-07_task-Drive_run-1_eeg.set:\n",
-      "sub-123_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-123_ses-02_task-Drive_run-1_eeg.set:\n",
-      "sub-123_ses-03_task-Drive_run-1_eeg.set:\n",
-      "sub-123_ses-04_task-Drive_run-1_eeg.set:\n",
-      "sub-123_ses-05_task-Drive_run-1_eeg.set:\n",
-      "sub-123_ses-06_task-Drive_run-1_eeg.set:\n",
-      "sub-124_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-124_ses-02_task-Drive_run-1_eeg.set:\n",
-      "sub-124_ses-03_task-Drive_run-1_eeg.set:\n",
-      "sub-124_ses-04_task-Drive_run-1_eeg.set:\n",
-      "sub-124_ses-05_task-Drive_run-1_eeg.set:\n",
-      "sub-124_ses-06_task-Drive_run-1_eeg.set:\n",
-      "sub-124_ses-07_task-Drive_run-1_eeg.set:\n",
-      "sub-125_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-125_ses-02_task-Drive_run-1_eeg.set:\n",
-      "sub-125_ses-03_task-Drive_run-1_eeg.set:\n",
-      "sub-125_ses-04_task-Drive_run-1_eeg.set:\n",
-      "sub-125_ses-05_task-Drive_run-1_eeg.set:\n",
-      "sub-125_ses-06_task-Drive_run-1_eeg.set:\n",
-      "sub-125_ses-07_task-Drive_run-1_eeg.set:\n",
-      "sub-126_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-126_ses-02_task-Drive_run-1_eeg.set:\n",
-      "sub-126_ses-03_task-Drive_run-1_eeg.set:\n",
-      "sub-126_ses-04_task-Drive_run-1_eeg.set:\n",
-      "sub-126_ses-05_task-Drive_run-1_eeg.set:\n",
-      "sub-126_ses-06_task-Drive_run-1_eeg.set:\n",
-      "sub-127_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-128_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-128_ses-02_task-Drive_run-1_eeg.set:\n",
-      "sub-129_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-13_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-130_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-130_ses-02_task-Drive_run-1_eeg.set:\n",
-      "sub-131_ses-01_task-Drive_run-1_eeg.set:\n",
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-     ]
-    }
-   ]
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 2
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
\ No newline at end of file
diff --git a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_calibration_driving/bcit_calibration_driving_08_fix_coordsystem.ipynb b/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_calibration_driving/bcit_calibration_driving_08_fix_coordsystem.ipynb
deleted file mode 100644
index 5dd2027..0000000
--- a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_calibration_driving/bcit_calibration_driving_08_fix_coordsystem.ipynb
+++ /dev/null
@@ -1,851 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "collapsed": true,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   },
-   "source": [
-    "## Fix the coordsystem.json files generated by ESS.\n",
-    "\n",
-    "This notebook replaces the `coordsystem.json` files of ESS with those generated by EEGLAB BidsTools\n",
-    "for the BCIT Calibration Driving data.\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "source": [
-    "import os\n",
-    "import json\n",
-    "import datetime\n",
-    "from hed.tools import HedLogger\n",
-    "from hed.util import get_file_list\n",
-    "\n",
-    "# Variables to set for the specific dataset\n",
-    "bids_root_path = 's:/bcit/CalibrationDrivingWorkingPhaseTwo'\n",
-    "exclude_dirs = ['sourcedata', 'stimuli', 'code']\n",
-    "log_name = 'bcit_calibration_driving_08_fix_coordsystem_log'\n",
-    "sampling_rate_file = os.path.realpath(os.path.join(bids_root_path, 'code/samplingRates.tsv'))\n",
-    "\n",
-    "# Set up the logger\n",
-    "log_file_name = f\"code/curation_logs/{log_name}.txt\"\n",
-    "logger = HedLogger(name=log_name)\n",
-    "\n",
-    "# Construct the lists of the EEG files\n",
-    "eeg_files = get_file_list(bids_root_path, extensions=[\".set\"], name_suffix=\"_eeg\", exclude_dirs=exclude_dirs)\n",
-    "\n",
-    "# Coordsystem.json template\n",
-    "coordsystem_template = {\"EEGCoordinateUnits\":\"n/a\",\n",
-    "                        \"EEGCoordinateSystem\":\"CTF\",\n",
-    "                        \"EEGCoordinateSystemDescription\":\"EEGLAB\"}\n",
-    "\n",
-    "for file_name in eeg_files:\n",
-    "    basename = os.path.basename(file_name)\n",
-    "    json_new = file_name[:-7] + \"coordsystem.json\"\n",
-    "    with open(json_new, 'w') as fp:\n",
-    "        json.dump(coordsystem_template, fp)\n",
-    "    logger.add(basename, f\"Saving the {os.path.basename(json_new)} coordinate system file\")\n",
-    "\n",
-    "# Output and save the log\n",
-    "log_string = \"\\n\\nLog output:\\n\" + logger.get_log_string()\n",
-    "error_string = \"\\n\\nERROR Summary:\\n\" + logger.get_log_string(level=\"ERROR\")\n",
-    "print(log_string)\n",
-    "print(error_string)\n",
-    "\n",
-    "save_path = os.path.join(bids_root_path, log_file_name)\n",
-    "with open(save_path, \"w\") as fp:\n",
-    "    fp.write(f\"{log_file_name} {datetime.datetime.now()}\\n\")\n",
-    "    fp.write(log_string)\n",
-    "    fp.write(error_string)"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Set up the directories and create a dictionary for events.tsv files\n"
-    }
-   },
-   "execution_count": 1,
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "\n",
-      "Log output:\n",
-      "bcit_calibration_driving_08_fix_coordsystem_log: Level None\n",
-      "sub-01_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-01_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-02_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-02_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-03_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-03_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-04_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-04_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-05_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-05_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-06_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-06_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-07_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-07_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-08_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-08_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-09_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-09_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-10_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-10_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-100_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-100_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-100_ses-02_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-100_ses-02_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-100_ses-03_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-100_ses-03_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-100_ses-04_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-100_ses-04_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-100_ses-05_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-100_ses-05_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-100_ses-06_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-100_ses-06_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-100_ses-07_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-100_ses-07_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-101_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-101_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-102_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-102_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-103_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-103_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-104_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-104_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-105_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-105_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-106_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-106_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-106_ses-02_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-106_ses-02_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-107_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-107_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-108_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-108_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-109_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-109_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-11_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-11_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-110_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-110_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-111_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-111_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-112_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-112_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-112_ses-02_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-112_ses-02_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-112_ses-03_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-112_ses-03_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-112_ses-04_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-112_ses-04_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-112_ses-05_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-112_ses-05_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-112_ses-06_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-112_ses-06_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-112_ses-07_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-112_ses-07_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-113_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-113_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-114_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-114_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-115_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-115_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-116_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-116_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-117_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-117_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-117_ses-02_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-117_ses-02_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-117_ses-03_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-117_ses-03_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-117_ses-04_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-117_ses-04_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-117_ses-05_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-117_ses-05_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-117_ses-06_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-117_ses-06_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-118_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-118_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-119_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-119_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-12_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-12_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-120_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-120_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-120_ses-02_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-120_ses-02_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-120_ses-03_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-120_ses-03_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-120_ses-04_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-120_ses-04_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-120_ses-05_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-120_ses-05_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-120_ses-06_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-120_ses-06_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-120_ses-07_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-120_ses-07_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-121_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-121_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-121_ses-02_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-121_ses-02_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-121_ses-03_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-121_ses-03_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-121_ses-04_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-121_ses-04_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-121_ses-05_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-121_ses-05_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-121_ses-06_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-121_ses-06_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-121_ses-07_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-121_ses-07_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-122_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-122_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-122_ses-02_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-122_ses-02_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-122_ses-03_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-122_ses-03_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-122_ses-04_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-122_ses-04_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-122_ses-05_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-122_ses-05_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-122_ses-06_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-122_ses-06_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-122_ses-07_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-122_ses-07_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-123_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-123_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-123_ses-02_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-123_ses-02_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-123_ses-03_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-123_ses-03_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-123_ses-04_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-123_ses-04_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-123_ses-05_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-123_ses-05_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-123_ses-06_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-123_ses-06_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-124_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-124_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-124_ses-02_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-124_ses-02_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-124_ses-03_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-124_ses-03_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-124_ses-04_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-124_ses-04_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-124_ses-05_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-124_ses-05_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-124_ses-06_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-124_ses-06_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-124_ses-07_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-124_ses-07_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-125_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-125_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-125_ses-02_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-125_ses-02_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-125_ses-03_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-125_ses-03_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-125_ses-04_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-125_ses-04_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-125_ses-05_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-125_ses-05_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-125_ses-06_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-125_ses-06_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-125_ses-07_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-125_ses-07_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-126_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-126_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-126_ses-02_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-126_ses-02_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-126_ses-03_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-126_ses-03_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-126_ses-04_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-126_ses-04_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-126_ses-05_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-126_ses-05_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-126_ses-06_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-126_ses-06_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-127_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-127_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-128_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-128_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-128_ses-02_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-128_ses-02_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-129_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-129_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-13_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-13_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-130_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-130_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-130_ses-02_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-130_ses-02_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-131_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-131_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-131_ses-02_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-131_ses-02_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-132_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-132_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-133_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-133_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-133_ses-02_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-133_ses-02_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-134_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-134_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-135_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-135_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-136_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-136_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-137_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-137_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-138_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-138_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-139_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-139_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-14_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-14_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-140_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-140_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-140_ses-02_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-140_ses-02_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-140_ses-03_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-140_ses-03_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-141_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-141_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-142_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-142_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-143_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-143_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-143_ses-02_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-143_ses-02_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-144_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-144_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-145_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-145_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-146_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-146_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-146_ses-02_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-146_ses-02_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-147_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-147_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-148_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-148_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-149_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-149_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-149_ses-02_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-149_ses-02_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-15_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-15_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-150_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-150_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-150_ses-02_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-150_ses-02_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-151_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-151_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-152_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-152_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-153_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-153_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-154_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-154_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-155_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-155_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-155_ses-02_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-155_ses-02_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-156_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-156_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-16_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-16_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-17_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-17_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-18_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-18_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-19_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-19_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-20_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-20_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-21_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-21_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-22_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-22_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-23_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-23_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-24_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-24_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-25_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-25_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-26_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-26_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-27_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-27_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-28_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-28_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-29_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-29_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-30_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-30_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-31_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-31_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-31_ses-02_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-31_ses-02_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-32_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-32_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-33_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-33_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-33_ses-02_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-33_ses-02_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-33_ses-03_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-33_ses-03_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-34_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-34_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-35_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-35_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-36_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-36_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-37_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-37_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-38_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-38_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-39_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-39_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-40_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-40_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-41_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-41_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-42_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-42_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-43_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-43_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-44_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-44_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-44_ses-02_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-44_ses-02_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-45_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-45_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-46_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-46_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-47_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-47_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-47_ses-02_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-47_ses-02_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-48_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-48_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-49_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-49_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-50_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-50_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-51_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-51_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-52_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-52_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-53_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-53_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-54_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-54_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-55_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-55_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-56_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-56_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-57_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-57_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-58_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-58_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-58_ses-02_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-58_ses-02_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-58_ses-03_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-58_ses-03_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-59_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-59_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-59_ses-02_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-59_ses-02_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-59_ses-03_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-59_ses-03_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-60_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-60_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-61_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-61_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-61_ses-02_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-61_ses-02_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-62_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-62_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-63_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-63_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-63_ses-02_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-63_ses-02_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-63_ses-03_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-63_ses-03_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-64_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-64_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-65_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-65_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-66_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-66_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-66_ses-02_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-66_ses-02_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-66_ses-03_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-66_ses-03_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-67_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-67_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-68_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-68_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-69_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-69_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-70_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-70_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-70_ses-02_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-70_ses-02_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-70_ses-03_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-70_ses-03_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-71_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-71_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-71_ses-02_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-71_ses-02_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-71_ses-03_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-71_ses-03_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-72_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-72_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-73_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-73_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-74_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-74_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-75_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-75_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-76_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-76_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-76_ses-02_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-76_ses-02_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-76_ses-03_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-76_ses-03_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-77_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-77_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-78_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-78_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-78_ses-02_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-78_ses-02_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-78_ses-03_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-78_ses-03_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-79_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-79_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-80_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-80_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-81_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-81_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-82_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-82_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-83_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-83_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-84_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-84_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-85_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-85_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-86_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-86_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-87_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-87_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-88_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-88_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-89_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-89_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-90_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-90_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-91_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-91_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-92_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-92_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-93_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-93_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-94_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-94_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-95_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-95_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-96_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-96_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-97_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-97_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-98_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-98_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-99_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-99_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "\n",
-      "\n",
-      "ERROR Summary:\n",
-      "bcit_calibration_driving_08_fix_coordsystem_log: Level ERROR\n",
-      "sub-01_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-02_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-03_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-04_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-05_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-06_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-07_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-08_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-09_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-10_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-100_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-100_ses-02_task-Drive_run-1_eeg.set:\n",
-      "sub-100_ses-03_task-Drive_run-1_eeg.set:\n",
-      "sub-100_ses-04_task-Drive_run-1_eeg.set:\n",
-      "sub-100_ses-05_task-Drive_run-1_eeg.set:\n",
-      "sub-100_ses-06_task-Drive_run-1_eeg.set:\n",
-      "sub-100_ses-07_task-Drive_run-1_eeg.set:\n",
-      "sub-101_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-102_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-103_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-104_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-105_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-106_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-106_ses-02_task-Drive_run-1_eeg.set:\n",
-      "sub-107_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-108_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-109_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-11_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-110_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-111_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-112_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-112_ses-02_task-Drive_run-1_eeg.set:\n",
-      "sub-112_ses-03_task-Drive_run-1_eeg.set:\n",
-      "sub-112_ses-04_task-Drive_run-1_eeg.set:\n",
-      "sub-112_ses-05_task-Drive_run-1_eeg.set:\n",
-      "sub-112_ses-06_task-Drive_run-1_eeg.set:\n",
-      "sub-112_ses-07_task-Drive_run-1_eeg.set:\n",
-      "sub-113_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-114_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-115_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-116_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-117_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-117_ses-02_task-Drive_run-1_eeg.set:\n",
-      "sub-117_ses-03_task-Drive_run-1_eeg.set:\n",
-      "sub-117_ses-04_task-Drive_run-1_eeg.set:\n",
-      "sub-117_ses-05_task-Drive_run-1_eeg.set:\n",
-      "sub-117_ses-06_task-Drive_run-1_eeg.set:\n",
-      "sub-118_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-119_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-12_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-120_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-120_ses-02_task-Drive_run-1_eeg.set:\n",
-      "sub-120_ses-03_task-Drive_run-1_eeg.set:\n",
-      "sub-120_ses-04_task-Drive_run-1_eeg.set:\n",
-      "sub-120_ses-05_task-Drive_run-1_eeg.set:\n",
-      "sub-120_ses-06_task-Drive_run-1_eeg.set:\n",
-      "sub-120_ses-07_task-Drive_run-1_eeg.set:\n",
-      "sub-121_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-121_ses-02_task-Drive_run-1_eeg.set:\n",
-      "sub-121_ses-03_task-Drive_run-1_eeg.set:\n",
-      "sub-121_ses-04_task-Drive_run-1_eeg.set:\n",
-      "sub-121_ses-05_task-Drive_run-1_eeg.set:\n",
-      "sub-121_ses-06_task-Drive_run-1_eeg.set:\n",
-      "sub-121_ses-07_task-Drive_run-1_eeg.set:\n",
-      "sub-122_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-122_ses-02_task-Drive_run-1_eeg.set:\n",
-      "sub-122_ses-03_task-Drive_run-1_eeg.set:\n",
-      "sub-122_ses-04_task-Drive_run-1_eeg.set:\n",
-      "sub-122_ses-05_task-Drive_run-1_eeg.set:\n",
-      "sub-122_ses-06_task-Drive_run-1_eeg.set:\n",
-      "sub-122_ses-07_task-Drive_run-1_eeg.set:\n",
-      "sub-123_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-123_ses-02_task-Drive_run-1_eeg.set:\n",
-      "sub-123_ses-03_task-Drive_run-1_eeg.set:\n",
-      "sub-123_ses-04_task-Drive_run-1_eeg.set:\n",
-      "sub-123_ses-05_task-Drive_run-1_eeg.set:\n",
-      "sub-123_ses-06_task-Drive_run-1_eeg.set:\n",
-      "sub-124_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-124_ses-02_task-Drive_run-1_eeg.set:\n",
-      "sub-124_ses-03_task-Drive_run-1_eeg.set:\n",
-      "sub-124_ses-04_task-Drive_run-1_eeg.set:\n",
-      "sub-124_ses-05_task-Drive_run-1_eeg.set:\n",
-      "sub-124_ses-06_task-Drive_run-1_eeg.set:\n",
-      "sub-124_ses-07_task-Drive_run-1_eeg.set:\n",
-      "sub-125_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-125_ses-02_task-Drive_run-1_eeg.set:\n",
-      "sub-125_ses-03_task-Drive_run-1_eeg.set:\n",
-      "sub-125_ses-04_task-Drive_run-1_eeg.set:\n",
-      "sub-125_ses-05_task-Drive_run-1_eeg.set:\n",
-      "sub-125_ses-06_task-Drive_run-1_eeg.set:\n",
-      "sub-125_ses-07_task-Drive_run-1_eeg.set:\n",
-      "sub-126_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-126_ses-02_task-Drive_run-1_eeg.set:\n",
-      "sub-126_ses-03_task-Drive_run-1_eeg.set:\n",
-      "sub-126_ses-04_task-Drive_run-1_eeg.set:\n",
-      "sub-126_ses-05_task-Drive_run-1_eeg.set:\n",
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-     ]
-    }
-   ]
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 2
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
\ No newline at end of file
diff --git a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_calibration_driving/bcit_calibration_driving_11_remove_eeg_json.ipynb b/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_calibration_driving/bcit_calibration_driving_11_remove_eeg_json.ipynb
deleted file mode 100644
index 22d678a..0000000
--- a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_calibration_driving/bcit_calibration_driving_11_remove_eeg_json.ipynb
+++ /dev/null
@@ -1,506 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "collapsed": true,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   },
-   "source": [
-    "## Remove eeg.json files from BCIT Calibration Driving Duty\n",
-    "\n",
-    "This script removes `eeg.json` from the dataset."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "\n",
-      "Log output:\n",
-      "bcit_calibration_driving_11_remove_eeg_json_log: Level None\n",
-      "overall:\n",
-      "\t[ Remove sub-01_task-Drive_eeg.json]\n",
-      "\t[ Remove sub-01_ses-01_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-02_task-Drive_eeg.json]\n",
-      "\t[ Remove sub-02_ses-01_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-03_task-Drive_eeg.json]\n",
-      "\t[ Remove sub-03_ses-01_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-04_task-Drive_eeg.json]\n",
-      "\t[ Remove sub-04_ses-01_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-05_task-Drive_eeg.json]\n",
-      "\t[ Remove sub-05_ses-01_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-06_task-Drive_eeg.json]\n",
-      "\t[ Remove sub-06_ses-01_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-07_task-Drive_eeg.json]\n",
-      "\t[ Remove sub-07_ses-01_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-08_task-Drive_eeg.json]\n",
-      "\t[ Remove sub-08_ses-01_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-09_task-Drive_eeg.json]\n",
-      "\t[ Remove sub-09_ses-01_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-10_task-Drive_eeg.json]\n",
-      "\t[ Remove sub-10_ses-01_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-100_task-Drive_eeg.json]\n",
-      "\t[ Remove sub-100_ses-01_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-100_ses-02_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-100_ses-03_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-100_ses-04_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-100_ses-05_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-100_ses-06_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-100_ses-07_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-101_task-Drive_eeg.json]\n",
-      "\t[ Remove sub-101_ses-01_task-Drive_run-1_eeg.json]\n",
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-      "\t[ Remove sub-104_task-Drive_eeg.json]\n",
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-      "\t[ Remove sub-105_task-Drive_eeg.json]\n",
-      "\t[ Remove sub-105_ses-01_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-106_task-Drive_eeg.json]\n",
-      "\t[ Remove sub-106_ses-01_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-106_ses-02_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-107_task-Drive_eeg.json]\n",
-      "\t[ Remove sub-107_ses-01_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-108_task-Drive_eeg.json]\n",
-      "\t[ Remove sub-108_ses-01_task-Drive_run-1_eeg.json]\n",
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-      "\t[ Remove sub-12_ses-01_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-120_task-Drive_eeg.json]\n",
-      "\t[ Remove sub-120_ses-01_task-Drive_run-1_eeg.json]\n",
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-      "\t[ Remove sub-121_task-Drive_eeg.json]\n",
-      "\t[ Remove sub-121_ses-01_task-Drive_run-1_eeg.json]\n",
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-      "\t[ Remove sub-122_task-Drive_eeg.json]\n",
-      "\t[ Remove sub-122_ses-01_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-122_ses-02_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-122_ses-03_task-Drive_run-1_eeg.json]\n",
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-      "\t[ Remove sub-123_task-Drive_eeg.json]\n",
-      "\t[ Remove sub-123_ses-01_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-123_ses-02_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-123_ses-03_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-123_ses-04_task-Drive_run-1_eeg.json]\n",
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-      "\t[ Remove sub-141_task-Drive_eeg.json]\n",
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-      "\t[ Remove sub-144_task-Drive_eeg.json]\n",
-      "\t[ Remove sub-144_ses-01_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-145_task-Drive_eeg.json]\n",
-      "\t[ Remove sub-145_ses-01_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-146_task-Drive_eeg.json]\n",
-      "\t[ Remove sub-146_ses-01_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-146_ses-02_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-147_task-Drive_eeg.json]\n",
-      "\t[ Remove sub-147_ses-01_task-Drive_run-1_eeg.json]\n",
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-      "\t[ Remove sub-149_ses-01_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-149_ses-02_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-15_task-Drive_eeg.json]\n",
-      "\t[ Remove sub-15_ses-01_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-150_task-Drive_eeg.json]\n",
-      "\t[ Remove sub-150_ses-01_task-Drive_run-1_eeg.json]\n",
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-      "\t[ Remove sub-151_task-Drive_eeg.json]\n",
-      "\t[ Remove sub-151_ses-01_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-152_task-Drive_eeg.json]\n",
-      "\t[ Remove sub-152_ses-01_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-153_task-Drive_eeg.json]\n",
-      "\t[ Remove sub-153_ses-01_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-154_task-Drive_eeg.json]\n",
-      "\t[ Remove sub-154_ses-01_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-155_task-Drive_eeg.json]\n",
-      "\t[ Remove sub-155_ses-01_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-155_ses-02_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-156_task-Drive_eeg.json]\n",
-      "\t[ Remove sub-156_ses-01_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-16_task-Drive_eeg.json]\n",
-      "\t[ Remove sub-16_ses-01_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-17_task-Drive_eeg.json]\n",
-      "\t[ Remove sub-17_ses-01_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-18_task-Drive_eeg.json]\n",
-      "\t[ Remove sub-18_ses-01_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-19_task-Drive_eeg.json]\n",
-      "\t[ Remove sub-19_ses-01_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-20_task-Drive_eeg.json]\n",
-      "\t[ Remove sub-20_ses-01_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-21_task-Drive_eeg.json]\n",
-      "\t[ Remove sub-21_ses-01_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-22_task-Drive_eeg.json]\n",
-      "\t[ Remove sub-22_ses-01_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-23_task-Drive_eeg.json]\n",
-      "\t[ Remove sub-23_ses-01_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-24_task-Drive_eeg.json]\n",
-      "\t[ Remove sub-24_ses-01_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-25_task-Drive_eeg.json]\n",
-      "\t[ Remove sub-25_ses-01_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-26_task-Drive_eeg.json]\n",
-      "\t[ Remove sub-26_ses-01_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-27_task-Drive_eeg.json]\n",
-      "\t[ Remove sub-27_ses-01_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-28_task-Drive_eeg.json]\n",
-      "\t[ Remove sub-28_ses-01_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-29_task-Drive_eeg.json]\n",
-      "\t[ Remove sub-29_ses-01_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-30_task-Drive_eeg.json]\n",
-      "\t[ Remove sub-30_ses-01_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-31_task-Drive_eeg.json]\n",
-      "\t[ Remove sub-31_ses-01_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-31_ses-02_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-32_task-Drive_eeg.json]\n",
-      "\t[ Remove sub-32_ses-01_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-33_task-Drive_eeg.json]\n",
-      "\t[ Remove sub-33_ses-01_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-33_ses-02_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-33_ses-03_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-34_task-Drive_eeg.json]\n",
-      "\t[ Remove sub-34_ses-01_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-35_task-Drive_eeg.json]\n",
-      "\t[ Remove sub-35_ses-01_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-36_task-Drive_eeg.json]\n",
-      "\t[ Remove sub-36_ses-01_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-37_task-Drive_eeg.json]\n",
-      "\t[ Remove sub-37_ses-01_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-38_task-Drive_eeg.json]\n",
-      "\t[ Remove sub-38_ses-01_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-39_task-Drive_eeg.json]\n",
-      "\t[ Remove sub-39_ses-01_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-40_task-Drive_eeg.json]\n",
-      "\t[ Remove sub-40_ses-01_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-41_task-Drive_eeg.json]\n",
-      "\t[ Remove sub-41_ses-01_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-42_task-Drive_eeg.json]\n",
-      "\t[ Remove sub-42_ses-01_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-43_task-Drive_eeg.json]\n",
-      "\t[ Remove sub-43_ses-01_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-44_task-Drive_eeg.json]\n",
-      "\t[ Remove sub-44_ses-01_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-44_ses-02_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-45_task-Drive_eeg.json]\n",
-      "\t[ Remove sub-45_ses-01_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-46_task-Drive_eeg.json]\n",
-      "\t[ Remove sub-46_ses-01_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-47_task-Drive_eeg.json]\n",
-      "\t[ Remove sub-47_ses-01_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-47_ses-02_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-48_task-Drive_eeg.json]\n",
-      "\t[ Remove sub-48_ses-01_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-49_task-Drive_eeg.json]\n",
-      "\t[ Remove sub-49_ses-01_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-50_task-Drive_eeg.json]\n",
-      "\t[ Remove sub-50_ses-01_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-51_task-Drive_eeg.json]\n",
-      "\t[ Remove sub-51_ses-01_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-52_task-Drive_eeg.json]\n",
-      "\t[ Remove sub-52_ses-01_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-53_task-Drive_eeg.json]\n",
-      "\t[ Remove sub-53_ses-01_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-54_task-Drive_eeg.json]\n",
-      "\t[ Remove sub-54_ses-01_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-55_task-Drive_eeg.json]\n",
-      "\t[ Remove sub-55_ses-01_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-56_task-Drive_eeg.json]\n",
-      "\t[ Remove sub-56_ses-01_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-57_task-Drive_eeg.json]\n",
-      "\t[ Remove sub-57_ses-01_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-58_task-Drive_eeg.json]\n",
-      "\t[ Remove sub-58_ses-01_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-58_ses-02_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-58_ses-03_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-59_task-Drive_eeg.json]\n",
-      "\t[ Remove sub-59_ses-01_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-59_ses-02_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-59_ses-03_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-60_task-Drive_eeg.json]\n",
-      "\t[ Remove sub-60_ses-01_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-61_task-Drive_eeg.json]\n",
-      "\t[ Remove sub-61_ses-01_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-61_ses-02_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-62_task-Drive_eeg.json]\n",
-      "\t[ Remove sub-62_ses-01_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-63_task-Drive_eeg.json]\n",
-      "\t[ Remove sub-63_ses-01_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-63_ses-02_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-63_ses-03_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-64_task-Drive_eeg.json]\n",
-      "\t[ Remove sub-64_ses-01_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-65_task-Drive_eeg.json]\n",
-      "\t[ Remove sub-65_ses-01_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-66_task-Drive_eeg.json]\n",
-      "\t[ Remove sub-66_ses-01_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-66_ses-02_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-66_ses-03_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-67_task-Drive_eeg.json]\n",
-      "\t[ Remove sub-67_ses-01_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-68_task-Drive_eeg.json]\n",
-      "\t[ Remove sub-68_ses-01_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-69_task-Drive_eeg.json]\n",
-      "\t[ Remove sub-69_ses-01_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-70_task-Drive_eeg.json]\n",
-      "\t[ Remove sub-70_ses-01_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-70_ses-02_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-70_ses-03_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-71_task-Drive_eeg.json]\n",
-      "\t[ Remove sub-71_ses-01_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-71_ses-02_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-71_ses-03_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-72_task-Drive_eeg.json]\n",
-      "\t[ Remove sub-72_ses-01_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-73_task-Drive_eeg.json]\n",
-      "\t[ Remove sub-73_ses-01_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-74_task-Drive_eeg.json]\n",
-      "\t[ Remove sub-74_ses-01_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-75_task-Drive_eeg.json]\n",
-      "\t[ Remove sub-75_ses-01_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-76_task-Drive_eeg.json]\n",
-      "\t[ Remove sub-76_ses-01_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-76_ses-02_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-76_ses-03_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-77_task-Drive_eeg.json]\n",
-      "\t[ Remove sub-77_ses-01_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-78_task-Drive_eeg.json]\n",
-      "\t[ Remove sub-78_ses-01_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-78_ses-02_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-78_ses-03_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-79_task-Drive_eeg.json]\n",
-      "\t[ Remove sub-79_ses-01_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-80_task-Drive_eeg.json]\n",
-      "\t[ Remove sub-80_ses-01_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-81_task-Drive_eeg.json]\n",
-      "\t[ Remove sub-81_ses-01_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-82_task-Drive_eeg.json]\n",
-      "\t[ Remove sub-82_ses-01_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-83_task-Drive_eeg.json]\n",
-      "\t[ Remove sub-83_ses-01_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-84_task-Drive_eeg.json]\n",
-      "\t[ Remove sub-84_ses-01_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-85_task-Drive_eeg.json]\n",
-      "\t[ Remove sub-85_ses-01_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-86_task-Drive_eeg.json]\n",
-      "\t[ Remove sub-86_ses-01_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-87_task-Drive_eeg.json]\n",
-      "\t[ Remove sub-87_ses-01_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-88_task-Drive_eeg.json]\n",
-      "\t[ Remove sub-88_ses-01_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-89_task-Drive_eeg.json]\n",
-      "\t[ Remove sub-89_ses-01_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-90_task-Drive_eeg.json]\n",
-      "\t[ Remove sub-90_ses-01_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-91_task-Drive_eeg.json]\n",
-      "\t[ Remove sub-91_ses-01_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-92_task-Drive_eeg.json]\n",
-      "\t[ Remove sub-92_ses-01_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-93_task-Drive_eeg.json]\n",
-      "\t[ Remove sub-93_ses-01_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-94_task-Drive_eeg.json]\n",
-      "\t[ Remove sub-94_ses-01_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-95_task-Drive_eeg.json]\n",
-      "\t[ Remove sub-95_ses-01_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-96_task-Drive_eeg.json]\n",
-      "\t[ Remove sub-96_ses-01_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-97_task-Drive_eeg.json]\n",
-      "\t[ Remove sub-97_ses-01_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-98_task-Drive_eeg.json]\n",
-      "\t[ Remove sub-98_ses-01_task-Drive_run-1_eeg.json]\n",
-      "\t[ Remove sub-99_task-Drive_eeg.json]\n",
-      "\t[ Remove sub-99_ses-01_task-Drive_run-1_eeg.json]\n",
-      "\n",
-      "\n",
-      "ERROR Summary:\n",
-      "bcit_calibration_driving_11_remove_eeg_json_log: Level ERROR\n",
-      "overall:\n"
-     ]
-    }
-   ],
-   "source": [
-    "import os\n",
-    "import datetime\n",
-    "from hed.tools import HedLogger\n",
-    "from hed.util import get_file_list\n",
-    "\n",
-    "# Variables to set for the specific dataset\n",
-    "bids_root_path = 'u:/bcit/CalibrationDrivingWorkingPhaseTwo'\n",
-    "exclude_dirs = ['sourcedata', 'stimuli', 'code']\n",
-    "entities = ('sub', 'ses', 'run')\n",
-    "log_name = 'bcit_calibration_driving_11_remove_eeg_json_log'\n",
-    "\n",
-    "# Set up the logger\n",
-    "log_file_name = f\"code/curation_logs/{log_name}.txt\"\n",
-    "logger = HedLogger(name=log_name)\n",
-    "\n",
-    "# Make sure that there actually are temp_files to move\n",
-    "eeg_json_files = get_file_list(bids_root_path, extensions=[\".json\"], name_suffix=\"_eeg\", exclude_dirs=exclude_dirs)\n",
-    "\n",
-    "# Remove the files\n",
-    "for filename in eeg_json_files:\n",
-    "    # Remove eeg.json\n",
-    "    os.remove(filename)\n",
-    "    logger.add(\"overall\", f\"Remove {os.path.basename(filename)}\")\n",
-    "\n",
-    "# Print the log\n",
-    "log_string = \"\\n\\nLog output:\\n\" + logger.get_log_string()\n",
-    "error_string = \"\\n\\nERROR Summary:\\n\" + logger.get_log_string(level=\"ERROR\")\n",
-    "print(log_string)\n",
-    "print(error_string)\n",
-    "save_path = os.path.join(bids_root_path, log_file_name)\n",
-    "with open(save_path, \"w\") as fp:\n",
-    "    fp.write(f\"{log_file_name} {datetime.datetime.now()}\\n\")\n",
-    "    fp.write(log_string)\n",
-    "    fp.write(error_string)"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Perform the operation\n"
-    }
-   }
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 2
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
\ No newline at end of file
diff --git a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_calibration_driving/bcit_calibration_driving_12_fix_eeg_json.ipynb b/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_calibration_driving/bcit_calibration_driving_12_fix_eeg_json.ipynb
deleted file mode 100644
index 095fb57..0000000
--- a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_calibration_driving/bcit_calibration_driving_12_fix_eeg_json.ipynb
+++ /dev/null
@@ -1,1377 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "collapsed": true,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   },
-   "source": [
-    "## Adds an eeg.json for each set for the Calibration Driving\n",
-    "\n",
-    "This notebook assumes that a JSON dictionary called `originalChannels.json`\n",
-    "has been created in the `/code` subdirectory of the dataset."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
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-      "\n",
-      "\n",
-      "Log output:\n",
-      "bcit_calibration_driving_12_fix_eeg_json_log: Level None\n",
-      "sub-01_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 2048 Hz sampling rate]\n",
-      "\t[ Saved as sub-01_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-02_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 2048 Hz sampling rate]\n",
-      "\t[ Saved as sub-02_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-03_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 2048 Hz sampling rate]\n",
-      "\t[ Saved as sub-03_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-04_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 2048 Hz sampling rate]\n",
-      "\t[ Saved as sub-04_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-05_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 2048 Hz sampling rate]\n",
-      "\t[ Saved as sub-05_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-06_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 2048 Hz sampling rate]\n",
-      "\t[ Saved as sub-06_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-07_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 2048 Hz sampling rate]\n",
-      "\t[ Saved as sub-07_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-08_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 2048 Hz sampling rate]\n",
-      "\t[ Saved as sub-08_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-09_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 2048 Hz sampling rate]\n",
-      "\t[ Saved as sub-09_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-10_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 2048 Hz sampling rate]\n",
-      "\t[ Saved as sub-10_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-100_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-100_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-100_ses-02_task-Drive_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-100_ses-02_task-Drive_run-1_eeg.json]\n",
-      "sub-100_ses-03_task-Drive_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-100_ses-03_task-Drive_run-1_eeg.json]\n",
-      "sub-100_ses-04_task-Drive_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-100_ses-04_task-Drive_run-1_eeg.json]\n",
-      "sub-100_ses-05_task-Drive_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-100_ses-05_task-Drive_run-1_eeg.json]\n",
-      "sub-100_ses-06_task-Drive_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-100_ses-06_task-Drive_run-1_eeg.json]\n",
-      "sub-100_ses-07_task-Drive_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-100_ses-07_task-Drive_run-1_eeg.json]\n",
-      "sub-101_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-101_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-102_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-102_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-103_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-103_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-104_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-104_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-105_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-105_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-106_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-106_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-106_ses-02_task-Drive_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-106_ses-02_task-Drive_run-1_eeg.json]\n",
-      "sub-107_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-107_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-108_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-108_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-109_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-109_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-11_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 2048 Hz sampling rate]\n",
-      "\t[ Saved as sub-11_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-110_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-110_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-111_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-111_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-112_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-112_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-112_ses-02_task-Drive_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-112_ses-02_task-Drive_run-1_eeg.json]\n",
-      "sub-112_ses-03_task-Drive_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-112_ses-03_task-Drive_run-1_eeg.json]\n",
-      "sub-112_ses-04_task-Drive_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-112_ses-04_task-Drive_run-1_eeg.json]\n",
-      "sub-112_ses-05_task-Drive_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-112_ses-05_task-Drive_run-1_eeg.json]\n",
-      "sub-112_ses-06_task-Drive_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-112_ses-06_task-Drive_run-1_eeg.json]\n",
-      "sub-112_ses-07_task-Drive_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-112_ses-07_task-Drive_run-1_eeg.json]\n",
-      "sub-113_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-113_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-114_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-114_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-115_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-115_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-116_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-116_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-117_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-117_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-117_ses-02_task-Drive_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-117_ses-02_task-Drive_run-1_eeg.json]\n",
-      "sub-117_ses-03_task-Drive_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-117_ses-03_task-Drive_run-1_eeg.json]\n",
-      "sub-117_ses-04_task-Drive_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-117_ses-04_task-Drive_run-1_eeg.json]\n",
-      "sub-117_ses-05_task-Drive_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-117_ses-05_task-Drive_run-1_eeg.json]\n",
-      "sub-117_ses-06_task-Drive_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-117_ses-06_task-Drive_run-1_eeg.json]\n",
-      "sub-118_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-118_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-119_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-119_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-12_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 2048 Hz sampling rate]\n",
-      "\t[ Saved as sub-12_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-120_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-120_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-120_ses-02_task-Drive_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-120_ses-02_task-Drive_run-1_eeg.json]\n",
-      "sub-120_ses-03_task-Drive_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-120_ses-03_task-Drive_run-1_eeg.json]\n",
-      "sub-120_ses-04_task-Drive_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-120_ses-04_task-Drive_run-1_eeg.json]\n",
-      "sub-120_ses-05_task-Drive_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-120_ses-05_task-Drive_run-1_eeg.json]\n",
-      "sub-120_ses-06_task-Drive_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-120_ses-06_task-Drive_run-1_eeg.json]\n",
-      "sub-120_ses-07_task-Drive_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-120_ses-07_task-Drive_run-1_eeg.json]\n",
-      "sub-121_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-121_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-121_ses-02_task-Drive_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-121_ses-02_task-Drive_run-1_eeg.json]\n",
-      "sub-121_ses-03_task-Drive_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-121_ses-03_task-Drive_run-1_eeg.json]\n",
-      "sub-121_ses-04_task-Drive_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-121_ses-04_task-Drive_run-1_eeg.json]\n",
-      "sub-121_ses-05_task-Drive_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-121_ses-05_task-Drive_run-1_eeg.json]\n",
-      "sub-121_ses-06_task-Drive_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-121_ses-06_task-Drive_run-1_eeg.json]\n",
-      "sub-121_ses-07_task-Drive_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-121_ses-07_task-Drive_run-1_eeg.json]\n",
-      "sub-122_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-122_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-122_ses-02_task-Drive_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-122_ses-02_task-Drive_run-1_eeg.json]\n",
-      "sub-122_ses-03_task-Drive_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-122_ses-03_task-Drive_run-1_eeg.json]\n",
-      "sub-122_ses-04_task-Drive_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-122_ses-04_task-Drive_run-1_eeg.json]\n",
-      "sub-122_ses-05_task-Drive_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-122_ses-05_task-Drive_run-1_eeg.json]\n",
-      "sub-122_ses-06_task-Drive_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-122_ses-06_task-Drive_run-1_eeg.json]\n",
-      "sub-122_ses-07_task-Drive_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-122_ses-07_task-Drive_run-1_eeg.json]\n",
-      "sub-123_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-123_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-123_ses-02_task-Drive_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-123_ses-02_task-Drive_run-1_eeg.json]\n",
-      "sub-123_ses-03_task-Drive_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-123_ses-03_task-Drive_run-1_eeg.json]\n",
-      "sub-123_ses-04_task-Drive_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-123_ses-04_task-Drive_run-1_eeg.json]\n",
-      "sub-123_ses-05_task-Drive_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-123_ses-05_task-Drive_run-1_eeg.json]\n",
-      "sub-123_ses-06_task-Drive_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-123_ses-06_task-Drive_run-1_eeg.json]\n",
-      "sub-124_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-124_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-124_ses-02_task-Drive_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-124_ses-02_task-Drive_run-1_eeg.json]\n",
-      "sub-124_ses-03_task-Drive_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-124_ses-03_task-Drive_run-1_eeg.json]\n",
-      "sub-124_ses-04_task-Drive_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-124_ses-04_task-Drive_run-1_eeg.json]\n",
-      "sub-124_ses-05_task-Drive_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-124_ses-05_task-Drive_run-1_eeg.json]\n",
-      "sub-124_ses-06_task-Drive_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-124_ses-06_task-Drive_run-1_eeg.json]\n",
-      "sub-124_ses-07_task-Drive_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-124_ses-07_task-Drive_run-1_eeg.json]\n",
-      "sub-125_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-125_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-125_ses-02_task-Drive_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-125_ses-02_task-Drive_run-1_eeg.json]\n",
-      "sub-125_ses-03_task-Drive_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-125_ses-03_task-Drive_run-1_eeg.json]\n",
-      "sub-125_ses-04_task-Drive_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-125_ses-04_task-Drive_run-1_eeg.json]\n",
-      "sub-125_ses-05_task-Drive_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-125_ses-05_task-Drive_run-1_eeg.json]\n",
-      "sub-125_ses-06_task-Drive_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-125_ses-06_task-Drive_run-1_eeg.json]\n",
-      "sub-125_ses-07_task-Drive_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-125_ses-07_task-Drive_run-1_eeg.json]\n",
-      "sub-126_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-126_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-126_ses-02_task-Drive_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-126_ses-02_task-Drive_run-1_eeg.json]\n",
-      "sub-126_ses-03_task-Drive_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-126_ses-03_task-Drive_run-1_eeg.json]\n",
-      "sub-126_ses-04_task-Drive_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-126_ses-04_task-Drive_run-1_eeg.json]\n",
-      "sub-126_ses-05_task-Drive_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-126_ses-05_task-Drive_run-1_eeg.json]\n",
-      "sub-126_ses-06_task-Drive_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-126_ses-06_task-Drive_run-1_eeg.json]\n",
-      "sub-127_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-127_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-128_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-128_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-128_ses-02_task-Drive_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-128_ses-02_task-Drive_run-1_eeg.json]\n",
-      "sub-129_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-129_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-13_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 2048 Hz sampling rate]\n",
-      "\t[ Saved as sub-13_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-130_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-130_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-130_ses-02_task-Drive_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-130_ses-02_task-Drive_run-1_eeg.json]\n",
-      "sub-131_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-131_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-131_ses-02_task-Drive_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-131_ses-02_task-Drive_run-1_eeg.json]\n",
-      "sub-132_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-132_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-133_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-133_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-133_ses-02_task-Drive_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-133_ses-02_task-Drive_run-1_eeg.json]\n",
-      "sub-134_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-134_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-135_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-135_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-136_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-136_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-137_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-137_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-138_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-138_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-139_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-139_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-14_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 2048 Hz sampling rate]\n",
-      "\t[ Saved as sub-14_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-140_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-140_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-140_ses-02_task-Drive_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-140_ses-02_task-Drive_run-1_eeg.json]\n",
-      "sub-140_ses-03_task-Drive_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-140_ses-03_task-Drive_run-1_eeg.json]\n",
-      "sub-141_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-141_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-142_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-142_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-143_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-143_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-143_ses-02_task-Drive_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-143_ses-02_task-Drive_run-1_eeg.json]\n",
-      "sub-144_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-144_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-145_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-145_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-146_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-146_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-146_ses-02_task-Drive_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-146_ses-02_task-Drive_run-1_eeg.json]\n",
-      "sub-147_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-147_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-148_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-148_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-149_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-149_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-149_ses-02_task-Drive_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-149_ses-02_task-Drive_run-1_eeg.json]\n",
-      "sub-15_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 2048 Hz sampling rate]\n",
-      "\t[ Saved as sub-15_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-150_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-150_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-150_ses-02_task-Drive_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-150_ses-02_task-Drive_run-1_eeg.json]\n",
-      "sub-151_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-151_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-152_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-152_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-153_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-153_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-154_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-154_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-155_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-155_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-155_ses-02_task-Drive_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-155_ses-02_task-Drive_run-1_eeg.json]\n",
-      "sub-156_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-156_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-16_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 2048 Hz sampling rate]\n",
-      "\t[ Saved as sub-16_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-17_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 2048 Hz sampling rate]\n",
-      "\t[ Saved as sub-17_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-18_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 2048 Hz sampling rate]\n",
-      "\t[ Saved as sub-18_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-19_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 2048 Hz sampling rate]\n",
-      "\t[ Saved as sub-19_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-20_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 2048 Hz sampling rate]\n",
-      "\t[ Saved as sub-20_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-21_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 2048 Hz sampling rate]\n",
-      "\t[ Saved as sub-21_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-22_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-22_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-23_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-23_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-24_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-24_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-25_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-25_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-26_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-26_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-27_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-27_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-28_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-28_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-29_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-29_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-30_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-30_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-31_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-31_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-31_ses-02_task-Drive_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-31_ses-02_task-Drive_run-1_eeg.json]\n",
-      "sub-32_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-32_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-33_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-33_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-33_ses-02_task-Drive_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-33_ses-02_task-Drive_run-1_eeg.json]\n",
-      "sub-33_ses-03_task-Drive_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-33_ses-03_task-Drive_run-1_eeg.json]\n",
-      "sub-34_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-34_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-35_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-35_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-36_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-36_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-37_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-37_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-38_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-38_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-39_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-39_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-40_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-40_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-41_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-41_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-42_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-42_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-43_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-43_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-44_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-44_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-44_ses-02_task-Drive_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-44_ses-02_task-Drive_run-1_eeg.json]\n",
-      "sub-45_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-45_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-46_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-46_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-47_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-47_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-47_ses-02_task-Drive_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-47_ses-02_task-Drive_run-1_eeg.json]\n",
-      "sub-48_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-48_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-49_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-49_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-50_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-50_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-51_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-51_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-52_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-52_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-53_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-53_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-54_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-54_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-55_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-55_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-56_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-56_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-57_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-57_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-58_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-58_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-58_ses-02_task-Drive_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-58_ses-02_task-Drive_run-1_eeg.json]\n",
-      "sub-58_ses-03_task-Drive_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-58_ses-03_task-Drive_run-1_eeg.json]\n",
-      "sub-59_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-59_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-59_ses-02_task-Drive_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-59_ses-02_task-Drive_run-1_eeg.json]\n",
-      "sub-59_ses-03_task-Drive_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-59_ses-03_task-Drive_run-1_eeg.json]\n",
-      "sub-60_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-60_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-61_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-61_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-61_ses-02_task-Drive_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-61_ses-02_task-Drive_run-1_eeg.json]\n",
-      "sub-62_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-62_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-63_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-63_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-63_ses-02_task-Drive_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-63_ses-02_task-Drive_run-1_eeg.json]\n",
-      "sub-63_ses-03_task-Drive_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-63_ses-03_task-Drive_run-1_eeg.json]\n",
-      "sub-64_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-64_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-65_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-65_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-66_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-66_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-66_ses-02_task-Drive_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-66_ses-02_task-Drive_run-1_eeg.json]\n",
-      "sub-66_ses-03_task-Drive_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-66_ses-03_task-Drive_run-1_eeg.json]\n",
-      "sub-67_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-67_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-68_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-68_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-69_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-69_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-70_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-70_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-70_ses-02_task-Drive_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-70_ses-02_task-Drive_run-1_eeg.json]\n",
-      "sub-70_ses-03_task-Drive_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-70_ses-03_task-Drive_run-1_eeg.json]\n",
-      "sub-71_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-71_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-71_ses-02_task-Drive_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-71_ses-02_task-Drive_run-1_eeg.json]\n",
-      "sub-71_ses-03_task-Drive_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-71_ses-03_task-Drive_run-1_eeg.json]\n",
-      "sub-72_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-72_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-73_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-73_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-74_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-74_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-75_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-75_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-76_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-76_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-76_ses-02_task-Drive_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-76_ses-02_task-Drive_run-1_eeg.json]\n",
-      "sub-76_ses-03_task-Drive_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-76_ses-03_task-Drive_run-1_eeg.json]\n",
-      "sub-77_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-77_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-78_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-78_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-78_ses-02_task-Drive_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-78_ses-02_task-Drive_run-1_eeg.json]\n",
-      "sub-78_ses-03_task-Drive_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-78_ses-03_task-Drive_run-1_eeg.json]\n",
-      "sub-79_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-79_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-80_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-80_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-81_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-81_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-82_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-82_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-83_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-83_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-84_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-84_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-85_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-85_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-86_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-86_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-87_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-87_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-88_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-88_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-89_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-89_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-90_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-90_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-91_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-91_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-92_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-92_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-93_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-93_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-94_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-94_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-95_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-95_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-96_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-96_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-97_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 64 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-97_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-98_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-98_ses-01_task-Drive_run-1_eeg.json]\n",
-      "sub-99_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ 256 EEG channels and 1024 Hz sampling rate]\n",
-      "\t[ Saved as sub-99_ses-01_task-Drive_run-1_eeg.json]\n",
-      "\n",
-      "\n",
-      "ERROR Summary:\n",
-      "bcit_calibration_driving_12_fix_eeg_json_log: Level ERROR\n",
-      "sub-01_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-02_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-03_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-04_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-05_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-06_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-07_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-08_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-09_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-10_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-100_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-100_ses-02_task-Drive_run-1_eeg.set:\n",
-      "sub-100_ses-03_task-Drive_run-1_eeg.set:\n",
-      "sub-100_ses-04_task-Drive_run-1_eeg.set:\n",
-      "sub-100_ses-05_task-Drive_run-1_eeg.set:\n",
-      "sub-100_ses-06_task-Drive_run-1_eeg.set:\n",
-      "sub-100_ses-07_task-Drive_run-1_eeg.set:\n",
-      "sub-101_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-102_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-103_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-104_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-105_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-106_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-106_ses-02_task-Drive_run-1_eeg.set:\n",
-      "sub-107_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-108_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-109_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-11_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-110_ses-01_task-Drive_run-1_eeg.set:\n",
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-     ]
-    }
-   ],
-   "source": [
-    "import os\n",
-    "import datetime\n",
-    "import json\n",
-    "from hed.tools import HedLogger\n",
-    "from hed.util import get_file_list, get_value_dict\n",
-    "\n",
-    "# Variables to set for the specific dataset\n",
-    "bids_root_path = 'u:/bcit/CalibrationDrivingWorkingPhaseTwo'\n",
-    "exclude_dirs = ['sourcedata', 'stimuli', 'code']\n",
-    "entities = ('sub', 'ses', 'run')\n",
-    "log_name = 'bcit_calibration_driving_12_fix_eeg_json_log'\n",
-    "taskName = \"Drive\"\n",
-    "taskDescription = \"Control simulated vehicle with the objective of maintaining \" \\\n",
-    "    + \"the cruising lane on a virtual road. Respond to perturbations perpendicular to \" \\\n",
-    "    + \"lane by steering back toward the center of the lane.\"\n",
-    "eeg_dict = {\n",
-    "  \"TaskName\": taskName,\n",
-    "  \"TaskDescription\": taskDescription,\n",
-    "  \"EEGReference\": \"CMS\",\n",
-    "  \"SamplingFrequency\": 1024.0,\n",
-    "  \"PowerLineFrequency\": 60,\n",
-    "  \"SoftwareFilters\": \"n/a\",\n",
-    "  \"CapManufacturer\": \"BioSemi ActiveTwo biopotential measurement system\",\n",
-    "  \"EEGChannelCount\": 64,\n",
-    "  \"ECGChannelCount\": 0,\n",
-    "  \"EMGChannelCount\": 0,\n",
-    "  \"EOGChannelCount\": 4,\n",
-    "  \"MiscChannelCount\": 6,\n",
-    "  \"EEGPlacementScheme\": \"Custom\"\n",
-    "}\n",
-    "sampling_rate_file = os.path.realpath(os.path.join(bids_root_path, 'code/samplingRates.tsv'))\n",
-    "channel_file = os.path.realpath(os.path.join(bids_root_path, \"code/channelsOriginal.json\"))\n",
-    "\n",
-    "# Set up the logger\n",
-    "log_file_name = f\"code/curation_logs/{log_name}.txt\"\n",
-    "logger = HedLogger(name=log_name)\n",
-    "\n",
-    "# Load the channels file\n",
-    "with open(channel_file, 'r') as fp:\n",
-    "    channel_info = json.load(fp)\n",
-    "\n",
-    "# Get the sample rate dictionary\n",
-    "sampling_dict = get_value_dict(sampling_rate_file)\n",
-    "\n",
-    "# Make the file list eeg files\n",
-    "eeg_files = get_file_list(bids_root_path, extensions=[\".set\"], name_suffix=\"_eeg\", exclude_dirs=exclude_dirs)\n",
-    "\n",
-    "for file in eeg_files:\n",
-    "    basename = os.path.basename(file)\n",
-    "    sampling_key = basename[:-8]\n",
-    "    sampling_rate = sampling_dict[sampling_key]\n",
-    "    channels = channel_info[basename]\n",
-    "\n",
-    "    numEEG = len(channels) - 10\n",
-    "    if numEEG != 64 and numEEG != 256:\n",
-    "        logger.add(sampling_key, f\"{numEEG} channels not 64 or 256\", level=\"ERROR\")\n",
-    "    eeg_dict[\"EEGChannelCount\"] = numEEG\n",
-    "    eeg_dict[\"SamplingFrequency\"] = sampling_rate\n",
-    "    logger.add(basename, f\"{numEEG} EEG channels and {sampling_rate} Hz sampling rate\")\n",
-    "    file_new = file[:-7] + \"eeg.json\"\n",
-    "    with open(file_new, \"w\") as fp:\n",
-    "        json.dump(eeg_dict, fp, indent=4)\n",
-    "    logger.add(basename, f\"Saved as {os.path.basename(file_new)}\")\n",
-    "\n",
-    "# Output and save the log\n",
-    "log_string = \"\\n\\nLog output:\\n\" + logger.get_log_string()\n",
-    "error_string = \"\\n\\nERROR Summary:\\n\" + logger.get_log_string(level=\"ERROR\")\n",
-    "print(log_string)\n",
-    "print(error_string)\n",
-    "save_path = os.path.join(bids_root_path, log_file_name)\n",
-    "with open(save_path, \"w\") as fp:\n",
-    "    fp.write(f\"{log_file_name} {datetime.datetime.now()}\\n\")\n",
-    "    fp.write(log_string)\n",
-    "    fp.write(error_string)"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Create the template for the dataset\n"
-    }
-   }
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 2
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
\ No newline at end of file
diff --git a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_mind_wandering/bcit_mind_wandering_01_initial_summary.ipynb b/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_mind_wandering/bcit_mind_wandering_01_initial_summary.ipynb
deleted file mode 100644
index 907f3e8..0000000
--- a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_mind_wandering/bcit_mind_wandering_01_initial_summary.ipynb
+++ /dev/null
@@ -1,984 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "collapsed": true,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   },
-   "source": [
-    "## Initial summary of event files\n",
-    "\n",
-    "**Dataset** BCIT Mind Wandering (in process)\n",
-    "\n",
-    "This script does a preliminary summary of the contents of the events files.\n",
-    "The summary includes printing out the column names of each event file so\n",
-    "that they can be manually checked for differences.\n",
-    "\n",
-    "The script assumes that the data is in BIDS format and that each BIDS events\n",
-    "file of the form `_events.tsv` has a corresponding events file with\n",
-    "suffix `_eventstemp.tsv` that was previously dumped from the `EEG.set` files.\n",
-    "\n",
-    "This script does a preliminary summary of the contents of the events files.\n",
-    "The summary includes printing out the column names of each event file so\n",
-    "that they can be manually checked for differences.\n",
-    "\n",
-    "The script assumes that the data is in BIDS format and that each BIDS events\n",
-    "file of the form `_events.tsv` has a corresponding events file with\n",
-    "suffix `_eventstemp.tsv` that was previously dumped from the `EEG.set` files.\n",
-    "Keys are specified by a `entities` tuple lists the BIDS entity names\n",
-    "to include in the key.\n",
-    "BIDS base file names are constructed of entity *name*-*value* pairs separated\n",
-    "by underbars and followed by an ending *_suffix*.\n",
-    "\n",
-    "For a file name `sub-001_ses-3_task-target_run-01_events.tsv`,\n",
-    "the tuple ('sub', 'task') gives a key of `sub-001_task-target`,\n",
-    "while the tuple ('sub', 'ses', 'run) gives a key of `sub-001_ses-3_run-01`.\n",
-    "The use of dictionaries of file names with such keys makes it\n",
-    "easier to associate related files in the BIDS naming structure.\n",
-    "\n",
-    "The setup requires the setting of the following variables for your dataset:\n",
-    "\n",
-    "| Variable | Purpose |\n",
-    "| -------- | ------- |\n",
-    "| bids_root_path | Full path to root directory of dataset.|\n",
-    "| exclude_dirs | List of directories to exclude when constructing file lists. |\n",
-    "| entities  | Tuple of entity names used to construct a unique keys representing filenames. <br>(See [Dictionaries of filenames](https://hed-examples.readthedocs.io/en/latest/HedInPython.html#dictionaries-of-filenames-anchor) for examples of how to choose the keys.)|\n",
-    "| bids_skip_columns  |  List of column names in the `events.tsv` files to skip in the analysis. |\n",
-    "| eeg_skip_columns  | List of column names in the `eventstemp.tsv` files form EEG.events to skip in analysis.|\n",
-    "| log_name | Name of the log file (saved in the `code/curation_logs` subdirectory). |"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "Bids event files has 60 event files\n",
-      "EEG event files has 60 event files\n",
-      "\n",
-      "Bids event files event files (60 files)\n",
-      "sub-01_ses-01_run-1: sub-01_ses-01_task-DriveWithTaskAudio_run-1_events.tsv\n",
-      "sub-01_ses-01_run-2: sub-01_ses-01_task-DriveWithTaskAudio_run-2_events.tsv\n",
-      "sub-01_ses-01_run-3: sub-01_ses-01_task-DriveWithTaskAudio_run-3_events.tsv\n",
-      "sub-02_ses-01_run-1: sub-02_ses-01_task-DriveWithTaskAudio_run-1_events.tsv\n",
-      "sub-02_ses-01_run-2: sub-02_ses-01_task-DriveWithTaskAudio_run-2_events.tsv\n",
-      "sub-02_ses-01_run-3: sub-02_ses-01_task-DriveWithTaskAudio_run-3_events.tsv\n",
-      "sub-03_ses-01_run-1: sub-03_ses-01_task-DriveWithTaskAudio_run-1_events.tsv\n",
-      "sub-03_ses-01_run-2: sub-03_ses-01_task-DriveWithTaskAudio_run-2_events.tsv\n",
-      "sub-03_ses-01_run-3: sub-03_ses-01_task-DriveWithTaskAudio_run-3_events.tsv\n",
-      "sub-04_ses-01_run-1: sub-04_ses-01_task-DriveWithTaskAudio_run-1_events.tsv\n",
-      "sub-04_ses-01_run-2: sub-04_ses-01_task-DriveWithTaskAudio_run-2_events.tsv\n",
-      "sub-04_ses-01_run-3: sub-04_ses-01_task-DriveWithTaskAudio_run-3_events.tsv\n",
-      "sub-05_ses-01_run-1: sub-05_ses-01_task-DriveWithTaskAudio_run-1_events.tsv\n",
-      "sub-05_ses-01_run-2: sub-05_ses-01_task-DriveWithTaskAudio_run-2_events.tsv\n",
-      "sub-05_ses-01_run-3: sub-05_ses-01_task-DriveWithTaskAudio_run-3_events.tsv\n",
-      "sub-06_ses-01_run-1: sub-06_ses-01_task-DriveWithTaskAudio_run-1_events.tsv\n",
-      "sub-06_ses-01_run-2: sub-06_ses-01_task-DriveWithTaskAudio_run-2_events.tsv\n",
-      "sub-06_ses-01_run-3: sub-06_ses-01_task-DriveWithTaskAudio_run-3_events.tsv\n",
-      "sub-07_ses-01_run-1: sub-07_ses-01_task-DriveWithTaskAudio_run-1_events.tsv\n",
-      "sub-07_ses-01_run-2: sub-07_ses-01_task-DriveWithTaskAudio_run-2_events.tsv\n",
-      "sub-07_ses-01_run-3: sub-07_ses-01_task-DriveWithTaskAudio_run-3_events.tsv\n",
-      "sub-08_ses-01_run-1: sub-08_ses-01_task-DriveWithTaskAudio_run-1_events.tsv\n",
-      "sub-08_ses-01_run-2: sub-08_ses-01_task-DriveWithTaskAudio_run-2_events.tsv\n",
-      "sub-09_ses-01_run-1: sub-09_ses-01_task-DriveWithTaskAudio_run-1_events.tsv\n",
-      "sub-09_ses-01_run-2: sub-09_ses-01_task-DriveWithTaskAudio_run-2_events.tsv\n",
-      "sub-09_ses-01_run-3: sub-09_ses-01_task-DriveWithTaskAudio_run-3_events.tsv\n",
-      "sub-10_ses-01_run-1: sub-10_ses-01_task-DriveWithTaskAudio_run-1_events.tsv\n",
-      "sub-11_ses-01_run-1: sub-11_ses-01_task-DriveWithTaskAudio_run-1_events.tsv\n",
-      "sub-11_ses-01_run-2: sub-11_ses-01_task-DriveWithTaskAudio_run-2_events.tsv\n",
-      "sub-11_ses-01_run-3: sub-11_ses-01_task-DriveWithTaskAudio_run-3_events.tsv\n",
-      "sub-12_ses-01_run-1: sub-12_ses-01_task-DriveWithTaskAudio_run-1_events.tsv\n",
-      "sub-12_ses-01_run-2: sub-12_ses-01_task-DriveWithTaskAudio_run-2_events.tsv\n",
-      "sub-12_ses-01_run-3: sub-12_ses-01_task-DriveWithTaskAudio_run-3_events.tsv\n",
-      "sub-13_ses-01_run-1: sub-13_ses-01_task-DriveWithTaskAudio_run-1_events.tsv\n",
-      "sub-13_ses-01_run-2: sub-13_ses-01_task-DriveWithTaskAudio_run-2_events.tsv\n",
-      "sub-13_ses-01_run-3: sub-13_ses-01_task-DriveWithTaskAudio_run-3_events.tsv\n",
-      "sub-14_ses-01_run-1: sub-14_ses-01_task-DriveWithTaskAudio_run-1_events.tsv\n",
-      "sub-14_ses-01_run-2: sub-14_ses-01_task-DriveWithTaskAudio_run-2_events.tsv\n",
-      "sub-14_ses-01_run-3: sub-14_ses-01_task-DriveWithTaskAudio_run-3_events.tsv\n",
-      "sub-15_ses-01_run-1: sub-15_ses-01_task-DriveWithTaskAudio_run-1_events.tsv\n",
-      "sub-15_ses-01_run-2: sub-15_ses-01_task-DriveWithTaskAudio_run-2_events.tsv\n",
-      "sub-15_ses-01_run-3: sub-15_ses-01_task-DriveWithTaskAudio_run-3_events.tsv\n",
-      "sub-16_ses-01_run-1: sub-16_ses-01_task-DriveWithTaskAudio_run-1_events.tsv\n",
-      "sub-16_ses-01_run-2: sub-16_ses-01_task-DriveWithTaskAudio_run-2_events.tsv\n",
-      "sub-16_ses-01_run-3: sub-16_ses-01_task-DriveWithTaskAudio_run-3_events.tsv\n",
-      "sub-17_ses-01_run-1: sub-17_ses-01_task-DriveWithTaskAudio_run-1_events.tsv\n",
-      "sub-17_ses-01_run-2: sub-17_ses-01_task-DriveWithTaskAudio_run-2_events.tsv\n",
-      "sub-17_ses-01_run-3: sub-17_ses-01_task-DriveWithTaskAudio_run-3_events.tsv\n",
-      "sub-18_ses-01_run-1: sub-18_ses-01_task-DriveWithTaskAudio_run-1_events.tsv\n",
-      "sub-18_ses-01_run-2: sub-18_ses-01_task-DriveWithTaskAudio_run-2_events.tsv\n",
-      "sub-18_ses-01_run-3: sub-18_ses-01_task-DriveWithTaskAudio_run-3_events.tsv\n",
-      "sub-19_ses-01_run-1: sub-19_ses-01_task-DriveWithTaskAudio_run-1_events.tsv\n",
-      "sub-19_ses-01_run-2: sub-19_ses-01_task-DriveWithTaskAudio_run-2_events.tsv\n",
-      "sub-19_ses-01_run-3: sub-19_ses-01_task-DriveWithTaskAudio_run-3_events.tsv\n",
-      "sub-20_ses-01_run-1: sub-20_ses-01_task-DriveWithTaskAudio_run-1_events.tsv\n",
-      "sub-20_ses-01_run-2: sub-20_ses-01_task-DriveWithTaskAudio_run-2_events.tsv\n",
-      "sub-20_ses-01_run-3: sub-20_ses-01_task-DriveWithTaskAudio_run-3_events.tsv\n",
-      "sub-21_ses-01_run-1: sub-21_ses-01_task-DriveWithTaskAudio_run-1_events.tsv\n",
-      "sub-21_ses-01_run-2: sub-21_ses-01_task-DriveWithTaskAudio_run-2_events.tsv\n",
-      "sub-21_ses-01_run-3: sub-21_ses-01_task-DriveWithTaskAudio_run-3_events.tsv\n",
-      "\n",
-      "EEG event files event files (60 files)\n",
-      "sub-01_ses-01_run-1: sub-01_ses-01_task-DriveWithTaskAudio_run-1_eventstemp.tsv\n",
-      "sub-01_ses-01_run-2: sub-01_ses-01_task-DriveWithTaskAudio_run-2_eventstemp.tsv\n",
-      "sub-01_ses-01_run-3: sub-01_ses-01_task-DriveWithTaskAudio_run-3_eventstemp.tsv\n",
-      "sub-02_ses-01_run-1: sub-02_ses-01_task-DriveWithTaskAudio_run-1_eventstemp.tsv\n",
-      "sub-02_ses-01_run-2: sub-02_ses-01_task-DriveWithTaskAudio_run-2_eventstemp.tsv\n",
-      "sub-02_ses-01_run-3: sub-02_ses-01_task-DriveWithTaskAudio_run-3_eventstemp.tsv\n",
-      "sub-03_ses-01_run-1: sub-03_ses-01_task-DriveWithTaskAudio_run-1_eventstemp.tsv\n",
-      "sub-03_ses-01_run-2: sub-03_ses-01_task-DriveWithTaskAudio_run-2_eventstemp.tsv\n",
-      "sub-03_ses-01_run-3: sub-03_ses-01_task-DriveWithTaskAudio_run-3_eventstemp.tsv\n",
-      "sub-04_ses-01_run-1: sub-04_ses-01_task-DriveWithTaskAudio_run-1_eventstemp.tsv\n",
-      "sub-04_ses-01_run-2: sub-04_ses-01_task-DriveWithTaskAudio_run-2_eventstemp.tsv\n",
-      "sub-04_ses-01_run-3: sub-04_ses-01_task-DriveWithTaskAudio_run-3_eventstemp.tsv\n",
-      "sub-05_ses-01_run-1: sub-05_ses-01_task-DriveWithTaskAudio_run-1_eventstemp.tsv\n",
-      "sub-05_ses-01_run-2: sub-05_ses-01_task-DriveWithTaskAudio_run-2_eventstemp.tsv\n",
-      "sub-05_ses-01_run-3: sub-05_ses-01_task-DriveWithTaskAudio_run-3_eventstemp.tsv\n",
-      "sub-06_ses-01_run-1: sub-06_ses-01_task-DriveWithTaskAudio_run-1_eventstemp.tsv\n",
-      "sub-06_ses-01_run-2: sub-06_ses-01_task-DriveWithTaskAudio_run-2_eventstemp.tsv\n",
-      "sub-06_ses-01_run-3: sub-06_ses-01_task-DriveWithTaskAudio_run-3_eventstemp.tsv\n",
-      "sub-07_ses-01_run-1: sub-07_ses-01_task-DriveWithTaskAudio_run-1_eventstemp.tsv\n",
-      "sub-07_ses-01_run-2: sub-07_ses-01_task-DriveWithTaskAudio_run-2_eventstemp.tsv\n",
-      "sub-07_ses-01_run-3: sub-07_ses-01_task-DriveWithTaskAudio_run-3_eventstemp.tsv\n",
-      "sub-08_ses-01_run-1: sub-08_ses-01_task-DriveWithTaskAudio_run-1_eventstemp.tsv\n",
-      "sub-08_ses-01_run-2: sub-08_ses-01_task-DriveWithTaskAudio_run-2_eventstemp.tsv\n",
-      "sub-09_ses-01_run-1: sub-09_ses-01_task-DriveWithTaskAudio_run-1_eventstemp.tsv\n",
-      "sub-09_ses-01_run-2: sub-09_ses-01_task-DriveWithTaskAudio_run-2_eventstemp.tsv\n",
-      "sub-09_ses-01_run-3: sub-09_ses-01_task-DriveWithTaskAudio_run-3_eventstemp.tsv\n",
-      "sub-10_ses-01_run-1: sub-10_ses-01_task-DriveWithTaskAudio_run-1_eventstemp.tsv\n",
-      "sub-11_ses-01_run-1: sub-11_ses-01_task-DriveWithTaskAudio_run-1_eventstemp.tsv\n",
-      "sub-11_ses-01_run-2: sub-11_ses-01_task-DriveWithTaskAudio_run-2_eventstemp.tsv\n",
-      "sub-11_ses-01_run-3: sub-11_ses-01_task-DriveWithTaskAudio_run-3_eventstemp.tsv\n",
-      "sub-12_ses-01_run-1: sub-12_ses-01_task-DriveWithTaskAudio_run-1_eventstemp.tsv\n",
-      "sub-12_ses-01_run-2: sub-12_ses-01_task-DriveWithTaskAudio_run-2_eventstemp.tsv\n",
-      "sub-12_ses-01_run-3: sub-12_ses-01_task-DriveWithTaskAudio_run-3_eventstemp.tsv\n",
-      "sub-13_ses-01_run-1: sub-13_ses-01_task-DriveWithTaskAudio_run-1_eventstemp.tsv\n",
-      "sub-13_ses-01_run-2: sub-13_ses-01_task-DriveWithTaskAudio_run-2_eventstemp.tsv\n",
-      "sub-13_ses-01_run-3: sub-13_ses-01_task-DriveWithTaskAudio_run-3_eventstemp.tsv\n",
-      "sub-14_ses-01_run-1: sub-14_ses-01_task-DriveWithTaskAudio_run-1_eventstemp.tsv\n",
-      "sub-14_ses-01_run-2: sub-14_ses-01_task-DriveWithTaskAudio_run-2_eventstemp.tsv\n",
-      "sub-14_ses-01_run-3: sub-14_ses-01_task-DriveWithTaskAudio_run-3_eventstemp.tsv\n",
-      "sub-15_ses-01_run-1: sub-15_ses-01_task-DriveWithTaskAudio_run-1_eventstemp.tsv\n",
-      "sub-15_ses-01_run-2: sub-15_ses-01_task-DriveWithTaskAudio_run-2_eventstemp.tsv\n",
-      "sub-15_ses-01_run-3: sub-15_ses-01_task-DriveWithTaskAudio_run-3_eventstemp.tsv\n",
-      "sub-16_ses-01_run-1: sub-16_ses-01_task-DriveWithTaskAudio_run-1_eventstemp.tsv\n",
-      "sub-16_ses-01_run-2: sub-16_ses-01_task-DriveWithTaskAudio_run-2_eventstemp.tsv\n",
-      "sub-16_ses-01_run-3: sub-16_ses-01_task-DriveWithTaskAudio_run-3_eventstemp.tsv\n",
-      "sub-17_ses-01_run-1: sub-17_ses-01_task-DriveWithTaskAudio_run-1_eventstemp.tsv\n",
-      "sub-17_ses-01_run-2: sub-17_ses-01_task-DriveWithTaskAudio_run-2_eventstemp.tsv\n",
-      "sub-17_ses-01_run-3: sub-17_ses-01_task-DriveWithTaskAudio_run-3_eventstemp.tsv\n",
-      "sub-18_ses-01_run-1: sub-18_ses-01_task-DriveWithTaskAudio_run-1_eventstemp.tsv\n",
-      "sub-18_ses-01_run-2: sub-18_ses-01_task-DriveWithTaskAudio_run-2_eventstemp.tsv\n",
-      "sub-18_ses-01_run-3: sub-18_ses-01_task-DriveWithTaskAudio_run-3_eventstemp.tsv\n",
-      "sub-19_ses-01_run-1: sub-19_ses-01_task-DriveWithTaskAudio_run-1_eventstemp.tsv\n",
-      "sub-19_ses-01_run-2: sub-19_ses-01_task-DriveWithTaskAudio_run-2_eventstemp.tsv\n",
-      "sub-19_ses-01_run-3: sub-19_ses-01_task-DriveWithTaskAudio_run-3_eventstemp.tsv\n",
-      "sub-20_ses-01_run-1: sub-20_ses-01_task-DriveWithTaskAudio_run-1_eventstemp.tsv\n",
-      "sub-20_ses-01_run-2: sub-20_ses-01_task-DriveWithTaskAudio_run-2_eventstemp.tsv\n",
-      "sub-20_ses-01_run-3: sub-20_ses-01_task-DriveWithTaskAudio_run-3_eventstemp.tsv\n",
-      "sub-21_ses-01_run-1: sub-21_ses-01_task-DriveWithTaskAudio_run-1_eventstemp.tsv\n",
-      "sub-21_ses-01_run-2: sub-21_ses-01_task-DriveWithTaskAudio_run-2_eventstemp.tsv\n",
-      "sub-21_ses-01_run-3: sub-21_ses-01_task-DriveWithTaskAudio_run-3_eventstemp.tsv\n",
-      "\n",
-      "Bids event files event file columns:\n",
-      "Bids event files: [1420 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1420 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1420 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1466 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1466 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1466 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1383 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1383 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1383 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1308 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1308 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1308 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1355 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1355 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1355 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1364 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1364 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1364 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1384 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1384 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1384 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [930 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [930 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1387 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1387 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1387 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [230 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1346 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1346 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1346 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1474 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1474 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1474 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1361 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1361 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1361 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1383 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1383 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1383 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1336 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1336 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1336 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1380 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1380 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1380 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1399 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1399 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1399 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1235 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1235 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1235 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1432 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1432 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1432 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1399 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1399 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1399 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1422 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1422 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1422 events] ['onset', 'duration', 'event_code']\n",
-      "EEG event files: [1458 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1499 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1420 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1472 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1438 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1466 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1385 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1345 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1383 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1243 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1305 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1308 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1491 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1345 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1355 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1360 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1362 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1364 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1469 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1386 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1384 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1557 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [930 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1319 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1348 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1387 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [230 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1274 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1280 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1346 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1482 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1409 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1474 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1480 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1468 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1361 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1470 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1449 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1383 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [576 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1343 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1336 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1460 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1343 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1380 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1518 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1392 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1399 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1346 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1250 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1235 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1463 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1569 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1432 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1409 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1366 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1399 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1553 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1409 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1422 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "\n",
-      "The number of Bids event files events and EEG event files eventsdiffer for the following files:\n",
-      "The Bids event files file has 1420 rows and the EEG event files event file has 1458 rows\n",
-      "The Bids event files file has 1420 rows and the EEG event files event file has 1499 rows\n",
-      "The Bids event files file has 1466 rows and the EEG event files event file has 1472 rows\n",
-      "The Bids event files file has 1466 rows and the EEG event files event file has 1438 rows\n",
-      "The Bids event files file has 1383 rows and the EEG event files event file has 1385 rows\n",
-      "The Bids event files file has 1383 rows and the EEG event files event file has 1345 rows\n",
-      "The Bids event files file has 1308 rows and the EEG event files event file has 1243 rows\n",
-      "The Bids event files file has 1308 rows and the EEG event files event file has 1305 rows\n",
-      "The Bids event files file has 1355 rows and the EEG event files event file has 1491 rows\n",
-      "The Bids event files file has 1355 rows and the EEG event files event file has 1345 rows\n",
-      "The Bids event files file has 1364 rows and the EEG event files event file has 1360 rows\n",
-      "The Bids event files file has 1364 rows and the EEG event files event file has 1362 rows\n",
-      "The Bids event files file has 1384 rows and the EEG event files event file has 1469 rows\n",
-      "The Bids event files file has 1384 rows and the EEG event files event file has 1386 rows\n",
-      "The Bids event files file has 930 rows and the EEG event files event file has 1557 rows\n",
-      "The Bids event files file has 1387 rows and the EEG event files event file has 1319 rows\n",
-      "The Bids event files file has 1387 rows and the EEG event files event file has 1348 rows\n",
-      "The Bids event files file has 1346 rows and the EEG event files event file has 1274 rows\n",
-      "The Bids event files file has 1346 rows and the EEG event files event file has 1280 rows\n",
-      "The Bids event files file has 1474 rows and the EEG event files event file has 1482 rows\n",
-      "The Bids event files file has 1474 rows and the EEG event files event file has 1409 rows\n",
-      "The Bids event files file has 1361 rows and the EEG event files event file has 1480 rows\n",
-      "The Bids event files file has 1361 rows and the EEG event files event file has 1468 rows\n",
-      "The Bids event files file has 1383 rows and the EEG event files event file has 1470 rows\n",
-      "The Bids event files file has 1383 rows and the EEG event files event file has 1449 rows\n",
-      "The Bids event files file has 1336 rows and the EEG event files event file has 576 rows\n",
-      "The Bids event files file has 1336 rows and the EEG event files event file has 1343 rows\n",
-      "The Bids event files file has 1380 rows and the EEG event files event file has 1460 rows\n",
-      "The Bids event files file has 1380 rows and the EEG event files event file has 1343 rows\n",
-      "The Bids event files file has 1399 rows and the EEG event files event file has 1518 rows\n",
-      "The Bids event files file has 1399 rows and the EEG event files event file has 1392 rows\n",
-      "The Bids event files file has 1235 rows and the EEG event files event file has 1346 rows\n",
-      "The Bids event files file has 1235 rows and the EEG event files event file has 1250 rows\n",
-      "The Bids event files file has 1432 rows and the EEG event files event file has 1463 rows\n",
-      "The Bids event files file has 1432 rows and the EEG event files event file has 1569 rows\n",
-      "The Bids event files file has 1399 rows and the EEG event files event file has 1409 rows\n",
-      "The Bids event files file has 1399 rows and the EEG event files event file has 1366 rows\n",
-      "The Bids event files file has 1422 rows and the EEG event files event file has 1553 rows\n",
-      "The Bids event files file has 1422 rows and the EEG event files event file has 1409 rows\n",
-      "\n",
-      "\n",
-      "\n",
-      "Summary of all BIDS events files:\n",
-      "Summary for column dictionary :\n",
-      "   Categorical columns (2):\n",
-      "      duration (1 distinct values):\n",
-      "         n/a: 80792\n",
-      "      event_code (43 distinct values):\n",
-      "         1111: 4836\n",
-      "         1112: 4836\n",
-      "         1121: 5073\n",
-      "         1122: 5073\n",
-      "         1211: 63\n",
-      "         1212: 63\n",
-      "         1331: 23\n",
-      "         1332: 23\n",
-      "         1341: 15\n",
-      "         1342: 15\n",
-      "         1351: 22\n",
-      "         1352: 22\n",
-      "         2221: 673\n",
-      "         2222: 673\n",
-      "         2241: 621\n",
-      "         2242: 621\n",
-      "         2251: 606\n",
-      "         2252: 606\n",
-      "         2621: 349\n",
-      "         2622: 349\n",
-      "         2631: 295\n",
-      "         2632: 295\n",
-      "         2811: 1138\n",
-      "         2812: 1138\n",
-      "         3111: 60\n",
-      "         3112: 60\n",
-      "         3200: 2547\n",
-      "         3310: 60\n",
-      "         4210: 13428\n",
-      "         4220: 6207\n",
-      "         4230: 7251\n",
-      "         4311: 9640\n",
-      "         4312: 8584\n",
-      "         4411: 1852\n",
-      "         4421: 117\n",
-      "         4611: 6\n",
-      "         4612: 6\n",
-      "         4621: 1182\n",
-      "         4622: 1182\n",
-      "         4710: 33\n",
-      "         4720: 65\n",
-      "         4730: 1064\n",
-      "         4740: 20\n",
-      "   Value columns (0):\n",
-      "\n",
-      "Summary of all EEG.set events files:\n",
-      "Summary for column dictionary :\n",
-      "   Categorical columns (1):\n",
-      "      type (43 distinct values):\n",
-      "         1111: 4902\n",
-      "         1112: 4902\n",
-      "         1121: 5093\n",
-      "         1122: 5093\n",
-      "         1211: 61\n",
-      "         1212: 59\n",
-      "         1331: 20\n",
-      "         1332: 18\n",
-      "         1341: 19\n",
-      "         1342: 19\n",
-      "         1351: 21\n",
-      "         1352: 21\n",
-      "         2221: 682\n",
-      "         2222: 682\n",
-      "         2241: 608\n",
-      "         2242: 608\n",
-      "         2251: 604\n",
-      "         2252: 604\n",
-      "         2621: 351\n",
-      "         2622: 351\n",
-      "         2631: 301\n",
-      "         2632: 301\n",
-      "         2811: 1135\n",
-      "         2812: 1135\n",
-      "         3111: 60\n",
-      "         3112: 58\n",
-      "         3200: 2548\n",
-      "         3310: 60\n",
-      "         4210: 13551\n",
-      "         4220: 6225\n",
-      "         4230: 7352\n",
-      "         4311: 9762\n",
-      "         4312: 8607\n",
-      "         4411: 1888\n",
-      "         4421: 83\n",
-      "         4611: 11\n",
-      "         4612: 12\n",
-      "         4621: 1226\n",
-      "         4622: 1226\n",
-      "         4710: 35\n",
-      "         4720: 117\n",
-      "         4730: 1055\n",
-      "         4740: 19\n",
-      "   Value columns (0):\n",
-      "\n",
-      "\n",
-      "Log output:\n",
-      "bcit_mind_wandering_01_initial_summary_log: Level None\n",
-      "overall:\n",
-      "\t[ Bids event files has 60 event files]\n",
-      "\t[ EEG event files has 60 event files]\n",
-      "sub-01_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-01_ses-01_task-DriveWithTaskAudio_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-01_ses-01_task-DriveWithTaskAudio_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1420 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1458 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "\t[ERROR The Bids event files file has 1420 rows and the EEG event files event file has 1458 rows]\n",
-      "sub-01_ses-01_run-2:\n",
-      "\t[ Bids event files: sub-01_ses-01_task-DriveWithTaskAudio_run-2_events.tsv]\n",
-      "\t[ EEG event files: sub-01_ses-01_task-DriveWithTaskAudio_run-2_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1420 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1499 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "\t[ERROR The Bids event files file has 1420 rows and the EEG event files event file has 1499 rows]\n",
-      "sub-01_ses-01_run-3:\n",
-      "\t[ Bids event files: sub-01_ses-01_task-DriveWithTaskAudio_run-3_events.tsv]\n",
-      "\t[ EEG event files: sub-01_ses-01_task-DriveWithTaskAudio_run-3_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1420 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1420 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-02_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-02_ses-01_task-DriveWithTaskAudio_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-02_ses-01_task-DriveWithTaskAudio_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1466 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1472 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "\t[ERROR The Bids event files file has 1466 rows and the EEG event files event file has 1472 rows]\n",
-      "sub-02_ses-01_run-2:\n",
-      "\t[ Bids event files: sub-02_ses-01_task-DriveWithTaskAudio_run-2_events.tsv]\n",
-      "\t[ EEG event files: sub-02_ses-01_task-DriveWithTaskAudio_run-2_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1466 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1438 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "\t[ERROR The Bids event files file has 1466 rows and the EEG event files event file has 1438 rows]\n",
-      "sub-02_ses-01_run-3:\n",
-      "\t[ Bids event files: sub-02_ses-01_task-DriveWithTaskAudio_run-3_events.tsv]\n",
-      "\t[ EEG event files: sub-02_ses-01_task-DriveWithTaskAudio_run-3_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1466 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1466 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-03_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-03_ses-01_task-DriveWithTaskAudio_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-03_ses-01_task-DriveWithTaskAudio_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1383 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1385 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "\t[ERROR The Bids event files file has 1383 rows and the EEG event files event file has 1385 rows]\n",
-      "sub-03_ses-01_run-2:\n",
-      "\t[ Bids event files: sub-03_ses-01_task-DriveWithTaskAudio_run-2_events.tsv]\n",
-      "\t[ EEG event files: sub-03_ses-01_task-DriveWithTaskAudio_run-2_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1383 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1345 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "\t[ERROR The Bids event files file has 1383 rows and the EEG event files event file has 1345 rows]\n",
-      "sub-03_ses-01_run-3:\n",
-      "\t[ Bids event files: sub-03_ses-01_task-DriveWithTaskAudio_run-3_events.tsv]\n",
-      "\t[ EEG event files: sub-03_ses-01_task-DriveWithTaskAudio_run-3_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1383 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1383 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-04_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-04_ses-01_task-DriveWithTaskAudio_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-04_ses-01_task-DriveWithTaskAudio_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1308 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1243 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "\t[ERROR The Bids event files file has 1308 rows and the EEG event files event file has 1243 rows]\n",
-      "sub-04_ses-01_run-2:\n",
-      "\t[ Bids event files: sub-04_ses-01_task-DriveWithTaskAudio_run-2_events.tsv]\n",
-      "\t[ EEG event files: sub-04_ses-01_task-DriveWithTaskAudio_run-2_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1308 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1305 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "\t[ERROR The Bids event files file has 1308 rows and the EEG event files event file has 1305 rows]\n",
-      "sub-04_ses-01_run-3:\n",
-      "\t[ Bids event files: sub-04_ses-01_task-DriveWithTaskAudio_run-3_events.tsv]\n",
-      "\t[ EEG event files: sub-04_ses-01_task-DriveWithTaskAudio_run-3_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1308 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1308 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-05_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-05_ses-01_task-DriveWithTaskAudio_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-05_ses-01_task-DriveWithTaskAudio_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1355 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1491 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "\t[ERROR The Bids event files file has 1355 rows and the EEG event files event file has 1491 rows]\n",
-      "sub-05_ses-01_run-2:\n",
-      "\t[ Bids event files: sub-05_ses-01_task-DriveWithTaskAudio_run-2_events.tsv]\n",
-      "\t[ EEG event files: sub-05_ses-01_task-DriveWithTaskAudio_run-2_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1355 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1345 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "\t[ERROR The Bids event files file has 1355 rows and the EEG event files event file has 1345 rows]\n",
-      "sub-05_ses-01_run-3:\n",
-      "\t[ Bids event files: sub-05_ses-01_task-DriveWithTaskAudio_run-3_events.tsv]\n",
-      "\t[ EEG event files: sub-05_ses-01_task-DriveWithTaskAudio_run-3_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1355 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1355 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-06_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-06_ses-01_task-DriveWithTaskAudio_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-06_ses-01_task-DriveWithTaskAudio_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1364 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1360 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "\t[ERROR The Bids event files file has 1364 rows and the EEG event files event file has 1360 rows]\n",
-      "sub-06_ses-01_run-2:\n",
-      "\t[ Bids event files: sub-06_ses-01_task-DriveWithTaskAudio_run-2_events.tsv]\n",
-      "\t[ EEG event files: sub-06_ses-01_task-DriveWithTaskAudio_run-2_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1364 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1362 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "\t[ERROR The Bids event files file has 1364 rows and the EEG event files event file has 1362 rows]\n",
-      "sub-06_ses-01_run-3:\n",
-      "\t[ Bids event files: sub-06_ses-01_task-DriveWithTaskAudio_run-3_events.tsv]\n",
-      "\t[ EEG event files: sub-06_ses-01_task-DriveWithTaskAudio_run-3_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1364 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1364 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-07_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-07_ses-01_task-DriveWithTaskAudio_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-07_ses-01_task-DriveWithTaskAudio_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1384 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1469 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "\t[ERROR The Bids event files file has 1384 rows and the EEG event files event file has 1469 rows]\n",
-      "sub-07_ses-01_run-2:\n",
-      "\t[ Bids event files: sub-07_ses-01_task-DriveWithTaskAudio_run-2_events.tsv]\n",
-      "\t[ EEG event files: sub-07_ses-01_task-DriveWithTaskAudio_run-2_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1384 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1386 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "\t[ERROR The Bids event files file has 1384 rows and the EEG event files event file has 1386 rows]\n",
-      "sub-07_ses-01_run-3:\n",
-      "\t[ Bids event files: sub-07_ses-01_task-DriveWithTaskAudio_run-3_events.tsv]\n",
-      "\t[ EEG event files: sub-07_ses-01_task-DriveWithTaskAudio_run-3_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1384 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1384 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-08_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-08_ses-01_task-DriveWithTaskAudio_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-08_ses-01_task-DriveWithTaskAudio_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [930 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1557 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "\t[ERROR The Bids event files file has 930 rows and the EEG event files event file has 1557 rows]\n",
-      "sub-08_ses-01_run-2:\n",
-      "\t[ Bids event files: sub-08_ses-01_task-DriveWithTaskAudio_run-2_events.tsv]\n",
-      "\t[ EEG event files: sub-08_ses-01_task-DriveWithTaskAudio_run-2_eventstemp.tsv]\n",
-      "\t[ Bids event files: [930 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [930 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-09_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-09_ses-01_task-DriveWithTaskAudio_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-09_ses-01_task-DriveWithTaskAudio_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1387 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1319 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "\t[ERROR The Bids event files file has 1387 rows and the EEG event files event file has 1319 rows]\n",
-      "sub-09_ses-01_run-2:\n",
-      "\t[ Bids event files: sub-09_ses-01_task-DriveWithTaskAudio_run-2_events.tsv]\n",
-      "\t[ EEG event files: sub-09_ses-01_task-DriveWithTaskAudio_run-2_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1387 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1348 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "\t[ERROR The Bids event files file has 1387 rows and the EEG event files event file has 1348 rows]\n",
-      "sub-09_ses-01_run-3:\n",
-      "\t[ Bids event files: sub-09_ses-01_task-DriveWithTaskAudio_run-3_events.tsv]\n",
-      "\t[ EEG event files: sub-09_ses-01_task-DriveWithTaskAudio_run-3_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1387 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1387 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-10_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-10_ses-01_task-DriveWithTaskAudio_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-10_ses-01_task-DriveWithTaskAudio_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [230 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [230 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-11_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-11_ses-01_task-DriveWithTaskAudio_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-11_ses-01_task-DriveWithTaskAudio_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1346 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1274 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "\t[ERROR The Bids event files file has 1346 rows and the EEG event files event file has 1274 rows]\n",
-      "sub-11_ses-01_run-2:\n",
-      "\t[ Bids event files: sub-11_ses-01_task-DriveWithTaskAudio_run-2_events.tsv]\n",
-      "\t[ EEG event files: sub-11_ses-01_task-DriveWithTaskAudio_run-2_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1346 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1280 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "\t[ERROR The Bids event files file has 1346 rows and the EEG event files event file has 1280 rows]\n",
-      "sub-11_ses-01_run-3:\n",
-      "\t[ Bids event files: sub-11_ses-01_task-DriveWithTaskAudio_run-3_events.tsv]\n",
-      "\t[ EEG event files: sub-11_ses-01_task-DriveWithTaskAudio_run-3_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1346 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1346 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-12_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-12_ses-01_task-DriveWithTaskAudio_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-12_ses-01_task-DriveWithTaskAudio_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1474 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1482 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "\t[ERROR The Bids event files file has 1474 rows and the EEG event files event file has 1482 rows]\n",
-      "sub-12_ses-01_run-2:\n",
-      "\t[ Bids event files: sub-12_ses-01_task-DriveWithTaskAudio_run-2_events.tsv]\n",
-      "\t[ EEG event files: sub-12_ses-01_task-DriveWithTaskAudio_run-2_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1474 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1409 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "\t[ERROR The Bids event files file has 1474 rows and the EEG event files event file has 1409 rows]\n",
-      "sub-12_ses-01_run-3:\n",
-      "\t[ Bids event files: sub-12_ses-01_task-DriveWithTaskAudio_run-3_events.tsv]\n",
-      "\t[ EEG event files: sub-12_ses-01_task-DriveWithTaskAudio_run-3_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1474 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1474 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-13_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-13_ses-01_task-DriveWithTaskAudio_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-13_ses-01_task-DriveWithTaskAudio_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1361 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1480 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "\t[ERROR The Bids event files file has 1361 rows and the EEG event files event file has 1480 rows]\n",
-      "sub-13_ses-01_run-2:\n",
-      "\t[ Bids event files: sub-13_ses-01_task-DriveWithTaskAudio_run-2_events.tsv]\n",
-      "\t[ EEG event files: sub-13_ses-01_task-DriveWithTaskAudio_run-2_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1361 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1468 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "\t[ERROR The Bids event files file has 1361 rows and the EEG event files event file has 1468 rows]\n",
-      "sub-13_ses-01_run-3:\n",
-      "\t[ Bids event files: sub-13_ses-01_task-DriveWithTaskAudio_run-3_events.tsv]\n",
-      "\t[ EEG event files: sub-13_ses-01_task-DriveWithTaskAudio_run-3_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1361 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1361 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-14_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-14_ses-01_task-DriveWithTaskAudio_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-14_ses-01_task-DriveWithTaskAudio_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1383 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1470 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "\t[ERROR The Bids event files file has 1383 rows and the EEG event files event file has 1470 rows]\n",
-      "sub-14_ses-01_run-2:\n",
-      "\t[ Bids event files: sub-14_ses-01_task-DriveWithTaskAudio_run-2_events.tsv]\n",
-      "\t[ EEG event files: sub-14_ses-01_task-DriveWithTaskAudio_run-2_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1383 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1449 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "\t[ERROR The Bids event files file has 1383 rows and the EEG event files event file has 1449 rows]\n",
-      "sub-14_ses-01_run-3:\n",
-      "\t[ Bids event files: sub-14_ses-01_task-DriveWithTaskAudio_run-3_events.tsv]\n",
-      "\t[ EEG event files: sub-14_ses-01_task-DriveWithTaskAudio_run-3_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1383 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1383 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-15_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-15_ses-01_task-DriveWithTaskAudio_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-15_ses-01_task-DriveWithTaskAudio_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1336 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [576 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "\t[ERROR The Bids event files file has 1336 rows and the EEG event files event file has 576 rows]\n",
-      "sub-15_ses-01_run-2:\n",
-      "\t[ Bids event files: sub-15_ses-01_task-DriveWithTaskAudio_run-2_events.tsv]\n",
-      "\t[ EEG event files: sub-15_ses-01_task-DriveWithTaskAudio_run-2_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1336 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1343 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "\t[ERROR The Bids event files file has 1336 rows and the EEG event files event file has 1343 rows]\n",
-      "sub-15_ses-01_run-3:\n",
-      "\t[ Bids event files: sub-15_ses-01_task-DriveWithTaskAudio_run-3_events.tsv]\n",
-      "\t[ EEG event files: sub-15_ses-01_task-DriveWithTaskAudio_run-3_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1336 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1336 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-16_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-16_ses-01_task-DriveWithTaskAudio_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-16_ses-01_task-DriveWithTaskAudio_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1380 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1460 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "\t[ERROR The Bids event files file has 1380 rows and the EEG event files event file has 1460 rows]\n",
-      "sub-16_ses-01_run-2:\n",
-      "\t[ Bids event files: sub-16_ses-01_task-DriveWithTaskAudio_run-2_events.tsv]\n",
-      "\t[ EEG event files: sub-16_ses-01_task-DriveWithTaskAudio_run-2_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1380 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1343 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "\t[ERROR The Bids event files file has 1380 rows and the EEG event files event file has 1343 rows]\n",
-      "sub-16_ses-01_run-3:\n",
-      "\t[ Bids event files: sub-16_ses-01_task-DriveWithTaskAudio_run-3_events.tsv]\n",
-      "\t[ EEG event files: sub-16_ses-01_task-DriveWithTaskAudio_run-3_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1380 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1380 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-17_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-17_ses-01_task-DriveWithTaskAudio_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-17_ses-01_task-DriveWithTaskAudio_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1399 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1518 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "\t[ERROR The Bids event files file has 1399 rows and the EEG event files event file has 1518 rows]\n",
-      "sub-17_ses-01_run-2:\n",
-      "\t[ Bids event files: sub-17_ses-01_task-DriveWithTaskAudio_run-2_events.tsv]\n",
-      "\t[ EEG event files: sub-17_ses-01_task-DriveWithTaskAudio_run-2_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1399 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1392 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "\t[ERROR The Bids event files file has 1399 rows and the EEG event files event file has 1392 rows]\n",
-      "sub-17_ses-01_run-3:\n",
-      "\t[ Bids event files: sub-17_ses-01_task-DriveWithTaskAudio_run-3_events.tsv]\n",
-      "\t[ EEG event files: sub-17_ses-01_task-DriveWithTaskAudio_run-3_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1399 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1399 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-18_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-18_ses-01_task-DriveWithTaskAudio_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-18_ses-01_task-DriveWithTaskAudio_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1235 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1346 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "\t[ERROR The Bids event files file has 1235 rows and the EEG event files event file has 1346 rows]\n",
-      "sub-18_ses-01_run-2:\n",
-      "\t[ Bids event files: sub-18_ses-01_task-DriveWithTaskAudio_run-2_events.tsv]\n",
-      "\t[ EEG event files: sub-18_ses-01_task-DriveWithTaskAudio_run-2_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1235 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1250 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "\t[ERROR The Bids event files file has 1235 rows and the EEG event files event file has 1250 rows]\n",
-      "sub-18_ses-01_run-3:\n",
-      "\t[ Bids event files: sub-18_ses-01_task-DriveWithTaskAudio_run-3_events.tsv]\n",
-      "\t[ EEG event files: sub-18_ses-01_task-DriveWithTaskAudio_run-3_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1235 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1235 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-19_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-19_ses-01_task-DriveWithTaskAudio_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-19_ses-01_task-DriveWithTaskAudio_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1432 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1463 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "\t[ERROR The Bids event files file has 1432 rows and the EEG event files event file has 1463 rows]\n",
-      "sub-19_ses-01_run-2:\n",
-      "\t[ Bids event files: sub-19_ses-01_task-DriveWithTaskAudio_run-2_events.tsv]\n",
-      "\t[ EEG event files: sub-19_ses-01_task-DriveWithTaskAudio_run-2_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1432 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1569 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "\t[ERROR The Bids event files file has 1432 rows and the EEG event files event file has 1569 rows]\n",
-      "sub-19_ses-01_run-3:\n",
-      "\t[ Bids event files: sub-19_ses-01_task-DriveWithTaskAudio_run-3_events.tsv]\n",
-      "\t[ EEG event files: sub-19_ses-01_task-DriveWithTaskAudio_run-3_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1432 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1432 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-20_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-20_ses-01_task-DriveWithTaskAudio_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-20_ses-01_task-DriveWithTaskAudio_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1399 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1409 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "\t[ERROR The Bids event files file has 1399 rows and the EEG event files event file has 1409 rows]\n",
-      "sub-20_ses-01_run-2:\n",
-      "\t[ Bids event files: sub-20_ses-01_task-DriveWithTaskAudio_run-2_events.tsv]\n",
-      "\t[ EEG event files: sub-20_ses-01_task-DriveWithTaskAudio_run-2_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1399 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1366 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "\t[ERROR The Bids event files file has 1399 rows and the EEG event files event file has 1366 rows]\n",
-      "sub-20_ses-01_run-3:\n",
-      "\t[ Bids event files: sub-20_ses-01_task-DriveWithTaskAudio_run-3_events.tsv]\n",
-      "\t[ EEG event files: sub-20_ses-01_task-DriveWithTaskAudio_run-3_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1399 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1399 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-21_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-21_ses-01_task-DriveWithTaskAudio_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-21_ses-01_task-DriveWithTaskAudio_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1422 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1553 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "\t[ERROR The Bids event files file has 1422 rows and the EEG event files event file has 1553 rows]\n",
-      "sub-21_ses-01_run-2:\n",
-      "\t[ Bids event files: sub-21_ses-01_task-DriveWithTaskAudio_run-2_events.tsv]\n",
-      "\t[ EEG event files: sub-21_ses-01_task-DriveWithTaskAudio_run-2_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1422 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1409 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "\t[ERROR The Bids event files file has 1422 rows and the EEG event files event file has 1409 rows]\n",
-      "sub-21_ses-01_run-3:\n",
-      "\t[ Bids event files: sub-21_ses-01_task-DriveWithTaskAudio_run-3_events.tsv]\n",
-      "\t[ EEG event files: sub-21_ses-01_task-DriveWithTaskAudio_run-3_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1422 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1422 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "\n",
-      "\n",
-      "ERROR Summary:\n",
-      "bcit_mind_wandering_01_initial_summary_log: Level ERROR\n",
-      "overall:\n",
-      "sub-01_ses-01_run-1:\n",
-      "\t[ERROR The Bids event files file has 1420 rows and the EEG event files event file has 1458 rows]\n",
-      "sub-01_ses-01_run-2:\n",
-      "\t[ERROR The Bids event files file has 1420 rows and the EEG event files event file has 1499 rows]\n",
-      "sub-01_ses-01_run-3:\n",
-      "sub-02_ses-01_run-1:\n",
-      "\t[ERROR The Bids event files file has 1466 rows and the EEG event files event file has 1472 rows]\n",
-      "sub-02_ses-01_run-2:\n",
-      "\t[ERROR The Bids event files file has 1466 rows and the EEG event files event file has 1438 rows]\n",
-      "sub-02_ses-01_run-3:\n",
-      "sub-03_ses-01_run-1:\n",
-      "\t[ERROR The Bids event files file has 1383 rows and the EEG event files event file has 1385 rows]\n",
-      "sub-03_ses-01_run-2:\n",
-      "\t[ERROR The Bids event files file has 1383 rows and the EEG event files event file has 1345 rows]\n",
-      "sub-03_ses-01_run-3:\n",
-      "sub-04_ses-01_run-1:\n",
-      "\t[ERROR The Bids event files file has 1308 rows and the EEG event files event file has 1243 rows]\n",
-      "sub-04_ses-01_run-2:\n",
-      "\t[ERROR The Bids event files file has 1308 rows and the EEG event files event file has 1305 rows]\n",
-      "sub-04_ses-01_run-3:\n",
-      "sub-05_ses-01_run-1:\n",
-      "\t[ERROR The Bids event files file has 1355 rows and the EEG event files event file has 1491 rows]\n",
-      "sub-05_ses-01_run-2:\n",
-      "\t[ERROR The Bids event files file has 1355 rows and the EEG event files event file has 1345 rows]\n",
-      "sub-05_ses-01_run-3:\n",
-      "sub-06_ses-01_run-1:\n",
-      "\t[ERROR The Bids event files file has 1364 rows and the EEG event files event file has 1360 rows]\n",
-      "sub-06_ses-01_run-2:\n",
-      "\t[ERROR The Bids event files file has 1364 rows and the EEG event files event file has 1362 rows]\n",
-      "sub-06_ses-01_run-3:\n",
-      "sub-07_ses-01_run-1:\n",
-      "\t[ERROR The Bids event files file has 1384 rows and the EEG event files event file has 1469 rows]\n",
-      "sub-07_ses-01_run-2:\n",
-      "\t[ERROR The Bids event files file has 1384 rows and the EEG event files event file has 1386 rows]\n",
-      "sub-07_ses-01_run-3:\n",
-      "sub-08_ses-01_run-1:\n",
-      "\t[ERROR The Bids event files file has 930 rows and the EEG event files event file has 1557 rows]\n",
-      "sub-08_ses-01_run-2:\n",
-      "sub-09_ses-01_run-1:\n",
-      "\t[ERROR The Bids event files file has 1387 rows and the EEG event files event file has 1319 rows]\n",
-      "sub-09_ses-01_run-2:\n",
-      "\t[ERROR The Bids event files file has 1387 rows and the EEG event files event file has 1348 rows]\n",
-      "sub-09_ses-01_run-3:\n",
-      "sub-10_ses-01_run-1:\n",
-      "sub-11_ses-01_run-1:\n",
-      "\t[ERROR The Bids event files file has 1346 rows and the EEG event files event file has 1274 rows]\n",
-      "sub-11_ses-01_run-2:\n",
-      "\t[ERROR The Bids event files file has 1346 rows and the EEG event files event file has 1280 rows]\n",
-      "sub-11_ses-01_run-3:\n",
-      "sub-12_ses-01_run-1:\n",
-      "\t[ERROR The Bids event files file has 1474 rows and the EEG event files event file has 1482 rows]\n",
-      "sub-12_ses-01_run-2:\n",
-      "\t[ERROR The Bids event files file has 1474 rows and the EEG event files event file has 1409 rows]\n",
-      "sub-12_ses-01_run-3:\n",
-      "sub-13_ses-01_run-1:\n",
-      "\t[ERROR The Bids event files file has 1361 rows and the EEG event files event file has 1480 rows]\n",
-      "sub-13_ses-01_run-2:\n",
-      "\t[ERROR The Bids event files file has 1361 rows and the EEG event files event file has 1468 rows]\n",
-      "sub-13_ses-01_run-3:\n",
-      "sub-14_ses-01_run-1:\n",
-      "\t[ERROR The Bids event files file has 1383 rows and the EEG event files event file has 1470 rows]\n",
-      "sub-14_ses-01_run-2:\n",
-      "\t[ERROR The Bids event files file has 1383 rows and the EEG event files event file has 1449 rows]\n",
-      "sub-14_ses-01_run-3:\n",
-      "sub-15_ses-01_run-1:\n",
-      "\t[ERROR The Bids event files file has 1336 rows and the EEG event files event file has 576 rows]\n",
-      "sub-15_ses-01_run-2:\n",
-      "\t[ERROR The Bids event files file has 1336 rows and the EEG event files event file has 1343 rows]\n",
-      "sub-15_ses-01_run-3:\n",
-      "sub-16_ses-01_run-1:\n",
-      "\t[ERROR The Bids event files file has 1380 rows and the EEG event files event file has 1460 rows]\n",
-      "sub-16_ses-01_run-2:\n",
-      "\t[ERROR The Bids event files file has 1380 rows and the EEG event files event file has 1343 rows]\n",
-      "sub-16_ses-01_run-3:\n",
-      "sub-17_ses-01_run-1:\n",
-      "\t[ERROR The Bids event files file has 1399 rows and the EEG event files event file has 1518 rows]\n",
-      "sub-17_ses-01_run-2:\n",
-      "\t[ERROR The Bids event files file has 1399 rows and the EEG event files event file has 1392 rows]\n",
-      "sub-17_ses-01_run-3:\n",
-      "sub-18_ses-01_run-1:\n",
-      "\t[ERROR The Bids event files file has 1235 rows and the EEG event files event file has 1346 rows]\n",
-      "sub-18_ses-01_run-2:\n",
-      "\t[ERROR The Bids event files file has 1235 rows and the EEG event files event file has 1250 rows]\n",
-      "sub-18_ses-01_run-3:\n",
-      "sub-19_ses-01_run-1:\n",
-      "\t[ERROR The Bids event files file has 1432 rows and the EEG event files event file has 1463 rows]\n",
-      "sub-19_ses-01_run-2:\n",
-      "\t[ERROR The Bids event files file has 1432 rows and the EEG event files event file has 1569 rows]\n",
-      "sub-19_ses-01_run-3:\n",
-      "sub-20_ses-01_run-1:\n",
-      "\t[ERROR The Bids event files file has 1399 rows and the EEG event files event file has 1409 rows]\n",
-      "sub-20_ses-01_run-2:\n",
-      "\t[ERROR The Bids event files file has 1399 rows and the EEG event files event file has 1366 rows]\n",
-      "sub-20_ses-01_run-3:\n",
-      "sub-21_ses-01_run-1:\n",
-      "\t[ERROR The Bids event files file has 1422 rows and the EEG event files event file has 1553 rows]\n",
-      "sub-21_ses-01_run-2:\n",
-      "\t[ERROR The Bids event files file has 1422 rows and the EEG event files event file has 1409 rows]\n",
-      "sub-21_ses-01_run-3:\n"
-     ]
-    }
-   ],
-   "source": [
-    "import os\n",
-    "import datetime\n",
-    "from hed.tools import BidsTabularDictionary, BidsTabularSummary, HedLogger, report_diffs\n",
-    "from hed.util import get_file_list\n",
-    "\n",
-    "# Variables to set for the specific dataset\n",
-    "bids_root_path = 'F:/ARLBidsStart/MindWanderingWorking'\n",
-    "exclude_dirs = ['sourcedata', 'stimuli', 'code']\n",
-    "entities = ('sub', 'ses', 'run')\n",
-    "bids_skip_columns = ['onset']\n",
-    "eeg_skip_columns = ['latency', 'urevent', 'usertags']\n",
-    "log_name = 'bcit_mind_wandering_01_initial_summary_log'\n",
-    "\n",
-    "# Set up the logger\n",
-    "log_file_name = f\"code/curation_logs/{log_name}.txt\"\n",
-    "logger = HedLogger(name=log_name)\n",
-    "\n",
-    "# Construct the event file dictionaries for the BIDS and for EEG.event files\n",
-    "files_bids = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_events\", exclude_dirs=exclude_dirs)\n",
-    "bids_dict = BidsTabularDictionary(\"Bids event files\", files_bids, entities=entities)\n",
-    "files_eeg = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_eventstemp\", exclude_dirs=exclude_dirs)\n",
-    "eeg_dict = BidsTabularDictionary(\"EEG event files\", files_eeg, entities=entities)\n",
-    "\n",
-    "# Output a list of files for the two cases\n",
-    "print(f\"\\n{report_diffs(bids_dict, eeg_dict, logger)}\\n\\n\")\n",
-    "\n",
-    "# Create summary dictionaries of the original BIDS events files and output column names\n",
-    "bids_sum_all, bids_sum =  BidsTabularSummary.make_combined_dicts(bids_dict, skip_cols=bids_skip_columns)\n",
-    "print(f\"\\nSummary of all BIDS events files:\\n{bids_sum_all}\")\n",
-    "\n",
-    "eeg_sum_all, eeg_sum =  BidsTabularSummary.make_combined_dicts(eeg_dict, skip_cols=eeg_skip_columns)\n",
-    "print(f\"\\nSummary of all EEG.set events files:\\n{eeg_sum_all}\")\n",
-    "\n",
-    "# Output and save the log\n",
-    "log_string = \"\\n\\nLog output:\\n\" + logger.get_log_string()\n",
-    "error_string = \"\\n\\nERROR Summary:\\n\" + logger.get_log_string(level=\"ERROR\")\n",
-    "print(log_string)\n",
-    "print(error_string)\n",
-    "\n",
-    "save_path = os.path.join(bids_root_path, log_file_name)\n",
-    "with open(save_path, \"w\") as fp:\n",
-    "    fp.write(f\"{log_file_name} {datetime.datetime.now()}\\n\")\n",
-    "    fp.write(f\"\\n{bids_sum_all}\\n\")\n",
-    "    fp.write(f\"\\n{eeg_sum_all}\\n\")\n",
-    "    fp.write(log_string)\n",
-    "    fp.write(error_string)"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Set up the variables for producing a summary and construct dictionaries\n"
-    }
-   }
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 2
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
\ No newline at end of file
diff --git a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_mind_wandering/bcit_mind_wandering_02_initial_combination.ipynb b/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_mind_wandering/bcit_mind_wandering_02_initial_combination.ipynb
deleted file mode 100644
index 639ce50..0000000
--- a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_mind_wandering/bcit_mind_wandering_02_initial_combination.ipynb
+++ /dev/null
@@ -1,800 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "source": [
-    "## Produce a consolidated events file for BCIT Mind Wandering\n",
-    "\n",
-    "A copy of the EEG.event structure is dumped to the dataset as `eventstemp.tsv` files.\n",
-    "The `bcit_mind_wandering_01_initial_summary.ipynb` has already been run.\n",
-    "Manual review has confirmed that either both versions of the event files have the same\n",
-    "number of events or that the session had two runs and due to a bug in `ess2bids`,\n",
-    "the `events.tsv` file for run 1 is actually a copy of the `events.tsv` file from run 2.\n",
-    "\n",
-    "This notebook creates a `eventstemp1.tsv` for each:\n",
-    "1. Read the eeg events.\n",
-    "2. Remove unwanted columns and add `onset` and `duration` columns.\n",
-    "3. Reorder the columns to the `final_column_order`.\n",
-    "4. Replace all empty string and NaN entries with n/a.\n",
-    "5. Save as `_eventstemp1.tsv`."
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   }
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "\n",
-      "Log output:\n",
-      "bcit_mind_wandering_02_initial_combination_log: Level None\n",
-      "sub-01_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-01_ses-01_task-DriveWithTaskAudio_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-01_ses-01_task-DriveWithTaskAudio_run-1_eventstemp1.tsv]\n",
-      "sub-01_ses-01_run-2:\n",
-      "\t[ Created a dataframe for sub-01_ses-01_task-DriveWithTaskAudio_run-2_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-01_ses-01_task-DriveWithTaskAudio_run-2_eventstemp1.tsv]\n",
-      "sub-01_ses-01_run-3:\n",
-      "\t[ Created a dataframe for sub-01_ses-01_task-DriveWithTaskAudio_run-3_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-01_ses-01_task-DriveWithTaskAudio_run-3_eventstemp1.tsv]\n",
-      "sub-02_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-02_ses-01_task-DriveWithTaskAudio_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-02_ses-01_task-DriveWithTaskAudio_run-1_eventstemp1.tsv]\n",
-      "sub-02_ses-01_run-2:\n",
-      "\t[ Created a dataframe for sub-02_ses-01_task-DriveWithTaskAudio_run-2_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-02_ses-01_task-DriveWithTaskAudio_run-2_eventstemp1.tsv]\n",
-      "sub-02_ses-01_run-3:\n",
-      "\t[ Created a dataframe for sub-02_ses-01_task-DriveWithTaskAudio_run-3_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-02_ses-01_task-DriveWithTaskAudio_run-3_eventstemp1.tsv]\n",
-      "sub-03_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-03_ses-01_task-DriveWithTaskAudio_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-03_ses-01_task-DriveWithTaskAudio_run-1_eventstemp1.tsv]\n",
-      "sub-03_ses-01_run-2:\n",
-      "\t[ Created a dataframe for sub-03_ses-01_task-DriveWithTaskAudio_run-2_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-03_ses-01_task-DriveWithTaskAudio_run-2_eventstemp1.tsv]\n",
-      "sub-03_ses-01_run-3:\n",
-      "\t[ Created a dataframe for sub-03_ses-01_task-DriveWithTaskAudio_run-3_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-03_ses-01_task-DriveWithTaskAudio_run-3_eventstemp1.tsv]\n",
-      "sub-04_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-04_ses-01_task-DriveWithTaskAudio_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-04_ses-01_task-DriveWithTaskAudio_run-1_eventstemp1.tsv]\n",
-      "sub-04_ses-01_run-2:\n",
-      "\t[ Created a dataframe for sub-04_ses-01_task-DriveWithTaskAudio_run-2_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-04_ses-01_task-DriveWithTaskAudio_run-2_eventstemp1.tsv]\n",
-      "sub-04_ses-01_run-3:\n",
-      "\t[ Created a dataframe for sub-04_ses-01_task-DriveWithTaskAudio_run-3_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-04_ses-01_task-DriveWithTaskAudio_run-3_eventstemp1.tsv]\n",
-      "sub-05_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-05_ses-01_task-DriveWithTaskAudio_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-05_ses-01_task-DriveWithTaskAudio_run-1_eventstemp1.tsv]\n",
-      "sub-05_ses-01_run-2:\n",
-      "\t[ Created a dataframe for sub-05_ses-01_task-DriveWithTaskAudio_run-2_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-05_ses-01_task-DriveWithTaskAudio_run-2_eventstemp1.tsv]\n",
-      "sub-05_ses-01_run-3:\n",
-      "\t[ Created a dataframe for sub-05_ses-01_task-DriveWithTaskAudio_run-3_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-05_ses-01_task-DriveWithTaskAudio_run-3_eventstemp1.tsv]\n",
-      "sub-06_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-06_ses-01_task-DriveWithTaskAudio_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-06_ses-01_task-DriveWithTaskAudio_run-1_eventstemp1.tsv]\n",
-      "sub-06_ses-01_run-2:\n",
-      "\t[ Created a dataframe for sub-06_ses-01_task-DriveWithTaskAudio_run-2_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-06_ses-01_task-DriveWithTaskAudio_run-2_eventstemp1.tsv]\n",
-      "sub-06_ses-01_run-3:\n",
-      "\t[ Created a dataframe for sub-06_ses-01_task-DriveWithTaskAudio_run-3_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-06_ses-01_task-DriveWithTaskAudio_run-3_eventstemp1.tsv]\n",
-      "sub-07_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-07_ses-01_task-DriveWithTaskAudio_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-07_ses-01_task-DriveWithTaskAudio_run-1_eventstemp1.tsv]\n",
-      "sub-07_ses-01_run-2:\n",
-      "\t[ Created a dataframe for sub-07_ses-01_task-DriveWithTaskAudio_run-2_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-07_ses-01_task-DriveWithTaskAudio_run-2_eventstemp1.tsv]\n",
-      "sub-07_ses-01_run-3:\n",
-      "\t[ Created a dataframe for sub-07_ses-01_task-DriveWithTaskAudio_run-3_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-07_ses-01_task-DriveWithTaskAudio_run-3_eventstemp1.tsv]\n",
-      "sub-08_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-08_ses-01_task-DriveWithTaskAudio_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-08_ses-01_task-DriveWithTaskAudio_run-1_eventstemp1.tsv]\n",
-      "sub-08_ses-01_run-2:\n",
-      "\t[ Created a dataframe for sub-08_ses-01_task-DriveWithTaskAudio_run-2_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-08_ses-01_task-DriveWithTaskAudio_run-2_eventstemp1.tsv]\n",
-      "sub-09_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-09_ses-01_task-DriveWithTaskAudio_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-09_ses-01_task-DriveWithTaskAudio_run-1_eventstemp1.tsv]\n",
-      "sub-09_ses-01_run-2:\n",
-      "\t[ Created a dataframe for sub-09_ses-01_task-DriveWithTaskAudio_run-2_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-09_ses-01_task-DriveWithTaskAudio_run-2_eventstemp1.tsv]\n",
-      "sub-09_ses-01_run-3:\n",
-      "\t[ Created a dataframe for sub-09_ses-01_task-DriveWithTaskAudio_run-3_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-09_ses-01_task-DriveWithTaskAudio_run-3_eventstemp1.tsv]\n",
-      "sub-10_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-10_ses-01_task-DriveWithTaskAudio_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-10_ses-01_task-DriveWithTaskAudio_run-1_eventstemp1.tsv]\n",
-      "sub-11_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-11_ses-01_task-DriveWithTaskAudio_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-11_ses-01_task-DriveWithTaskAudio_run-1_eventstemp1.tsv]\n",
-      "sub-11_ses-01_run-2:\n",
-      "\t[ Created a dataframe for sub-11_ses-01_task-DriveWithTaskAudio_run-2_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-11_ses-01_task-DriveWithTaskAudio_run-2_eventstemp1.tsv]\n",
-      "sub-11_ses-01_run-3:\n",
-      "\t[ Created a dataframe for sub-11_ses-01_task-DriveWithTaskAudio_run-3_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-11_ses-01_task-DriveWithTaskAudio_run-3_eventstemp1.tsv]\n",
-      "sub-12_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-12_ses-01_task-DriveWithTaskAudio_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-12_ses-01_task-DriveWithTaskAudio_run-1_eventstemp1.tsv]\n",
-      "sub-12_ses-01_run-2:\n",
-      "\t[ Created a dataframe for sub-12_ses-01_task-DriveWithTaskAudio_run-2_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-12_ses-01_task-DriveWithTaskAudio_run-2_eventstemp1.tsv]\n",
-      "sub-12_ses-01_run-3:\n",
-      "\t[ Created a dataframe for sub-12_ses-01_task-DriveWithTaskAudio_run-3_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-12_ses-01_task-DriveWithTaskAudio_run-3_eventstemp1.tsv]\n",
-      "sub-13_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-13_ses-01_task-DriveWithTaskAudio_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-13_ses-01_task-DriveWithTaskAudio_run-1_eventstemp1.tsv]\n",
-      "sub-13_ses-01_run-2:\n",
-      "\t[ Created a dataframe for sub-13_ses-01_task-DriveWithTaskAudio_run-2_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-13_ses-01_task-DriveWithTaskAudio_run-2_eventstemp1.tsv]\n",
-      "sub-13_ses-01_run-3:\n",
-      "\t[ Created a dataframe for sub-13_ses-01_task-DriveWithTaskAudio_run-3_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-13_ses-01_task-DriveWithTaskAudio_run-3_eventstemp1.tsv]\n",
-      "sub-14_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-14_ses-01_task-DriveWithTaskAudio_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-14_ses-01_task-DriveWithTaskAudio_run-1_eventstemp1.tsv]\n",
-      "sub-14_ses-01_run-2:\n",
-      "\t[ Created a dataframe for sub-14_ses-01_task-DriveWithTaskAudio_run-2_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-14_ses-01_task-DriveWithTaskAudio_run-2_eventstemp1.tsv]\n",
-      "sub-14_ses-01_run-3:\n",
-      "\t[ Created a dataframe for sub-14_ses-01_task-DriveWithTaskAudio_run-3_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-14_ses-01_task-DriveWithTaskAudio_run-3_eventstemp1.tsv]\n",
-      "sub-15_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-15_ses-01_task-DriveWithTaskAudio_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-15_ses-01_task-DriveWithTaskAudio_run-1_eventstemp1.tsv]\n",
-      "sub-15_ses-01_run-2:\n",
-      "\t[ Created a dataframe for sub-15_ses-01_task-DriveWithTaskAudio_run-2_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-15_ses-01_task-DriveWithTaskAudio_run-2_eventstemp1.tsv]\n",
-      "sub-15_ses-01_run-3:\n",
-      "\t[ Created a dataframe for sub-15_ses-01_task-DriveWithTaskAudio_run-3_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-15_ses-01_task-DriveWithTaskAudio_run-3_eventstemp1.tsv]\n",
-      "sub-16_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-16_ses-01_task-DriveWithTaskAudio_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-16_ses-01_task-DriveWithTaskAudio_run-1_eventstemp1.tsv]\n",
-      "sub-16_ses-01_run-2:\n",
-      "\t[ Created a dataframe for sub-16_ses-01_task-DriveWithTaskAudio_run-2_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-16_ses-01_task-DriveWithTaskAudio_run-2_eventstemp1.tsv]\n",
-      "sub-16_ses-01_run-3:\n",
-      "\t[ Created a dataframe for sub-16_ses-01_task-DriveWithTaskAudio_run-3_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-16_ses-01_task-DriveWithTaskAudio_run-3_eventstemp1.tsv]\n",
-      "sub-17_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-17_ses-01_task-DriveWithTaskAudio_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-17_ses-01_task-DriveWithTaskAudio_run-1_eventstemp1.tsv]\n",
-      "sub-17_ses-01_run-2:\n",
-      "\t[ Created a dataframe for sub-17_ses-01_task-DriveWithTaskAudio_run-2_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-17_ses-01_task-DriveWithTaskAudio_run-2_eventstemp1.tsv]\n",
-      "sub-17_ses-01_run-3:\n",
-      "\t[ Created a dataframe for sub-17_ses-01_task-DriveWithTaskAudio_run-3_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-17_ses-01_task-DriveWithTaskAudio_run-3_eventstemp1.tsv]\n",
-      "sub-18_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-18_ses-01_task-DriveWithTaskAudio_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-18_ses-01_task-DriveWithTaskAudio_run-1_eventstemp1.tsv]\n",
-      "sub-18_ses-01_run-2:\n",
-      "\t[ Created a dataframe for sub-18_ses-01_task-DriveWithTaskAudio_run-2_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-18_ses-01_task-DriveWithTaskAudio_run-2_eventstemp1.tsv]\n",
-      "sub-18_ses-01_run-3:\n",
-      "\t[ Created a dataframe for sub-18_ses-01_task-DriveWithTaskAudio_run-3_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-18_ses-01_task-DriveWithTaskAudio_run-3_eventstemp1.tsv]\n",
-      "sub-19_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-19_ses-01_task-DriveWithTaskAudio_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-19_ses-01_task-DriveWithTaskAudio_run-1_eventstemp1.tsv]\n",
-      "sub-19_ses-01_run-2:\n",
-      "\t[ Created a dataframe for sub-19_ses-01_task-DriveWithTaskAudio_run-2_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-19_ses-01_task-DriveWithTaskAudio_run-2_eventstemp1.tsv]\n",
-      "sub-19_ses-01_run-3:\n",
-      "\t[ Created a dataframe for sub-19_ses-01_task-DriveWithTaskAudio_run-3_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-19_ses-01_task-DriveWithTaskAudio_run-3_eventstemp1.tsv]\n",
-      "sub-20_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-20_ses-01_task-DriveWithTaskAudio_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-20_ses-01_task-DriveWithTaskAudio_run-1_eventstemp1.tsv]\n",
-      "sub-20_ses-01_run-2:\n",
-      "\t[ Created a dataframe for sub-20_ses-01_task-DriveWithTaskAudio_run-2_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-20_ses-01_task-DriveWithTaskAudio_run-2_eventstemp1.tsv]\n",
-      "sub-20_ses-01_run-3:\n",
-      "\t[ Created a dataframe for sub-20_ses-01_task-DriveWithTaskAudio_run-3_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-20_ses-01_task-DriveWithTaskAudio_run-3_eventstemp1.tsv]\n",
-      "sub-21_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-21_ses-01_task-DriveWithTaskAudio_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-21_ses-01_task-DriveWithTaskAudio_run-1_eventstemp1.tsv]\n",
-      "sub-21_ses-01_run-2:\n",
-      "\t[ Created a dataframe for sub-21_ses-01_task-DriveWithTaskAudio_run-2_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-21_ses-01_task-DriveWithTaskAudio_run-2_eventstemp1.tsv]\n",
-      "sub-21_ses-01_run-3:\n",
-      "\t[ Created a dataframe for sub-21_ses-01_task-DriveWithTaskAudio_run-3_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-21_ses-01_task-DriveWithTaskAudio_run-3_eventstemp1.tsv]\n",
-      "\n",
-      "\n",
-      "ERROR Summary:\n",
-      "bcit_mind_wandering_02_initial_combination_log: Level ERROR\n",
-      "sub-01_ses-01_run-1:\n",
-      "sub-01_ses-01_run-2:\n",
-      "sub-01_ses-01_run-3:\n",
-      "sub-02_ses-01_run-1:\n",
-      "sub-02_ses-01_run-2:\n",
-      "sub-02_ses-01_run-3:\n",
-      "sub-03_ses-01_run-1:\n",
-      "sub-03_ses-01_run-2:\n",
-      "sub-03_ses-01_run-3:\n",
-      "sub-04_ses-01_run-1:\n",
-      "sub-04_ses-01_run-2:\n",
-      "sub-04_ses-01_run-3:\n",
-      "sub-05_ses-01_run-1:\n",
-      "sub-05_ses-01_run-2:\n",
-      "sub-05_ses-01_run-3:\n",
-      "sub-06_ses-01_run-1:\n",
-      "sub-06_ses-01_run-2:\n",
-      "sub-06_ses-01_run-3:\n",
-      "sub-07_ses-01_run-1:\n",
-      "sub-07_ses-01_run-2:\n",
-      "sub-07_ses-01_run-3:\n",
-      "sub-08_ses-01_run-1:\n",
-      "sub-08_ses-01_run-2:\n",
-      "sub-09_ses-01_run-1:\n",
-      "sub-09_ses-01_run-2:\n",
-      "sub-09_ses-01_run-3:\n",
-      "sub-10_ses-01_run-1:\n",
-      "sub-11_ses-01_run-1:\n",
-      "sub-11_ses-01_run-2:\n",
-      "sub-11_ses-01_run-3:\n",
-      "sub-12_ses-01_run-1:\n",
-      "sub-12_ses-01_run-2:\n",
-      "sub-12_ses-01_run-3:\n",
-      "sub-13_ses-01_run-1:\n",
-      "sub-13_ses-01_run-2:\n",
-      "sub-13_ses-01_run-3:\n",
-      "sub-14_ses-01_run-1:\n",
-      "sub-14_ses-01_run-2:\n",
-      "sub-14_ses-01_run-3:\n",
-      "sub-15_ses-01_run-1:\n",
-      "sub-15_ses-01_run-2:\n",
-      "sub-15_ses-01_run-3:\n",
-      "sub-16_ses-01_run-1:\n",
-      "sub-16_ses-01_run-2:\n",
-      "sub-16_ses-01_run-3:\n",
-      "sub-17_ses-01_run-1:\n",
-      "sub-17_ses-01_run-2:\n",
-      "sub-17_ses-01_run-3:\n",
-      "sub-18_ses-01_run-1:\n",
-      "sub-18_ses-01_run-2:\n",
-      "sub-18_ses-01_run-3:\n",
-      "sub-19_ses-01_run-1:\n",
-      "sub-19_ses-01_run-2:\n",
-      "sub-19_ses-01_run-3:\n",
-      "sub-20_ses-01_run-1:\n",
-      "sub-20_ses-01_run-2:\n",
-      "sub-20_ses-01_run-3:\n",
-      "sub-21_ses-01_run-1:\n",
-      "sub-21_ses-01_run-2:\n",
-      "sub-21_ses-01_run-3:\n"
-     ]
-    }
-   ],
-   "source": [
-    "import os\n",
-    "import datetime\n",
-    "from hed.tools import BidsTabularDictionary, HedLogger\n",
-    "from hed.util import get_file_list, get_new_dataframe, get_value_dict, replace_values\n",
-    "\n",
-    "# Variables to set for the specific dataset\n",
-    "bids_root_path = 'F:/ARLBidsStart/MindWanderingWorking'\n",
-    "exclude_dirs = ['sourcedata', 'stimuli', 'code']\n",
-    "entities = ('sub', 'ses', 'run')\n",
-    "eeg_drop_columns = ['urevent', 'usertags']\n",
-    "final_column_order = ['onset', 'duration', 'sample', 'value']\n",
-    "log_name = 'bcit_mind_wandering_02_initial_combination_log'\n",
-    "sampling_rate_file = os.path.realpath(os.path.join(bids_root_path, 'code/samplingRates.tsv'))\n",
-    "\n",
-    "# Set up the logger\n",
-    "log_file_name = f\"code/curation_logs/{log_name}.txt\"\n",
-    "logger = HedLogger(name=log_name)\n",
-    "\n",
-    "# Construct the event file dictionaries for the BIDS and for EEG.event files\n",
-    "files_eeg = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_eventstemp\", exclude_dirs=exclude_dirs)\n",
-    "eeg_dict = BidsTabularDictionary(\"EEG event files\", files_eeg, entities=entities)\n",
-    "sampling_dict = get_value_dict(sampling_rate_file)\n",
-    "\n",
-    "# Perform  the operations to combine the two versions of the event files\n",
-    "for key, file, rowcount, column_count in eeg_dict.iter_tsv_info():\n",
-    "    filename = eeg_dict.get_file_path(key)\n",
-    "    df_eeg = get_new_dataframe(filename)\n",
-    "    basename = os.path.basename(filename)\n",
-    "    logger.add(key, f\"Created a dataframe for {basename}\")\n",
-    "\n",
-    "    samplingRate = float(sampling_dict[basename[:-15]])\n",
-    "    logger.add(key, f\"Looked up sampling rate of {samplingRate}\")\n",
-    "\n",
-    "    df_eeg.drop(columns=eeg_drop_columns, inplace=True)\n",
-    "    logger.add(key, f\"Dropped {str(eeg_drop_columns)} drop_columns\")\n",
-    "    df_eeg['onset'] = df_eeg['latency']\n",
-    "    df_eeg['onset'] = df_eeg['onset'].subtract(1.0)\n",
-    "    df_eeg['onset'] = df_eeg['onset'].divide(samplingRate)\n",
-    "    logger.add(key, f\"Calculate onset from latency and add an onset column\")\n",
-    "    df_eeg['duration'] = 'n/a'\n",
-    "    logger.add(key, f\"Add a duration column\")\n",
-    "    df_eeg = df_eeg.rename(columns={\"latency\": \"sample\", \"type\": \"value\"})\n",
-    "    logger.add(key, f\"Rename the latency column as sample and type as value\")\n",
-    "    df_eeg = df_eeg.reindex(columns=final_column_order)\n",
-    "    logger.add(key, f\"Reordered the columns as {str(final_column_order)}\")\n",
-    "    num_replaced = replace_values(df_eeg, values=[' ', 'NaN'], replace_value='n/a')\n",
-    "    logger.add(key, f\"Replaced {num_replaced} blank or NaN values with n/a\")\n",
-    "    filename_out = filename[:-4] + \"1.tsv\"\n",
-    "    df_eeg.to_csv(filename_out, sep='\\t', index=False)\n",
-    "    logger.add(key, f\"Saved as {os.path.basename(filename_out)}\")\n",
-    "\n",
-    "# Output and save the log\n",
-    "log_string = \"\\n\\nLog output:\\n\" + logger.get_log_string()\n",
-    "error_string = \"\\n\\nERROR Summary:\\n\" + logger.get_log_string(level=\"ERROR\")\n",
-    "print(log_string)\n",
-    "print(error_string)\n",
-    "\n",
-    "save_path = os.path.join(bids_root_path, log_file_name)\n",
-    "with open(save_path, \"w\") as fp:\n",
-    "    fp.write(f\"{log_file_name} {datetime.datetime.now()}\\n\")\n",
-    "    fp.write(log_string)\n",
-    "    fp.write(error_string)"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Setup the structure and column names\n"
-    }
-   }
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 2
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
\ No newline at end of file
diff --git a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_mind_wandering/bcit_mind_wandering_03_remove_files.ipynb b/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_mind_wandering/bcit_mind_wandering_03_remove_files.ipynb
deleted file mode 100644
index 44ff788..0000000
--- a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_mind_wandering/bcit_mind_wandering_03_remove_files.ipynb
+++ /dev/null
@@ -1,501 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "collapsed": true,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   },
-   "source": [
-    "## Remove the extra files from BCIT Mind Wandering\n",
-    "\n",
-    "This script assumes that you have copied the MindWanderingWorking directory into\n",
-    "the AdvancedGuardDutyWorkingPhaseTwo directory.\n",
-    "\n",
-    "This script removes `_events.tsv` and `_eventstemp.tsv` and then\n",
-    "renames `_eventstemp1.tsv` to `_events.tsv`."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "\n",
-      "Log output:\n",
-      "bcit_mind_wandering_03_remove_files_log: Level None\n",
-      "sub-01_ses-01_run-1:\n",
-      "\t[ Remove sub-01_ses-01_task-DriveWithTaskAudio_run-1_events.tsv]\n",
-      "\t[ Removed sub-01_ses-01_task-DriveWithTaskAudio_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-01_ses-01_task-DriveWithTaskAudio_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-01_ses-01_task-DriveWithTaskAudio_run-1_events.tsv]\n",
-      "sub-01_ses-01_run-2:\n",
-      "\t[ Remove sub-01_ses-01_task-DriveWithTaskAudio_run-2_events.tsv]\n",
-      "\t[ Removed sub-01_ses-01_task-DriveWithTaskAudio_run-2_eventstemp.tsv]\n",
-      "\t[ Renamed sub-01_ses-01_task-DriveWithTaskAudio_run-2_eventstemp1.tsv\n",
-      "\t\tto sub-01_ses-01_task-DriveWithTaskAudio_run-2_events.tsv]\n",
-      "sub-01_ses-01_run-3:\n",
-      "\t[ Remove sub-01_ses-01_task-DriveWithTaskAudio_run-3_events.tsv]\n",
-      "\t[ Removed sub-01_ses-01_task-DriveWithTaskAudio_run-3_eventstemp.tsv]\n",
-      "\t[ Renamed sub-01_ses-01_task-DriveWithTaskAudio_run-3_eventstemp1.tsv\n",
-      "\t\tto sub-01_ses-01_task-DriveWithTaskAudio_run-3_events.tsv]\n",
-      "sub-02_ses-01_run-1:\n",
-      "\t[ Remove sub-02_ses-01_task-DriveWithTaskAudio_run-1_events.tsv]\n",
-      "\t[ Removed sub-02_ses-01_task-DriveWithTaskAudio_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-02_ses-01_task-DriveWithTaskAudio_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-02_ses-01_task-DriveWithTaskAudio_run-1_events.tsv]\n",
-      "sub-02_ses-01_run-2:\n",
-      "\t[ Remove sub-02_ses-01_task-DriveWithTaskAudio_run-2_events.tsv]\n",
-      "\t[ Removed sub-02_ses-01_task-DriveWithTaskAudio_run-2_eventstemp.tsv]\n",
-      "\t[ Renamed sub-02_ses-01_task-DriveWithTaskAudio_run-2_eventstemp1.tsv\n",
-      "\t\tto sub-02_ses-01_task-DriveWithTaskAudio_run-2_events.tsv]\n",
-      "sub-02_ses-01_run-3:\n",
-      "\t[ Remove sub-02_ses-01_task-DriveWithTaskAudio_run-3_events.tsv]\n",
-      "\t[ Removed sub-02_ses-01_task-DriveWithTaskAudio_run-3_eventstemp.tsv]\n",
-      "\t[ Renamed sub-02_ses-01_task-DriveWithTaskAudio_run-3_eventstemp1.tsv\n",
-      "\t\tto sub-02_ses-01_task-DriveWithTaskAudio_run-3_events.tsv]\n",
-      "sub-03_ses-01_run-1:\n",
-      "\t[ Remove sub-03_ses-01_task-DriveWithTaskAudio_run-1_events.tsv]\n",
-      "\t[ Removed sub-03_ses-01_task-DriveWithTaskAudio_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-03_ses-01_task-DriveWithTaskAudio_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-03_ses-01_task-DriveWithTaskAudio_run-1_events.tsv]\n",
-      "sub-03_ses-01_run-2:\n",
-      "\t[ Remove sub-03_ses-01_task-DriveWithTaskAudio_run-2_events.tsv]\n",
-      "\t[ Removed sub-03_ses-01_task-DriveWithTaskAudio_run-2_eventstemp.tsv]\n",
-      "\t[ Renamed sub-03_ses-01_task-DriveWithTaskAudio_run-2_eventstemp1.tsv\n",
-      "\t\tto sub-03_ses-01_task-DriveWithTaskAudio_run-2_events.tsv]\n",
-      "sub-03_ses-01_run-3:\n",
-      "\t[ Remove sub-03_ses-01_task-DriveWithTaskAudio_run-3_events.tsv]\n",
-      "\t[ Removed sub-03_ses-01_task-DriveWithTaskAudio_run-3_eventstemp.tsv]\n",
-      "\t[ Renamed sub-03_ses-01_task-DriveWithTaskAudio_run-3_eventstemp1.tsv\n",
-      "\t\tto sub-03_ses-01_task-DriveWithTaskAudio_run-3_events.tsv]\n",
-      "sub-04_ses-01_run-1:\n",
-      "\t[ Remove sub-04_ses-01_task-DriveWithTaskAudio_run-1_events.tsv]\n",
-      "\t[ Removed sub-04_ses-01_task-DriveWithTaskAudio_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-04_ses-01_task-DriveWithTaskAudio_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-04_ses-01_task-DriveWithTaskAudio_run-1_events.tsv]\n",
-      "sub-04_ses-01_run-2:\n",
-      "\t[ Remove sub-04_ses-01_task-DriveWithTaskAudio_run-2_events.tsv]\n",
-      "\t[ Removed sub-04_ses-01_task-DriveWithTaskAudio_run-2_eventstemp.tsv]\n",
-      "\t[ Renamed sub-04_ses-01_task-DriveWithTaskAudio_run-2_eventstemp1.tsv\n",
-      "\t\tto sub-04_ses-01_task-DriveWithTaskAudio_run-2_events.tsv]\n",
-      "sub-04_ses-01_run-3:\n",
-      "\t[ Remove sub-04_ses-01_task-DriveWithTaskAudio_run-3_events.tsv]\n",
-      "\t[ Removed sub-04_ses-01_task-DriveWithTaskAudio_run-3_eventstemp.tsv]\n",
-      "\t[ Renamed sub-04_ses-01_task-DriveWithTaskAudio_run-3_eventstemp1.tsv\n",
-      "\t\tto sub-04_ses-01_task-DriveWithTaskAudio_run-3_events.tsv]\n",
-      "sub-05_ses-01_run-1:\n",
-      "\t[ Remove sub-05_ses-01_task-DriveWithTaskAudio_run-1_events.tsv]\n",
-      "\t[ Removed sub-05_ses-01_task-DriveWithTaskAudio_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-05_ses-01_task-DriveWithTaskAudio_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-05_ses-01_task-DriveWithTaskAudio_run-1_events.tsv]\n",
-      "sub-05_ses-01_run-2:\n",
-      "\t[ Remove sub-05_ses-01_task-DriveWithTaskAudio_run-2_events.tsv]\n",
-      "\t[ Removed sub-05_ses-01_task-DriveWithTaskAudio_run-2_eventstemp.tsv]\n",
-      "\t[ Renamed sub-05_ses-01_task-DriveWithTaskAudio_run-2_eventstemp1.tsv\n",
-      "\t\tto sub-05_ses-01_task-DriveWithTaskAudio_run-2_events.tsv]\n",
-      "sub-05_ses-01_run-3:\n",
-      "\t[ Remove sub-05_ses-01_task-DriveWithTaskAudio_run-3_events.tsv]\n",
-      "\t[ Removed sub-05_ses-01_task-DriveWithTaskAudio_run-3_eventstemp.tsv]\n",
-      "\t[ Renamed sub-05_ses-01_task-DriveWithTaskAudio_run-3_eventstemp1.tsv\n",
-      "\t\tto sub-05_ses-01_task-DriveWithTaskAudio_run-3_events.tsv]\n",
-      "sub-06_ses-01_run-1:\n",
-      "\t[ Remove sub-06_ses-01_task-DriveWithTaskAudio_run-1_events.tsv]\n",
-      "\t[ Removed sub-06_ses-01_task-DriveWithTaskAudio_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-06_ses-01_task-DriveWithTaskAudio_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-06_ses-01_task-DriveWithTaskAudio_run-1_events.tsv]\n",
-      "sub-06_ses-01_run-2:\n",
-      "\t[ Remove sub-06_ses-01_task-DriveWithTaskAudio_run-2_events.tsv]\n",
-      "\t[ Removed sub-06_ses-01_task-DriveWithTaskAudio_run-2_eventstemp.tsv]\n",
-      "\t[ Renamed sub-06_ses-01_task-DriveWithTaskAudio_run-2_eventstemp1.tsv\n",
-      "\t\tto sub-06_ses-01_task-DriveWithTaskAudio_run-2_events.tsv]\n",
-      "sub-06_ses-01_run-3:\n",
-      "\t[ Remove sub-06_ses-01_task-DriveWithTaskAudio_run-3_events.tsv]\n",
-      "\t[ Removed sub-06_ses-01_task-DriveWithTaskAudio_run-3_eventstemp.tsv]\n",
-      "\t[ Renamed sub-06_ses-01_task-DriveWithTaskAudio_run-3_eventstemp1.tsv\n",
-      "\t\tto sub-06_ses-01_task-DriveWithTaskAudio_run-3_events.tsv]\n",
-      "sub-07_ses-01_run-1:\n",
-      "\t[ Remove sub-07_ses-01_task-DriveWithTaskAudio_run-1_events.tsv]\n",
-      "\t[ Removed sub-07_ses-01_task-DriveWithTaskAudio_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-07_ses-01_task-DriveWithTaskAudio_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-07_ses-01_task-DriveWithTaskAudio_run-1_events.tsv]\n",
-      "sub-07_ses-01_run-2:\n",
-      "\t[ Remove sub-07_ses-01_task-DriveWithTaskAudio_run-2_events.tsv]\n",
-      "\t[ Removed sub-07_ses-01_task-DriveWithTaskAudio_run-2_eventstemp.tsv]\n",
-      "\t[ Renamed sub-07_ses-01_task-DriveWithTaskAudio_run-2_eventstemp1.tsv\n",
-      "\t\tto sub-07_ses-01_task-DriveWithTaskAudio_run-2_events.tsv]\n",
-      "sub-07_ses-01_run-3:\n",
-      "\t[ Remove sub-07_ses-01_task-DriveWithTaskAudio_run-3_events.tsv]\n",
-      "\t[ Removed sub-07_ses-01_task-DriveWithTaskAudio_run-3_eventstemp.tsv]\n",
-      "\t[ Renamed sub-07_ses-01_task-DriveWithTaskAudio_run-3_eventstemp1.tsv\n",
-      "\t\tto sub-07_ses-01_task-DriveWithTaskAudio_run-3_events.tsv]\n",
-      "sub-08_ses-01_run-1:\n",
-      "\t[ Remove sub-08_ses-01_task-DriveWithTaskAudio_run-1_events.tsv]\n",
-      "\t[ Removed sub-08_ses-01_task-DriveWithTaskAudio_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-08_ses-01_task-DriveWithTaskAudio_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-08_ses-01_task-DriveWithTaskAudio_run-1_events.tsv]\n",
-      "sub-08_ses-01_run-2:\n",
-      "\t[ Remove sub-08_ses-01_task-DriveWithTaskAudio_run-2_events.tsv]\n",
-      "\t[ Removed sub-08_ses-01_task-DriveWithTaskAudio_run-2_eventstemp.tsv]\n",
-      "\t[ Renamed sub-08_ses-01_task-DriveWithTaskAudio_run-2_eventstemp1.tsv\n",
-      "\t\tto sub-08_ses-01_task-DriveWithTaskAudio_run-2_events.tsv]\n",
-      "sub-09_ses-01_run-1:\n",
-      "\t[ Remove sub-09_ses-01_task-DriveWithTaskAudio_run-1_events.tsv]\n",
-      "\t[ Removed sub-09_ses-01_task-DriveWithTaskAudio_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-09_ses-01_task-DriveWithTaskAudio_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-09_ses-01_task-DriveWithTaskAudio_run-1_events.tsv]\n",
-      "sub-09_ses-01_run-2:\n",
-      "\t[ Remove sub-09_ses-01_task-DriveWithTaskAudio_run-2_events.tsv]\n",
-      "\t[ Removed sub-09_ses-01_task-DriveWithTaskAudio_run-2_eventstemp.tsv]\n",
-      "\t[ Renamed sub-09_ses-01_task-DriveWithTaskAudio_run-2_eventstemp1.tsv\n",
-      "\t\tto sub-09_ses-01_task-DriveWithTaskAudio_run-2_events.tsv]\n",
-      "sub-09_ses-01_run-3:\n",
-      "\t[ Remove sub-09_ses-01_task-DriveWithTaskAudio_run-3_events.tsv]\n",
-      "\t[ Removed sub-09_ses-01_task-DriveWithTaskAudio_run-3_eventstemp.tsv]\n",
-      "\t[ Renamed sub-09_ses-01_task-DriveWithTaskAudio_run-3_eventstemp1.tsv\n",
-      "\t\tto sub-09_ses-01_task-DriveWithTaskAudio_run-3_events.tsv]\n",
-      "sub-10_ses-01_run-1:\n",
-      "\t[ Remove sub-10_ses-01_task-DriveWithTaskAudio_run-1_events.tsv]\n",
-      "\t[ Removed sub-10_ses-01_task-DriveWithTaskAudio_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-10_ses-01_task-DriveWithTaskAudio_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-10_ses-01_task-DriveWithTaskAudio_run-1_events.tsv]\n",
-      "sub-11_ses-01_run-1:\n",
-      "\t[ Remove sub-11_ses-01_task-DriveWithTaskAudio_run-1_events.tsv]\n",
-      "\t[ Removed sub-11_ses-01_task-DriveWithTaskAudio_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-11_ses-01_task-DriveWithTaskAudio_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-11_ses-01_task-DriveWithTaskAudio_run-1_events.tsv]\n",
-      "sub-11_ses-01_run-2:\n",
-      "\t[ Remove sub-11_ses-01_task-DriveWithTaskAudio_run-2_events.tsv]\n",
-      "\t[ Removed sub-11_ses-01_task-DriveWithTaskAudio_run-2_eventstemp.tsv]\n",
-      "\t[ Renamed sub-11_ses-01_task-DriveWithTaskAudio_run-2_eventstemp1.tsv\n",
-      "\t\tto sub-11_ses-01_task-DriveWithTaskAudio_run-2_events.tsv]\n",
-      "sub-11_ses-01_run-3:\n",
-      "\t[ Remove sub-11_ses-01_task-DriveWithTaskAudio_run-3_events.tsv]\n",
-      "\t[ Removed sub-11_ses-01_task-DriveWithTaskAudio_run-3_eventstemp.tsv]\n",
-      "\t[ Renamed sub-11_ses-01_task-DriveWithTaskAudio_run-3_eventstemp1.tsv\n",
-      "\t\tto sub-11_ses-01_task-DriveWithTaskAudio_run-3_events.tsv]\n",
-      "sub-12_ses-01_run-1:\n",
-      "\t[ Remove sub-12_ses-01_task-DriveWithTaskAudio_run-1_events.tsv]\n",
-      "\t[ Removed sub-12_ses-01_task-DriveWithTaskAudio_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-12_ses-01_task-DriveWithTaskAudio_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-12_ses-01_task-DriveWithTaskAudio_run-1_events.tsv]\n",
-      "sub-12_ses-01_run-2:\n",
-      "\t[ Remove sub-12_ses-01_task-DriveWithTaskAudio_run-2_events.tsv]\n",
-      "\t[ Removed sub-12_ses-01_task-DriveWithTaskAudio_run-2_eventstemp.tsv]\n",
-      "\t[ Renamed sub-12_ses-01_task-DriveWithTaskAudio_run-2_eventstemp1.tsv\n",
-      "\t\tto sub-12_ses-01_task-DriveWithTaskAudio_run-2_events.tsv]\n",
-      "sub-12_ses-01_run-3:\n",
-      "\t[ Remove sub-12_ses-01_task-DriveWithTaskAudio_run-3_events.tsv]\n",
-      "\t[ Removed sub-12_ses-01_task-DriveWithTaskAudio_run-3_eventstemp.tsv]\n",
-      "\t[ Renamed sub-12_ses-01_task-DriveWithTaskAudio_run-3_eventstemp1.tsv\n",
-      "\t\tto sub-12_ses-01_task-DriveWithTaskAudio_run-3_events.tsv]\n",
-      "sub-13_ses-01_run-1:\n",
-      "\t[ Remove sub-13_ses-01_task-DriveWithTaskAudio_run-1_events.tsv]\n",
-      "\t[ Removed sub-13_ses-01_task-DriveWithTaskAudio_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-13_ses-01_task-DriveWithTaskAudio_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-13_ses-01_task-DriveWithTaskAudio_run-1_events.tsv]\n",
-      "sub-13_ses-01_run-2:\n",
-      "\t[ Remove sub-13_ses-01_task-DriveWithTaskAudio_run-2_events.tsv]\n",
-      "\t[ Removed sub-13_ses-01_task-DriveWithTaskAudio_run-2_eventstemp.tsv]\n",
-      "\t[ Renamed sub-13_ses-01_task-DriveWithTaskAudio_run-2_eventstemp1.tsv\n",
-      "\t\tto sub-13_ses-01_task-DriveWithTaskAudio_run-2_events.tsv]\n",
-      "sub-13_ses-01_run-3:\n",
-      "\t[ Remove sub-13_ses-01_task-DriveWithTaskAudio_run-3_events.tsv]\n",
-      "\t[ Removed sub-13_ses-01_task-DriveWithTaskAudio_run-3_eventstemp.tsv]\n",
-      "\t[ Renamed sub-13_ses-01_task-DriveWithTaskAudio_run-3_eventstemp1.tsv\n",
-      "\t\tto sub-13_ses-01_task-DriveWithTaskAudio_run-3_events.tsv]\n",
-      "sub-14_ses-01_run-1:\n",
-      "\t[ Remove sub-14_ses-01_task-DriveWithTaskAudio_run-1_events.tsv]\n",
-      "\t[ Removed sub-14_ses-01_task-DriveWithTaskAudio_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-14_ses-01_task-DriveWithTaskAudio_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-14_ses-01_task-DriveWithTaskAudio_run-1_events.tsv]\n",
-      "sub-14_ses-01_run-2:\n",
-      "\t[ Remove sub-14_ses-01_task-DriveWithTaskAudio_run-2_events.tsv]\n",
-      "\t[ Removed sub-14_ses-01_task-DriveWithTaskAudio_run-2_eventstemp.tsv]\n",
-      "\t[ Renamed sub-14_ses-01_task-DriveWithTaskAudio_run-2_eventstemp1.tsv\n",
-      "\t\tto sub-14_ses-01_task-DriveWithTaskAudio_run-2_events.tsv]\n",
-      "sub-14_ses-01_run-3:\n",
-      "\t[ Remove sub-14_ses-01_task-DriveWithTaskAudio_run-3_events.tsv]\n",
-      "\t[ Removed sub-14_ses-01_task-DriveWithTaskAudio_run-3_eventstemp.tsv]\n",
-      "\t[ Renamed sub-14_ses-01_task-DriveWithTaskAudio_run-3_eventstemp1.tsv\n",
-      "\t\tto sub-14_ses-01_task-DriveWithTaskAudio_run-3_events.tsv]\n",
-      "sub-15_ses-01_run-1:\n",
-      "\t[ Remove sub-15_ses-01_task-DriveWithTaskAudio_run-1_events.tsv]\n",
-      "\t[ Removed sub-15_ses-01_task-DriveWithTaskAudio_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-15_ses-01_task-DriveWithTaskAudio_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-15_ses-01_task-DriveWithTaskAudio_run-1_events.tsv]\n",
-      "sub-15_ses-01_run-2:\n",
-      "\t[ Remove sub-15_ses-01_task-DriveWithTaskAudio_run-2_events.tsv]\n",
-      "\t[ Removed sub-15_ses-01_task-DriveWithTaskAudio_run-2_eventstemp.tsv]\n",
-      "\t[ Renamed sub-15_ses-01_task-DriveWithTaskAudio_run-2_eventstemp1.tsv\n",
-      "\t\tto sub-15_ses-01_task-DriveWithTaskAudio_run-2_events.tsv]\n",
-      "sub-15_ses-01_run-3:\n",
-      "\t[ Remove sub-15_ses-01_task-DriveWithTaskAudio_run-3_events.tsv]\n",
-      "\t[ Removed sub-15_ses-01_task-DriveWithTaskAudio_run-3_eventstemp.tsv]\n",
-      "\t[ Renamed sub-15_ses-01_task-DriveWithTaskAudio_run-3_eventstemp1.tsv\n",
-      "\t\tto sub-15_ses-01_task-DriveWithTaskAudio_run-3_events.tsv]\n",
-      "sub-16_ses-01_run-1:\n",
-      "\t[ Remove sub-16_ses-01_task-DriveWithTaskAudio_run-1_events.tsv]\n",
-      "\t[ Removed sub-16_ses-01_task-DriveWithTaskAudio_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-16_ses-01_task-DriveWithTaskAudio_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-16_ses-01_task-DriveWithTaskAudio_run-1_events.tsv]\n",
-      "sub-16_ses-01_run-2:\n",
-      "\t[ Remove sub-16_ses-01_task-DriveWithTaskAudio_run-2_events.tsv]\n",
-      "\t[ Removed sub-16_ses-01_task-DriveWithTaskAudio_run-2_eventstemp.tsv]\n",
-      "\t[ Renamed sub-16_ses-01_task-DriveWithTaskAudio_run-2_eventstemp1.tsv\n",
-      "\t\tto sub-16_ses-01_task-DriveWithTaskAudio_run-2_events.tsv]\n",
-      "sub-16_ses-01_run-3:\n",
-      "\t[ Remove sub-16_ses-01_task-DriveWithTaskAudio_run-3_events.tsv]\n",
-      "\t[ Removed sub-16_ses-01_task-DriveWithTaskAudio_run-3_eventstemp.tsv]\n",
-      "\t[ Renamed sub-16_ses-01_task-DriveWithTaskAudio_run-3_eventstemp1.tsv\n",
-      "\t\tto sub-16_ses-01_task-DriveWithTaskAudio_run-3_events.tsv]\n",
-      "sub-17_ses-01_run-1:\n",
-      "\t[ Remove sub-17_ses-01_task-DriveWithTaskAudio_run-1_events.tsv]\n",
-      "\t[ Removed sub-17_ses-01_task-DriveWithTaskAudio_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-17_ses-01_task-DriveWithTaskAudio_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-17_ses-01_task-DriveWithTaskAudio_run-1_events.tsv]\n",
-      "sub-17_ses-01_run-2:\n",
-      "\t[ Remove sub-17_ses-01_task-DriveWithTaskAudio_run-2_events.tsv]\n",
-      "\t[ Removed sub-17_ses-01_task-DriveWithTaskAudio_run-2_eventstemp.tsv]\n",
-      "\t[ Renamed sub-17_ses-01_task-DriveWithTaskAudio_run-2_eventstemp1.tsv\n",
-      "\t\tto sub-17_ses-01_task-DriveWithTaskAudio_run-2_events.tsv]\n",
-      "sub-17_ses-01_run-3:\n",
-      "\t[ Remove sub-17_ses-01_task-DriveWithTaskAudio_run-3_events.tsv]\n",
-      "\t[ Removed sub-17_ses-01_task-DriveWithTaskAudio_run-3_eventstemp.tsv]\n",
-      "\t[ Renamed sub-17_ses-01_task-DriveWithTaskAudio_run-3_eventstemp1.tsv\n",
-      "\t\tto sub-17_ses-01_task-DriveWithTaskAudio_run-3_events.tsv]\n",
-      "sub-18_ses-01_run-1:\n",
-      "\t[ Remove sub-18_ses-01_task-DriveWithTaskAudio_run-1_events.tsv]\n",
-      "\t[ Removed sub-18_ses-01_task-DriveWithTaskAudio_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-18_ses-01_task-DriveWithTaskAudio_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-18_ses-01_task-DriveWithTaskAudio_run-1_events.tsv]\n",
-      "sub-18_ses-01_run-2:\n",
-      "\t[ Remove sub-18_ses-01_task-DriveWithTaskAudio_run-2_events.tsv]\n",
-      "\t[ Removed sub-18_ses-01_task-DriveWithTaskAudio_run-2_eventstemp.tsv]\n",
-      "\t[ Renamed sub-18_ses-01_task-DriveWithTaskAudio_run-2_eventstemp1.tsv\n",
-      "\t\tto sub-18_ses-01_task-DriveWithTaskAudio_run-2_events.tsv]\n",
-      "sub-18_ses-01_run-3:\n",
-      "\t[ Remove sub-18_ses-01_task-DriveWithTaskAudio_run-3_events.tsv]\n",
-      "\t[ Removed sub-18_ses-01_task-DriveWithTaskAudio_run-3_eventstemp.tsv]\n",
-      "\t[ Renamed sub-18_ses-01_task-DriveWithTaskAudio_run-3_eventstemp1.tsv\n",
-      "\t\tto sub-18_ses-01_task-DriveWithTaskAudio_run-3_events.tsv]\n",
-      "sub-19_ses-01_run-1:\n",
-      "\t[ Remove sub-19_ses-01_task-DriveWithTaskAudio_run-1_events.tsv]\n",
-      "\t[ Removed sub-19_ses-01_task-DriveWithTaskAudio_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-19_ses-01_task-DriveWithTaskAudio_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-19_ses-01_task-DriveWithTaskAudio_run-1_events.tsv]\n",
-      "sub-19_ses-01_run-2:\n",
-      "\t[ Remove sub-19_ses-01_task-DriveWithTaskAudio_run-2_events.tsv]\n",
-      "\t[ Removed sub-19_ses-01_task-DriveWithTaskAudio_run-2_eventstemp.tsv]\n",
-      "\t[ Renamed sub-19_ses-01_task-DriveWithTaskAudio_run-2_eventstemp1.tsv\n",
-      "\t\tto sub-19_ses-01_task-DriveWithTaskAudio_run-2_events.tsv]\n",
-      "sub-19_ses-01_run-3:\n",
-      "\t[ Remove sub-19_ses-01_task-DriveWithTaskAudio_run-3_events.tsv]\n",
-      "\t[ Removed sub-19_ses-01_task-DriveWithTaskAudio_run-3_eventstemp.tsv]\n",
-      "\t[ Renamed sub-19_ses-01_task-DriveWithTaskAudio_run-3_eventstemp1.tsv\n",
-      "\t\tto sub-19_ses-01_task-DriveWithTaskAudio_run-3_events.tsv]\n",
-      "sub-20_ses-01_run-1:\n",
-      "\t[ Remove sub-20_ses-01_task-DriveWithTaskAudio_run-1_events.tsv]\n",
-      "\t[ Removed sub-20_ses-01_task-DriveWithTaskAudio_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-20_ses-01_task-DriveWithTaskAudio_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-20_ses-01_task-DriveWithTaskAudio_run-1_events.tsv]\n",
-      "sub-20_ses-01_run-2:\n",
-      "\t[ Remove sub-20_ses-01_task-DriveWithTaskAudio_run-2_events.tsv]\n",
-      "\t[ Removed sub-20_ses-01_task-DriveWithTaskAudio_run-2_eventstemp.tsv]\n",
-      "\t[ Renamed sub-20_ses-01_task-DriveWithTaskAudio_run-2_eventstemp1.tsv\n",
-      "\t\tto sub-20_ses-01_task-DriveWithTaskAudio_run-2_events.tsv]\n",
-      "sub-20_ses-01_run-3:\n",
-      "\t[ Remove sub-20_ses-01_task-DriveWithTaskAudio_run-3_events.tsv]\n",
-      "\t[ Removed sub-20_ses-01_task-DriveWithTaskAudio_run-3_eventstemp.tsv]\n",
-      "\t[ Renamed sub-20_ses-01_task-DriveWithTaskAudio_run-3_eventstemp1.tsv\n",
-      "\t\tto sub-20_ses-01_task-DriveWithTaskAudio_run-3_events.tsv]\n",
-      "sub-21_ses-01_run-1:\n",
-      "\t[ Remove sub-21_ses-01_task-DriveWithTaskAudio_run-1_events.tsv]\n",
-      "\t[ Removed sub-21_ses-01_task-DriveWithTaskAudio_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-21_ses-01_task-DriveWithTaskAudio_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-21_ses-01_task-DriveWithTaskAudio_run-1_events.tsv]\n",
-      "sub-21_ses-01_run-2:\n",
-      "\t[ Remove sub-21_ses-01_task-DriveWithTaskAudio_run-2_events.tsv]\n",
-      "\t[ Removed sub-21_ses-01_task-DriveWithTaskAudio_run-2_eventstemp.tsv]\n",
-      "\t[ Renamed sub-21_ses-01_task-DriveWithTaskAudio_run-2_eventstemp1.tsv\n",
-      "\t\tto sub-21_ses-01_task-DriveWithTaskAudio_run-2_events.tsv]\n",
-      "sub-21_ses-01_run-3:\n",
-      "\t[ Remove sub-21_ses-01_task-DriveWithTaskAudio_run-3_events.tsv]\n",
-      "\t[ Removed sub-21_ses-01_task-DriveWithTaskAudio_run-3_eventstemp.tsv]\n",
-      "\t[ Renamed sub-21_ses-01_task-DriveWithTaskAudio_run-3_eventstemp1.tsv\n",
-      "\t\tto sub-21_ses-01_task-DriveWithTaskAudio_run-3_events.tsv]\n",
-      "\n",
-      "\n",
-      "ERROR Summary:\n",
-      "bcit_mind_wandering_03_remove_files_log: Level ERROR\n",
-      "sub-01_ses-01_run-1:\n",
-      "sub-01_ses-01_run-2:\n",
-      "sub-01_ses-01_run-3:\n",
-      "sub-02_ses-01_run-1:\n",
-      "sub-02_ses-01_run-2:\n",
-      "sub-02_ses-01_run-3:\n",
-      "sub-03_ses-01_run-1:\n",
-      "sub-03_ses-01_run-2:\n",
-      "sub-03_ses-01_run-3:\n",
-      "sub-04_ses-01_run-1:\n",
-      "sub-04_ses-01_run-2:\n",
-      "sub-04_ses-01_run-3:\n",
-      "sub-05_ses-01_run-1:\n",
-      "sub-05_ses-01_run-2:\n",
-      "sub-05_ses-01_run-3:\n",
-      "sub-06_ses-01_run-1:\n",
-      "sub-06_ses-01_run-2:\n",
-      "sub-06_ses-01_run-3:\n",
-      "sub-07_ses-01_run-1:\n",
-      "sub-07_ses-01_run-2:\n",
-      "sub-07_ses-01_run-3:\n",
-      "sub-08_ses-01_run-1:\n",
-      "sub-08_ses-01_run-2:\n",
-      "sub-09_ses-01_run-1:\n",
-      "sub-09_ses-01_run-2:\n",
-      "sub-09_ses-01_run-3:\n",
-      "sub-10_ses-01_run-1:\n",
-      "sub-11_ses-01_run-1:\n",
-      "sub-11_ses-01_run-2:\n",
-      "sub-11_ses-01_run-3:\n",
-      "sub-12_ses-01_run-1:\n",
-      "sub-12_ses-01_run-2:\n",
-      "sub-12_ses-01_run-3:\n",
-      "sub-13_ses-01_run-1:\n",
-      "sub-13_ses-01_run-2:\n",
-      "sub-13_ses-01_run-3:\n",
-      "sub-14_ses-01_run-1:\n",
-      "sub-14_ses-01_run-2:\n",
-      "sub-14_ses-01_run-3:\n",
-      "sub-15_ses-01_run-1:\n",
-      "sub-15_ses-01_run-2:\n",
-      "sub-15_ses-01_run-3:\n",
-      "sub-16_ses-01_run-1:\n",
-      "sub-16_ses-01_run-2:\n",
-      "sub-16_ses-01_run-3:\n",
-      "sub-17_ses-01_run-1:\n",
-      "sub-17_ses-01_run-2:\n",
-      "sub-17_ses-01_run-3:\n",
-      "sub-18_ses-01_run-1:\n",
-      "sub-18_ses-01_run-2:\n",
-      "sub-18_ses-01_run-3:\n",
-      "sub-19_ses-01_run-1:\n",
-      "sub-19_ses-01_run-2:\n",
-      "sub-19_ses-01_run-3:\n",
-      "sub-20_ses-01_run-1:\n",
-      "sub-20_ses-01_run-2:\n",
-      "sub-20_ses-01_run-3:\n",
-      "sub-21_ses-01_run-1:\n",
-      "sub-21_ses-01_run-2:\n",
-      "sub-21_ses-01_run-3:\n"
-     ]
-    }
-   ],
-   "source": [
-    "import os\n",
-    "import datetime\n",
-    "from hed.tools import BidsTabularDictionary, HedLogger\n",
-    "from hed.util import get_file_list\n",
-    "\n",
-    "# Variables to set for the specific dataset\n",
-    "bids_root_path = 's:/bcit/MindWanderingWorkingPhaseTwo'\n",
-    "exclude_dirs = ['sourcedata', 'stimuli', 'code']\n",
-    "entities = ('sub', 'ses', 'run')\n",
-    "log_name = 'bcit_mind_wandering_03_remove_files_log'\n",
-    "\n",
-    "# Make sure that there actually are temp_files to move\n",
-    "temp_files = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_eventstemp\", exclude_dirs=exclude_dirs)\n",
-    "if not temp_files:\n",
-    "    raise Exception(\"There are no eventstemp files to move to events\")\n",
-    "\n",
-    "# Set up the logger\n",
-    "log_file_name = f\"code/curation_logs/{log_name}.txt\"\n",
-    "logger = HedLogger(name=log_name)\n",
-    "\n",
-    "# Construct the event file dictionaries for the BIDS and for EEG.event files\n",
-    "files_bids = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_events\", exclude_dirs=exclude_dirs)\n",
-    "bids_dict = BidsTabularDictionary(\"Bids event files\", files_bids, entities=entities)\n",
-    "\n",
-    "# Remove the appropriate files\n",
-    "for key, file in bids_dict.iter_files():\n",
-    "    # Remove events.tsv\n",
-    "    filename = file.file_path\n",
-    "    os.remove(filename)\n",
-    "    logger.add(key, f\"Remove {os.path.basename(filename)}\")\n",
-    "\n",
-    "    # Remove eventstemp.tsv\n",
-    "    filename_temp = filename[:-4] + \"temp.tsv\"\n",
-    "    if os.path.isfile(filename_temp):\n",
-    "        os.remove(filename_temp)\n",
-    "        logger.add(key, f\"Removed {os.path.basename(filename_temp)}\")\n",
-    "    else:\n",
-    "        logger.add(key, f\"{os.path.basename(filename_temp)} does not exist and could not be removed\", level=\"ERROR\", also_print=True)\n",
-    "\n",
-    "    # Move events_temp1.tsv to events.tsv\n",
-    "    filename_temp1 = filename[:-4] + \"temp1.tsv\"\n",
-    "    if os.path.isfile(filename_temp1):\n",
-    "        os.rename(filename_temp1, filename)\n",
-    "        logger.add(key, f\"Renamed {os.path.basename(filename_temp1)}\\n\\t\\tto {os.path.basename(filename)}\")\n",
-    "    else:\n",
-    "        logger.add(key, f\"{os.path.basename(filename_temp1)} does not exist and could not be moved\", level=\"ERROR\", also_print=True)\n",
-    "\n",
-    "# Now make sure there aren't any unexpected leftovers\n",
-    "temp_files = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_eventstemp\", exclude_dirs=exclude_dirs)\n",
-    "if temp_files:\n",
-    "    for file in temp_files:\n",
-    "        logger.add('', f\"{os.path.basename(file)} is unexpectedly left over\", level=\"ERROR\", also_print=True)\n",
-    "\n",
-    "temp1_files = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_eventstemp1\",\n",
-    "                           exclude_dirs=exclude_dirs)\n",
-    "if temp1_files:\n",
-    "    for file in temp1_files:\n",
-    "        logger.add('', f\"{os.path.basename(file)} is unexpectedly left over\", level=\"ERROR\", also_print=True)\n",
-    "\n",
-    "# Output and save the log\n",
-    "log_string = \"\\n\\nLog output:\\n\" + logger.get_log_string()\n",
-    "error_string = \"\\n\\nERROR Summary:\\n\" + logger.get_log_string(level=\"ERROR\")\n",
-    "print(log_string)\n",
-    "print(error_string)\n",
-    "\n",
-    "save_path = os.path.join(bids_root_path, log_file_name)\n",
-    "with open(save_path, \"w\") as fp:\n",
-    "    fp.write(f\"{log_file_name} {datetime.datetime.now()}\\n\")\n",
-    "    fp.write(log_string)\n",
-    "    fp.write(error_string)"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Set up the directories and create a dictionary for _events.tsv\n"
-    }
-   }
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 2
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
\ No newline at end of file
diff --git a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_mind_wandering/bcit_mind_wandering_04_generate_sidecar.ipynb b/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_mind_wandering/bcit_mind_wandering_04_generate_sidecar.ipynb
deleted file mode 100644
index 00424f1..0000000
--- a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_mind_wandering/bcit_mind_wandering_04_generate_sidecar.ipynb
+++ /dev/null
@@ -1,123 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "collapsed": true,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   },
-   "source": [
-    "## Generate a JSON events sidecar template and spreadsheet from a BIDS dataset\n",
-    "\n",
-    "This generates a JSON events sidecar template and a corresponding 4-column spreadsheet\n",
-    "for the BCIT Mind Wandering data.\n",
-    "\n",
-    "For tutorial examples of this process see the Jupyter notebooks:\n",
-    "- [`bids_generate_sidecar.ipynb`](https://github.com/hed-standard/hed-examples/blob/main/hedcode/jupyter_notebooks/bids_processing/bids_generate_sidecar.ipynb)\n",
-    "- [`bids_sidecar_to_spreadsheet.ipynb`](https://github.com/hed-standard/hed-examples/blob/main/hedcode/jupyter_notebooks/bids_processing/bids_sidecar_to_spreadsheet.ipynb)\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "source": [
-    "import os\n",
-    "import json\n",
-    "import datetime\n",
-    "from hed.tools import hed_to_df, BidsTabularSummary, HedLogger\n",
-    "from hed.util import get_file_list\n",
-    "\n",
-    "# Variables to set for the specific dataset\n",
-    "bids_root_path = 's:/bcit/MindWanderingWorkingPhaseTwo'\n",
-    "json_path = os.path.realpath(os.path.join(bids_root_path, 'task-DriveWithTaskAudio_events.json'))\n",
-    "spreadsheet_path = os.path.realpath(os.path.join(bids_root_path, 'code/task-DriveWithTaskAudio_hed_spreadsheet.tsv'))\n",
-    "exclude_dirs = ['sourcedata', 'stimuli', 'code']\n",
-    "entities = ('sub', 'ses', 'run')\n",
-    "skip_columns = ['onset', 'duration', 'sample']\n",
-    "log_name = 'bcit_mind_wandering_04_generate_sidecar_log'\n",
-    "\n",
-    "# Set up the logger\n",
-    "log_file_name = f\"code/curation_logs/{log_name}.txt\"\n",
-    "logger = HedLogger(name=log_name)\n",
-    "\n",
-    "# Construct the list of .event files\n",
-    "bids_files = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_events\", exclude_dirs=exclude_dirs)\n",
-    "\n",
-    "# Construct the event file value summary and generate a sidecar template representing dataset\n",
-    "logger.add(\"overall\", f\"Summarizing {len(bids_files)}\")\n",
-    "value_summary = BidsTabularSummary(skip_cols=skip_columns, name=\"BCIT Mind Wandering\")\n",
-    "value_summary.update(bids_files)\n",
-    "sidecar_template = value_summary.extract_sidecar_template()\n",
-    "with open(json_path, 'w') as fp:\n",
-    "   json.dump(sidecar_template, fp, indent=4)\n",
-    "logger.add(\"overall\", f\"Saving a JSON sidecar template to {os.path.basename(json_path)}\")\n",
-    "\n",
-    "hed_spreadsheet = hed_to_df(sidecar_template)\n",
-    "logger.add(\"overall\", f\"Creating a spreadsheet template and saving to {os.path.basename(spreadsheet_path)}\")\n",
-    "hed_spreadsheet.to_csv(spreadsheet_path, sep='\\t', index=False,)\n",
-    "\n",
-    "# Output and save the log\n",
-    "log_string = \"\\n\\nLog output:\\n\" + logger.get_log_string()\n",
-    "error_string = \"\\n\\nERROR Summary:\\n\" + logger.get_log_string(level=\"ERROR\")\n",
-    "print(log_string)\n",
-    "print(error_string)\n",
-    "\n",
-    "save_path = os.path.join(bids_root_path, log_file_name)\n",
-    "with open(save_path, \"w\") as fp:\n",
-    "    fp.write(f\"{log_file_name} {datetime.datetime.now()}\\n\")\n",
-    "    fp.write(log_string)\n",
-    "    fp.write(error_string)"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Set up the directories and create a dictionary for events.tsv files\n"
-    }
-   },
-   "execution_count": 1,
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "\n",
-      "Log output:\n",
-      "bcit_mind_wandering_04_generate_sidecar_log: Level None\n",
-      "overall:\n",
-      "\t[ Summarizing 60]\n",
-      "\t[ Saving a JSON sidecar template to task-DriveWithTaskAudio_events.json]\n",
-      "\t[ Creating a spreadsheet template and saving to task-DriveWithTaskAudio_hed_spreadsheet.tsv]\n",
-      "\n",
-      "\n",
-      "ERROR Summary:\n",
-      "bcit_mind_wandering_04_generate_sidecar_log: Level ERROR\n",
-      "overall:\n"
-     ]
-    }
-   ]
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 2
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
\ No newline at end of file
diff --git a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_mind_wandering/bcit_mind_wandering_05_analyze_channels.ipynb b/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_mind_wandering/bcit_mind_wandering_05_analyze_channels.ipynb
deleted file mode 100644
index 771d077..0000000
--- a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_mind_wandering/bcit_mind_wandering_05_analyze_channels.ipynb
+++ /dev/null
@@ -1,142 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "collapsed": true,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   },
-   "source": [
-    "## Analyze the channels for the BCIT Mind Wandering Data\n",
-    "\n",
-    "This notebook assumes that a JSON dictionary called `originalChannels.json`\n",
-    "has been created in the `/code` subdirectory of the dataset."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "\n",
-      "Log output:\n",
-      "bcit_mind_wandering_05_analyze_channels_log: Level None\n",
-      "sub-01_ses-01_task-DriveWithTaskAudio_run-1_eeg.set:\n",
-      "\t[ This key has 60 files with the same 74 channels]\n",
-      "\t[ The channels are ['Fp1', 'AF7', 'AF3', 'F1', 'F3', 'F5', 'F7', 'FT7', 'FC5', 'FC3', 'FC1', 'C1', 'C3', 'C5', 'T7', 'TP7', 'CP5', 'CP3', 'CP1', 'P1', 'P3', 'P5', 'P7', 'P9', 'PO7', 'PO3', 'O1', 'Iz', 'Oz', 'POz', 'Pz', 'CPz', 'Fpz', 'Fp2', 'AF8', 'AF4', 'AFz', 'Fz', 'F2', 'F4', 'F6', 'F8', 'FT8', 'FC6', 'FC4', 'FC2', 'FCz', 'Cz', 'C2', 'C4', 'C6', 'T8', 'TP8', 'CP6', 'CP4', 'CP2', 'P2', 'P4', 'P6', 'P8', 'P10', 'PO8', 'PO4', 'O2', 'EXG1', 'EXG2', 'EXG3', 'EXG4', 'EXG5', 'EXG6', 'LN', 'ANG', 'SP', 'SD']]\n",
-      "Overall:\n",
-      "\t[ Dataset has 74 unique channels]\n",
-      "\t[ {'AF8', 'LN', 'FC1', 'O1', 'P6', 'C6', 'PO7', 'Fpz', 'F3', 'T8', 'CP6', 'FT8', 'O2', 'Oz', 'Pz', 'EXG3', 'EXG2', 'EXG5', 'T7', 'F7', 'PO3', 'EXG4', 'P5', 'P9', 'PO8', 'FT7', 'F5', 'C5', 'FC2', 'EXG1', 'EXG6', 'P1', 'AFz', 'F4', 'CP1', 'POz', 'FC5', 'Fz', 'TP8', 'C3', 'Fp2', 'F1', 'ANG', 'AF3', 'Iz', 'Cz', 'CP4', 'TP7', 'C4', 'Fp1', 'SD', 'SP', 'P7', 'AF7', 'P10', 'AF4', 'P3', 'FC4', 'CPz', 'C1', 'FC6', 'F8', 'C2', 'P2', 'PO4', 'CP2', 'FC3', 'CP5', 'CP3', 'FCz', 'F2', 'F6', 'P4', 'P8'}]\n",
-      "\n",
-      "\n",
-      "ERROR Summary:\n",
-      "bcit_mind_wandering_05_analyze_channels_log: Level ERROR\n",
-      "sub-01_ses-01_task-DriveWithTaskAudio_run-1_eeg.set:\n",
-      "Overall:\n"
-     ]
-    }
-   ],
-   "source": [
-    "import os\n",
-    "import datetime\n",
-    "import json\n",
-    "from hed.tools import HedLogger\n",
-    "from hed.util import get_file_list\n",
-    "\n",
-    "# Variables to set for the specific dataset\n",
-    "bids_root_path = 's:/bcit/MindWanderingWorkingPhaseTwo'\n",
-    "exclude_dirs = ['sourcedata', 'stimuli', 'code']\n",
-    "entities = ('sub', 'ses', 'run')\n",
-    "log_name = 'bcit_mind_wandering_05_analyze_channels_log'\n",
-    "channel_file = os.path.realpath(os.path.join(bids_root_path, \"code/channelsOriginal.json\"))\n",
-    "\n",
-    "# Set up the logger\n",
-    "log_file_name = f\"code/curation_logs/{log_name}.txt\"\n",
-    "logger = HedLogger(name=log_name)\n",
-    "\n",
-    "# Load the channels file\n",
-    "with open(channel_file, 'r') as fp:\n",
-    "    channel_info = json.load(fp)\n",
-    "\n",
-    "# Make the file list and dictionary for _events\n",
-    "eeg_files = get_file_list(bids_root_path, extensions=[\".set\"], name_suffix=\"_eeg\", exclude_dirs=exclude_dirs)\n",
-    "\n",
-    "# Create the dictionaries of channels\n",
-    "key_list = list(channel_info.keys())\n",
-    "unique_dict = {}\n",
-    "name_dict = {}\n",
-    "for file_key, item in channel_info.items():\n",
-    "    search_key = None\n",
-    "    for skey in name_dict.keys():\n",
-    "        if item == channel_info[skey]:\n",
-    "            search_key = skey\n",
-    "            break\n",
-    "    if search_key:\n",
-    "        search_values = name_dict[search_key]\n",
-    "        name_dict[search_key].append(file_key)\n",
-    "    else:\n",
-    "        name_dict[file_key] = [file_key]\n",
-    "\n",
-    "# Now check the order of the elements in the list:\n",
-    "all_channels = set\n",
-    "for file_key, file_list in name_dict.items():\n",
-    "    logger.add(file_key, f\"This key has {len(file_list)} files with the same {len(channel_info[file_key])} channels\")\n",
-    "    logger.add(file_key, f\"The channels are {str(channel_info[file_key])}\")\n",
-    "\n",
-    "\n",
-    "key_list = list(name_dict.keys())\n",
-    "union_channels = set()\n",
-    "inter_channels = set(channel_info[key_list[0]])\n",
-    "for file_key in key_list:\n",
-    "    union_channels = union_channels.union(set(channel_info[file_key]))\n",
-    "    inter_channels = inter_channels.intersection(set(channel_info[file_key]))\n",
-    "logger.add(\"Overall\", f\"Dataset has {len(union_channels)} unique channels\")\n",
-    "logger.add(\"Overall\", f\"{str(union_channels)}\")\n",
-    "\n",
-    "# Output and save the log\n",
-    "log_string = \"\\n\\nLog output:\\n\" + logger.get_log_string()\n",
-    "error_string = \"\\n\\nERROR Summary:\\n\" + logger.get_log_string(level=\"ERROR\")\n",
-    "print(log_string)\n",
-    "print(error_string)\n",
-    "save_path = os.path.join(bids_root_path, log_file_name)\n",
-    "with open(save_path, \"w\") as fp:\n",
-    "    fp.write(f\"{log_file_name} {datetime.datetime.now()}\\n\")\n",
-    "    fp.write(log_string)\n",
-    "    fp.write(error_string)"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Perform the calculation.\n"
-    }
-   }
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 2
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
\ No newline at end of file
diff --git a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_mind_wandering/bcit_mind_wandering_06_remove_coordsystem.ipynb b/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_mind_wandering/bcit_mind_wandering_06_remove_coordsystem.ipynb
deleted file mode 100644
index d0036b1..0000000
--- a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_mind_wandering/bcit_mind_wandering_06_remove_coordsystem.ipynb
+++ /dev/null
@@ -1,216 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "collapsed": true,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   },
-   "source": [
-    "## Remove coordsystem.json and electrodes.tsv files generated by ESS.\n",
-    "\n",
-    "This notebook replaces the `coordsystem.json` files of ESS with those generated by EEGLAB BidsTools\n",
-    "for the BCIT Mind Wandering data.\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "source": [
-    "import os\n",
-    "import datetime\n",
-    "from hed.tools import HedLogger\n",
-    "from hed.util import get_file_list\n",
-    "\n",
-    "# Variables to set for the specific dataset\n",
-    "bids_root_path = 's:/bcit/MindWanderingWorkingPhaseTwo'\n",
-    "exclude_dirs = ['sourcedata', 'stimuli', 'code']\n",
-    "entities = ('sub', 'ses', 'run')\n",
-    "log_name = 'bcit_mind_wandering_06_remove_coordsystem_log'\n",
-    "\n",
-    "# Set up the logger\n",
-    "log_file_name = f\"code/curation_logs/{log_name}.txt\"\n",
-    "logger = HedLogger(name=log_name)\n",
-    "\n",
-    "# Construct the list of coordsystem.json and electrodes.tsv files\n",
-    "coord_files = get_file_list(bids_root_path, extensions=[\".json\"], name_suffix=\"_coordsystem\", exclude_dirs=exclude_dirs)\n",
-    "electrode_files = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_electrodes\",\n",
-    "                                exclude_dirs=exclude_dirs)\n",
-    "chan_files = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_channels\",\n",
-    "                                exclude_dirs=exclude_dirs)\n",
-    "for file in coord_files:\n",
-    "    os.remove(file)\n",
-    "    logger.add(\"overall\", f\"Removing {os.path.basename(file)}\")\n",
-    "\n",
-    "for file in electrode_files:\n",
-    "    os.remove(file)\n",
-    "    logger.add(\"overall\", f\"Removing {os.path.basename(file)}\")\n",
-    "\n",
-    "for file in chan_files:\n",
-    "    os.remove(file)\n",
-    "    logger.add(\"overall\", f\"Removing {os.path.basename(file)}\")\n",
-    "\n",
-    "# Output and save the log\n",
-    "log_string = \"\\n\\nLog output:\\n\" + logger.get_log_string()\n",
-    "error_string = \"\\n\\nERROR Summary:\\n\" + logger.get_log_string(level=\"ERROR\")\n",
-    "print(log_string)\n",
-    "print(error_string)\n",
-    "\n",
-    "save_path = os.path.join(bids_root_path, log_file_name)\n",
-    "with open(save_path, \"w\") as fp:\n",
-    "    fp.write(f\"{log_file_name} {datetime.datetime.now()}\\n\")\n",
-    "    fp.write(log_string)\n",
-    "    fp.write(error_string)"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Perform the calculation\n"
-    }
-   },
-   "execution_count": 1,
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "\n",
-      "Log output:\n",
-      "bcit_mind_wandering_06_remove_coordsystem_log: Level None\n",
-      "overall:\n",
-      "\t[ Removing sub-01_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-02_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-03_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-04_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-05_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-06_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-07_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-08_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-09_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-10_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-11_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-12_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-13_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-14_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-15_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-16_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-17_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-18_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-19_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-20_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-21_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-01_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-02_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-03_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-04_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-05_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-06_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-07_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-08_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-09_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-10_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-11_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-12_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-13_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-14_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-15_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-16_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-17_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-18_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-19_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-20_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-21_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-01_ses-01_task-DriveWithTaskAudio_run-1_channels.tsv]\n",
-      "\t[ Removing sub-01_ses-01_task-DriveWithTaskAudio_run-2_channels.tsv]\n",
-      "\t[ Removing sub-01_ses-01_task-DriveWithTaskAudio_run-3_channels.tsv]\n",
-      "\t[ Removing sub-02_ses-01_task-DriveWithTaskAudio_run-1_channels.tsv]\n",
-      "\t[ Removing sub-02_ses-01_task-DriveWithTaskAudio_run-2_channels.tsv]\n",
-      "\t[ Removing sub-02_ses-01_task-DriveWithTaskAudio_run-3_channels.tsv]\n",
-      "\t[ Removing sub-03_ses-01_task-DriveWithTaskAudio_run-1_channels.tsv]\n",
-      "\t[ Removing sub-03_ses-01_task-DriveWithTaskAudio_run-2_channels.tsv]\n",
-      "\t[ Removing sub-03_ses-01_task-DriveWithTaskAudio_run-3_channels.tsv]\n",
-      "\t[ Removing sub-04_ses-01_task-DriveWithTaskAudio_run-1_channels.tsv]\n",
-      "\t[ Removing sub-04_ses-01_task-DriveWithTaskAudio_run-2_channels.tsv]\n",
-      "\t[ Removing sub-04_ses-01_task-DriveWithTaskAudio_run-3_channels.tsv]\n",
-      "\t[ Removing sub-05_ses-01_task-DriveWithTaskAudio_run-1_channels.tsv]\n",
-      "\t[ Removing sub-05_ses-01_task-DriveWithTaskAudio_run-2_channels.tsv]\n",
-      "\t[ Removing sub-05_ses-01_task-DriveWithTaskAudio_run-3_channels.tsv]\n",
-      "\t[ Removing sub-06_ses-01_task-DriveWithTaskAudio_run-1_channels.tsv]\n",
-      "\t[ Removing sub-06_ses-01_task-DriveWithTaskAudio_run-2_channels.tsv]\n",
-      "\t[ Removing sub-06_ses-01_task-DriveWithTaskAudio_run-3_channels.tsv]\n",
-      "\t[ Removing sub-07_ses-01_task-DriveWithTaskAudio_run-1_channels.tsv]\n",
-      "\t[ Removing sub-07_ses-01_task-DriveWithTaskAudio_run-2_channels.tsv]\n",
-      "\t[ Removing sub-07_ses-01_task-DriveWithTaskAudio_run-3_channels.tsv]\n",
-      "\t[ Removing sub-08_ses-01_task-DriveWithTaskAudio_run-1_channels.tsv]\n",
-      "\t[ Removing sub-08_ses-01_task-DriveWithTaskAudio_run-2_channels.tsv]\n",
-      "\t[ Removing sub-09_ses-01_task-DriveWithTaskAudio_run-1_channels.tsv]\n",
-      "\t[ Removing sub-09_ses-01_task-DriveWithTaskAudio_run-2_channels.tsv]\n",
-      "\t[ Removing sub-09_ses-01_task-DriveWithTaskAudio_run-3_channels.tsv]\n",
-      "\t[ Removing sub-10_ses-01_task-DriveWithTaskAudio_run-1_channels.tsv]\n",
-      "\t[ Removing sub-11_ses-01_task-DriveWithTaskAudio_run-1_channels.tsv]\n",
-      "\t[ Removing sub-11_ses-01_task-DriveWithTaskAudio_run-2_channels.tsv]\n",
-      "\t[ Removing sub-11_ses-01_task-DriveWithTaskAudio_run-3_channels.tsv]\n",
-      "\t[ Removing sub-12_ses-01_task-DriveWithTaskAudio_run-1_channels.tsv]\n",
-      "\t[ Removing sub-12_ses-01_task-DriveWithTaskAudio_run-2_channels.tsv]\n",
-      "\t[ Removing sub-12_ses-01_task-DriveWithTaskAudio_run-3_channels.tsv]\n",
-      "\t[ Removing sub-13_ses-01_task-DriveWithTaskAudio_run-1_channels.tsv]\n",
-      "\t[ Removing sub-13_ses-01_task-DriveWithTaskAudio_run-2_channels.tsv]\n",
-      "\t[ Removing sub-13_ses-01_task-DriveWithTaskAudio_run-3_channels.tsv]\n",
-      "\t[ Removing sub-14_ses-01_task-DriveWithTaskAudio_run-1_channels.tsv]\n",
-      "\t[ Removing sub-14_ses-01_task-DriveWithTaskAudio_run-2_channels.tsv]\n",
-      "\t[ Removing sub-14_ses-01_task-DriveWithTaskAudio_run-3_channels.tsv]\n",
-      "\t[ Removing sub-15_ses-01_task-DriveWithTaskAudio_run-1_channels.tsv]\n",
-      "\t[ Removing sub-15_ses-01_task-DriveWithTaskAudio_run-2_channels.tsv]\n",
-      "\t[ Removing sub-15_ses-01_task-DriveWithTaskAudio_run-3_channels.tsv]\n",
-      "\t[ Removing sub-16_ses-01_task-DriveWithTaskAudio_run-1_channels.tsv]\n",
-      "\t[ Removing sub-16_ses-01_task-DriveWithTaskAudio_run-2_channels.tsv]\n",
-      "\t[ Removing sub-16_ses-01_task-DriveWithTaskAudio_run-3_channels.tsv]\n",
-      "\t[ Removing sub-17_ses-01_task-DriveWithTaskAudio_run-1_channels.tsv]\n",
-      "\t[ Removing sub-17_ses-01_task-DriveWithTaskAudio_run-2_channels.tsv]\n",
-      "\t[ Removing sub-17_ses-01_task-DriveWithTaskAudio_run-3_channels.tsv]\n",
-      "\t[ Removing sub-18_ses-01_task-DriveWithTaskAudio_run-1_channels.tsv]\n",
-      "\t[ Removing sub-18_ses-01_task-DriveWithTaskAudio_run-2_channels.tsv]\n",
-      "\t[ Removing sub-18_ses-01_task-DriveWithTaskAudio_run-3_channels.tsv]\n",
-      "\t[ Removing sub-19_ses-01_task-DriveWithTaskAudio_run-1_channels.tsv]\n",
-      "\t[ Removing sub-19_ses-01_task-DriveWithTaskAudio_run-2_channels.tsv]\n",
-      "\t[ Removing sub-19_ses-01_task-DriveWithTaskAudio_run-3_channels.tsv]\n",
-      "\t[ Removing sub-20_ses-01_task-DriveWithTaskAudio_run-1_channels.tsv]\n",
-      "\t[ Removing sub-20_ses-01_task-DriveWithTaskAudio_run-2_channels.tsv]\n",
-      "\t[ Removing sub-20_ses-01_task-DriveWithTaskAudio_run-3_channels.tsv]\n",
-      "\t[ Removing sub-21_ses-01_task-DriveWithTaskAudio_run-1_channels.tsv]\n",
-      "\t[ Removing sub-21_ses-01_task-DriveWithTaskAudio_run-2_channels.tsv]\n",
-      "\t[ Removing sub-21_ses-01_task-DriveWithTaskAudio_run-3_channels.tsv]\n",
-      "\n",
-      "\n",
-      "ERROR Summary:\n",
-      "bcit_mind_wandering_06_remove_coordsystem_log: Level ERROR\n",
-      "overall:\n"
-     ]
-    }
-   ]
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 2
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
\ No newline at end of file
diff --git a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_mind_wandering/bcit_mind_wandering_07_fix_channels.ipynb b/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_mind_wandering/bcit_mind_wandering_07_fix_channels.ipynb
deleted file mode 100644
index c9c2179..0000000
--- a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_mind_wandering/bcit_mind_wandering_07_fix_channels.ipynb
+++ /dev/null
@@ -1,507 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "collapsed": true,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   },
-   "source": [
-    "## Add channel files based on the EEG with fixes.\n",
-    "\n",
-    "This notebook replaces the `channels.tsv` files of ESS with those generated by EEGLAB BidsTools\n",
-    "for the BCIT Mind Wandering data.\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "source": [
-    "import os\n",
-    "import json\n",
-    "import datetime\n",
-    "import pandas as pd\n",
-    "from hed.tools import HedLogger\n",
-    "from hed.util import get_file_list, get_value_dict\n",
-    "\n",
-    "# Variables to set for the specific dataset\n",
-    "bids_root_path = 's:/bcit/MindWanderingWorkingPhaseTwo'\n",
-    "exclude_dirs = ['sourcedata', 'stimuli', 'code']\n",
-    "log_name = 'bcit_mind_wandering_07_fix_channels_log'\n",
-    "sampling_rate_file = os.path.realpath(os.path.join(bids_root_path, 'code/samplingRates.tsv'))\n",
-    "channel_file = os.path.realpath(os.path.join(bids_root_path, \"code/channelsOriginal.json\"))\n",
-    "\n",
-    "# Set up the logger\n",
-    "log_file_name = f\"code/curation_logs/{log_name}.txt\"\n",
-    "logger = HedLogger(name=log_name)\n",
-    "\n",
-    "# Load the channels file\n",
-    "with open(channel_file, 'r') as fp:\n",
-    "    channel_info = json.load(fp)\n",
-    "\n",
-    "# Construct the lists of the EEG files\n",
-    "eeg_files = get_file_list(bids_root_path, extensions=[\".set\"], name_suffix=\"_eeg\", exclude_dirs=exclude_dirs)\n",
-    "\n",
-    "# Get the sample rate dictionary\n",
-    "sampling_dict = get_value_dict(sampling_rate_file)\n",
-    "\n",
-    "chan_dict = {'LN': ('LN', 'OTHER', 'n/a', 'Lane deviation from center line in meters.'),\n",
-    "             'ANG': ('ANG', 'OTHER', 'n/a', 'Steering wheel deviation angle in degrees.'),\n",
-    "             'SP': ('SP', 'OTHER', 'n/a', 'Vehicle speed in mph.'),\n",
-    "             'SD': ('SD', 'OTHER', 'n/a', 'Vehicle speed deviation.'),\n",
-    "             'EXG1': ('LHEOG', 'EOG', 'uV', 'Left horizontal EOG'),\n",
-    "             'EXG2': ('RHEOG', 'EOG', 'uV', 'Right horizontal EOG'),\n",
-    "             'EXG3': ('UVEOG', 'EOG', 'uV', 'Upper vertical EOG'),\n",
-    "             'EXG4': ('LVEOG', 'EOG', 'uV', 'Lower vertical EOG'),\n",
-    "             'EXG5': ('LMAST', 'MISC', 'uV', 'Left mastoid'),\n",
-    "             'EXG6': ('RMAST', 'MISC', 'uV', 'Right mastoid')}\n",
-    "\n",
-    "for file_name in eeg_files:\n",
-    "    basename = os.path.basename(file_name)\n",
-    "    channels = channel_info[basename]\n",
-    "    logger.add(basename, f\"EEG has {len(channels)} channels\")\n",
-    "    sampling_key = basename[:-8]\n",
-    "    sampling_rate = sampling_dict[sampling_key]\n",
-    "    logger.add(basename, f\"Sampling rate is {sampling_rate}\")\n",
-    "    data = {'name': channels}\n",
-    "    df = pd.DataFrame(data)\n",
-    "    df[['type', 'units', 'sampling_frequency', 'description']] = 'n/a'\n",
-    "    names = df['name']\n",
-    "    for index, name in names.iteritems():\n",
-    "        row = chan_dict.get(name, None)\n",
-    "        if not row:\n",
-    "            row = (name, 'EEG', 'uV', 'n/a')\n",
-    "        df.loc[index, 'name'] = row[0]\n",
-    "        df.loc[index, 'type'] = row[1]\n",
-    "        df.loc[index, 'units'] = row[2]\n",
-    "        df.loc[index, 'sampling_frequency'] = sampling_rate\n",
-    "        df.loc[index, 'description'] = row[3]\n",
-    "    EEG = sum(df['type'].map(str) == 'EEG')\n",
-    "    EOG = sum(df['type'].map(str) == 'EOG')\n",
-    "    OTHER = sum(df['type'].map(str) == 'OTHER')\n",
-    "    MISC = sum(df['type'].map(str) == 'MISC')\n",
-    "    logger.add(basename, f\"{EEG} EEG channels, {EOG} EOG channels, {OTHER} OTHER channels {MISC} MISC channels\")\n",
-    "    file_new = file_name[:-7] + \"channels.tsv\"\n",
-    "    df.to_csv(file_new, sep='\\t', index=False)\n",
-    "    logger.add(basename, f\"Saved as {os.path.basename(file_new)}\")\n",
-    "\n",
-    "# Output and save the log\n",
-    "log_string = \"\\n\\nLog output:\\n\" + logger.get_log_string()\n",
-    "error_string = \"\\n\\nERROR Summary:\\n\" + logger.get_log_string(level=\"ERROR\")\n",
-    "print(log_string)\n",
-    "print(error_string)\n",
-    "\n",
-    "save_path = os.path.join(bids_root_path, log_file_name)\n",
-    "with open(save_path, \"w\") as fp:\n",
-    "    fp.write(f\"{log_file_name} {datetime.datetime.now()}\\n\")\n",
-    "    fp.write(log_string)\n",
-    "    fp.write(error_string)"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Perform the calculation\n"
-    }
-   },
-   "execution_count": 1,
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "\n",
-      "Log output:\n",
-      "bcit_mind_wandering_07_fix_channels_log: Level None\n",
-      "sub-01_ses-01_task-DriveWithTaskAudio_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-01_ses-01_task-DriveWithTaskAudio_run-1_channels.tsv]\n",
-      "sub-01_ses-01_task-DriveWithTaskAudio_run-2_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-01_ses-01_task-DriveWithTaskAudio_run-2_channels.tsv]\n",
-      "sub-01_ses-01_task-DriveWithTaskAudio_run-3_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-01_ses-01_task-DriveWithTaskAudio_run-3_channels.tsv]\n",
-      "sub-02_ses-01_task-DriveWithTaskAudio_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-02_ses-01_task-DriveWithTaskAudio_run-1_channels.tsv]\n",
-      "sub-02_ses-01_task-DriveWithTaskAudio_run-2_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-02_ses-01_task-DriveWithTaskAudio_run-2_channels.tsv]\n",
-      "sub-02_ses-01_task-DriveWithTaskAudio_run-3_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-02_ses-01_task-DriveWithTaskAudio_run-3_channels.tsv]\n",
-      "sub-03_ses-01_task-DriveWithTaskAudio_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-03_ses-01_task-DriveWithTaskAudio_run-1_channels.tsv]\n",
-      "sub-03_ses-01_task-DriveWithTaskAudio_run-2_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-03_ses-01_task-DriveWithTaskAudio_run-2_channels.tsv]\n",
-      "sub-03_ses-01_task-DriveWithTaskAudio_run-3_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-03_ses-01_task-DriveWithTaskAudio_run-3_channels.tsv]\n",
-      "sub-04_ses-01_task-DriveWithTaskAudio_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-04_ses-01_task-DriveWithTaskAudio_run-1_channels.tsv]\n",
-      "sub-04_ses-01_task-DriveWithTaskAudio_run-2_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-04_ses-01_task-DriveWithTaskAudio_run-2_channels.tsv]\n",
-      "sub-04_ses-01_task-DriveWithTaskAudio_run-3_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-04_ses-01_task-DriveWithTaskAudio_run-3_channels.tsv]\n",
-      "sub-05_ses-01_task-DriveWithTaskAudio_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-05_ses-01_task-DriveWithTaskAudio_run-1_channels.tsv]\n",
-      "sub-05_ses-01_task-DriveWithTaskAudio_run-2_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-05_ses-01_task-DriveWithTaskAudio_run-2_channels.tsv]\n",
-      "sub-05_ses-01_task-DriveWithTaskAudio_run-3_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-05_ses-01_task-DriveWithTaskAudio_run-3_channels.tsv]\n",
-      "sub-06_ses-01_task-DriveWithTaskAudio_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-06_ses-01_task-DriveWithTaskAudio_run-1_channels.tsv]\n",
-      "sub-06_ses-01_task-DriveWithTaskAudio_run-2_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-06_ses-01_task-DriveWithTaskAudio_run-2_channels.tsv]\n",
-      "sub-06_ses-01_task-DriveWithTaskAudio_run-3_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-06_ses-01_task-DriveWithTaskAudio_run-3_channels.tsv]\n",
-      "sub-07_ses-01_task-DriveWithTaskAudio_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-07_ses-01_task-DriveWithTaskAudio_run-1_channels.tsv]\n",
-      "sub-07_ses-01_task-DriveWithTaskAudio_run-2_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-07_ses-01_task-DriveWithTaskAudio_run-2_channels.tsv]\n",
-      "sub-07_ses-01_task-DriveWithTaskAudio_run-3_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-07_ses-01_task-DriveWithTaskAudio_run-3_channels.tsv]\n",
-      "sub-08_ses-01_task-DriveWithTaskAudio_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-08_ses-01_task-DriveWithTaskAudio_run-1_channels.tsv]\n",
-      "sub-08_ses-01_task-DriveWithTaskAudio_run-2_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-08_ses-01_task-DriveWithTaskAudio_run-2_channels.tsv]\n",
-      "sub-09_ses-01_task-DriveWithTaskAudio_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-09_ses-01_task-DriveWithTaskAudio_run-1_channels.tsv]\n",
-      "sub-09_ses-01_task-DriveWithTaskAudio_run-2_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-09_ses-01_task-DriveWithTaskAudio_run-2_channels.tsv]\n",
-      "sub-09_ses-01_task-DriveWithTaskAudio_run-3_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-09_ses-01_task-DriveWithTaskAudio_run-3_channels.tsv]\n",
-      "sub-10_ses-01_task-DriveWithTaskAudio_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-10_ses-01_task-DriveWithTaskAudio_run-1_channels.tsv]\n",
-      "sub-11_ses-01_task-DriveWithTaskAudio_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-11_ses-01_task-DriveWithTaskAudio_run-1_channels.tsv]\n",
-      "sub-11_ses-01_task-DriveWithTaskAudio_run-2_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-11_ses-01_task-DriveWithTaskAudio_run-2_channels.tsv]\n",
-      "sub-11_ses-01_task-DriveWithTaskAudio_run-3_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-11_ses-01_task-DriveWithTaskAudio_run-3_channels.tsv]\n",
-      "sub-12_ses-01_task-DriveWithTaskAudio_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-12_ses-01_task-DriveWithTaskAudio_run-1_channels.tsv]\n",
-      "sub-12_ses-01_task-DriveWithTaskAudio_run-2_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-12_ses-01_task-DriveWithTaskAudio_run-2_channels.tsv]\n",
-      "sub-12_ses-01_task-DriveWithTaskAudio_run-3_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-12_ses-01_task-DriveWithTaskAudio_run-3_channels.tsv]\n",
-      "sub-13_ses-01_task-DriveWithTaskAudio_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-13_ses-01_task-DriveWithTaskAudio_run-1_channels.tsv]\n",
-      "sub-13_ses-01_task-DriveWithTaskAudio_run-2_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-13_ses-01_task-DriveWithTaskAudio_run-2_channels.tsv]\n",
-      "sub-13_ses-01_task-DriveWithTaskAudio_run-3_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-13_ses-01_task-DriveWithTaskAudio_run-3_channels.tsv]\n",
-      "sub-14_ses-01_task-DriveWithTaskAudio_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-14_ses-01_task-DriveWithTaskAudio_run-1_channels.tsv]\n",
-      "sub-14_ses-01_task-DriveWithTaskAudio_run-2_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-14_ses-01_task-DriveWithTaskAudio_run-2_channels.tsv]\n",
-      "sub-14_ses-01_task-DriveWithTaskAudio_run-3_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-14_ses-01_task-DriveWithTaskAudio_run-3_channels.tsv]\n",
-      "sub-15_ses-01_task-DriveWithTaskAudio_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-15_ses-01_task-DriveWithTaskAudio_run-1_channels.tsv]\n",
-      "sub-15_ses-01_task-DriveWithTaskAudio_run-2_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-15_ses-01_task-DriveWithTaskAudio_run-2_channels.tsv]\n",
-      "sub-15_ses-01_task-DriveWithTaskAudio_run-3_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-15_ses-01_task-DriveWithTaskAudio_run-3_channels.tsv]\n",
-      "sub-16_ses-01_task-DriveWithTaskAudio_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-16_ses-01_task-DriveWithTaskAudio_run-1_channels.tsv]\n",
-      "sub-16_ses-01_task-DriveWithTaskAudio_run-2_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-16_ses-01_task-DriveWithTaskAudio_run-2_channels.tsv]\n",
-      "sub-16_ses-01_task-DriveWithTaskAudio_run-3_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-16_ses-01_task-DriveWithTaskAudio_run-3_channels.tsv]\n",
-      "sub-17_ses-01_task-DriveWithTaskAudio_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-17_ses-01_task-DriveWithTaskAudio_run-1_channels.tsv]\n",
-      "sub-17_ses-01_task-DriveWithTaskAudio_run-2_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-17_ses-01_task-DriveWithTaskAudio_run-2_channels.tsv]\n",
-      "sub-17_ses-01_task-DriveWithTaskAudio_run-3_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-17_ses-01_task-DriveWithTaskAudio_run-3_channels.tsv]\n",
-      "sub-18_ses-01_task-DriveWithTaskAudio_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-18_ses-01_task-DriveWithTaskAudio_run-1_channels.tsv]\n",
-      "sub-18_ses-01_task-DriveWithTaskAudio_run-2_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-18_ses-01_task-DriveWithTaskAudio_run-2_channels.tsv]\n",
-      "sub-18_ses-01_task-DriveWithTaskAudio_run-3_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-18_ses-01_task-DriveWithTaskAudio_run-3_channels.tsv]\n",
-      "sub-19_ses-01_task-DriveWithTaskAudio_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-19_ses-01_task-DriveWithTaskAudio_run-1_channels.tsv]\n",
-      "sub-19_ses-01_task-DriveWithTaskAudio_run-2_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-19_ses-01_task-DriveWithTaskAudio_run-2_channels.tsv]\n",
-      "sub-19_ses-01_task-DriveWithTaskAudio_run-3_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-19_ses-01_task-DriveWithTaskAudio_run-3_channels.tsv]\n",
-      "sub-20_ses-01_task-DriveWithTaskAudio_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-20_ses-01_task-DriveWithTaskAudio_run-1_channels.tsv]\n",
-      "sub-20_ses-01_task-DriveWithTaskAudio_run-2_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-20_ses-01_task-DriveWithTaskAudio_run-2_channels.tsv]\n",
-      "sub-20_ses-01_task-DriveWithTaskAudio_run-3_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-20_ses-01_task-DriveWithTaskAudio_run-3_channels.tsv]\n",
-      "sub-21_ses-01_task-DriveWithTaskAudio_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-21_ses-01_task-DriveWithTaskAudio_run-1_channels.tsv]\n",
-      "sub-21_ses-01_task-DriveWithTaskAudio_run-2_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-21_ses-01_task-DriveWithTaskAudio_run-2_channels.tsv]\n",
-      "sub-21_ses-01_task-DriveWithTaskAudio_run-3_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-21_ses-01_task-DriveWithTaskAudio_run-3_channels.tsv]\n",
-      "\n",
-      "\n",
-      "ERROR Summary:\n",
-      "bcit_mind_wandering_07_fix_channels_log: Level ERROR\n",
-      "sub-01_ses-01_task-DriveWithTaskAudio_run-1_eeg.set:\n",
-      "sub-01_ses-01_task-DriveWithTaskAudio_run-2_eeg.set:\n",
-      "sub-01_ses-01_task-DriveWithTaskAudio_run-3_eeg.set:\n",
-      "sub-02_ses-01_task-DriveWithTaskAudio_run-1_eeg.set:\n",
-      "sub-02_ses-01_task-DriveWithTaskAudio_run-2_eeg.set:\n",
-      "sub-02_ses-01_task-DriveWithTaskAudio_run-3_eeg.set:\n",
-      "sub-03_ses-01_task-DriveWithTaskAudio_run-1_eeg.set:\n",
-      "sub-03_ses-01_task-DriveWithTaskAudio_run-2_eeg.set:\n",
-      "sub-03_ses-01_task-DriveWithTaskAudio_run-3_eeg.set:\n",
-      "sub-04_ses-01_task-DriveWithTaskAudio_run-1_eeg.set:\n",
-      "sub-04_ses-01_task-DriveWithTaskAudio_run-2_eeg.set:\n",
-      "sub-04_ses-01_task-DriveWithTaskAudio_run-3_eeg.set:\n",
-      "sub-05_ses-01_task-DriveWithTaskAudio_run-1_eeg.set:\n",
-      "sub-05_ses-01_task-DriveWithTaskAudio_run-2_eeg.set:\n",
-      "sub-05_ses-01_task-DriveWithTaskAudio_run-3_eeg.set:\n",
-      "sub-06_ses-01_task-DriveWithTaskAudio_run-1_eeg.set:\n",
-      "sub-06_ses-01_task-DriveWithTaskAudio_run-2_eeg.set:\n",
-      "sub-06_ses-01_task-DriveWithTaskAudio_run-3_eeg.set:\n",
-      "sub-07_ses-01_task-DriveWithTaskAudio_run-1_eeg.set:\n",
-      "sub-07_ses-01_task-DriveWithTaskAudio_run-2_eeg.set:\n",
-      "sub-07_ses-01_task-DriveWithTaskAudio_run-3_eeg.set:\n",
-      "sub-08_ses-01_task-DriveWithTaskAudio_run-1_eeg.set:\n",
-      "sub-08_ses-01_task-DriveWithTaskAudio_run-2_eeg.set:\n",
-      "sub-09_ses-01_task-DriveWithTaskAudio_run-1_eeg.set:\n",
-      "sub-09_ses-01_task-DriveWithTaskAudio_run-2_eeg.set:\n",
-      "sub-09_ses-01_task-DriveWithTaskAudio_run-3_eeg.set:\n",
-      "sub-10_ses-01_task-DriveWithTaskAudio_run-1_eeg.set:\n",
-      "sub-11_ses-01_task-DriveWithTaskAudio_run-1_eeg.set:\n",
-      "sub-11_ses-01_task-DriveWithTaskAudio_run-2_eeg.set:\n",
-      "sub-11_ses-01_task-DriveWithTaskAudio_run-3_eeg.set:\n",
-      "sub-12_ses-01_task-DriveWithTaskAudio_run-1_eeg.set:\n",
-      "sub-12_ses-01_task-DriveWithTaskAudio_run-2_eeg.set:\n",
-      "sub-12_ses-01_task-DriveWithTaskAudio_run-3_eeg.set:\n",
-      "sub-13_ses-01_task-DriveWithTaskAudio_run-1_eeg.set:\n",
-      "sub-13_ses-01_task-DriveWithTaskAudio_run-2_eeg.set:\n",
-      "sub-13_ses-01_task-DriveWithTaskAudio_run-3_eeg.set:\n",
-      "sub-14_ses-01_task-DriveWithTaskAudio_run-1_eeg.set:\n",
-      "sub-14_ses-01_task-DriveWithTaskAudio_run-2_eeg.set:\n",
-      "sub-14_ses-01_task-DriveWithTaskAudio_run-3_eeg.set:\n",
-      "sub-15_ses-01_task-DriveWithTaskAudio_run-1_eeg.set:\n",
-      "sub-15_ses-01_task-DriveWithTaskAudio_run-2_eeg.set:\n",
-      "sub-15_ses-01_task-DriveWithTaskAudio_run-3_eeg.set:\n",
-      "sub-16_ses-01_task-DriveWithTaskAudio_run-1_eeg.set:\n",
-      "sub-16_ses-01_task-DriveWithTaskAudio_run-2_eeg.set:\n",
-      "sub-16_ses-01_task-DriveWithTaskAudio_run-3_eeg.set:\n",
-      "sub-17_ses-01_task-DriveWithTaskAudio_run-1_eeg.set:\n",
-      "sub-17_ses-01_task-DriveWithTaskAudio_run-2_eeg.set:\n",
-      "sub-17_ses-01_task-DriveWithTaskAudio_run-3_eeg.set:\n",
-      "sub-18_ses-01_task-DriveWithTaskAudio_run-1_eeg.set:\n",
-      "sub-18_ses-01_task-DriveWithTaskAudio_run-2_eeg.set:\n",
-      "sub-18_ses-01_task-DriveWithTaskAudio_run-3_eeg.set:\n",
-      "sub-19_ses-01_task-DriveWithTaskAudio_run-1_eeg.set:\n",
-      "sub-19_ses-01_task-DriveWithTaskAudio_run-2_eeg.set:\n",
-      "sub-19_ses-01_task-DriveWithTaskAudio_run-3_eeg.set:\n",
-      "sub-20_ses-01_task-DriveWithTaskAudio_run-1_eeg.set:\n",
-      "sub-20_ses-01_task-DriveWithTaskAudio_run-2_eeg.set:\n",
-      "sub-20_ses-01_task-DriveWithTaskAudio_run-3_eeg.set:\n",
-      "sub-21_ses-01_task-DriveWithTaskAudio_run-1_eeg.set:\n",
-      "sub-21_ses-01_task-DriveWithTaskAudio_run-2_eeg.set:\n",
-      "sub-21_ses-01_task-DriveWithTaskAudio_run-3_eeg.set:\n"
-     ]
-    }
-   ]
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 2
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
\ No newline at end of file
diff --git a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_mind_wandering/bcit_mind_wandering_08_fix_coordsystem.ipynb b/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_mind_wandering/bcit_mind_wandering_08_fix_coordsystem.ipynb
deleted file mode 100644
index 8cfdcaa..0000000
--- a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_mind_wandering/bcit_mind_wandering_08_fix_coordsystem.ipynb
+++ /dev/null
@@ -1,290 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "collapsed": true,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   },
-   "source": [
-    "## Fix the coordsystem.json files generated by ESS.\n",
-    "\n",
-    "This notebook replaces the `coordsystem.json` files of ESS with those generated by EEGLAB BidsTools\n",
-    "for the BCIT Mind Wandering data.\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "source": [
-    "import os\n",
-    "import json\n",
-    "import datetime\n",
-    "from hed.tools import HedLogger\n",
-    "from hed.util import get_file_list\n",
-    "\n",
-    "# Variables to set for the specific dataset\n",
-    "bids_root_path = 's:/bcit/MindWanderingWorkingPhaseTwo'\n",
-    "exclude_dirs = ['sourcedata', 'stimuli', 'code']\n",
-    "log_name = 'bcit_mind_wandering_08_fix_coordsystem_log'\n",
-    "sampling_rate_file = os.path.realpath(os.path.join(bids_root_path, 'code/samplingRates.tsv'))\n",
-    "\n",
-    "# Set up the logger\n",
-    "log_file_name = f\"code/curation_logs/{log_name}.txt\"\n",
-    "logger = HedLogger(name=log_name)\n",
-    "\n",
-    "# Construct the lists of the EEG files\n",
-    "eeg_files = get_file_list(bids_root_path, extensions=[\".set\"], name_suffix=\"_eeg\", exclude_dirs=exclude_dirs)\n",
-    "\n",
-    "# Coordsystem.json template\n",
-    "coordsystem_template = {\"EEGCoordinateUnits\":\"n/a\",\n",
-    "                        \"EEGCoordinateSystem\":\"CTF\",\n",
-    "                        \"EEGCoordinateSystemDescription\":\"EEGLAB\"}\n",
-    "\n",
-    "for file_name in eeg_files:\n",
-    "    basename = os.path.basename(file_name)\n",
-    "    json_new = file_name[:-7] + \"coordsystem.json\"\n",
-    "    with open(json_new, 'w') as fp:\n",
-    "        json.dump(coordsystem_template, fp)\n",
-    "    logger.add(basename, f\"Saving the {os.path.basename(json_new)} coordinate system file\")\n",
-    "\n",
-    "# Output and save the log\n",
-    "log_string = \"\\n\\nLog output:\\n\" + logger.get_log_string()\n",
-    "error_string = \"\\n\\nERROR Summary:\\n\" + logger.get_log_string(level=\"ERROR\")\n",
-    "print(log_string)\n",
-    "print(error_string)\n",
-    "\n",
-    "save_path = os.path.join(bids_root_path, log_file_name)\n",
-    "with open(save_path, \"w\") as fp:\n",
-    "    fp.write(f\"{log_file_name} {datetime.datetime.now()}\\n\")\n",
-    "    fp.write(log_string)\n",
-    "    fp.write(error_string)"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Set up the directories and create a dictionary for events.tsv files\n"
-    }
-   },
-   "execution_count": 1,
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "\n",
-      "Log output:\n",
-      "bcit_mind_wandering_08_fix_coordsystem_log: Level None\n",
-      "sub-01_ses-01_task-DriveWithTaskAudio_run-1_eeg.set:\n",
-      "\t[ Saving the sub-01_ses-01_task-DriveWithTaskAudio_run-1_coordsystem.json coordinate system file]\n",
-      "sub-01_ses-01_task-DriveWithTaskAudio_run-2_eeg.set:\n",
-      "\t[ Saving the sub-01_ses-01_task-DriveWithTaskAudio_run-2_coordsystem.json coordinate system file]\n",
-      "sub-01_ses-01_task-DriveWithTaskAudio_run-3_eeg.set:\n",
-      "\t[ Saving the sub-01_ses-01_task-DriveWithTaskAudio_run-3_coordsystem.json coordinate system file]\n",
-      "sub-02_ses-01_task-DriveWithTaskAudio_run-1_eeg.set:\n",
-      "\t[ Saving the sub-02_ses-01_task-DriveWithTaskAudio_run-1_coordsystem.json coordinate system file]\n",
-      "sub-02_ses-01_task-DriveWithTaskAudio_run-2_eeg.set:\n",
-      "\t[ Saving the sub-02_ses-01_task-DriveWithTaskAudio_run-2_coordsystem.json coordinate system file]\n",
-      "sub-02_ses-01_task-DriveWithTaskAudio_run-3_eeg.set:\n",
-      "\t[ Saving the sub-02_ses-01_task-DriveWithTaskAudio_run-3_coordsystem.json coordinate system file]\n",
-      "sub-03_ses-01_task-DriveWithTaskAudio_run-1_eeg.set:\n",
-      "\t[ Saving the sub-03_ses-01_task-DriveWithTaskAudio_run-1_coordsystem.json coordinate system file]\n",
-      "sub-03_ses-01_task-DriveWithTaskAudio_run-2_eeg.set:\n",
-      "\t[ Saving the sub-03_ses-01_task-DriveWithTaskAudio_run-2_coordsystem.json coordinate system file]\n",
-      "sub-03_ses-01_task-DriveWithTaskAudio_run-3_eeg.set:\n",
-      "\t[ Saving the sub-03_ses-01_task-DriveWithTaskAudio_run-3_coordsystem.json coordinate system file]\n",
-      "sub-04_ses-01_task-DriveWithTaskAudio_run-1_eeg.set:\n",
-      "\t[ Saving the sub-04_ses-01_task-DriveWithTaskAudio_run-1_coordsystem.json coordinate system file]\n",
-      "sub-04_ses-01_task-DriveWithTaskAudio_run-2_eeg.set:\n",
-      "\t[ Saving the sub-04_ses-01_task-DriveWithTaskAudio_run-2_coordsystem.json coordinate system file]\n",
-      "sub-04_ses-01_task-DriveWithTaskAudio_run-3_eeg.set:\n",
-      "\t[ Saving the sub-04_ses-01_task-DriveWithTaskAudio_run-3_coordsystem.json coordinate system file]\n",
-      "sub-05_ses-01_task-DriveWithTaskAudio_run-1_eeg.set:\n",
-      "\t[ Saving the sub-05_ses-01_task-DriveWithTaskAudio_run-1_coordsystem.json coordinate system file]\n",
-      "sub-05_ses-01_task-DriveWithTaskAudio_run-2_eeg.set:\n",
-      "\t[ Saving the sub-05_ses-01_task-DriveWithTaskAudio_run-2_coordsystem.json coordinate system file]\n",
-      "sub-05_ses-01_task-DriveWithTaskAudio_run-3_eeg.set:\n",
-      "\t[ Saving the sub-05_ses-01_task-DriveWithTaskAudio_run-3_coordsystem.json coordinate system file]\n",
-      "sub-06_ses-01_task-DriveWithTaskAudio_run-1_eeg.set:\n",
-      "\t[ Saving the sub-06_ses-01_task-DriveWithTaskAudio_run-1_coordsystem.json coordinate system file]\n",
-      "sub-06_ses-01_task-DriveWithTaskAudio_run-2_eeg.set:\n",
-      "\t[ Saving the sub-06_ses-01_task-DriveWithTaskAudio_run-2_coordsystem.json coordinate system file]\n",
-      "sub-06_ses-01_task-DriveWithTaskAudio_run-3_eeg.set:\n",
-      "\t[ Saving the sub-06_ses-01_task-DriveWithTaskAudio_run-3_coordsystem.json coordinate system file]\n",
-      "sub-07_ses-01_task-DriveWithTaskAudio_run-1_eeg.set:\n",
-      "\t[ Saving the sub-07_ses-01_task-DriveWithTaskAudio_run-1_coordsystem.json coordinate system file]\n",
-      "sub-07_ses-01_task-DriveWithTaskAudio_run-2_eeg.set:\n",
-      "\t[ Saving the sub-07_ses-01_task-DriveWithTaskAudio_run-2_coordsystem.json coordinate system file]\n",
-      "sub-07_ses-01_task-DriveWithTaskAudio_run-3_eeg.set:\n",
-      "\t[ Saving the sub-07_ses-01_task-DriveWithTaskAudio_run-3_coordsystem.json coordinate system file]\n",
-      "sub-08_ses-01_task-DriveWithTaskAudio_run-1_eeg.set:\n",
-      "\t[ Saving the sub-08_ses-01_task-DriveWithTaskAudio_run-1_coordsystem.json coordinate system file]\n",
-      "sub-08_ses-01_task-DriveWithTaskAudio_run-2_eeg.set:\n",
-      "\t[ Saving the sub-08_ses-01_task-DriveWithTaskAudio_run-2_coordsystem.json coordinate system file]\n",
-      "sub-09_ses-01_task-DriveWithTaskAudio_run-1_eeg.set:\n",
-      "\t[ Saving the sub-09_ses-01_task-DriveWithTaskAudio_run-1_coordsystem.json coordinate system file]\n",
-      "sub-09_ses-01_task-DriveWithTaskAudio_run-2_eeg.set:\n",
-      "\t[ Saving the sub-09_ses-01_task-DriveWithTaskAudio_run-2_coordsystem.json coordinate system file]\n",
-      "sub-09_ses-01_task-DriveWithTaskAudio_run-3_eeg.set:\n",
-      "\t[ Saving the sub-09_ses-01_task-DriveWithTaskAudio_run-3_coordsystem.json coordinate system file]\n",
-      "sub-10_ses-01_task-DriveWithTaskAudio_run-1_eeg.set:\n",
-      "\t[ Saving the sub-10_ses-01_task-DriveWithTaskAudio_run-1_coordsystem.json coordinate system file]\n",
-      "sub-11_ses-01_task-DriveWithTaskAudio_run-1_eeg.set:\n",
-      "\t[ Saving the sub-11_ses-01_task-DriveWithTaskAudio_run-1_coordsystem.json coordinate system file]\n",
-      "sub-11_ses-01_task-DriveWithTaskAudio_run-2_eeg.set:\n",
-      "\t[ Saving the sub-11_ses-01_task-DriveWithTaskAudio_run-2_coordsystem.json coordinate system file]\n",
-      "sub-11_ses-01_task-DriveWithTaskAudio_run-3_eeg.set:\n",
-      "\t[ Saving the sub-11_ses-01_task-DriveWithTaskAudio_run-3_coordsystem.json coordinate system file]\n",
-      "sub-12_ses-01_task-DriveWithTaskAudio_run-1_eeg.set:\n",
-      "\t[ Saving the sub-12_ses-01_task-DriveWithTaskAudio_run-1_coordsystem.json coordinate system file]\n",
-      "sub-12_ses-01_task-DriveWithTaskAudio_run-2_eeg.set:\n",
-      "\t[ Saving the sub-12_ses-01_task-DriveWithTaskAudio_run-2_coordsystem.json coordinate system file]\n",
-      "sub-12_ses-01_task-DriveWithTaskAudio_run-3_eeg.set:\n",
-      "\t[ Saving the sub-12_ses-01_task-DriveWithTaskAudio_run-3_coordsystem.json coordinate system file]\n",
-      "sub-13_ses-01_task-DriveWithTaskAudio_run-1_eeg.set:\n",
-      "\t[ Saving the sub-13_ses-01_task-DriveWithTaskAudio_run-1_coordsystem.json coordinate system file]\n",
-      "sub-13_ses-01_task-DriveWithTaskAudio_run-2_eeg.set:\n",
-      "\t[ Saving the sub-13_ses-01_task-DriveWithTaskAudio_run-2_coordsystem.json coordinate system file]\n",
-      "sub-13_ses-01_task-DriveWithTaskAudio_run-3_eeg.set:\n",
-      "\t[ Saving the sub-13_ses-01_task-DriveWithTaskAudio_run-3_coordsystem.json coordinate system file]\n",
-      "sub-14_ses-01_task-DriveWithTaskAudio_run-1_eeg.set:\n",
-      "\t[ Saving the sub-14_ses-01_task-DriveWithTaskAudio_run-1_coordsystem.json coordinate system file]\n",
-      "sub-14_ses-01_task-DriveWithTaskAudio_run-2_eeg.set:\n",
-      "\t[ Saving the sub-14_ses-01_task-DriveWithTaskAudio_run-2_coordsystem.json coordinate system file]\n",
-      "sub-14_ses-01_task-DriveWithTaskAudio_run-3_eeg.set:\n",
-      "\t[ Saving the sub-14_ses-01_task-DriveWithTaskAudio_run-3_coordsystem.json coordinate system file]\n",
-      "sub-15_ses-01_task-DriveWithTaskAudio_run-1_eeg.set:\n",
-      "\t[ Saving the sub-15_ses-01_task-DriveWithTaskAudio_run-1_coordsystem.json coordinate system file]\n",
-      "sub-15_ses-01_task-DriveWithTaskAudio_run-2_eeg.set:\n",
-      "\t[ Saving the sub-15_ses-01_task-DriveWithTaskAudio_run-2_coordsystem.json coordinate system file]\n",
-      "sub-15_ses-01_task-DriveWithTaskAudio_run-3_eeg.set:\n",
-      "\t[ Saving the sub-15_ses-01_task-DriveWithTaskAudio_run-3_coordsystem.json coordinate system file]\n",
-      "sub-16_ses-01_task-DriveWithTaskAudio_run-1_eeg.set:\n",
-      "\t[ Saving the sub-16_ses-01_task-DriveWithTaskAudio_run-1_coordsystem.json coordinate system file]\n",
-      "sub-16_ses-01_task-DriveWithTaskAudio_run-2_eeg.set:\n",
-      "\t[ Saving the sub-16_ses-01_task-DriveWithTaskAudio_run-2_coordsystem.json coordinate system file]\n",
-      "sub-16_ses-01_task-DriveWithTaskAudio_run-3_eeg.set:\n",
-      "\t[ Saving the sub-16_ses-01_task-DriveWithTaskAudio_run-3_coordsystem.json coordinate system file]\n",
-      "sub-17_ses-01_task-DriveWithTaskAudio_run-1_eeg.set:\n",
-      "\t[ Saving the sub-17_ses-01_task-DriveWithTaskAudio_run-1_coordsystem.json coordinate system file]\n",
-      "sub-17_ses-01_task-DriveWithTaskAudio_run-2_eeg.set:\n",
-      "\t[ Saving the sub-17_ses-01_task-DriveWithTaskAudio_run-2_coordsystem.json coordinate system file]\n",
-      "sub-17_ses-01_task-DriveWithTaskAudio_run-3_eeg.set:\n",
-      "\t[ Saving the sub-17_ses-01_task-DriveWithTaskAudio_run-3_coordsystem.json coordinate system file]\n",
-      "sub-18_ses-01_task-DriveWithTaskAudio_run-1_eeg.set:\n",
-      "\t[ Saving the sub-18_ses-01_task-DriveWithTaskAudio_run-1_coordsystem.json coordinate system file]\n",
-      "sub-18_ses-01_task-DriveWithTaskAudio_run-2_eeg.set:\n",
-      "\t[ Saving the sub-18_ses-01_task-DriveWithTaskAudio_run-2_coordsystem.json coordinate system file]\n",
-      "sub-18_ses-01_task-DriveWithTaskAudio_run-3_eeg.set:\n",
-      "\t[ Saving the sub-18_ses-01_task-DriveWithTaskAudio_run-3_coordsystem.json coordinate system file]\n",
-      "sub-19_ses-01_task-DriveWithTaskAudio_run-1_eeg.set:\n",
-      "\t[ Saving the sub-19_ses-01_task-DriveWithTaskAudio_run-1_coordsystem.json coordinate system file]\n",
-      "sub-19_ses-01_task-DriveWithTaskAudio_run-2_eeg.set:\n",
-      "\t[ Saving the sub-19_ses-01_task-DriveWithTaskAudio_run-2_coordsystem.json coordinate system file]\n",
-      "sub-19_ses-01_task-DriveWithTaskAudio_run-3_eeg.set:\n",
-      "\t[ Saving the sub-19_ses-01_task-DriveWithTaskAudio_run-3_coordsystem.json coordinate system file]\n",
-      "sub-20_ses-01_task-DriveWithTaskAudio_run-1_eeg.set:\n",
-      "\t[ Saving the sub-20_ses-01_task-DriveWithTaskAudio_run-1_coordsystem.json coordinate system file]\n",
-      "sub-20_ses-01_task-DriveWithTaskAudio_run-2_eeg.set:\n",
-      "\t[ Saving the sub-20_ses-01_task-DriveWithTaskAudio_run-2_coordsystem.json coordinate system file]\n",
-      "sub-20_ses-01_task-DriveWithTaskAudio_run-3_eeg.set:\n",
-      "\t[ Saving the sub-20_ses-01_task-DriveWithTaskAudio_run-3_coordsystem.json coordinate system file]\n",
-      "sub-21_ses-01_task-DriveWithTaskAudio_run-1_eeg.set:\n",
-      "\t[ Saving the sub-21_ses-01_task-DriveWithTaskAudio_run-1_coordsystem.json coordinate system file]\n",
-      "sub-21_ses-01_task-DriveWithTaskAudio_run-2_eeg.set:\n",
-      "\t[ Saving the sub-21_ses-01_task-DriveWithTaskAudio_run-2_coordsystem.json coordinate system file]\n",
-      "sub-21_ses-01_task-DriveWithTaskAudio_run-3_eeg.set:\n",
-      "\t[ Saving the sub-21_ses-01_task-DriveWithTaskAudio_run-3_coordsystem.json coordinate system file]\n",
-      "\n",
-      "\n",
-      "ERROR Summary:\n",
-      "bcit_mind_wandering_08_fix_coordsystem_log: Level ERROR\n",
-      "sub-01_ses-01_task-DriveWithTaskAudio_run-1_eeg.set:\n",
-      "sub-01_ses-01_task-DriveWithTaskAudio_run-2_eeg.set:\n",
-      "sub-01_ses-01_task-DriveWithTaskAudio_run-3_eeg.set:\n",
-      "sub-02_ses-01_task-DriveWithTaskAudio_run-1_eeg.set:\n",
-      "sub-02_ses-01_task-DriveWithTaskAudio_run-2_eeg.set:\n",
-      "sub-02_ses-01_task-DriveWithTaskAudio_run-3_eeg.set:\n",
-      "sub-03_ses-01_task-DriveWithTaskAudio_run-1_eeg.set:\n",
-      "sub-03_ses-01_task-DriveWithTaskAudio_run-2_eeg.set:\n",
-      "sub-03_ses-01_task-DriveWithTaskAudio_run-3_eeg.set:\n",
-      "sub-04_ses-01_task-DriveWithTaskAudio_run-1_eeg.set:\n",
-      "sub-04_ses-01_task-DriveWithTaskAudio_run-2_eeg.set:\n",
-      "sub-04_ses-01_task-DriveWithTaskAudio_run-3_eeg.set:\n",
-      "sub-05_ses-01_task-DriveWithTaskAudio_run-1_eeg.set:\n",
-      "sub-05_ses-01_task-DriveWithTaskAudio_run-2_eeg.set:\n",
-      "sub-05_ses-01_task-DriveWithTaskAudio_run-3_eeg.set:\n",
-      "sub-06_ses-01_task-DriveWithTaskAudio_run-1_eeg.set:\n",
-      "sub-06_ses-01_task-DriveWithTaskAudio_run-2_eeg.set:\n",
-      "sub-06_ses-01_task-DriveWithTaskAudio_run-3_eeg.set:\n",
-      "sub-07_ses-01_task-DriveWithTaskAudio_run-1_eeg.set:\n",
-      "sub-07_ses-01_task-DriveWithTaskAudio_run-2_eeg.set:\n",
-      "sub-07_ses-01_task-DriveWithTaskAudio_run-3_eeg.set:\n",
-      "sub-08_ses-01_task-DriveWithTaskAudio_run-1_eeg.set:\n",
-      "sub-08_ses-01_task-DriveWithTaskAudio_run-2_eeg.set:\n",
-      "sub-09_ses-01_task-DriveWithTaskAudio_run-1_eeg.set:\n",
-      "sub-09_ses-01_task-DriveWithTaskAudio_run-2_eeg.set:\n",
-      "sub-09_ses-01_task-DriveWithTaskAudio_run-3_eeg.set:\n",
-      "sub-10_ses-01_task-DriveWithTaskAudio_run-1_eeg.set:\n",
-      "sub-11_ses-01_task-DriveWithTaskAudio_run-1_eeg.set:\n",
-      "sub-11_ses-01_task-DriveWithTaskAudio_run-2_eeg.set:\n",
-      "sub-11_ses-01_task-DriveWithTaskAudio_run-3_eeg.set:\n",
-      "sub-12_ses-01_task-DriveWithTaskAudio_run-1_eeg.set:\n",
-      "sub-12_ses-01_task-DriveWithTaskAudio_run-2_eeg.set:\n",
-      "sub-12_ses-01_task-DriveWithTaskAudio_run-3_eeg.set:\n",
-      "sub-13_ses-01_task-DriveWithTaskAudio_run-1_eeg.set:\n",
-      "sub-13_ses-01_task-DriveWithTaskAudio_run-2_eeg.set:\n",
-      "sub-13_ses-01_task-DriveWithTaskAudio_run-3_eeg.set:\n",
-      "sub-14_ses-01_task-DriveWithTaskAudio_run-1_eeg.set:\n",
-      "sub-14_ses-01_task-DriveWithTaskAudio_run-2_eeg.set:\n",
-      "sub-14_ses-01_task-DriveWithTaskAudio_run-3_eeg.set:\n",
-      "sub-15_ses-01_task-DriveWithTaskAudio_run-1_eeg.set:\n",
-      "sub-15_ses-01_task-DriveWithTaskAudio_run-2_eeg.set:\n",
-      "sub-15_ses-01_task-DriveWithTaskAudio_run-3_eeg.set:\n",
-      "sub-16_ses-01_task-DriveWithTaskAudio_run-1_eeg.set:\n",
-      "sub-16_ses-01_task-DriveWithTaskAudio_run-2_eeg.set:\n",
-      "sub-16_ses-01_task-DriveWithTaskAudio_run-3_eeg.set:\n",
-      "sub-17_ses-01_task-DriveWithTaskAudio_run-1_eeg.set:\n",
-      "sub-17_ses-01_task-DriveWithTaskAudio_run-2_eeg.set:\n",
-      "sub-17_ses-01_task-DriveWithTaskAudio_run-3_eeg.set:\n",
-      "sub-18_ses-01_task-DriveWithTaskAudio_run-1_eeg.set:\n",
-      "sub-18_ses-01_task-DriveWithTaskAudio_run-2_eeg.set:\n",
-      "sub-18_ses-01_task-DriveWithTaskAudio_run-3_eeg.set:\n",
-      "sub-19_ses-01_task-DriveWithTaskAudio_run-1_eeg.set:\n",
-      "sub-19_ses-01_task-DriveWithTaskAudio_run-2_eeg.set:\n",
-      "sub-19_ses-01_task-DriveWithTaskAudio_run-3_eeg.set:\n",
-      "sub-20_ses-01_task-DriveWithTaskAudio_run-1_eeg.set:\n",
-      "sub-20_ses-01_task-DriveWithTaskAudio_run-2_eeg.set:\n",
-      "sub-20_ses-01_task-DriveWithTaskAudio_run-3_eeg.set:\n",
-      "sub-21_ses-01_task-DriveWithTaskAudio_run-1_eeg.set:\n",
-      "sub-21_ses-01_task-DriveWithTaskAudio_run-2_eeg.set:\n",
-      "sub-21_ses-01_task-DriveWithTaskAudio_run-3_eeg.set:\n"
-     ]
-    }
-   ]
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 2
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
\ No newline at end of file
diff --git a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_rsvp_baseline/bcit_rsvp_baseline_01_initial_summary.ipynb b/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_rsvp_baseline/bcit_rsvp_baseline_01_initial_summary.ipynb
deleted file mode 100644
index 801a836..0000000
--- a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_rsvp_baseline/bcit_rsvp_baseline_01_initial_summary.ipynb
+++ /dev/null
@@ -1,622 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "collapsed": true,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   },
-   "source": [
-    "## Initial summary of event files\n",
-    "\n",
-    "**Dataset**: BCIT RSVP Baseline (in process)\n",
-    "\n",
-    "This script does a preliminary summary of the contents of the events files.\n",
-    "The summary includes printing out the column names of each event file so\n",
-    "that they can be manually checked for differences.\n",
-    "\n",
-    "The script assumes that the data is in BIDS format and that each BIDS events\n",
-    "file of the form `_events.tsv` has a corresponding events file with\n",
-    "suffix `_eventstemp.tsv` that was previously dumped from the `EEG.set` files.\n",
-    "\n",
-    "This script does a preliminary summary of the contents of the events files.\n",
-    "The summary includes printing out the column names of each event file so\n",
-    "that they can be manually checked for differences.\n",
-    "\n",
-    "The script assumes that the data is in BIDS format and that each BIDS events\n",
-    "file of the form `_events.tsv` has a corresponding events file with\n",
-    "suffix `_eventstemp.tsv` that was previously dumped from the `EEG.set` files.\n",
-    "Keys are specified by a `entities` tuple lists the BIDS entity names\n",
-    "to include in the key.\n",
-    "BIDS base file names are constructed of entity *name*-*value* pairs separated\n",
-    "by underbars and followed by an ending *_suffix*.\n",
-    "\n",
-    "For a file name `sub-001_ses-3_task-target_run-01_events.tsv`,\n",
-    "the tuple ('sub', 'task') gives a key of `sub-001_task-target`,\n",
-    "while the tuple ('sub', 'ses', 'run) gives a key of `sub-001_ses-3_run-01`.\n",
-    "The use of dictionaries of file names with such keys makes it\n",
-    "easier to associate related files in the BIDS naming structure.\n",
-    "\n",
-    "The setup requires the setting of the following variables for your dataset:\n",
-    "\n",
-    "| Variable | Purpose |\n",
-    "| -------- | ------- |\n",
-    "| bids_root_path | Full path to root directory of dataset.|\n",
-    "| exclude_dirs | List of directories to exclude when constructing file lists. |\n",
-    "| entities  | Tuple of entity names used to construct a unique keys representing filenames. <br>(See [Dictionaries of filenames](https://hed-examples.readthedocs.io/en/latest/HedInPython.html#dictionaries-of-filenames-anchor) for examples of how to choose the keys.)|\n",
-    "| bids_skip_columns  |  List of column names in the `events.tsv` files to skip in the analysis. |\n",
-    "| eeg_skip_columns  | List of column names in the `eventstemp.tsv` files form EEG.events to skip in analysis.|\n",
-    "| log_name | Name of the log file (saved in the `code/curation_logs` subdirectory). |"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "Bids event files has 31 event files\n",
-      "EEG event files has 31 event files\n",
-      "\n",
-      "Bids event files event files (31 files)\n",
-      "sub-01_ses-01_run-1: sub-01_ses-01_task-RSVPRestBlink_run-1_events.tsv\n",
-      "sub-02_ses-01_run-1: sub-02_ses-01_task-RSVPRestBlink_run-1_events.tsv\n",
-      "sub-03_ses-01_run-1: sub-03_ses-01_task-RSVPRestBlink_run-1_events.tsv\n",
-      "sub-04_ses-01_run-1: sub-04_ses-01_task-RSVPRestBlink_run-1_events.tsv\n",
-      "sub-05_ses-01_run-1: sub-05_ses-01_task-RSVPRestBlink_run-1_events.tsv\n",
-      "sub-06_ses-01_run-1: sub-06_ses-01_task-RSVPRestBlink_run-1_events.tsv\n",
-      "sub-07_ses-01_run-1: sub-07_ses-01_task-RSVPRestBlink_run-1_events.tsv\n",
-      "sub-08_ses-01_run-1: sub-08_ses-01_task-RSVPRestBlink_run-1_events.tsv\n",
-      "sub-09_ses-01_run-1: sub-09_ses-01_task-RSVPRestBlink_run-1_events.tsv\n",
-      "sub-10_ses-01_run-1: sub-10_ses-01_task-RSVPRestBlink_run-1_events.tsv\n",
-      "sub-10_ses-01_run-2: sub-10_ses-01_task-RSVPRestBlink_run-2_events.tsv\n",
-      "sub-11_ses-01_run-1: sub-11_ses-01_task-RSVPRestBlink_run-1_events.tsv\n",
-      "sub-12_ses-01_run-1: sub-12_ses-01_task-RSVPRestBlink_run-1_events.tsv\n",
-      "sub-13_ses-01_run-1: sub-13_ses-01_task-RSVPRestBlink_run-1_events.tsv\n",
-      "sub-14_ses-01_run-1: sub-14_ses-01_task-RSVPRestBlink_run-1_events.tsv\n",
-      "sub-14_ses-01_run-2: sub-14_ses-01_task-RSVPRestBlink_run-2_events.tsv\n",
-      "sub-15_ses-01_run-1: sub-15_ses-01_task-RSVPRestBlink_run-1_events.tsv\n",
-      "sub-16_ses-01_run-1: sub-16_ses-01_task-RSVPRestBlink_run-1_events.tsv\n",
-      "sub-17_ses-01_run-1: sub-17_ses-01_task-RSVPRestBlink_run-1_events.tsv\n",
-      "sub-18_ses-01_run-1: sub-18_ses-01_task-RSVPRestBlink_run-1_events.tsv\n",
-      "sub-19_ses-01_run-1: sub-19_ses-01_task-RSVPRestBlink_run-1_events.tsv\n",
-      "sub-19_ses-01_run-2: sub-19_ses-01_task-RSVPRestBlink_run-2_events.tsv\n",
-      "sub-20_ses-01_run-1: sub-20_ses-01_task-RSVPRestBlink_run-1_events.tsv\n",
-      "sub-21_ses-01_run-1: sub-21_ses-01_task-RSVPRestBlink_run-1_events.tsv\n",
-      "sub-22_ses-01_run-1: sub-22_ses-01_task-RSVPRestBlink_run-1_events.tsv\n",
-      "sub-23_ses-01_run-1: sub-23_ses-01_task-RSVPRestBlink_run-1_events.tsv\n",
-      "sub-23_ses-01_run-2: sub-23_ses-01_task-RSVPRestBlink_run-2_events.tsv\n",
-      "sub-24_ses-01_run-1: sub-24_ses-01_task-RSVPRestBlink_run-1_events.tsv\n",
-      "sub-25_ses-01_run-1: sub-25_ses-01_task-RSVPRestBlink_run-1_events.tsv\n",
-      "sub-26_ses-01_run-1: sub-26_ses-01_task-RSVPRestBlink_run-1_events.tsv\n",
-      "sub-27_ses-01_run-1: sub-27_ses-01_task-RSVPRestBlink_run-1_events.tsv\n",
-      "\n",
-      "EEG event files event files (31 files)\n",
-      "sub-01_ses-01_run-1: sub-01_ses-01_task-RSVPRestBlink_run-1_eventstemp.tsv\n",
-      "sub-02_ses-01_run-1: sub-02_ses-01_task-RSVPRestBlink_run-1_eventstemp.tsv\n",
-      "sub-03_ses-01_run-1: sub-03_ses-01_task-RSVPRestBlink_run-1_eventstemp.tsv\n",
-      "sub-04_ses-01_run-1: sub-04_ses-01_task-RSVPRestBlink_run-1_eventstemp.tsv\n",
-      "sub-05_ses-01_run-1: sub-05_ses-01_task-RSVPRestBlink_run-1_eventstemp.tsv\n",
-      "sub-06_ses-01_run-1: sub-06_ses-01_task-RSVPRestBlink_run-1_eventstemp.tsv\n",
-      "sub-07_ses-01_run-1: sub-07_ses-01_task-RSVPRestBlink_run-1_eventstemp.tsv\n",
-      "sub-08_ses-01_run-1: sub-08_ses-01_task-RSVPRestBlink_run-1_eventstemp.tsv\n",
-      "sub-09_ses-01_run-1: sub-09_ses-01_task-RSVPRestBlink_run-1_eventstemp.tsv\n",
-      "sub-10_ses-01_run-1: sub-10_ses-01_task-RSVPRestBlink_run-1_eventstemp.tsv\n",
-      "sub-10_ses-01_run-2: sub-10_ses-01_task-RSVPRestBlink_run-2_eventstemp.tsv\n",
-      "sub-11_ses-01_run-1: sub-11_ses-01_task-RSVPRestBlink_run-1_eventstemp.tsv\n",
-      "sub-12_ses-01_run-1: sub-12_ses-01_task-RSVPRestBlink_run-1_eventstemp.tsv\n",
-      "sub-13_ses-01_run-1: sub-13_ses-01_task-RSVPRestBlink_run-1_eventstemp.tsv\n",
-      "sub-14_ses-01_run-1: sub-14_ses-01_task-RSVPRestBlink_run-1_eventstemp.tsv\n",
-      "sub-14_ses-01_run-2: sub-14_ses-01_task-RSVPRestBlink_run-2_eventstemp.tsv\n",
-      "sub-15_ses-01_run-1: sub-15_ses-01_task-RSVPRestBlink_run-1_eventstemp.tsv\n",
-      "sub-16_ses-01_run-1: sub-16_ses-01_task-RSVPRestBlink_run-1_eventstemp.tsv\n",
-      "sub-17_ses-01_run-1: sub-17_ses-01_task-RSVPRestBlink_run-1_eventstemp.tsv\n",
-      "sub-18_ses-01_run-1: sub-18_ses-01_task-RSVPRestBlink_run-1_eventstemp.tsv\n",
-      "sub-19_ses-01_run-1: sub-19_ses-01_task-RSVPRestBlink_run-1_eventstemp.tsv\n",
-      "sub-19_ses-01_run-2: sub-19_ses-01_task-RSVPRestBlink_run-2_eventstemp.tsv\n",
-      "sub-20_ses-01_run-1: sub-20_ses-01_task-RSVPRestBlink_run-1_eventstemp.tsv\n",
-      "sub-21_ses-01_run-1: sub-21_ses-01_task-RSVPRestBlink_run-1_eventstemp.tsv\n",
-      "sub-22_ses-01_run-1: sub-22_ses-01_task-RSVPRestBlink_run-1_eventstemp.tsv\n",
-      "sub-23_ses-01_run-1: sub-23_ses-01_task-RSVPRestBlink_run-1_eventstemp.tsv\n",
-      "sub-23_ses-01_run-2: sub-23_ses-01_task-RSVPRestBlink_run-2_eventstemp.tsv\n",
-      "sub-24_ses-01_run-1: sub-24_ses-01_task-RSVPRestBlink_run-1_eventstemp.tsv\n",
-      "sub-25_ses-01_run-1: sub-25_ses-01_task-RSVPRestBlink_run-1_eventstemp.tsv\n",
-      "sub-26_ses-01_run-1: sub-26_ses-01_task-RSVPRestBlink_run-1_eventstemp.tsv\n",
-      "sub-27_ses-01_run-1: sub-27_ses-01_task-RSVPRestBlink_run-1_eventstemp.tsv\n",
-      "\n",
-      "Bids event files event file columns:\n",
-      "Bids event files: [19433 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [19549 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [19719 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [19710 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [20217 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [19307 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [19491 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [19470 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [19415 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [9283 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [9283 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [18625 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [19849 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [19417 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [10311 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [10311 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [19238 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [19249 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [20033 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [19666 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [3393 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [3393 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [19351 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [19443 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [22081 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [10055 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [10055 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [19469 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [19457 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [20095 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [19229 events] ['onset', 'duration', 'event_code']\n",
-      "EEG event files: [19433 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']\n",
-      "EEG event files: [19549 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']\n",
-      "EEG event files: [19719 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']\n",
-      "EEG event files: [19710 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']\n",
-      "EEG event files: [20217 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']\n",
-      "EEG event files: [19307 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']\n",
-      "EEG event files: [19491 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']\n",
-      "EEG event files: [19470 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']\n",
-      "EEG event files: [19415 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']\n",
-      "EEG event files: [9438 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']\n",
-      "EEG event files: [9283 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']\n",
-      "EEG event files: [18625 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']\n",
-      "EEG event files: [19849 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']\n",
-      "EEG event files: [19417 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']\n",
-      "EEG event files: [10544 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']\n",
-      "EEG event files: [10311 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']\n",
-      "EEG event files: [19238 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']\n",
-      "EEG event files: [19249 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']\n",
-      "EEG event files: [20033 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']\n",
-      "EEG event files: [19666 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']\n",
-      "EEG event files: [16108 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']\n",
-      "EEG event files: [3393 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']\n",
-      "EEG event files: [19351 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']\n",
-      "EEG event files: [19443 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']\n",
-      "EEG event files: [22081 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']\n",
-      "EEG event files: [9999 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']\n",
-      "EEG event files: [10055 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']\n",
-      "EEG event files: [19469 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']\n",
-      "EEG event files: [19457 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']\n",
-      "EEG event files: [20095 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']\n",
-      "EEG event files: [19229 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']\n",
-      "\n",
-      "The number of Bids event files events and EEG event files eventsdiffer for the following files:\n",
-      "The Bids event files file has 9283 rows and the EEG event files event file has 9438 rows\n",
-      "The Bids event files file has 10311 rows and the EEG event files event file has 10544 rows\n",
-      "The Bids event files file has 3393 rows and the EEG event files event file has 16108 rows\n",
-      "The Bids event files file has 10055 rows and the EEG event files event file has 9999 rows\n",
-      "\n",
-      "\n",
-      "\n",
-      "Summary of all BIDS events files:\n",
-      "Summary for column dictionary :\n",
-      "   Categorical columns (2):\n",
-      "      duration (1 distinct values):\n",
-      "         n/a: 517597\n",
-      "      event_code (30 distinct values):\n",
-      "         11101: 23\n",
-      "         11102: 30\n",
-      "         12101: 33\n",
-      "         12102: 33\n",
-      "         12201: 28\n",
-      "         12202: 28\n",
-      "         12301: 31\n",
-      "         12302: 30\n",
-      "         12401: 35\n",
-      "         12402: 35\n",
-      "         12501: 31\n",
-      "         12502: 31\n",
-      "         13110: 19639\n",
-      "         13120: 15241\n",
-      "         13210: 426682\n",
-      "         13220: 4989\n",
-      "         21121: 4916\n",
-      "         21122: 4916\n",
-      "         21131: 15931\n",
-      "         21132: 15931\n",
-      "         21221: 621\n",
-      "         21222: 621\n",
-      "         21231: 3732\n",
-      "         21232: 3732\n",
-      "         31101: 127\n",
-      "         31102: 127\n",
-      "         32202: 2\n",
-      "         32302: 8\n",
-      "         32401: 4\n",
-      "         32402: 10\n",
-      "   Value columns (0):\n",
-      "\n",
-      "Summary of all EEG.set events files:\n",
-      "Summary for column dictionary :\n",
-      "   Categorical columns (10):\n",
-      "      cameradistance (6 distinct values):\n",
-      "         0: 51482\n",
-      "         1: 154533\n",
-      "         2: 173907\n",
-      "         3: 127797\n",
-      "         4: 16539\n",
-      "         5: 6386\n",
-      "      imagecategory (7 distinct values):\n",
-      "         0: 51482\n",
-      "         1: 5037\n",
-      "         2: 6091\n",
-      "         3: 6002\n",
-      "         4: 9841\n",
-      "         5: 8045\n",
-      "         6: 444146\n",
-      "      imageclutter (6 distinct values):\n",
-      "         0: 51482\n",
-      "         1: 41244\n",
-      "         2: 291291\n",
-      "         3: 137367\n",
-      "         4: 7911\n",
-      "         5: 1349\n",
-      "      imagelocation (3 distinct values):\n",
-      "         0: 51482\n",
-      "         1: 400315\n",
-      "         2: 78847\n",
-      "      numberofclasses (5 distinct values):\n",
-      "         0: 495628\n",
-      "         1: 22871\n",
-      "         2: 10638\n",
-      "         3: 1281\n",
-      "         4: 226\n",
-      "      numberoftargets (6 distinct values):\n",
-      "         0: 495628\n",
-      "         1: 20619\n",
-      "         2: 10772\n",
-      "         3: 2821\n",
-      "         4: 658\n",
-      "         5: 146\n",
-      "      tgtcontrast (4 distinct values):\n",
-      "         0: 495628\n",
-      "         1: 4474\n",
-      "         2: 19132\n",
-      "         3: 11410\n",
-      "      tgtocclusion (6 distinct values):\n",
-      "         0: 495628\n",
-      "         1: 11864\n",
-      "         2: 13286\n",
-      "         3: 5817\n",
-      "         4: 2904\n",
-      "         5: 1145\n",
-      "      tgtorientation (5 distinct values):\n",
-      "         0: 510438\n",
-      "         135: 1854\n",
-      "         180: 1293\n",
-      "         45: 12354\n",
-      "         90: 4705\n",
-      "      type (31 distinct values):\n",
-      "         11101: 27\n",
-      "         11102: 26\n",
-      "         12101: 32\n",
-      "         12102: 32\n",
-      "         12201: 30\n",
-      "         12202: 30\n",
-      "         12301: 33\n",
-      "         12302: 32\n",
-      "         12401: 34\n",
-      "         12402: 34\n",
-      "         12501: 33\n",
-      "         12502: 33\n",
-      "         13110: 19728\n",
-      "         13120: 15288\n",
-      "         13210: 439031\n",
-      "         13220: 5115\n",
-      "         21121: 4882\n",
-      "         21122: 4882\n",
-      "         21131: 15745\n",
-      "         21132: 15745\n",
-      "         21221: 776\n",
-      "         21222: 776\n",
-      "         21231: 4008\n",
-      "         21232: 4008\n",
-      "         31101: 131\n",
-      "         31102: 131\n",
-      "         32202: 1\n",
-      "         32301: 4\n",
-      "         32302: 4\n",
-      "         32401: 6\n",
-      "         32402: 7\n",
-      "   Value columns (0):\n",
-      "\n",
-      "\n",
-      "Log output:\n",
-      "bcit_rsvp_baseline_01_initial_summary_log: Level None\n",
-      "overall:\n",
-      "\t[ Bids event files has 31 event files]\n",
-      "\t[ EEG event files has 31 event files]\n",
-      "sub-01_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-01_ses-01_task-RSVPRestBlink_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-01_ses-01_task-RSVPRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [19433 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [19433 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']]\n",
-      "sub-02_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-02_ses-01_task-RSVPRestBlink_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-02_ses-01_task-RSVPRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [19549 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [19549 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']]\n",
-      "sub-03_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-03_ses-01_task-RSVPRestBlink_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-03_ses-01_task-RSVPRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [19719 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [19719 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']]\n",
-      "sub-04_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-04_ses-01_task-RSVPRestBlink_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-04_ses-01_task-RSVPRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [19710 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [19710 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']]\n",
-      "sub-05_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-05_ses-01_task-RSVPRestBlink_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-05_ses-01_task-RSVPRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [20217 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [20217 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']]\n",
-      "sub-06_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-06_ses-01_task-RSVPRestBlink_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-06_ses-01_task-RSVPRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [19307 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [19307 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']]\n",
-      "sub-07_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-07_ses-01_task-RSVPRestBlink_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-07_ses-01_task-RSVPRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [19491 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [19491 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']]\n",
-      "sub-08_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-08_ses-01_task-RSVPRestBlink_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-08_ses-01_task-RSVPRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [19470 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [19470 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']]\n",
-      "sub-09_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-09_ses-01_task-RSVPRestBlink_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-09_ses-01_task-RSVPRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [19415 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [19415 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']]\n",
-      "sub-10_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-10_ses-01_task-RSVPRestBlink_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-10_ses-01_task-RSVPRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [9283 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [9438 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']]\n",
-      "\t[ERROR The Bids event files file has 9283 rows and the EEG event files event file has 9438 rows]\n",
-      "sub-10_ses-01_run-2:\n",
-      "\t[ Bids event files: sub-10_ses-01_task-RSVPRestBlink_run-2_events.tsv]\n",
-      "\t[ EEG event files: sub-10_ses-01_task-RSVPRestBlink_run-2_eventstemp.tsv]\n",
-      "\t[ Bids event files: [9283 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [9283 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']]\n",
-      "sub-11_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-11_ses-01_task-RSVPRestBlink_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-11_ses-01_task-RSVPRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [18625 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [18625 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']]\n",
-      "sub-12_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-12_ses-01_task-RSVPRestBlink_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-12_ses-01_task-RSVPRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [19849 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [19849 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']]\n",
-      "sub-13_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-13_ses-01_task-RSVPRestBlink_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-13_ses-01_task-RSVPRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [19417 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [19417 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']]\n",
-      "sub-14_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-14_ses-01_task-RSVPRestBlink_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-14_ses-01_task-RSVPRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [10311 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [10544 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']]\n",
-      "\t[ERROR The Bids event files file has 10311 rows and the EEG event files event file has 10544 rows]\n",
-      "sub-14_ses-01_run-2:\n",
-      "\t[ Bids event files: sub-14_ses-01_task-RSVPRestBlink_run-2_events.tsv]\n",
-      "\t[ EEG event files: sub-14_ses-01_task-RSVPRestBlink_run-2_eventstemp.tsv]\n",
-      "\t[ Bids event files: [10311 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [10311 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']]\n",
-      "sub-15_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-15_ses-01_task-RSVPRestBlink_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-15_ses-01_task-RSVPRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [19238 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [19238 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']]\n",
-      "sub-16_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-16_ses-01_task-RSVPRestBlink_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-16_ses-01_task-RSVPRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [19249 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [19249 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']]\n",
-      "sub-17_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-17_ses-01_task-RSVPRestBlink_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-17_ses-01_task-RSVPRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [20033 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [20033 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']]\n",
-      "sub-18_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-18_ses-01_task-RSVPRestBlink_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-18_ses-01_task-RSVPRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [19666 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [19666 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']]\n",
-      "sub-19_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-19_ses-01_task-RSVPRestBlink_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-19_ses-01_task-RSVPRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [3393 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [16108 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']]\n",
-      "\t[ERROR The Bids event files file has 3393 rows and the EEG event files event file has 16108 rows]\n",
-      "sub-19_ses-01_run-2:\n",
-      "\t[ Bids event files: sub-19_ses-01_task-RSVPRestBlink_run-2_events.tsv]\n",
-      "\t[ EEG event files: sub-19_ses-01_task-RSVPRestBlink_run-2_eventstemp.tsv]\n",
-      "\t[ Bids event files: [3393 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [3393 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']]\n",
-      "sub-20_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-20_ses-01_task-RSVPRestBlink_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-20_ses-01_task-RSVPRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [19351 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [19351 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']]\n",
-      "sub-21_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-21_ses-01_task-RSVPRestBlink_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-21_ses-01_task-RSVPRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [19443 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [19443 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']]\n",
-      "sub-22_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-22_ses-01_task-RSVPRestBlink_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-22_ses-01_task-RSVPRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [22081 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [22081 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']]\n",
-      "sub-23_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-23_ses-01_task-RSVPRestBlink_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-23_ses-01_task-RSVPRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [10055 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [9999 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']]\n",
-      "\t[ERROR The Bids event files file has 10055 rows and the EEG event files event file has 9999 rows]\n",
-      "sub-23_ses-01_run-2:\n",
-      "\t[ Bids event files: sub-23_ses-01_task-RSVPRestBlink_run-2_events.tsv]\n",
-      "\t[ EEG event files: sub-23_ses-01_task-RSVPRestBlink_run-2_eventstemp.tsv]\n",
-      "\t[ Bids event files: [10055 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [10055 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']]\n",
-      "sub-24_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-24_ses-01_task-RSVPRestBlink_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-24_ses-01_task-RSVPRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [19469 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [19469 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']]\n",
-      "sub-25_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-25_ses-01_task-RSVPRestBlink_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-25_ses-01_task-RSVPRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [19457 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [19457 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']]\n",
-      "sub-26_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-26_ses-01_task-RSVPRestBlink_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-26_ses-01_task-RSVPRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [20095 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [20095 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']]\n",
-      "sub-27_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-27_ses-01_task-RSVPRestBlink_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-27_ses-01_task-RSVPRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [19229 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [19229 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']]\n",
-      "\n",
-      "\n",
-      "ERROR Summary:\n",
-      "bcit_rsvp_baseline_01_initial_summary_log: Level ERROR\n",
-      "overall:\n",
-      "sub-01_ses-01_run-1:\n",
-      "sub-02_ses-01_run-1:\n",
-      "sub-03_ses-01_run-1:\n",
-      "sub-04_ses-01_run-1:\n",
-      "sub-05_ses-01_run-1:\n",
-      "sub-06_ses-01_run-1:\n",
-      "sub-07_ses-01_run-1:\n",
-      "sub-08_ses-01_run-1:\n",
-      "sub-09_ses-01_run-1:\n",
-      "sub-10_ses-01_run-1:\n",
-      "\t[ERROR The Bids event files file has 9283 rows and the EEG event files event file has 9438 rows]\n",
-      "sub-10_ses-01_run-2:\n",
-      "sub-11_ses-01_run-1:\n",
-      "sub-12_ses-01_run-1:\n",
-      "sub-13_ses-01_run-1:\n",
-      "sub-14_ses-01_run-1:\n",
-      "\t[ERROR The Bids event files file has 10311 rows and the EEG event files event file has 10544 rows]\n",
-      "sub-14_ses-01_run-2:\n",
-      "sub-15_ses-01_run-1:\n",
-      "sub-16_ses-01_run-1:\n",
-      "sub-17_ses-01_run-1:\n",
-      "sub-18_ses-01_run-1:\n",
-      "sub-19_ses-01_run-1:\n",
-      "\t[ERROR The Bids event files file has 3393 rows and the EEG event files event file has 16108 rows]\n",
-      "sub-19_ses-01_run-2:\n",
-      "sub-20_ses-01_run-1:\n",
-      "sub-21_ses-01_run-1:\n",
-      "sub-22_ses-01_run-1:\n",
-      "sub-23_ses-01_run-1:\n",
-      "\t[ERROR The Bids event files file has 10055 rows and the EEG event files event file has 9999 rows]\n",
-      "sub-23_ses-01_run-2:\n",
-      "sub-24_ses-01_run-1:\n",
-      "sub-25_ses-01_run-1:\n",
-      "sub-26_ses-01_run-1:\n",
-      "sub-27_ses-01_run-1:\n"
-     ]
-    }
-   ],
-   "source": [
-    "import os\n",
-    "import datetime\n",
-    "from hed.tools import BidsTabularDictionary, BidsTabularSummary, HedLogger, report_diffs\n",
-    "from hed.util import get_file_list\n",
-    "\n",
-    "# Variables to set for the specific dataset\n",
-    "bids_root_path = 'F:/ARLBidsStart/RSVPBaselineWorking'\n",
-    "exclude_dirs = ['sourcedata', 'stimuli', 'code']\n",
-    "entities = ('sub', 'ses', 'run')\n",
-    "bids_skip_columns = ['onset']\n",
-    "eeg_skip_columns = ['latency', 'urevent', 'imageid', 'gid', 'buttonpressduration', 'reactiontime',\n",
-    "                    'luminance', 'tgtsize',\t'tgtdistfromcenter', 'usertags']\n",
-    "log_name = 'bcit_rsvp_baseline_01_initial_summary_log'\n",
-    "\n",
-    "# Set up the logger\n",
-    "log_file_name = f\"code/curation_logs/{log_name}.txt\"\n",
-    "logger = HedLogger(name=log_name)\n",
-    "\n",
-    "# Construct the event file dictionaries for the BIDS and for EEG.event files\n",
-    "files_bids = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_events\", exclude_dirs=exclude_dirs)\n",
-    "bids_dict = BidsTabularDictionary(\"Bids event files\", files_bids, entities=entities)\n",
-    "files_eeg = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_eventstemp\", exclude_dirs=exclude_dirs)\n",
-    "eeg_dict = BidsTabularDictionary(\"EEG event files\", files_eeg, entities=entities)\n",
-    "\n",
-    "# Output a list of files for the two cases\n",
-    "print(f\"\\n{report_diffs(bids_dict, eeg_dict, logger)}\\n\\n\")\n",
-    "\n",
-    "# Create summary dictionaries of the original BIDS events files and output column names\n",
-    "bids_sum_all, bids_sum =  BidsTabularSummary.make_combined_dicts(bids_dict, skip_cols=bids_skip_columns)\n",
-    "print(f\"\\nSummary of all BIDS events files:\\n{bids_sum_all}\")\n",
-    "\n",
-    "eeg_sum_all, eeg_sum =  BidsTabularSummary.make_combined_dicts(eeg_dict, skip_cols=eeg_skip_columns)\n",
-    "print(f\"\\nSummary of all EEG.set events files:\\n{eeg_sum_all}\")\n",
-    "\n",
-    "# Output and save the log\n",
-    "log_string = \"\\n\\nLog output:\\n\" + logger.get_log_string()\n",
-    "error_string = \"\\n\\nERROR Summary:\\n\" + logger.get_log_string(level=\"ERROR\")\n",
-    "print(log_string)\n",
-    "print(error_string)\n",
-    "\n",
-    "save_path = os.path.join(bids_root_path, log_file_name)\n",
-    "with open(save_path, \"w\") as fp:\n",
-    "    fp.write(f\"{log_file_name} {datetime.datetime.now()}\\n\")\n",
-    "    fp.write(f\"\\n{bids_sum_all}\\n\")\n",
-    "    fp.write(f\"\\n{eeg_sum_all}\\n\")\n",
-    "    fp.write(log_string)\n",
-    "    fp.write(error_string)"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Set up the variables for producing a summary and construct dictionaries\n"
-    }
-   }
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 2
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
\ No newline at end of file
diff --git a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_rsvp_baseline/bcit_rsvp_baseline_02_initial_combination.ipynb b/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_rsvp_baseline/bcit_rsvp_baseline_02_initial_combination.ipynb
deleted file mode 100644
index 6ae597f..0000000
--- a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_rsvp_baseline/bcit_rsvp_baseline_02_initial_combination.ipynb
+++ /dev/null
@@ -1,485 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "source": [
-    "## Produce a consolidated events file for BCIT RSVP Baseline\n",
-    "\n",
-    "A copy of the EEG.event structure is dumped to the dataset as `eventstemp.tsv` files.\n",
-    "The `bcit_rsvp_baseline_01_initial_summary.ipynb` has already been run.\n",
-    "Manual review has confirmed that either both versions of the event files have the same\n",
-    "number of events or that the session had two runs and due to a bug in `ess2bids`,\n",
-    "the `events.tsv` file for run 1 is actually a copy of the `events.tsv` file from run 2.\n",
-    "\n",
-    "This notebook creates a `eventstemp1.tsv` for each:\n",
-    "1. Read the eeg events.\n",
-    "2. Remove unwanted columns and add `onset` and `duration` columns.\n",
-    "3. Reorder the columns to the `final_column_order`.\n",
-    "4. Replace all empty string and NaN entries with n/a.\n",
-    "5. Save as `_eventstemp1.tsv`."
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   }
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "\n",
-      "Log output:\n",
-      "bcit_rsvp_baseline_02_initial_combination_log: Level None\n",
-      "sub-01_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-01_ses-01_task-RSVPRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-01_ses-01_task-RSVPRestBlink_run-1_eventstemp1.tsv]\n",
-      "sub-02_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-02_ses-01_task-RSVPRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-02_ses-01_task-RSVPRestBlink_run-1_eventstemp1.tsv]\n",
-      "sub-03_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-03_ses-01_task-RSVPRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-03_ses-01_task-RSVPRestBlink_run-1_eventstemp1.tsv]\n",
-      "sub-04_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-04_ses-01_task-RSVPRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-04_ses-01_task-RSVPRestBlink_run-1_eventstemp1.tsv]\n",
-      "sub-05_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-05_ses-01_task-RSVPRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-05_ses-01_task-RSVPRestBlink_run-1_eventstemp1.tsv]\n",
-      "sub-06_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-06_ses-01_task-RSVPRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-06_ses-01_task-RSVPRestBlink_run-1_eventstemp1.tsv]\n",
-      "sub-07_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-07_ses-01_task-RSVPRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-07_ses-01_task-RSVPRestBlink_run-1_eventstemp1.tsv]\n",
-      "sub-08_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-08_ses-01_task-RSVPRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-08_ses-01_task-RSVPRestBlink_run-1_eventstemp1.tsv]\n",
-      "sub-09_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-09_ses-01_task-RSVPRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-09_ses-01_task-RSVPRestBlink_run-1_eventstemp1.tsv]\n",
-      "sub-10_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-10_ses-01_task-RSVPRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-10_ses-01_task-RSVPRestBlink_run-1_eventstemp1.tsv]\n",
-      "sub-10_ses-01_run-2:\n",
-      "\t[ Created a dataframe for sub-10_ses-01_task-RSVPRestBlink_run-2_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-10_ses-01_task-RSVPRestBlink_run-2_eventstemp1.tsv]\n",
-      "sub-11_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-11_ses-01_task-RSVPRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-11_ses-01_task-RSVPRestBlink_run-1_eventstemp1.tsv]\n",
-      "sub-12_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-12_ses-01_task-RSVPRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-12_ses-01_task-RSVPRestBlink_run-1_eventstemp1.tsv]\n",
-      "sub-13_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-13_ses-01_task-RSVPRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-13_ses-01_task-RSVPRestBlink_run-1_eventstemp1.tsv]\n",
-      "sub-14_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-14_ses-01_task-RSVPRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-14_ses-01_task-RSVPRestBlink_run-1_eventstemp1.tsv]\n",
-      "sub-14_ses-01_run-2:\n",
-      "\t[ Created a dataframe for sub-14_ses-01_task-RSVPRestBlink_run-2_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-14_ses-01_task-RSVPRestBlink_run-2_eventstemp1.tsv]\n",
-      "sub-15_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-15_ses-01_task-RSVPRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-15_ses-01_task-RSVPRestBlink_run-1_eventstemp1.tsv]\n",
-      "sub-16_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-16_ses-01_task-RSVPRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-16_ses-01_task-RSVPRestBlink_run-1_eventstemp1.tsv]\n",
-      "sub-17_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-17_ses-01_task-RSVPRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-17_ses-01_task-RSVPRestBlink_run-1_eventstemp1.tsv]\n",
-      "sub-18_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-18_ses-01_task-RSVPRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-18_ses-01_task-RSVPRestBlink_run-1_eventstemp1.tsv]\n",
-      "sub-19_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-19_ses-01_task-RSVPRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-19_ses-01_task-RSVPRestBlink_run-1_eventstemp1.tsv]\n",
-      "sub-19_ses-01_run-2:\n",
-      "\t[ Created a dataframe for sub-19_ses-01_task-RSVPRestBlink_run-2_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-19_ses-01_task-RSVPRestBlink_run-2_eventstemp1.tsv]\n",
-      "sub-20_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-20_ses-01_task-RSVPRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-20_ses-01_task-RSVPRestBlink_run-1_eventstemp1.tsv]\n",
-      "sub-21_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-21_ses-01_task-RSVPRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-21_ses-01_task-RSVPRestBlink_run-1_eventstemp1.tsv]\n",
-      "sub-22_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-22_ses-01_task-RSVPRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-22_ses-01_task-RSVPRestBlink_run-1_eventstemp1.tsv]\n",
-      "sub-23_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-23_ses-01_task-RSVPRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-23_ses-01_task-RSVPRestBlink_run-1_eventstemp1.tsv]\n",
-      "sub-23_ses-01_run-2:\n",
-      "\t[ Created a dataframe for sub-23_ses-01_task-RSVPRestBlink_run-2_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-23_ses-01_task-RSVPRestBlink_run-2_eventstemp1.tsv]\n",
-      "sub-24_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-24_ses-01_task-RSVPRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-24_ses-01_task-RSVPRestBlink_run-1_eventstemp1.tsv]\n",
-      "sub-25_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-25_ses-01_task-RSVPRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-25_ses-01_task-RSVPRestBlink_run-1_eventstemp1.tsv]\n",
-      "sub-26_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-26_ses-01_task-RSVPRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-26_ses-01_task-RSVPRestBlink_run-1_eventstemp1.tsv]\n",
-      "sub-27_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-27_ses-01_task-RSVPRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-27_ses-01_task-RSVPRestBlink_run-1_eventstemp1.tsv]\n",
-      "\n",
-      "\n",
-      "ERROR Summary:\n",
-      "bcit_rsvp_baseline_02_initial_combination_log: Level ERROR\n",
-      "sub-01_ses-01_run-1:\n",
-      "sub-02_ses-01_run-1:\n",
-      "sub-03_ses-01_run-1:\n",
-      "sub-04_ses-01_run-1:\n",
-      "sub-05_ses-01_run-1:\n",
-      "sub-06_ses-01_run-1:\n",
-      "sub-07_ses-01_run-1:\n",
-      "sub-08_ses-01_run-1:\n",
-      "sub-09_ses-01_run-1:\n",
-      "sub-10_ses-01_run-1:\n",
-      "sub-10_ses-01_run-2:\n",
-      "sub-11_ses-01_run-1:\n",
-      "sub-12_ses-01_run-1:\n",
-      "sub-13_ses-01_run-1:\n",
-      "sub-14_ses-01_run-1:\n",
-      "sub-14_ses-01_run-2:\n",
-      "sub-15_ses-01_run-1:\n",
-      "sub-16_ses-01_run-1:\n",
-      "sub-17_ses-01_run-1:\n",
-      "sub-18_ses-01_run-1:\n",
-      "sub-19_ses-01_run-1:\n",
-      "sub-19_ses-01_run-2:\n",
-      "sub-20_ses-01_run-1:\n",
-      "sub-21_ses-01_run-1:\n",
-      "sub-22_ses-01_run-1:\n",
-      "sub-23_ses-01_run-1:\n",
-      "sub-23_ses-01_run-2:\n",
-      "sub-24_ses-01_run-1:\n",
-      "sub-25_ses-01_run-1:\n",
-      "sub-26_ses-01_run-1:\n",
-      "sub-27_ses-01_run-1:\n"
-     ]
-    }
-   ],
-   "source": [
-    "import os\n",
-    "import datetime\n",
-    "from hed.tools import BidsTabularDictionary, HedLogger\n",
-    "from hed.util import get_file_list, get_new_dataframe, get_value_dict, replace_values\n",
-    "\n",
-    "# Variables to set for the specific dataset\n",
-    "bids_root_path = 'F:/ARLBidsStart/RsvpBaselineWorking'\n",
-    "exclude_dirs = ['sourcedata', 'stimuli', 'code']\n",
-    "entities = ('sub', 'ses', 'run')\n",
-    "eeg_drop_columns = ['urevent', 'usertags']\n",
-    "final_column_order = ['onset', 'duration', 'sample', 'value', 'gid', 'imageid',\n",
-    "                      'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance',\n",
-    "                      'imagelocation', 'imageclutter', 'luminance', 'tgtorientation',\n",
-    "                      'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter',\n",
-    "                      'numberoftargets', 'numberofclasses']\n",
-    "log_name = 'bcit_rsvp_baseline_02_initial_combination_log'\n",
-    "sampling_rate_file = os.path.realpath(os.path.join(bids_root_path, 'code/samplingRates.tsv'))\n",
-    "\n",
-    "# Set up the logger\n",
-    "log_file_name = f\"code/curation_logs/{log_name}.txt\"\n",
-    "logger = HedLogger(name=log_name)\n",
-    "\n",
-    "# Construct the event file dictionaries for the BIDS and for EEG.event files\n",
-    "files_eeg = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_eventstemp\", exclude_dirs=exclude_dirs)\n",
-    "eeg_dict = BidsTabularDictionary(\"EEG event files\", files_eeg, entities=entities)\n",
-    "sampling_dict = get_value_dict(sampling_rate_file)\n",
-    "\n",
-    "# Perform  the operations to combine the two versions of the event files\n",
-    "for key, file, rowcount, column_count in eeg_dict.iter_tsv_info():\n",
-    "    filename = eeg_dict.get_file_path(key)\n",
-    "    df_eeg = get_new_dataframe(filename)\n",
-    "    basename = os.path.basename(filename)\n",
-    "    logger.add(key, f\"Created a dataframe for {basename}\")\n",
-    "\n",
-    "    samplingRate = float(sampling_dict[basename[:-15]])\n",
-    "    logger.add(key, f\"Looked up sampling rate of {samplingRate}\")\n",
-    "\n",
-    "    df_eeg.drop(columns=eeg_drop_columns, inplace=True)\n",
-    "    logger.add(key, f\"Dropped {str(eeg_drop_columns)} drop_columns\")\n",
-    "    df_eeg['onset'] = df_eeg['latency']\n",
-    "    df_eeg['onset'] = df_eeg['onset'].subtract(1.0)\n",
-    "    df_eeg['onset'] = df_eeg['onset'].divide(samplingRate)\n",
-    "    logger.add(key, f\"Calculate onset from latency and add an onset column\")\n",
-    "    df_eeg['duration'] = 'n/a'\n",
-    "    logger.add(key, f\"Add a duration column\")\n",
-    "    df_eeg = df_eeg.rename(columns={\"latency\": \"sample\", \"type\": \"value\"})\n",
-    "    logger.add(key, f\"Rename the latency column as sample and type as value\")\n",
-    "    df_eeg = df_eeg.reindex(columns=final_column_order)\n",
-    "    logger.add(key, f\"Reordered the columns as {str(final_column_order)}\")\n",
-    "    num_replaced = replace_values(df_eeg, values=[' ', 'NaN'], replace_value='n/a')\n",
-    "    logger.add(key, f\"Replaced {num_replaced} blank or NaN values with n/a\")\n",
-    "    filename_out = filename[:-4] + \"1.tsv\"\n",
-    "    df_eeg.to_csv(filename_out, sep='\\t', index=False)\n",
-    "    logger.add(key, f\"Saved as {os.path.basename(filename_out)}\")\n",
-    "\n",
-    "# Output and save the log\n",
-    "log_string = \"\\n\\nLog output:\\n\" + logger.get_log_string()\n",
-    "error_string = \"\\n\\nERROR Summary:\\n\" + logger.get_log_string(level=\"ERROR\")\n",
-    "print(log_string)\n",
-    "print(error_string)\n",
-    "\n",
-    "save_path = os.path.join(bids_root_path, log_file_name)\n",
-    "with open(save_path, \"w\") as fp:\n",
-    "    fp.write(f\"{log_file_name} {datetime.datetime.now()}\\n\")\n",
-    "    fp.write(log_string)\n",
-    "    fp.write(error_string)"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Setup the structure and column names\n"
-    }
-   }
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 2
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
\ No newline at end of file
diff --git a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_rsvp_baseline/bcit_rsvp_baseline_03_remove_files.ipynb b/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_rsvp_baseline/bcit_rsvp_baseline_03_remove_files.ipynb
deleted file mode 100644
index da90c23..0000000
--- a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_rsvp_baseline/bcit_rsvp_baseline_03_remove_files.ipynb
+++ /dev/null
@@ -1,326 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "collapsed": true,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   },
-   "source": [
-    "## Remove the extra files from BCIT RSVP Baseline\n",
-    "\n",
-    "This script assumes that you have copied the RsvpBaselineWorking directory into\n",
-    "the RsvpBaselineWorkingPhaseTwo directory.\n",
-    "\n",
-    "This script removes `_events.tsv` and `_eventstemp.tsv` and then\n",
-    "renames `_eventstemp1.tsv` to `_events.tsv`."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "\n",
-      "Log output:\n",
-      "bcit_rsvp_baseline_03_remove_files_log: Level None\n",
-      "sub-01_ses-01_run-1:\n",
-      "\t[ Remove sub-01_ses-01_task-RSVPRestBlink_run-1_events.tsv]\n",
-      "\t[ Removed sub-01_ses-01_task-RSVPRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-01_ses-01_task-RSVPRestBlink_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-01_ses-01_task-RSVPRestBlink_run-1_events.tsv]\n",
-      "sub-02_ses-01_run-1:\n",
-      "\t[ Remove sub-02_ses-01_task-RSVPRestBlink_run-1_events.tsv]\n",
-      "\t[ Removed sub-02_ses-01_task-RSVPRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-02_ses-01_task-RSVPRestBlink_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-02_ses-01_task-RSVPRestBlink_run-1_events.tsv]\n",
-      "sub-03_ses-01_run-1:\n",
-      "\t[ Remove sub-03_ses-01_task-RSVPRestBlink_run-1_events.tsv]\n",
-      "\t[ Removed sub-03_ses-01_task-RSVPRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-03_ses-01_task-RSVPRestBlink_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-03_ses-01_task-RSVPRestBlink_run-1_events.tsv]\n",
-      "sub-04_ses-01_run-1:\n",
-      "\t[ Remove sub-04_ses-01_task-RSVPRestBlink_run-1_events.tsv]\n",
-      "\t[ Removed sub-04_ses-01_task-RSVPRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-04_ses-01_task-RSVPRestBlink_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-04_ses-01_task-RSVPRestBlink_run-1_events.tsv]\n",
-      "sub-05_ses-01_run-1:\n",
-      "\t[ Remove sub-05_ses-01_task-RSVPRestBlink_run-1_events.tsv]\n",
-      "\t[ Removed sub-05_ses-01_task-RSVPRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-05_ses-01_task-RSVPRestBlink_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-05_ses-01_task-RSVPRestBlink_run-1_events.tsv]\n",
-      "sub-06_ses-01_run-1:\n",
-      "\t[ Remove sub-06_ses-01_task-RSVPRestBlink_run-1_events.tsv]\n",
-      "\t[ Removed sub-06_ses-01_task-RSVPRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-06_ses-01_task-RSVPRestBlink_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-06_ses-01_task-RSVPRestBlink_run-1_events.tsv]\n",
-      "sub-07_ses-01_run-1:\n",
-      "\t[ Remove sub-07_ses-01_task-RSVPRestBlink_run-1_events.tsv]\n",
-      "\t[ Removed sub-07_ses-01_task-RSVPRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-07_ses-01_task-RSVPRestBlink_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-07_ses-01_task-RSVPRestBlink_run-1_events.tsv]\n",
-      "sub-08_ses-01_run-1:\n",
-      "\t[ Remove sub-08_ses-01_task-RSVPRestBlink_run-1_events.tsv]\n",
-      "\t[ Removed sub-08_ses-01_task-RSVPRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-08_ses-01_task-RSVPRestBlink_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-08_ses-01_task-RSVPRestBlink_run-1_events.tsv]\n",
-      "sub-09_ses-01_run-1:\n",
-      "\t[ Remove sub-09_ses-01_task-RSVPRestBlink_run-1_events.tsv]\n",
-      "\t[ Removed sub-09_ses-01_task-RSVPRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-09_ses-01_task-RSVPRestBlink_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-09_ses-01_task-RSVPRestBlink_run-1_events.tsv]\n",
-      "sub-10_ses-01_run-1:\n",
-      "\t[ Remove sub-10_ses-01_task-RSVPRestBlink_run-1_events.tsv]\n",
-      "\t[ Removed sub-10_ses-01_task-RSVPRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-10_ses-01_task-RSVPRestBlink_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-10_ses-01_task-RSVPRestBlink_run-1_events.tsv]\n",
-      "sub-10_ses-01_run-2:\n",
-      "\t[ Remove sub-10_ses-01_task-RSVPRestBlink_run-2_events.tsv]\n",
-      "\t[ Removed sub-10_ses-01_task-RSVPRestBlink_run-2_eventstemp.tsv]\n",
-      "\t[ Renamed sub-10_ses-01_task-RSVPRestBlink_run-2_eventstemp1.tsv\n",
-      "\t\tto sub-10_ses-01_task-RSVPRestBlink_run-2_events.tsv]\n",
-      "sub-11_ses-01_run-1:\n",
-      "\t[ Remove sub-11_ses-01_task-RSVPRestBlink_run-1_events.tsv]\n",
-      "\t[ Removed sub-11_ses-01_task-RSVPRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-11_ses-01_task-RSVPRestBlink_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-11_ses-01_task-RSVPRestBlink_run-1_events.tsv]\n",
-      "sub-12_ses-01_run-1:\n",
-      "\t[ Remove sub-12_ses-01_task-RSVPRestBlink_run-1_events.tsv]\n",
-      "\t[ Removed sub-12_ses-01_task-RSVPRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-12_ses-01_task-RSVPRestBlink_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-12_ses-01_task-RSVPRestBlink_run-1_events.tsv]\n",
-      "sub-13_ses-01_run-1:\n",
-      "\t[ Remove sub-13_ses-01_task-RSVPRestBlink_run-1_events.tsv]\n",
-      "\t[ Removed sub-13_ses-01_task-RSVPRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-13_ses-01_task-RSVPRestBlink_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-13_ses-01_task-RSVPRestBlink_run-1_events.tsv]\n",
-      "sub-14_ses-01_run-1:\n",
-      "\t[ Remove sub-14_ses-01_task-RSVPRestBlink_run-1_events.tsv]\n",
-      "\t[ Removed sub-14_ses-01_task-RSVPRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-14_ses-01_task-RSVPRestBlink_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-14_ses-01_task-RSVPRestBlink_run-1_events.tsv]\n",
-      "sub-14_ses-01_run-2:\n",
-      "\t[ Remove sub-14_ses-01_task-RSVPRestBlink_run-2_events.tsv]\n",
-      "\t[ Removed sub-14_ses-01_task-RSVPRestBlink_run-2_eventstemp.tsv]\n",
-      "\t[ Renamed sub-14_ses-01_task-RSVPRestBlink_run-2_eventstemp1.tsv\n",
-      "\t\tto sub-14_ses-01_task-RSVPRestBlink_run-2_events.tsv]\n",
-      "sub-15_ses-01_run-1:\n",
-      "\t[ Remove sub-15_ses-01_task-RSVPRestBlink_run-1_events.tsv]\n",
-      "\t[ Removed sub-15_ses-01_task-RSVPRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-15_ses-01_task-RSVPRestBlink_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-15_ses-01_task-RSVPRestBlink_run-1_events.tsv]\n",
-      "sub-16_ses-01_run-1:\n",
-      "\t[ Remove sub-16_ses-01_task-RSVPRestBlink_run-1_events.tsv]\n",
-      "\t[ Removed sub-16_ses-01_task-RSVPRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-16_ses-01_task-RSVPRestBlink_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-16_ses-01_task-RSVPRestBlink_run-1_events.tsv]\n",
-      "sub-17_ses-01_run-1:\n",
-      "\t[ Remove sub-17_ses-01_task-RSVPRestBlink_run-1_events.tsv]\n",
-      "\t[ Removed sub-17_ses-01_task-RSVPRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-17_ses-01_task-RSVPRestBlink_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-17_ses-01_task-RSVPRestBlink_run-1_events.tsv]\n",
-      "sub-18_ses-01_run-1:\n",
-      "\t[ Remove sub-18_ses-01_task-RSVPRestBlink_run-1_events.tsv]\n",
-      "\t[ Removed sub-18_ses-01_task-RSVPRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-18_ses-01_task-RSVPRestBlink_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-18_ses-01_task-RSVPRestBlink_run-1_events.tsv]\n",
-      "sub-19_ses-01_run-1:\n",
-      "\t[ Remove sub-19_ses-01_task-RSVPRestBlink_run-1_events.tsv]\n",
-      "\t[ Removed sub-19_ses-01_task-RSVPRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-19_ses-01_task-RSVPRestBlink_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-19_ses-01_task-RSVPRestBlink_run-1_events.tsv]\n",
-      "sub-19_ses-01_run-2:\n",
-      "\t[ Remove sub-19_ses-01_task-RSVPRestBlink_run-2_events.tsv]\n",
-      "\t[ Removed sub-19_ses-01_task-RSVPRestBlink_run-2_eventstemp.tsv]\n",
-      "\t[ Renamed sub-19_ses-01_task-RSVPRestBlink_run-2_eventstemp1.tsv\n",
-      "\t\tto sub-19_ses-01_task-RSVPRestBlink_run-2_events.tsv]\n",
-      "sub-20_ses-01_run-1:\n",
-      "\t[ Remove sub-20_ses-01_task-RSVPRestBlink_run-1_events.tsv]\n",
-      "\t[ Removed sub-20_ses-01_task-RSVPRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-20_ses-01_task-RSVPRestBlink_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-20_ses-01_task-RSVPRestBlink_run-1_events.tsv]\n",
-      "sub-21_ses-01_run-1:\n",
-      "\t[ Remove sub-21_ses-01_task-RSVPRestBlink_run-1_events.tsv]\n",
-      "\t[ Removed sub-21_ses-01_task-RSVPRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-21_ses-01_task-RSVPRestBlink_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-21_ses-01_task-RSVPRestBlink_run-1_events.tsv]\n",
-      "sub-22_ses-01_run-1:\n",
-      "\t[ Remove sub-22_ses-01_task-RSVPRestBlink_run-1_events.tsv]\n",
-      "\t[ Removed sub-22_ses-01_task-RSVPRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-22_ses-01_task-RSVPRestBlink_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-22_ses-01_task-RSVPRestBlink_run-1_events.tsv]\n",
-      "sub-23_ses-01_run-1:\n",
-      "\t[ Remove sub-23_ses-01_task-RSVPRestBlink_run-1_events.tsv]\n",
-      "\t[ Removed sub-23_ses-01_task-RSVPRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-23_ses-01_task-RSVPRestBlink_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-23_ses-01_task-RSVPRestBlink_run-1_events.tsv]\n",
-      "sub-23_ses-01_run-2:\n",
-      "\t[ Remove sub-23_ses-01_task-RSVPRestBlink_run-2_events.tsv]\n",
-      "\t[ Removed sub-23_ses-01_task-RSVPRestBlink_run-2_eventstemp.tsv]\n",
-      "\t[ Renamed sub-23_ses-01_task-RSVPRestBlink_run-2_eventstemp1.tsv\n",
-      "\t\tto sub-23_ses-01_task-RSVPRestBlink_run-2_events.tsv]\n",
-      "sub-24_ses-01_run-1:\n",
-      "\t[ Remove sub-24_ses-01_task-RSVPRestBlink_run-1_events.tsv]\n",
-      "\t[ Removed sub-24_ses-01_task-RSVPRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-24_ses-01_task-RSVPRestBlink_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-24_ses-01_task-RSVPRestBlink_run-1_events.tsv]\n",
-      "sub-25_ses-01_run-1:\n",
-      "\t[ Remove sub-25_ses-01_task-RSVPRestBlink_run-1_events.tsv]\n",
-      "\t[ Removed sub-25_ses-01_task-RSVPRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-25_ses-01_task-RSVPRestBlink_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-25_ses-01_task-RSVPRestBlink_run-1_events.tsv]\n",
-      "sub-26_ses-01_run-1:\n",
-      "\t[ Remove sub-26_ses-01_task-RSVPRestBlink_run-1_events.tsv]\n",
-      "\t[ Removed sub-26_ses-01_task-RSVPRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-26_ses-01_task-RSVPRestBlink_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-26_ses-01_task-RSVPRestBlink_run-1_events.tsv]\n",
-      "sub-27_ses-01_run-1:\n",
-      "\t[ Remove sub-27_ses-01_task-RSVPRestBlink_run-1_events.tsv]\n",
-      "\t[ Removed sub-27_ses-01_task-RSVPRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-27_ses-01_task-RSVPRestBlink_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-27_ses-01_task-RSVPRestBlink_run-1_events.tsv]\n",
-      "\n",
-      "\n",
-      "ERROR Summary:\n",
-      "bcit_rsvp_baseline_03_remove_files_log: Level ERROR\n",
-      "sub-01_ses-01_run-1:\n",
-      "sub-02_ses-01_run-1:\n",
-      "sub-03_ses-01_run-1:\n",
-      "sub-04_ses-01_run-1:\n",
-      "sub-05_ses-01_run-1:\n",
-      "sub-06_ses-01_run-1:\n",
-      "sub-07_ses-01_run-1:\n",
-      "sub-08_ses-01_run-1:\n",
-      "sub-09_ses-01_run-1:\n",
-      "sub-10_ses-01_run-1:\n",
-      "sub-10_ses-01_run-2:\n",
-      "sub-11_ses-01_run-1:\n",
-      "sub-12_ses-01_run-1:\n",
-      "sub-13_ses-01_run-1:\n",
-      "sub-14_ses-01_run-1:\n",
-      "sub-14_ses-01_run-2:\n",
-      "sub-15_ses-01_run-1:\n",
-      "sub-16_ses-01_run-1:\n",
-      "sub-17_ses-01_run-1:\n",
-      "sub-18_ses-01_run-1:\n",
-      "sub-19_ses-01_run-1:\n",
-      "sub-19_ses-01_run-2:\n",
-      "sub-20_ses-01_run-1:\n",
-      "sub-21_ses-01_run-1:\n",
-      "sub-22_ses-01_run-1:\n",
-      "sub-23_ses-01_run-1:\n",
-      "sub-23_ses-01_run-2:\n",
-      "sub-24_ses-01_run-1:\n",
-      "sub-25_ses-01_run-1:\n",
-      "sub-26_ses-01_run-1:\n",
-      "sub-27_ses-01_run-1:\n"
-     ]
-    }
-   ],
-   "source": [
-    "import os\n",
-    "import datetime\n",
-    "from hed.tools import BidsTabularDictionary, HedLogger\n",
-    "from hed.util import get_file_list\n",
-    "\n",
-    "# Variables to set for the specific dataset\n",
-    "bids_root_path = 's:/bcit/RsvpBaselineWorkingPhaseTwo'\n",
-    "exclude_dirs = ['sourcedata', 'stimuli', 'code']\n",
-    "entities = ('sub', 'ses', 'run')\n",
-    "log_name = 'bcit_rsvp_baseline_03_remove_files_log'\n",
-    "\n",
-    "# Set up the logger\n",
-    "log_file_name = f\"code/curation_logs/{log_name}.txt\"\n",
-    "logger = HedLogger(name=log_name)\n",
-    "\n",
-    "# Make sure that there actually are temp_files to move\n",
-    "temp_files = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_eventstemp\", exclude_dirs=exclude_dirs)\n",
-    "if not temp_files:\n",
-    "    raise Exception(\"There are no eventstemp files to move to events\")\n",
-    "\n",
-    "# Construct the event file dictionaries for the BIDS event files\n",
-    "files_bids = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_events\", exclude_dirs=exclude_dirs)\n",
-    "bids_dict = BidsTabularDictionary(\"Bids event files\", files_bids, entities=entities)\n",
-    "\n",
-    "# Remove the appropriate files\n",
-    "for key, file in bids_dict.iter_files():\n",
-    "    # Remove events.tsv\n",
-    "    filename = file.file_path\n",
-    "    os.remove(filename)\n",
-    "    logger.add(key, f\"Remove {os.path.basename(filename)}\")\n",
-    "\n",
-    "    # Remove eventstemp.tsv\n",
-    "    filename_temp = filename[:-4] + \"temp.tsv\"\n",
-    "    if os.path.isfile(filename_temp):\n",
-    "        os.remove(filename_temp)\n",
-    "        logger.add(key, f\"Removed {os.path.basename(filename_temp)}\")\n",
-    "    else:\n",
-    "        logger.add(key, f\"{os.path.basename(filename_temp)} does not exist and could not be removed\", level=\"ERROR\", also_print=True)\n",
-    "\n",
-    "    # Move eventstemp1.tsv to events.tsv\n",
-    "    filename_temp1 = filename[:-4] + \"temp1.tsv\"\n",
-    "    if os.path.isfile(filename_temp1):\n",
-    "        os.rename(filename_temp1, filename)\n",
-    "        logger.add(key, f\"Renamed {os.path.basename(filename_temp1)}\\n\\t\\tto {os.path.basename(filename)}\")\n",
-    "    else:\n",
-    "        logger.add(key, f\"{os.path.basename(filename_temp1)} does not exist and could not be moved\", level=\"ERROR\", also_print=True)\n",
-    "\n",
-    "# Now make sure there aren't any unexpected leftovers\n",
-    "temp_files = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_eventstemp\", exclude_dirs=exclude_dirs)\n",
-    "if temp_files:\n",
-    "    for file in temp_files:\n",
-    "        logger.add('', f\"{os.path.basename(file)} is unexpectedly left over\", level=\"ERROR\", also_print=True)\n",
-    "\n",
-    "temp1_files = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_eventstemp1\",\n",
-    "                           exclude_dirs=exclude_dirs)\n",
-    "if temp1_files:\n",
-    "    for file in temp1_files:\n",
-    "        logger.add('', f\"{os.path.basename(file)} is unexpectedly left over\", level=\"ERROR\", also_print=True)\n",
-    "\n",
-    "# Print the log\n",
-    "log_string = \"\\n\\nLog output:\\n\" + logger.get_log_string()\n",
-    "error_string = \"\\n\\nERROR Summary:\\n\" + logger.get_log_string(level=\"ERROR\")\n",
-    "print(log_string)\n",
-    "print(error_string)\n",
-    "save_path = os.path.join(bids_root_path, log_file_name)\n",
-    "with open(save_path, \"w\") as fp:\n",
-    "    fp.write(f\"{log_file_name} {datetime.datetime.now()}\\n\")\n",
-    "    fp.write(log_string)\n",
-    "    fp.write(error_string)"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Set up the directories and create a dictionary for _events.tsv\n"
-    }
-   }
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 2
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
\ No newline at end of file
diff --git a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_rsvp_baseline/bcit_rsvp_baseline_04_generate_sidecar.ipynb b/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_rsvp_baseline/bcit_rsvp_baseline_04_generate_sidecar.ipynb
deleted file mode 100644
index 2b66ecc..0000000
--- a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_rsvp_baseline/bcit_rsvp_baseline_04_generate_sidecar.ipynb
+++ /dev/null
@@ -1,124 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "collapsed": true,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   },
-   "source": [
-    "## Generate a JSON events sidecar template and spreadsheet from a BIDS dataset\n",
-    "\n",
-    "This generates a JSON events sidecar template and a corresponding 4-column spreadsheet\n",
-    "for the BCIT RSVP Baseline data.\n",
-    "\n",
-    "For tutorial examples of this process see the Jupyter notebooks:\n",
-    "- [`bids_generate_sidecar.ipynb`](https://github.com/hed-standard/hed-examples/blob/main/hedcode/jupyter_notebooks/bids_processing/bids_generate_sidecar.ipynb)\n",
-    "- [`bids_sidecar_to_spreadsheet.ipynb`](https://github.com/hed-standard/hed-examples/blob/main/hedcode/jupyter_notebooks/bids_processing/bids_sidecar_to_spreadsheet.ipynb)\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "source": [
-    "import os\n",
-    "import json\n",
-    "import datetime\n",
-    "from hed.tools import hed_to_df, BidsTabularSummary, HedLogger\n",
-    "from hed.util import get_file_list\n",
-    "\n",
-    "# Variables to set for the specific dataset\n",
-    "bids_root_path = 's:/bcit/RsvpBaselineWorkingPhaseTwo'\n",
-    "json_path = os.path.realpath(os.path.join(bids_root_path, 'task-RSVPRestBlink_events.json'))\n",
-    "spreadsheet_path = os.path.realpath(os.path.join(bids_root_path, 'code/task-RSVPRestBlink_hed_spreadsheet.tsv'))\n",
-    "exclude_dirs = ['sourcedata', 'stimuli', 'code']\n",
-    "entities = ('sub', 'ses', 'run')\n",
-    "value_columns = ['gid', 'imageid', 'buttonpressduration', 'reactiontime', 'luminance', 'tgtorientation',\n",
-    "                 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses']\n",
-    "skip_columns = ['onset', 'duration', 'sample']\n",
-    "log_name = 'bcit_rsvp_baseline_04_generate_sidecar_log'\n",
-    "\n",
-    "# Set up the logger\n",
-    "log_file_name = f\"code/curation_logs/{log_name}.txt\"\n",
-    "logger = HedLogger(name=log_name)\n",
-    "\n",
-    "# Construct the list of .event files\n",
-    "bids_files = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_events\", exclude_dirs=exclude_dirs)\n",
-    "\n",
-    "# Construct the event file value summary and generate a sidecar template representing dataset\n",
-    "logger.add(\"overall\", f\"Summarizing {len(bids_files)}\")\n",
-    "value_summary = BidsTabularSummary(value_cols=value_columns, skip_cols=skip_columns, name=\"BCIT RSVP Baseline\")\n",
-    "value_summary.update(bids_files)\n",
-    "sidecar_template = value_summary.extract_sidecar_template()\n",
-    "with open(json_path, 'w') as fp:\n",
-    "   json.dump(sidecar_template, fp, indent=4)\n",
-    "logger.add(\"overall\", f\"Saving a JSON sidecar template to {os.path.basename(json_path)}\")\n",
-    "\n",
-    "hed_spreadsheet = hed_to_df(sidecar_template)\n",
-    "logger.add(\"overall\", f\"Creating a spreadsheet template and saving to {os.path.basename(spreadsheet_path)}\")\n",
-    "hed_spreadsheet.to_csv(spreadsheet_path, sep='\\t', index=False,)\n",
-    "\n",
-    "# Print the log\n",
-    "log_string = \"\\n\\nLog output:\\n\" + logger.get_log_string()\n",
-    "error_string = \"\\n\\nERROR Summary:\\n\" + logger.get_log_string(level=\"ERROR\")\n",
-    "print(log_string)\n",
-    "print(error_string)\n",
-    "save_path = os.path.join(bids_root_path, log_file_name)\n",
-    "with open(save_path, \"w\") as fp:\n",
-    "    fp.write(f\"{log_file_name} {datetime.datetime.now()}\\n\")\n",
-    "    fp.write(log_string)\n",
-    "    fp.write(error_string)"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Set up the directories and create a dictionary for events.tsv files\n"
-    }
-   },
-   "execution_count": 1,
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "\n",
-      "Log output:\n",
-      "bcit_rsvp_baseline_04_generate_sidecar_log: Level None\n",
-      "overall:\n",
-      "\t[ Summarizing 31]\n",
-      "\t[ Saving a JSON sidecar template to task-RSVPRestBlink_events.json]\n",
-      "\t[ Creating a spreadsheet template and saving to task-RSVPRestBlink_hed_spreadsheet.tsv]\n",
-      "\n",
-      "\n",
-      "ERROR Summary:\n",
-      "bcit_rsvp_baseline_04_generate_sidecar_log: Level ERROR\n",
-      "overall:\n"
-     ]
-    }
-   ]
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 2
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
\ No newline at end of file
diff --git a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_rsvp_baseline/bcit_rsvp_baseline_05_analyze_channels.ipynb b/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_rsvp_baseline/bcit_rsvp_baseline_05_analyze_channels.ipynb
deleted file mode 100644
index 602b3c7..0000000
--- a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_rsvp_baseline/bcit_rsvp_baseline_05_analyze_channels.ipynb
+++ /dev/null
@@ -1,142 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "collapsed": true,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   },
-   "source": [
-    "## Analyze the channels for the RSVP Baseline\n",
-    "\n",
-    "This notebook assumes that a JSON dictionary called `originalChannels.json`\n",
-    "has been created in the `/code` subdirectory of the dataset."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "\n",
-      "Log output:\n",
-      "rsvp_baseline_05_analyze_channels_log: Level None\n",
-      "sub-01_ses-01_task-RSVPRestBlink_run-1_eeg.set:\n",
-      "\t[ This key has 31 files with the same 262 channels]\n",
-      "\t[ The channels are ['A1', 'A2', 'A3', 'A4', 'A5', 'A6', 'A7', 'A8', 'A9', 'A10', 'A11', 'A12', 'A13', 'A14', 'A15', 'A16', 'A17', 'A18', 'A19', 'A20', 'A21', 'A22', 'A23', 'A24', 'A25', 'A26', 'A27', 'A28', 'A29', 'A30', 'A31', 'A32', 'B1', 'B2', 'B3', 'B4', 'B5', 'B6', 'B7', 'B8', 'B9', 'B10', 'B11', 'B12', 'B13', 'B14', 'B15', 'B16', 'B17', 'B18', 'B19', 'B20', 'B21', 'B22', 'B23', 'B24', 'B25', 'B26', 'B27', 'B28', 'B29', 'B30', 'B31', 'B32', 'C1', 'C2', 'C3', 'C4', 'C5', 'C6', 'C7', 'C8', 'C9', 'C10', 'C11', 'C12', 'C13', 'C14', 'C15', 'C16', 'C17', 'C18', 'C19', 'C20', 'C21', 'C22', 'C23', 'C24', 'C25', 'C26', 'C27', 'C28', 'C29', 'C30', 'C31', 'C32', 'D1', 'D2', 'D3', 'D4', 'D5', 'D6', 'D7', 'D8', 'D9', 'D10', 'D11', 'D12', 'D13', 'D14', 'D15', 'D16', 'D17', 'D18', 'D19', 'D20', 'D21', 'D22', 'D23', 'D24', 'D25', 'D26', 'D27', 'D28', 'D29', 'D30', 'D31', 'D32', 'E1', 'E2', 'E3', 'E4', 'E5', 'E6', 'E7', 'E8', 'E9', 'E10', 'E11', 'E12', 'E13', 'E14', 'E15', 'E16', 'E17', 'E18', 'E19', 'E20', 'E21', 'E22', 'E23', 'E24', 'E25', 'E26', 'E27', 'E28', 'E29', 'E30', 'E31', 'E32', 'F1', 'F2', 'F3', 'F4', 'F5', 'F6', 'F7', 'F8', 'F9', 'F10', 'F11', 'F12', 'F13', 'F14', 'F15', 'F16', 'F17', 'F18', 'F19', 'F20', 'F21', 'F22', 'F23', 'F24', 'F25', 'F26', 'F27', 'F28', 'F29', 'F30', 'F31', 'F32', 'G1', 'G2', 'G3', 'G4', 'G5', 'G6', 'G7', 'G8', 'G9', 'G10', 'G11', 'G12', 'G13', 'G14', 'G15', 'G16', 'G17', 'G18', 'G19', 'G20', 'G21', 'G22', 'G23', 'G24', 'G25', 'G26', 'G27', 'G28', 'G29', 'G30', 'G31', 'G32', 'H1', 'H2', 'H3', 'H4', 'H5', 'H6', 'H7', 'H8', 'H9', 'H10', 'H11', 'H12', 'H13', 'H14', 'H15', 'H16', 'H17', 'H18', 'H19', 'H20', 'H21', 'H22', 'H23', 'H24', 'H25', 'H26', 'H27', 'H28', 'H29', 'H30', 'H31', 'H32', 'EXG1', 'EXG2', 'EXG3', 'EXG4', 'EXG5', 'EXG6']]\n",
-      "Overall:\n",
-      "\t[ Dataset has 262 unique channels]\n",
-      "\t[ {'C30', 'C31', 'B25', 'D14', 'D20', 'E20', 'F4', 'D26', 'E21', 'F22', 'G12', 'G29', 'A16', 'H3', 'F23', 'B15', 'H5', 'D23', 'D18', 'A14', 'G25', 'G31', 'B4', 'F12', 'G14', 'B26', 'E8', 'C5', 'E11', 'D6', 'A31', 'F31', 'B21', 'A32', 'C12', 'EXG1', 'B9', 'G21', 'A27', 'D28', 'G20', 'E19', 'F27', 'EXG6', 'C3', 'C19', 'G32', 'E3', 'F7', 'C28', 'H4', 'C1', 'H21', 'G15', 'D8', 'F18', 'A3', 'B30', 'A11', 'E32', 'B28', 'C7', 'H16', 'H31', 'D11', 'C26', 'G6', 'C17', 'E12', 'G23', 'EXG2', 'G8', 'B3', 'C13', 'F17', 'G18', 'B31', 'D5', 'C23', 'E13', 'F30', 'E10', 'A15', 'D12', 'D21', 'E1', 'A29', 'E16', 'C21', 'C16', 'H14', 'B8', 'D24', 'G2', 'C25', 'F13', 'B10', 'F10', 'G24', 'A12', 'E26', 'H32', 'E30', 'D17', 'E7', 'B6', 'E31', 'H11', 'C15', 'C9', 'F25', 'C29', 'EXG4', 'H24', 'B7', 'D32', 'H22', 'C2', 'A24', 'E15', 'H15', 'D25', 'B5', 'F19', 'C32', 'D4', 'E5', 'F1', 'H27', 'C18', 'H8', 'F28', 'G28', 'F24', 'A13', 'B16', 'B27', 'B12', 'E17', 'B2', 'F14', 'C6', 'B32', 'A7', 'B24', 'D19', 'D7', 'H20', 'B1', 'A23', 'A25', 'B17', 'C20', 'D3', 'A5', 'A4', 'A26', 'G27', 'G26', 'C24', 'D22', 'B22', 'B14', 'H2', 'H25', 'C11', 'E14', 'C4', 'H28', 'EXG5', 'D30', 'A1', 'H26', 'D27', 'G10', 'C27', 'A10', 'A2', 'G13', 'E22', 'G30', 'F20', 'F3', 'G19', 'A8', 'H18', 'A20', 'E28', 'D10', 'F26', 'A19', 'H17', 'G17', 'C8', 'A17', 'F6', 'C14', 'F8', 'H29', 'B11', 'B19', 'E27', 'D2', 'F15', 'G16', 'C22', 'D15', 'E25', 'G7', 'E2', 'H23', 'H7', 'D16', 'G5', 'G1', 'B23', 'F11', 'H10', 'A6', 'F32', 'G9', 'D29', 'H30', 'A18', 'F16', 'F21', 'A21', 'EXG3', 'F2', 'E29', 'F9', 'A28', 'E9', 'G22', 'A9', 'H13', 'A30', 'D31', 'B13', 'E23', 'D9', 'H19', 'E4', 'B18', 'B20', 'H1', 'G3', 'G11', 'H12', 'F5', 'A22', 'C10', 'E6', 'E18', 'E24', 'H9', 'D13', 'F29', 'G4', 'D1', 'B29', 'H6'}]\n",
-      "\n",
-      "\n",
-      "ERROR Summary:\n",
-      "rsvp_baseline_05_analyze_channels_log: Level ERROR\n",
-      "sub-01_ses-01_task-RSVPRestBlink_run-1_eeg.set:\n",
-      "Overall:\n"
-     ]
-    }
-   ],
-   "source": [
-    "import os\n",
-    "import datetime\n",
-    "import json\n",
-    "from hed.tools import HedLogger\n",
-    "from hed.util import get_file_list\n",
-    "\n",
-    "# Variables to set for the specific dataset\n",
-    "bids_root_path = 's:/bcit/RSVPBaselineWorkingPhaseTwo'\n",
-    "exclude_dirs = ['sourcedata', 'stimuli', 'code']\n",
-    "entities = ('sub', 'ses', 'run')\n",
-    "log_name = 'rsvp_baseline_05_analyze_channels_log'\n",
-    "channel_file = os.path.realpath(os.path.join(bids_root_path, \"code/channelsOriginal.json\"))\n",
-    "\n",
-    "# Set up the logger\n",
-    "log_file_name = f\"code/curation_logs/{log_name}.txt\"\n",
-    "logger = HedLogger(name=log_name)\n",
-    "\n",
-    "# Load the channels file\n",
-    "with open(channel_file, 'r') as fp:\n",
-    "    channel_info = json.load(fp)\n",
-    "\n",
-    "# Make the file list and dictionary for _events\n",
-    "eeg_files = get_file_list(bids_root_path, extensions=[\".set\"], name_suffix=\"_eeg\", exclude_dirs=exclude_dirs)\n",
-    "\n",
-    "# Create the dictionaries of channels\n",
-    "key_list = list(channel_info.keys())\n",
-    "unique_dict = {}\n",
-    "name_dict = {}\n",
-    "for file_key, item in channel_info.items():\n",
-    "    search_key = None\n",
-    "    for skey in name_dict.keys():\n",
-    "        if item == channel_info[skey]:\n",
-    "            search_key = skey\n",
-    "            break\n",
-    "    if search_key:\n",
-    "        search_values = name_dict[search_key]\n",
-    "        name_dict[search_key].append(file_key)\n",
-    "    else:\n",
-    "        name_dict[file_key] = [file_key]\n",
-    "\n",
-    "# Now check the order of the elements in the list:\n",
-    "all_channels = set\n",
-    "for file_key, file_list in name_dict.items():\n",
-    "    logger.add(file_key, f\"This key has {len(file_list)} files with the same {len(channel_info[file_key])} channels\")\n",
-    "    logger.add(file_key, f\"The channels are {str(channel_info[file_key])}\")\n",
-    "\n",
-    "\n",
-    "key_list = list(name_dict.keys())\n",
-    "union_channels = set()\n",
-    "inter_channels = set(channel_info[key_list[0]])\n",
-    "for file_key in key_list:\n",
-    "    union_channels = union_channels.union(set(channel_info[file_key]))\n",
-    "    inter_channels = inter_channels.intersection(set(channel_info[file_key]))\n",
-    "logger.add(\"Overall\", f\"Dataset has {len(union_channels)} unique channels\")\n",
-    "logger.add(\"Overall\", f\"{str(union_channels)}\")\n",
-    "\n",
-    "# Output and save the log\n",
-    "log_string = \"\\n\\nLog output:\\n\" + logger.get_log_string()\n",
-    "error_string = \"\\n\\nERROR Summary:\\n\" + logger.get_log_string(level=\"ERROR\")\n",
-    "print(log_string)\n",
-    "print(error_string)\n",
-    "save_path = os.path.join(bids_root_path, log_file_name)\n",
-    "with open(save_path, \"w\") as fp:\n",
-    "    fp.write(f\"{log_file_name} {datetime.datetime.now()}\\n\")\n",
-    "    fp.write(log_string)\n",
-    "    fp.write(error_string)"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Create the template for the dataset\n"
-    }
-   }
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 2
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
\ No newline at end of file
diff --git a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_rsvp_baseline/bcit_rsvp_baseline_06_remove_coordsystem.ipynb b/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_rsvp_baseline/bcit_rsvp_baseline_06_remove_coordsystem.ipynb
deleted file mode 100644
index 489bb3f..0000000
--- a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_rsvp_baseline/bcit_rsvp_baseline_06_remove_coordsystem.ipynb
+++ /dev/null
@@ -1,199 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "collapsed": true,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   },
-   "source": [
-    "## Remove coordsystem.json and electrodes.tsv files generated by ESS.\n",
-    "\n",
-    "This notebook replaces the `coordsystem.json` files of ESS with those generated by EEGLAB BidsTools\n",
-    "for the BCIT RSVP Baseline data.\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "source": [
-    "import os\n",
-    "import datetime\n",
-    "from hed.tools import HedLogger\n",
-    "from hed.util import get_file_list\n",
-    "\n",
-    "# Variables to set for the specific dataset\n",
-    "bids_root_path = 's:/bcit/RSVPBaselineWorkingPhaseTwo'\n",
-    "exclude_dirs = ['sourcedata', 'stimuli', 'code']\n",
-    "entities = ('sub', 'ses', 'run')\n",
-    "log_name = 'bcit_rsvp_baseline_06_remove_coordsystem_log'\n",
-    "\n",
-    "# Set up the logger\n",
-    "log_file_name = f\"code/curation_logs/{log_name}.txt\"\n",
-    "logger = HedLogger(name=log_name)\n",
-    "\n",
-    "# Construct the list of coordsystem.json and electrodes.tsv files\n",
-    "coord_files = get_file_list(bids_root_path, extensions=[\".json\"], name_suffix=\"_coordsystem\", exclude_dirs=exclude_dirs)\n",
-    "electrode_files = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_electrodes\",\n",
-    "                                exclude_dirs=exclude_dirs)\n",
-    "chan_files = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_channels\",\n",
-    "                                exclude_dirs=exclude_dirs)\n",
-    "for file in coord_files:\n",
-    "    os.remove(file)\n",
-    "    logger.add(\"overall\", f\"Removing {os.path.basename(file)}\")\n",
-    "\n",
-    "for file in electrode_files:\n",
-    "    os.remove(file)\n",
-    "    logger.add(\"overall\", f\"Removing {os.path.basename(file)}\")\n",
-    "\n",
-    "for file in chan_files:\n",
-    "    os.remove(file)\n",
-    "    logger.add(\"overall\", f\"Removing {os.path.basename(file)}\")\n",
-    "\n",
-    "# Output and save the log\n",
-    "log_string = \"\\n\\nLog output:\\n\" + logger.get_log_string()\n",
-    "error_string = \"\\n\\nERROR Summary:\\n\" + logger.get_log_string(level=\"ERROR\")\n",
-    "print(log_string)\n",
-    "print(error_string)\n",
-    "\n",
-    "save_path = os.path.join(bids_root_path, log_file_name)\n",
-    "with open(save_path, \"w\") as fp:\n",
-    "    fp.write(f\"{log_file_name} {datetime.datetime.now()}\\n\")\n",
-    "    fp.write(log_string)\n",
-    "    fp.write(error_string)"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Set up the directories and create a dictionary for events.tsv files\n"
-    }
-   },
-   "execution_count": 1,
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "\n",
-      "Log output:\n",
-      "bcit_rsvp_baseline_06_remove_coordsystem_log: Level None\n",
-      "overall:\n",
-      "\t[ Removing sub-01_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-02_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-03_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-04_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-05_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-06_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-07_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-08_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-09_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-10_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-11_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-12_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-13_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-14_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-15_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-16_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-17_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-18_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-19_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-20_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-21_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-22_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-23_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-24_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-25_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-26_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-27_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-01_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-02_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-03_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-04_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-05_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-06_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-07_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-08_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-09_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-10_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-11_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-12_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-13_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-14_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-15_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-16_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-17_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-18_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-19_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-20_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-21_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-22_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-23_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-24_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-25_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-26_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-27_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-01_ses-01_task-RSVPRestBlink_run-1_channels.tsv]\n",
-      "\t[ Removing sub-02_ses-01_task-RSVPRestBlink_run-1_channels.tsv]\n",
-      "\t[ Removing sub-03_ses-01_task-RSVPRestBlink_run-1_channels.tsv]\n",
-      "\t[ Removing sub-04_ses-01_task-RSVPRestBlink_run-1_channels.tsv]\n",
-      "\t[ Removing sub-05_ses-01_task-RSVPRestBlink_run-1_channels.tsv]\n",
-      "\t[ Removing sub-06_ses-01_task-RSVPRestBlink_run-1_channels.tsv]\n",
-      "\t[ Removing sub-07_ses-01_task-RSVPRestBlink_run-1_channels.tsv]\n",
-      "\t[ Removing sub-08_ses-01_task-RSVPRestBlink_run-1_channels.tsv]\n",
-      "\t[ Removing sub-09_ses-01_task-RSVPRestBlink_run-1_channels.tsv]\n",
-      "\t[ Removing sub-10_ses-01_task-RSVPRestBlink_run-1_channels.tsv]\n",
-      "\t[ Removing sub-10_ses-01_task-RSVPRestBlink_run-2_channels.tsv]\n",
-      "\t[ Removing sub-11_ses-01_task-RSVPRestBlink_run-1_channels.tsv]\n",
-      "\t[ Removing sub-12_ses-01_task-RSVPRestBlink_run-1_channels.tsv]\n",
-      "\t[ Removing sub-13_ses-01_task-RSVPRestBlink_run-1_channels.tsv]\n",
-      "\t[ Removing sub-14_ses-01_task-RSVPRestBlink_run-1_channels.tsv]\n",
-      "\t[ Removing sub-14_ses-01_task-RSVPRestBlink_run-2_channels.tsv]\n",
-      "\t[ Removing sub-15_ses-01_task-RSVPRestBlink_run-1_channels.tsv]\n",
-      "\t[ Removing sub-16_ses-01_task-RSVPRestBlink_run-1_channels.tsv]\n",
-      "\t[ Removing sub-17_ses-01_task-RSVPRestBlink_run-1_channels.tsv]\n",
-      "\t[ Removing sub-18_ses-01_task-RSVPRestBlink_run-1_channels.tsv]\n",
-      "\t[ Removing sub-19_ses-01_task-RSVPRestBlink_run-1_channels.tsv]\n",
-      "\t[ Removing sub-19_ses-01_task-RSVPRestBlink_run-2_channels.tsv]\n",
-      "\t[ Removing sub-20_ses-01_task-RSVPRestBlink_run-1_channels.tsv]\n",
-      "\t[ Removing sub-21_ses-01_task-RSVPRestBlink_run-1_channels.tsv]\n",
-      "\t[ Removing sub-22_ses-01_task-RSVPRestBlink_run-1_channels.tsv]\n",
-      "\t[ Removing sub-23_ses-01_task-RSVPRestBlink_run-1_channels.tsv]\n",
-      "\t[ Removing sub-23_ses-01_task-RSVPRestBlink_run-2_channels.tsv]\n",
-      "\t[ Removing sub-24_ses-01_task-RSVPRestBlink_run-1_channels.tsv]\n",
-      "\t[ Removing sub-25_ses-01_task-RSVPRestBlink_run-1_channels.tsv]\n",
-      "\t[ Removing sub-26_ses-01_task-RSVPRestBlink_run-1_channels.tsv]\n",
-      "\t[ Removing sub-27_ses-01_task-RSVPRestBlink_run-1_channels.tsv]\n",
-      "\n",
-      "\n",
-      "ERROR Summary:\n",
-      "bcit_rsvp_baseline_06_remove_coordsystem_log: Level ERROR\n",
-      "overall:\n"
-     ]
-    }
-   ]
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 2
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
\ No newline at end of file
diff --git a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_rsvp_baseline/bcit_rsvp_baseline_07_fix_channels.ipynb b/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_rsvp_baseline/bcit_rsvp_baseline_07_fix_channels.ipynb
deleted file mode 100644
index 2f726dd..0000000
--- a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_rsvp_baseline/bcit_rsvp_baseline_07_fix_channels.ipynb
+++ /dev/null
@@ -1,333 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "collapsed": true,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   },
-   "source": [
-    "## Add channel files based on the EEG with fixes.\n",
-    "\n",
-    "This notebook replaces the `channels.tsv` files of ESS with those generated by EEGLAB BidsTools\n",
-    "for the BCIT RSVP Baseline data.\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "source": [
-    "import os\n",
-    "import json\n",
-    "import datetime\n",
-    "import pandas as pd\n",
-    "from hed.tools import HedLogger\n",
-    "from hed.util import get_file_list, get_value_dict\n",
-    "\n",
-    "# Variables to set for the specific dataset\n",
-    "bids_root_path = 's:/bcit/RSVPBaselineWorkingPhaseTwo'\n",
-    "exclude_dirs = ['sourcedata', 'stimuli', 'code']\n",
-    "log_name = 'bcit_rsvp_baseline_07_fix_channels_log'\n",
-    "sampling_rate_file = os.path.realpath(os.path.join(bids_root_path, 'code/samplingRates.tsv'))\n",
-    "channel_file = os.path.realpath(os.path.join(bids_root_path, \"code/channelsOriginal.json\"))\n",
-    "\n",
-    "# Set up the logger\n",
-    "log_file_name = f\"code/curation_logs/{log_name}.txt\"\n",
-    "logger = HedLogger(name=log_name)\n",
-    "\n",
-    "# Load the channels file\n",
-    "with open(channel_file, 'r') as fp:\n",
-    "    channel_info = json.load(fp)\n",
-    "\n",
-    "# Construct the lists of the EEG files\n",
-    "eeg_files = get_file_list(bids_root_path, extensions=[\".set\"], name_suffix=\"_eeg\", exclude_dirs=exclude_dirs)\n",
-    "\n",
-    "# Get the sample rate dictionary\n",
-    "sampling_dict = get_value_dict(sampling_rate_file)\n",
-    "\n",
-    "chan_dict = {'LN': ('LN', 'OTHER', 'n/a', 'Lane deviation from center line in meters.'),\n",
-    "             'ANG': ('ANG', 'OTHER', 'n/a', 'Steering wheel deviation angle in degrees.'),\n",
-    "             'SP': ('SP', 'OTHER', 'n/a', 'Vehicle speed in mph.'),\n",
-    "             'SD': ('SD', 'OTHER', 'n/a', 'Vehicle speed deviation.'),\n",
-    "             'EXG1': ('LHEOG', 'EOG', 'uV', 'Left horizontal EOG'),\n",
-    "             'EXG2': ('RHEOG', 'EOG', 'uV', 'Right horizontal EOG'),\n",
-    "             'EXG3': ('UVEOG', 'EOG', 'uV', 'Upper vertical EOG'),\n",
-    "             'EXG4': ('LVEOG', 'EOG', 'uV', 'Lower vertical EOG'),\n",
-    "             'EXG5': ('LMAST', 'MISC', 'uV', 'Left mastoid'),\n",
-    "             'EXG6': ('RMAST', 'MISC', 'uV', 'Right mastoid')}\n",
-    "\n",
-    "for file_name in eeg_files:\n",
-    "    basename = os.path.basename(file_name)\n",
-    "    channels = channel_info[basename]\n",
-    "    logger.add(basename, f\"EEG has {len(channels)} channels\")\n",
-    "    sampling_key = basename[:-8]\n",
-    "    sampling_rate = sampling_dict[sampling_key]\n",
-    "    logger.add(basename, f\"Sampling rate is {sampling_rate}\")\n",
-    "    data = {'name': channels}\n",
-    "    df = pd.DataFrame(data)\n",
-    "    df[['type', 'units', 'sampling_frequency', 'description']] = 'n/a'\n",
-    "    names = df['name']\n",
-    "    for index, name in names.iteritems():\n",
-    "        row = chan_dict.get(name, None)\n",
-    "        if not row:\n",
-    "            row = (name, 'EEG', 'uV', 'n/a')\n",
-    "        df.loc[index, 'name'] = row[0]\n",
-    "        df.loc[index, 'type'] = row[1]\n",
-    "        df.loc[index, 'units'] = row[2]\n",
-    "        df.loc[index, 'sampling_frequency'] = sampling_rate\n",
-    "        df.loc[index, 'description'] = row[3]\n",
-    "    EEG = sum(df['type'].map(str) == 'EEG')\n",
-    "    EOG = sum(df['type'].map(str) == 'EOG')\n",
-    "    OTHER = sum(df['type'].map(str) == 'OTHER')\n",
-    "    MISC = sum(df['type'].map(str) == 'MISC')\n",
-    "    logger.add(basename, f\"{EEG} EEG channels, {EOG} EOG channels, {OTHER} OTHER channels {MISC} MISC channels\")\n",
-    "    file_new = file_name[:-7] + \"channels.tsv\"\n",
-    "    df.to_csv(file_new, sep='\\t', index=False)\n",
-    "    logger.add(basename, f\"Saved as {os.path.basename(file_new)}\")\n",
-    "\n",
-    "# Output and save the log\n",
-    "log_string = \"\\n\\nLog output:\\n\" + logger.get_log_string()\n",
-    "error_string = \"\\n\\nERROR Summary:\\n\" + logger.get_log_string(level=\"ERROR\")\n",
-    "print(log_string)\n",
-    "print(error_string)\n",
-    "\n",
-    "save_path = os.path.join(bids_root_path, log_file_name)\n",
-    "with open(save_path, \"w\") as fp:\n",
-    "    fp.write(f\"{log_file_name} {datetime.datetime.now()}\\n\")\n",
-    "    fp.write(log_string)\n",
-    "    fp.write(error_string)"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Perform the calculation\n"
-    }
-   },
-   "execution_count": 1,
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "\n",
-      "Log output:\n",
-      "bcit_rsvp_baseline_07_fix_channels_log: Level None\n",
-      "sub-01_ses-01_task-RSVPRestBlink_run-1_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-01_ses-01_task-RSVPRestBlink_run-1_channels.tsv]\n",
-      "sub-02_ses-01_task-RSVPRestBlink_run-1_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-02_ses-01_task-RSVPRestBlink_run-1_channels.tsv]\n",
-      "sub-03_ses-01_task-RSVPRestBlink_run-1_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-03_ses-01_task-RSVPRestBlink_run-1_channels.tsv]\n",
-      "sub-04_ses-01_task-RSVPRestBlink_run-1_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-04_ses-01_task-RSVPRestBlink_run-1_channels.tsv]\n",
-      "sub-05_ses-01_task-RSVPRestBlink_run-1_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-05_ses-01_task-RSVPRestBlink_run-1_channels.tsv]\n",
-      "sub-06_ses-01_task-RSVPRestBlink_run-1_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-06_ses-01_task-RSVPRestBlink_run-1_channels.tsv]\n",
-      "sub-07_ses-01_task-RSVPRestBlink_run-1_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-07_ses-01_task-RSVPRestBlink_run-1_channels.tsv]\n",
-      "sub-08_ses-01_task-RSVPRestBlink_run-1_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-08_ses-01_task-RSVPRestBlink_run-1_channels.tsv]\n",
-      "sub-09_ses-01_task-RSVPRestBlink_run-1_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-09_ses-01_task-RSVPRestBlink_run-1_channels.tsv]\n",
-      "sub-10_ses-01_task-RSVPRestBlink_run-1_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-10_ses-01_task-RSVPRestBlink_run-1_channels.tsv]\n",
-      "sub-10_ses-01_task-RSVPRestBlink_run-2_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-10_ses-01_task-RSVPRestBlink_run-2_channels.tsv]\n",
-      "sub-11_ses-01_task-RSVPRestBlink_run-1_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-11_ses-01_task-RSVPRestBlink_run-1_channels.tsv]\n",
-      "sub-12_ses-01_task-RSVPRestBlink_run-1_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-12_ses-01_task-RSVPRestBlink_run-1_channels.tsv]\n",
-      "sub-13_ses-01_task-RSVPRestBlink_run-1_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-13_ses-01_task-RSVPRestBlink_run-1_channels.tsv]\n",
-      "sub-14_ses-01_task-RSVPRestBlink_run-1_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-14_ses-01_task-RSVPRestBlink_run-1_channels.tsv]\n",
-      "sub-14_ses-01_task-RSVPRestBlink_run-2_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-14_ses-01_task-RSVPRestBlink_run-2_channels.tsv]\n",
-      "sub-15_ses-01_task-RSVPRestBlink_run-1_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-15_ses-01_task-RSVPRestBlink_run-1_channels.tsv]\n",
-      "sub-16_ses-01_task-RSVPRestBlink_run-1_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-16_ses-01_task-RSVPRestBlink_run-1_channels.tsv]\n",
-      "sub-17_ses-01_task-RSVPRestBlink_run-1_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-17_ses-01_task-RSVPRestBlink_run-1_channels.tsv]\n",
-      "sub-18_ses-01_task-RSVPRestBlink_run-1_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-18_ses-01_task-RSVPRestBlink_run-1_channels.tsv]\n",
-      "sub-19_ses-01_task-RSVPRestBlink_run-1_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-19_ses-01_task-RSVPRestBlink_run-1_channels.tsv]\n",
-      "sub-19_ses-01_task-RSVPRestBlink_run-2_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-19_ses-01_task-RSVPRestBlink_run-2_channels.tsv]\n",
-      "sub-20_ses-01_task-RSVPRestBlink_run-1_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-20_ses-01_task-RSVPRestBlink_run-1_channels.tsv]\n",
-      "sub-21_ses-01_task-RSVPRestBlink_run-1_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-21_ses-01_task-RSVPRestBlink_run-1_channels.tsv]\n",
-      "sub-22_ses-01_task-RSVPRestBlink_run-1_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-22_ses-01_task-RSVPRestBlink_run-1_channels.tsv]\n",
-      "sub-23_ses-01_task-RSVPRestBlink_run-1_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-23_ses-01_task-RSVPRestBlink_run-1_channels.tsv]\n",
-      "sub-23_ses-01_task-RSVPRestBlink_run-2_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-23_ses-01_task-RSVPRestBlink_run-2_channels.tsv]\n",
-      "sub-24_ses-01_task-RSVPRestBlink_run-1_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-24_ses-01_task-RSVPRestBlink_run-1_channels.tsv]\n",
-      "sub-25_ses-01_task-RSVPRestBlink_run-1_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-25_ses-01_task-RSVPRestBlink_run-1_channels.tsv]\n",
-      "sub-26_ses-01_task-RSVPRestBlink_run-1_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-26_ses-01_task-RSVPRestBlink_run-1_channels.tsv]\n",
-      "sub-27_ses-01_task-RSVPRestBlink_run-1_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-27_ses-01_task-RSVPRestBlink_run-1_channels.tsv]\n",
-      "\n",
-      "\n",
-      "ERROR Summary:\n",
-      "bcit_rsvp_baseline_07_fix_channels_log: Level ERROR\n",
-      "sub-01_ses-01_task-RSVPRestBlink_run-1_eeg.set:\n",
-      "sub-02_ses-01_task-RSVPRestBlink_run-1_eeg.set:\n",
-      "sub-03_ses-01_task-RSVPRestBlink_run-1_eeg.set:\n",
-      "sub-04_ses-01_task-RSVPRestBlink_run-1_eeg.set:\n",
-      "sub-05_ses-01_task-RSVPRestBlink_run-1_eeg.set:\n",
-      "sub-06_ses-01_task-RSVPRestBlink_run-1_eeg.set:\n",
-      "sub-07_ses-01_task-RSVPRestBlink_run-1_eeg.set:\n",
-      "sub-08_ses-01_task-RSVPRestBlink_run-1_eeg.set:\n",
-      "sub-09_ses-01_task-RSVPRestBlink_run-1_eeg.set:\n",
-      "sub-10_ses-01_task-RSVPRestBlink_run-1_eeg.set:\n",
-      "sub-10_ses-01_task-RSVPRestBlink_run-2_eeg.set:\n",
-      "sub-11_ses-01_task-RSVPRestBlink_run-1_eeg.set:\n",
-      "sub-12_ses-01_task-RSVPRestBlink_run-1_eeg.set:\n",
-      "sub-13_ses-01_task-RSVPRestBlink_run-1_eeg.set:\n",
-      "sub-14_ses-01_task-RSVPRestBlink_run-1_eeg.set:\n",
-      "sub-14_ses-01_task-RSVPRestBlink_run-2_eeg.set:\n",
-      "sub-15_ses-01_task-RSVPRestBlink_run-1_eeg.set:\n",
-      "sub-16_ses-01_task-RSVPRestBlink_run-1_eeg.set:\n",
-      "sub-17_ses-01_task-RSVPRestBlink_run-1_eeg.set:\n",
-      "sub-18_ses-01_task-RSVPRestBlink_run-1_eeg.set:\n",
-      "sub-19_ses-01_task-RSVPRestBlink_run-1_eeg.set:\n",
-      "sub-19_ses-01_task-RSVPRestBlink_run-2_eeg.set:\n",
-      "sub-20_ses-01_task-RSVPRestBlink_run-1_eeg.set:\n",
-      "sub-21_ses-01_task-RSVPRestBlink_run-1_eeg.set:\n",
-      "sub-22_ses-01_task-RSVPRestBlink_run-1_eeg.set:\n",
-      "sub-23_ses-01_task-RSVPRestBlink_run-1_eeg.set:\n",
-      "sub-23_ses-01_task-RSVPRestBlink_run-2_eeg.set:\n",
-      "sub-24_ses-01_task-RSVPRestBlink_run-1_eeg.set:\n",
-      "sub-25_ses-01_task-RSVPRestBlink_run-1_eeg.set:\n",
-      "sub-26_ses-01_task-RSVPRestBlink_run-1_eeg.set:\n",
-      "sub-27_ses-01_task-RSVPRestBlink_run-1_eeg.set:\n"
-     ]
-    }
-   ]
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 2
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
\ No newline at end of file
diff --git a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_rsvp_baseline/bcit_rsvp_baseline_08_fix_coordsystem.ipynb b/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_rsvp_baseline/bcit_rsvp_baseline_08_fix_coordsystem.ipynb
deleted file mode 100644
index 6288e8e..0000000
--- a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_rsvp_baseline/bcit_rsvp_baseline_08_fix_coordsystem.ipynb
+++ /dev/null
@@ -1,203 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "collapsed": true,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   },
-   "source": [
-    "## Fix the coordsystem.json files generated by ESS.\n",
-    "\n",
-    "This notebook replaces the `coordsystem.json` files of ESS with those generated by EEGLAB BidsTools\n",
-    "for the BCIT RSVP Baseline data.\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "source": [
-    "import os\n",
-    "import json\n",
-    "import datetime\n",
-    "from hed.tools import HedLogger\n",
-    "from hed.util import get_file_list\n",
-    "\n",
-    "# Variables to set for the specific dataset\n",
-    "bids_root_path = 's:/bcit/RSVPBaselineWorkingPhaseTwo'\n",
-    "exclude_dirs = ['sourcedata', 'stimuli', 'code']\n",
-    "log_name = 'bcit_rsvp_baseline_08_fix_coordsystem_log'\n",
-    "sampling_rate_file = os.path.realpath(os.path.join(bids_root_path, 'code/samplingRates.tsv'))\n",
-    "\n",
-    "# Set up the logger\n",
-    "log_file_name = f\"code/curation_logs/{log_name}.txt\"\n",
-    "logger = HedLogger(name=log_name)\n",
-    "\n",
-    "# Construct the lists of the EEG files\n",
-    "eeg_files = get_file_list(bids_root_path, extensions=[\".set\"], name_suffix=\"_eeg\", exclude_dirs=exclude_dirs)\n",
-    "\n",
-    "# Coordsystem.json template\n",
-    "coordsystem_template = {\"EEGCoordinateUnits\":\"n/a\",\n",
-    "                        \"EEGCoordinateSystem\":\"CTF\",\n",
-    "                        \"EEGCoordinateSystemDescription\":\"EEGLAB\"}\n",
-    "\n",
-    "for file_name in eeg_files:\n",
-    "    basename = os.path.basename(file_name)\n",
-    "    json_new = file_name[:-7] + \"coordsystem.json\"\n",
-    "    with open(json_new, 'w') as fp:\n",
-    "        json.dump(coordsystem_template, fp)\n",
-    "    logger.add(basename, f\"Saving the {os.path.basename(json_new)} coordinate system file\")\n",
-    "\n",
-    "# Output and save the log\n",
-    "log_string = \"\\n\\nLog output:\\n\" + logger.get_log_string()\n",
-    "error_string = \"\\n\\nERROR Summary:\\n\" + logger.get_log_string(level=\"ERROR\")\n",
-    "print(log_string)\n",
-    "print(error_string)\n",
-    "\n",
-    "save_path = os.path.join(bids_root_path, log_file_name)\n",
-    "with open(save_path, \"w\") as fp:\n",
-    "    fp.write(f\"{log_file_name} {datetime.datetime.now()}\\n\")\n",
-    "    fp.write(log_string)\n",
-    "    fp.write(error_string)"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Set up the directories and create a dictionary for events.tsv files\n"
-    }
-   },
-   "execution_count": 1,
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "\n",
-      "Log output:\n",
-      "bcit_rsvp_baseline_08_fix_coordsystem_log: Level None\n",
-      "sub-01_ses-01_task-RSVPRestBlink_run-1_eeg.set:\n",
-      "\t[ Saving the sub-01_ses-01_task-RSVPRestBlink_run-1_coordsystem.json coordinate system file]\n",
-      "sub-02_ses-01_task-RSVPRestBlink_run-1_eeg.set:\n",
-      "\t[ Saving the sub-02_ses-01_task-RSVPRestBlink_run-1_coordsystem.json coordinate system file]\n",
-      "sub-03_ses-01_task-RSVPRestBlink_run-1_eeg.set:\n",
-      "\t[ Saving the sub-03_ses-01_task-RSVPRestBlink_run-1_coordsystem.json coordinate system file]\n",
-      "sub-04_ses-01_task-RSVPRestBlink_run-1_eeg.set:\n",
-      "\t[ Saving the sub-04_ses-01_task-RSVPRestBlink_run-1_coordsystem.json coordinate system file]\n",
-      "sub-05_ses-01_task-RSVPRestBlink_run-1_eeg.set:\n",
-      "\t[ Saving the sub-05_ses-01_task-RSVPRestBlink_run-1_coordsystem.json coordinate system file]\n",
-      "sub-06_ses-01_task-RSVPRestBlink_run-1_eeg.set:\n",
-      "\t[ Saving the sub-06_ses-01_task-RSVPRestBlink_run-1_coordsystem.json coordinate system file]\n",
-      "sub-07_ses-01_task-RSVPRestBlink_run-1_eeg.set:\n",
-      "\t[ Saving the sub-07_ses-01_task-RSVPRestBlink_run-1_coordsystem.json coordinate system file]\n",
-      "sub-08_ses-01_task-RSVPRestBlink_run-1_eeg.set:\n",
-      "\t[ Saving the sub-08_ses-01_task-RSVPRestBlink_run-1_coordsystem.json coordinate system file]\n",
-      "sub-09_ses-01_task-RSVPRestBlink_run-1_eeg.set:\n",
-      "\t[ Saving the sub-09_ses-01_task-RSVPRestBlink_run-1_coordsystem.json coordinate system file]\n",
-      "sub-10_ses-01_task-RSVPRestBlink_run-1_eeg.set:\n",
-      "\t[ Saving the sub-10_ses-01_task-RSVPRestBlink_run-1_coordsystem.json coordinate system file]\n",
-      "sub-10_ses-01_task-RSVPRestBlink_run-2_eeg.set:\n",
-      "\t[ Saving the sub-10_ses-01_task-RSVPRestBlink_run-2_coordsystem.json coordinate system file]\n",
-      "sub-11_ses-01_task-RSVPRestBlink_run-1_eeg.set:\n",
-      "\t[ Saving the sub-11_ses-01_task-RSVPRestBlink_run-1_coordsystem.json coordinate system file]\n",
-      "sub-12_ses-01_task-RSVPRestBlink_run-1_eeg.set:\n",
-      "\t[ Saving the sub-12_ses-01_task-RSVPRestBlink_run-1_coordsystem.json coordinate system file]\n",
-      "sub-13_ses-01_task-RSVPRestBlink_run-1_eeg.set:\n",
-      "\t[ Saving the sub-13_ses-01_task-RSVPRestBlink_run-1_coordsystem.json coordinate system file]\n",
-      "sub-14_ses-01_task-RSVPRestBlink_run-1_eeg.set:\n",
-      "\t[ Saving the sub-14_ses-01_task-RSVPRestBlink_run-1_coordsystem.json coordinate system file]\n",
-      "sub-14_ses-01_task-RSVPRestBlink_run-2_eeg.set:\n",
-      "\t[ Saving the sub-14_ses-01_task-RSVPRestBlink_run-2_coordsystem.json coordinate system file]\n",
-      "sub-15_ses-01_task-RSVPRestBlink_run-1_eeg.set:\n",
-      "\t[ Saving the sub-15_ses-01_task-RSVPRestBlink_run-1_coordsystem.json coordinate system file]\n",
-      "sub-16_ses-01_task-RSVPRestBlink_run-1_eeg.set:\n",
-      "\t[ Saving the sub-16_ses-01_task-RSVPRestBlink_run-1_coordsystem.json coordinate system file]\n",
-      "sub-17_ses-01_task-RSVPRestBlink_run-1_eeg.set:\n",
-      "\t[ Saving the sub-17_ses-01_task-RSVPRestBlink_run-1_coordsystem.json coordinate system file]\n",
-      "sub-18_ses-01_task-RSVPRestBlink_run-1_eeg.set:\n",
-      "\t[ Saving the sub-18_ses-01_task-RSVPRestBlink_run-1_coordsystem.json coordinate system file]\n",
-      "sub-19_ses-01_task-RSVPRestBlink_run-1_eeg.set:\n",
-      "\t[ Saving the sub-19_ses-01_task-RSVPRestBlink_run-1_coordsystem.json coordinate system file]\n",
-      "sub-19_ses-01_task-RSVPRestBlink_run-2_eeg.set:\n",
-      "\t[ Saving the sub-19_ses-01_task-RSVPRestBlink_run-2_coordsystem.json coordinate system file]\n",
-      "sub-20_ses-01_task-RSVPRestBlink_run-1_eeg.set:\n",
-      "\t[ Saving the sub-20_ses-01_task-RSVPRestBlink_run-1_coordsystem.json coordinate system file]\n",
-      "sub-21_ses-01_task-RSVPRestBlink_run-1_eeg.set:\n",
-      "\t[ Saving the sub-21_ses-01_task-RSVPRestBlink_run-1_coordsystem.json coordinate system file]\n",
-      "sub-22_ses-01_task-RSVPRestBlink_run-1_eeg.set:\n",
-      "\t[ Saving the sub-22_ses-01_task-RSVPRestBlink_run-1_coordsystem.json coordinate system file]\n",
-      "sub-23_ses-01_task-RSVPRestBlink_run-1_eeg.set:\n",
-      "\t[ Saving the sub-23_ses-01_task-RSVPRestBlink_run-1_coordsystem.json coordinate system file]\n",
-      "sub-23_ses-01_task-RSVPRestBlink_run-2_eeg.set:\n",
-      "\t[ Saving the sub-23_ses-01_task-RSVPRestBlink_run-2_coordsystem.json coordinate system file]\n",
-      "sub-24_ses-01_task-RSVPRestBlink_run-1_eeg.set:\n",
-      "\t[ Saving the sub-24_ses-01_task-RSVPRestBlink_run-1_coordsystem.json coordinate system file]\n",
-      "sub-25_ses-01_task-RSVPRestBlink_run-1_eeg.set:\n",
-      "\t[ Saving the sub-25_ses-01_task-RSVPRestBlink_run-1_coordsystem.json coordinate system file]\n",
-      "sub-26_ses-01_task-RSVPRestBlink_run-1_eeg.set:\n",
-      "\t[ Saving the sub-26_ses-01_task-RSVPRestBlink_run-1_coordsystem.json coordinate system file]\n",
-      "sub-27_ses-01_task-RSVPRestBlink_run-1_eeg.set:\n",
-      "\t[ Saving the sub-27_ses-01_task-RSVPRestBlink_run-1_coordsystem.json coordinate system file]\n",
-      "\n",
-      "\n",
-      "ERROR Summary:\n",
-      "bcit_rsvp_baseline_08_fix_coordsystem_log: Level ERROR\n",
-      "sub-01_ses-01_task-RSVPRestBlink_run-1_eeg.set:\n",
-      "sub-02_ses-01_task-RSVPRestBlink_run-1_eeg.set:\n",
-      "sub-03_ses-01_task-RSVPRestBlink_run-1_eeg.set:\n",
-      "sub-04_ses-01_task-RSVPRestBlink_run-1_eeg.set:\n",
-      "sub-05_ses-01_task-RSVPRestBlink_run-1_eeg.set:\n",
-      "sub-06_ses-01_task-RSVPRestBlink_run-1_eeg.set:\n",
-      "sub-07_ses-01_task-RSVPRestBlink_run-1_eeg.set:\n",
-      "sub-08_ses-01_task-RSVPRestBlink_run-1_eeg.set:\n",
-      "sub-09_ses-01_task-RSVPRestBlink_run-1_eeg.set:\n",
-      "sub-10_ses-01_task-RSVPRestBlink_run-1_eeg.set:\n",
-      "sub-10_ses-01_task-RSVPRestBlink_run-2_eeg.set:\n",
-      "sub-11_ses-01_task-RSVPRestBlink_run-1_eeg.set:\n",
-      "sub-12_ses-01_task-RSVPRestBlink_run-1_eeg.set:\n",
-      "sub-13_ses-01_task-RSVPRestBlink_run-1_eeg.set:\n",
-      "sub-14_ses-01_task-RSVPRestBlink_run-1_eeg.set:\n",
-      "sub-14_ses-01_task-RSVPRestBlink_run-2_eeg.set:\n",
-      "sub-15_ses-01_task-RSVPRestBlink_run-1_eeg.set:\n",
-      "sub-16_ses-01_task-RSVPRestBlink_run-1_eeg.set:\n",
-      "sub-17_ses-01_task-RSVPRestBlink_run-1_eeg.set:\n",
-      "sub-18_ses-01_task-RSVPRestBlink_run-1_eeg.set:\n",
-      "sub-19_ses-01_task-RSVPRestBlink_run-1_eeg.set:\n",
-      "sub-19_ses-01_task-RSVPRestBlink_run-2_eeg.set:\n",
-      "sub-20_ses-01_task-RSVPRestBlink_run-1_eeg.set:\n",
-      "sub-21_ses-01_task-RSVPRestBlink_run-1_eeg.set:\n",
-      "sub-22_ses-01_task-RSVPRestBlink_run-1_eeg.set:\n",
-      "sub-23_ses-01_task-RSVPRestBlink_run-1_eeg.set:\n",
-      "sub-23_ses-01_task-RSVPRestBlink_run-2_eeg.set:\n",
-      "sub-24_ses-01_task-RSVPRestBlink_run-1_eeg.set:\n",
-      "sub-25_ses-01_task-RSVPRestBlink_run-1_eeg.set:\n",
-      "sub-26_ses-01_task-RSVPRestBlink_run-1_eeg.set:\n",
-      "sub-27_ses-01_task-RSVPRestBlink_run-1_eeg.set:\n"
-     ]
-    }
-   ]
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 2
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
\ No newline at end of file
diff --git a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_rsvp_expertise/bcit_rsvp_expertise_01_initial_summary.ipynb b/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_rsvp_expertise/bcit_rsvp_expertise_01_initial_summary.ipynb
deleted file mode 100644
index 03f419f..0000000
--- a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_rsvp_expertise/bcit_rsvp_expertise_01_initial_summary.ipynb
+++ /dev/null
@@ -1,914 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "collapsed": true,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   },
-   "source": [
-    "## Initial summary of event files\n",
-    "\n",
-    "**Dataset** BCIT RSVP Expertise (in process)\n",
-    "\n",
-    "This script does a preliminary summary of the contents of the events files.\n",
-    "The summary includes printing out the column names of each event file so\n",
-    "that they can be manually checked for differences.\n",
-    "\n",
-    "The script assumes that the data is in BIDS format and that each BIDS events\n",
-    "file of the form `_events.tsv` has a corresponding events file with\n",
-    "suffix `_eventstemp.tsv` that was previously dumped from the `EEG.set` files.\n",
-    "\n",
-    "This script does a preliminary summary of the contents of the events files.\n",
-    "The summary includes printing out the column names of each event file so\n",
-    "that they can be manually checked for differences.\n",
-    "\n",
-    "The script assumes that the data is in BIDS format and that each BIDS events\n",
-    "file of the form `_events.tsv` has a corresponding events file with\n",
-    "suffix `_eventstemp.tsv` that was previously dumped from the `EEG.set` files.\n",
-    "Keys are specified by a `entities` tuple lists the BIDS entity names\n",
-    "to include in the key.\n",
-    "BIDS base file names are constructed of entity *name*-*value* pairs separated\n",
-    "by underbars and followed by an ending *_suffix*.\n",
-    "\n",
-    "For a file name `sub-001_ses-3_task-target_run-01_events.tsv`,\n",
-    "the tuple ('sub', 'task') gives a key of `sub-001_task-target`,\n",
-    "while the tuple ('sub', 'ses', 'run) gives a key of `sub-001_ses-3_run-01`.\n",
-    "The use of dictionaries of file names with such keys makes it\n",
-    "easier to associate related files in the BIDS naming structure.\n",
-    "\n",
-    "The setup requires the setting of the following variables for your dataset:\n",
-    "\n",
-    "| Variable | Purpose |\n",
-    "| -------- | ------- |\n",
-    "| bids_root_path | Full path to root directory of dataset.|\n",
-    "| exclude_dirs | List of directories to exclude when constructing file lists. |\n",
-    "| entities  | Tuple of entity names used to construct a unique keys representing filenames. <br>(See [Dictionaries of filenames](https://hed-examples.readthedocs.io/en/latest/HedInPython.html#dictionaries-of-filenames-anchor) for examples of how to choose the keys.)|\n",
-    "| bids_skip_columns  |  List of column names in the `events.tsv` files to skip in the analysis. |\n",
-    "| eeg_skip_columns  | List of column names in the `eventstemp.tsv` files form EEG.events to skip in analysis.|\n",
-    "| log_name | Name of the log file (saved in the `code/curation_logs` subdirectory). |"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "Bids event files has 59 event files\n",
-      "EEG event files has 59 event files\n",
-      "\n",
-      "Bids event files event files (59 files)\n",
-      "sub-01_ses-01_run-1: sub-01_ses-01_task-RSVPObjectRestBlink_run-1_events.tsv\n",
-      "sub-01_ses-02_run-1: sub-01_ses-02_task-RSVPObjectRestBlink_run-1_events.tsv\n",
-      "sub-01_ses-03_run-1: sub-01_ses-03_task-RSVPObjectRestBlink_run-1_events.tsv\n",
-      "sub-01_ses-04_run-1: sub-01_ses-04_task-RSVPObjectRestBlink_run-1_events.tsv\n",
-      "sub-01_ses-05_run-1: sub-01_ses-05_task-RSVPObjectRestBlink_run-1_events.tsv\n",
-      "sub-02_ses-01_run-1: sub-02_ses-01_task-RSVPObjectRestBlink_run-1_events.tsv\n",
-      "sub-02_ses-02_run-1: sub-02_ses-02_task-RSVPObjectRestBlink_run-1_events.tsv\n",
-      "sub-02_ses-03_run-1: sub-02_ses-03_task-RSVPObjectRestBlink_run-1_events.tsv\n",
-      "sub-02_ses-04_run-1: sub-02_ses-04_task-RSVPObjectRestBlink_run-1_events.tsv\n",
-      "sub-02_ses-05_run-1: sub-02_ses-05_task-RSVPObjectRestBlink_run-1_events.tsv\n",
-      "sub-03_ses-01_run-1: sub-03_ses-01_task-RSVPObjectRestBlink_run-1_events.tsv\n",
-      "sub-03_ses-01_run-2: sub-03_ses-01_task-RSVPObjectRestBlink_run-2_events.tsv\n",
-      "sub-03_ses-02_run-1: sub-03_ses-02_task-RSVPObjectRestBlink_run-1_events.tsv\n",
-      "sub-03_ses-03_run-1: sub-03_ses-03_task-RSVPObjectRestBlink_run-1_events.tsv\n",
-      "sub-03_ses-04_run-1: sub-03_ses-04_task-RSVPObjectRestBlink_run-1_events.tsv\n",
-      "sub-03_ses-05_run-1: sub-03_ses-05_task-RSVPObjectRestBlink_run-1_events.tsv\n",
-      "sub-04_ses-01_run-1: sub-04_ses-01_task-RSVPObjectRestBlink_run-1_events.tsv\n",
-      "sub-04_ses-02_run-1: sub-04_ses-02_task-RSVPObjectRestBlink_run-1_events.tsv\n",
-      "sub-04_ses-03_run-1: sub-04_ses-03_task-RSVPObjectRestBlink_run-1_events.tsv\n",
-      "sub-04_ses-04_run-1: sub-04_ses-04_task-RSVPObjectRestBlink_run-1_events.tsv\n",
-      "sub-04_ses-05_run-1: sub-04_ses-05_task-RSVPObjectRestBlink_run-1_events.tsv\n",
-      "sub-04_ses-05_run-2: sub-04_ses-05_task-RSVPObjectRestBlink_run-2_events.tsv\n",
-      "sub-05_ses-01_run-1: sub-05_ses-01_task-RSVPObjectRestBlink_run-1_events.tsv\n",
-      "sub-05_ses-02_run-1: sub-05_ses-02_task-RSVPObjectRestBlink_run-1_events.tsv\n",
-      "sub-05_ses-03_run-1: sub-05_ses-03_task-RSVPObjectRestBlink_run-1_events.tsv\n",
-      "sub-05_ses-04_run-1: sub-05_ses-04_task-RSVPObjectRestBlink_run-1_events.tsv\n",
-      "sub-05_ses-05_run-1: sub-05_ses-05_task-RSVPObjectRestBlink_run-1_events.tsv\n",
-      "sub-06_ses-01_run-1: sub-06_ses-01_task-RSVPObjectRestBlink_run-1_events.tsv\n",
-      "sub-06_ses-02_run-1: sub-06_ses-02_task-RSVPObjectRestBlink_run-1_events.tsv\n",
-      "sub-06_ses-03_run-1: sub-06_ses-03_task-RSVPObjectRestBlink_run-1_events.tsv\n",
-      "sub-06_ses-04_run-1: sub-06_ses-04_task-RSVPObjectRestBlink_run-1_events.tsv\n",
-      "sub-06_ses-05_run-1: sub-06_ses-05_task-RSVPObjectRestBlink_run-1_events.tsv\n",
-      "sub-07_ses-01_run-1: sub-07_ses-01_task-RSVPObjectRestBlink_run-1_events.tsv\n",
-      "sub-07_ses-01_run-2: sub-07_ses-01_task-RSVPObjectRestBlink_run-2_events.tsv\n",
-      "sub-07_ses-02_run-1: sub-07_ses-02_task-RSVPObjectRestBlink_run-1_events.tsv\n",
-      "sub-07_ses-03_run-1: sub-07_ses-03_task-RSVPObjectRestBlink_run-1_events.tsv\n",
-      "sub-07_ses-04_run-1: sub-07_ses-04_task-RSVPObjectRestBlink_run-1_events.tsv\n",
-      "sub-07_ses-04_run-2: sub-07_ses-04_task-RSVPObjectRestBlink_run-2_events.tsv\n",
-      "sub-07_ses-05_run-1: sub-07_ses-05_task-RSVPObjectRestBlink_run-1_events.tsv\n",
-      "sub-08_ses-01_run-1: sub-08_ses-01_task-RSVPObjectRestBlink_run-1_events.tsv\n",
-      "sub-08_ses-01_run-2: sub-08_ses-01_task-RSVPObjectRestBlink_run-2_events.tsv\n",
-      "sub-08_ses-02_run-1: sub-08_ses-02_task-RSVPObjectRestBlink_run-1_events.tsv\n",
-      "sub-08_ses-03_run-1: sub-08_ses-03_task-RSVPObjectRestBlink_run-1_events.tsv\n",
-      "sub-08_ses-04_run-1: sub-08_ses-04_task-RSVPObjectRestBlink_run-1_events.tsv\n",
-      "sub-08_ses-05_run-1: sub-08_ses-05_task-RSVPObjectRestBlink_run-1_events.tsv\n",
-      "sub-09_ses-01_run-1: sub-09_ses-01_task-RSVPObjectRestBlink_run-1_events.tsv\n",
-      "sub-09_ses-01_run-2: sub-09_ses-01_task-RSVPObjectRestBlink_run-2_events.tsv\n",
-      "sub-09_ses-02_run-1: sub-09_ses-02_task-RSVPObjectRestBlink_run-1_events.tsv\n",
-      "sub-09_ses-02_run-2: sub-09_ses-02_task-RSVPObjectRestBlink_run-2_events.tsv\n",
-      "sub-09_ses-03_run-1: sub-09_ses-03_task-RSVPObjectRestBlink_run-1_events.tsv\n",
-      "sub-09_ses-04_run-1: sub-09_ses-04_task-RSVPObjectRestBlink_run-1_events.tsv\n",
-      "sub-09_ses-05_run-1: sub-09_ses-05_task-RSVPObjectRestBlink_run-1_events.tsv\n",
-      "sub-09_ses-06_run-1: sub-09_ses-06_task-RSVPObjectRestBlink_run-1_events.tsv\n",
-      "sub-09_ses-06_run-2: sub-09_ses-06_task-RSVPObjectRestBlink_run-2_events.tsv\n",
-      "sub-10_ses-01_run-1: sub-10_ses-01_task-RSVPObjectRestBlink_run-1_events.tsv\n",
-      "sub-10_ses-02_run-1: sub-10_ses-02_task-RSVPObjectRestBlink_run-1_events.tsv\n",
-      "sub-10_ses-03_run-1: sub-10_ses-03_task-RSVPObjectRestBlink_run-1_events.tsv\n",
-      "sub-10_ses-04_run-1: sub-10_ses-04_task-RSVPObjectRestBlink_run-1_events.tsv\n",
-      "sub-10_ses-05_run-1: sub-10_ses-05_task-RSVPObjectRestBlink_run-1_events.tsv\n",
-      "\n",
-      "EEG event files event files (59 files)\n",
-      "sub-01_ses-01_run-1: sub-01_ses-01_task-RSVPObjectRestBlink_run-1_eventstemp.tsv\n",
-      "sub-01_ses-02_run-1: sub-01_ses-02_task-RSVPObjectRestBlink_run-1_eventstemp.tsv\n",
-      "sub-01_ses-03_run-1: sub-01_ses-03_task-RSVPObjectRestBlink_run-1_eventstemp.tsv\n",
-      "sub-01_ses-04_run-1: sub-01_ses-04_task-RSVPObjectRestBlink_run-1_eventstemp.tsv\n",
-      "sub-01_ses-05_run-1: sub-01_ses-05_task-RSVPObjectRestBlink_run-1_eventstemp.tsv\n",
-      "sub-02_ses-01_run-1: sub-02_ses-01_task-RSVPObjectRestBlink_run-1_eventstemp.tsv\n",
-      "sub-02_ses-02_run-1: sub-02_ses-02_task-RSVPObjectRestBlink_run-1_eventstemp.tsv\n",
-      "sub-02_ses-03_run-1: sub-02_ses-03_task-RSVPObjectRestBlink_run-1_eventstemp.tsv\n",
-      "sub-02_ses-04_run-1: sub-02_ses-04_task-RSVPObjectRestBlink_run-1_eventstemp.tsv\n",
-      "sub-02_ses-05_run-1: sub-02_ses-05_task-RSVPObjectRestBlink_run-1_eventstemp.tsv\n",
-      "sub-03_ses-01_run-1: sub-03_ses-01_task-RSVPObjectRestBlink_run-1_eventstemp.tsv\n",
-      "sub-03_ses-01_run-2: sub-03_ses-01_task-RSVPObjectRestBlink_run-2_eventstemp.tsv\n",
-      "sub-03_ses-02_run-1: sub-03_ses-02_task-RSVPObjectRestBlink_run-1_eventstemp.tsv\n",
-      "sub-03_ses-03_run-1: sub-03_ses-03_task-RSVPObjectRestBlink_run-1_eventstemp.tsv\n",
-      "sub-03_ses-04_run-1: sub-03_ses-04_task-RSVPObjectRestBlink_run-1_eventstemp.tsv\n",
-      "sub-03_ses-05_run-1: sub-03_ses-05_task-RSVPObjectRestBlink_run-1_eventstemp.tsv\n",
-      "sub-04_ses-01_run-1: sub-04_ses-01_task-RSVPObjectRestBlink_run-1_eventstemp.tsv\n",
-      "sub-04_ses-02_run-1: sub-04_ses-02_task-RSVPObjectRestBlink_run-1_eventstemp.tsv\n",
-      "sub-04_ses-03_run-1: sub-04_ses-03_task-RSVPObjectRestBlink_run-1_eventstemp.tsv\n",
-      "sub-04_ses-04_run-1: sub-04_ses-04_task-RSVPObjectRestBlink_run-1_eventstemp.tsv\n",
-      "sub-04_ses-05_run-1: sub-04_ses-05_task-RSVPObjectRestBlink_run-1_eventstemp.tsv\n",
-      "sub-04_ses-05_run-2: sub-04_ses-05_task-RSVPObjectRestBlink_run-2_eventstemp.tsv\n",
-      "sub-05_ses-01_run-1: sub-05_ses-01_task-RSVPObjectRestBlink_run-1_eventstemp.tsv\n",
-      "sub-05_ses-02_run-1: sub-05_ses-02_task-RSVPObjectRestBlink_run-1_eventstemp.tsv\n",
-      "sub-05_ses-03_run-1: sub-05_ses-03_task-RSVPObjectRestBlink_run-1_eventstemp.tsv\n",
-      "sub-05_ses-04_run-1: sub-05_ses-04_task-RSVPObjectRestBlink_run-1_eventstemp.tsv\n",
-      "sub-05_ses-05_run-1: sub-05_ses-05_task-RSVPObjectRestBlink_run-1_eventstemp.tsv\n",
-      "sub-06_ses-01_run-1: sub-06_ses-01_task-RSVPObjectRestBlink_run-1_eventstemp.tsv\n",
-      "sub-06_ses-02_run-1: sub-06_ses-02_task-RSVPObjectRestBlink_run-1_eventstemp.tsv\n",
-      "sub-06_ses-03_run-1: sub-06_ses-03_task-RSVPObjectRestBlink_run-1_eventstemp.tsv\n",
-      "sub-06_ses-04_run-1: sub-06_ses-04_task-RSVPObjectRestBlink_run-1_eventstemp.tsv\n",
-      "sub-06_ses-05_run-1: sub-06_ses-05_task-RSVPObjectRestBlink_run-1_eventstemp.tsv\n",
-      "sub-07_ses-01_run-1: sub-07_ses-01_task-RSVPObjectRestBlink_run-1_eventstemp.tsv\n",
-      "sub-07_ses-01_run-2: sub-07_ses-01_task-RSVPObjectRestBlink_run-2_eventstemp.tsv\n",
-      "sub-07_ses-02_run-1: sub-07_ses-02_task-RSVPObjectRestBlink_run-1_eventstemp.tsv\n",
-      "sub-07_ses-03_run-1: sub-07_ses-03_task-RSVPObjectRestBlink_run-1_eventstemp.tsv\n",
-      "sub-07_ses-04_run-1: sub-07_ses-04_task-RSVPObjectRestBlink_run-1_eventstemp.tsv\n",
-      "sub-07_ses-04_run-2: sub-07_ses-04_task-RSVPObjectRestBlink_run-2_eventstemp.tsv\n",
-      "sub-07_ses-05_run-1: sub-07_ses-05_task-RSVPObjectRestBlink_run-1_eventstemp.tsv\n",
-      "sub-08_ses-01_run-1: sub-08_ses-01_task-RSVPObjectRestBlink_run-1_eventstemp.tsv\n",
-      "sub-08_ses-01_run-2: sub-08_ses-01_task-RSVPObjectRestBlink_run-2_eventstemp.tsv\n",
-      "sub-08_ses-02_run-1: sub-08_ses-02_task-RSVPObjectRestBlink_run-1_eventstemp.tsv\n",
-      "sub-08_ses-03_run-1: sub-08_ses-03_task-RSVPObjectRestBlink_run-1_eventstemp.tsv\n",
-      "sub-08_ses-04_run-1: sub-08_ses-04_task-RSVPObjectRestBlink_run-1_eventstemp.tsv\n",
-      "sub-08_ses-05_run-1: sub-08_ses-05_task-RSVPObjectRestBlink_run-1_eventstemp.tsv\n",
-      "sub-09_ses-01_run-1: sub-09_ses-01_task-RSVPObjectRestBlink_run-1_eventstemp.tsv\n",
-      "sub-09_ses-01_run-2: sub-09_ses-01_task-RSVPObjectRestBlink_run-2_eventstemp.tsv\n",
-      "sub-09_ses-02_run-1: sub-09_ses-02_task-RSVPObjectRestBlink_run-1_eventstemp.tsv\n",
-      "sub-09_ses-02_run-2: sub-09_ses-02_task-RSVPObjectRestBlink_run-2_eventstemp.tsv\n",
-      "sub-09_ses-03_run-1: sub-09_ses-03_task-RSVPObjectRestBlink_run-1_eventstemp.tsv\n",
-      "sub-09_ses-04_run-1: sub-09_ses-04_task-RSVPObjectRestBlink_run-1_eventstemp.tsv\n",
-      "sub-09_ses-05_run-1: sub-09_ses-05_task-RSVPObjectRestBlink_run-1_eventstemp.tsv\n",
-      "sub-09_ses-06_run-1: sub-09_ses-06_task-RSVPObjectRestBlink_run-1_eventstemp.tsv\n",
-      "sub-09_ses-06_run-2: sub-09_ses-06_task-RSVPObjectRestBlink_run-2_eventstemp.tsv\n",
-      "sub-10_ses-01_run-1: sub-10_ses-01_task-RSVPObjectRestBlink_run-1_eventstemp.tsv\n",
-      "sub-10_ses-02_run-1: sub-10_ses-02_task-RSVPObjectRestBlink_run-1_eventstemp.tsv\n",
-      "sub-10_ses-03_run-1: sub-10_ses-03_task-RSVPObjectRestBlink_run-1_eventstemp.tsv\n",
-      "sub-10_ses-04_run-1: sub-10_ses-04_task-RSVPObjectRestBlink_run-1_eventstemp.tsv\n",
-      "sub-10_ses-05_run-1: sub-10_ses-05_task-RSVPObjectRestBlink_run-1_eventstemp.tsv\n",
-      "\n",
-      "Bids event files event file columns:\n",
-      "Bids event files: [20245 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [20569 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [21119 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [19836 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [20150 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [20397 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [20028 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [19723 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [19705 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [19513 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [9727 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [9727 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [20021 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [19357 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [19392 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [19037 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [20279 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [20188 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [21371 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [21330 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [3276 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [3276 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [20169 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [20283 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [20429 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [20645 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [21098 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [19413 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [18915 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [19356 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [21080 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [19565 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [8074 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [8074 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [23253 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [22787 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [8271 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [8271 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [24761 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [12969 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [12969 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [19557 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [19421 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [20006 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [19247 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [6521 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [6521 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [10505 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [10505 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [20423 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [19915 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [19015 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [12789 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [12789 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [19956 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [19483 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [19741 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [20149 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [19738 events] ['onset', 'duration', 'event_code']\n",
-      "EEG event files: [20245 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']\n",
-      "EEG event files: [20569 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']\n",
-      "EEG event files: [21119 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']\n",
-      "EEG event files: [19836 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']\n",
-      "EEG event files: [20150 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']\n",
-      "EEG event files: [20397 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']\n",
-      "EEG event files: [20028 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']\n",
-      "EEG event files: [19723 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']\n",
-      "EEG event files: [19705 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']\n",
-      "EEG event files: [19513 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']\n",
-      "EEG event files: [9834 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']\n",
-      "EEG event files: [9727 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']\n",
-      "EEG event files: [20021 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']\n",
-      "EEG event files: [19357 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']\n",
-      "EEG event files: [19392 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']\n",
-      "EEG event files: [19037 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']\n",
-      "EEG event files: [20279 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']\n",
-      "EEG event files: [20188 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']\n",
-      "EEG event files: [21371 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']\n",
-      "EEG event files: [21330 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']\n",
-      "EEG event files: [17207 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']\n",
-      "EEG event files: [3276 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']\n",
-      "EEG event files: [20169 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']\n",
-      "EEG event files: [20283 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']\n",
-      "EEG event files: [20429 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']\n",
-      "EEG event files: [20645 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']\n",
-      "EEG event files: [21098 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']\n",
-      "EEG event files: [19413 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']\n",
-      "EEG event files: [18915 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']\n",
-      "EEG event files: [19356 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']\n",
-      "EEG event files: [21080 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']\n",
-      "EEG event files: [19565 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']\n",
-      "EEG event files: [12289 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']\n",
-      "EEG event files: [8074 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']\n",
-      "EEG event files: [23253 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']\n",
-      "EEG event files: [22787 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']\n",
-      "EEG event files: [15066 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']\n",
-      "EEG event files: [8271 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']\n",
-      "EEG event files: [24761 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']\n",
-      "EEG event files: [6469 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']\n",
-      "EEG event files: [12969 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']\n",
-      "EEG event files: [19557 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']\n",
-      "EEG event files: [19421 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']\n",
-      "EEG event files: [20006 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']\n",
-      "EEG event files: [19247 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']\n",
-      "EEG event files: [15037 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']\n",
-      "EEG event files: [6521 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']\n",
-      "EEG event files: [10277 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']\n",
-      "EEG event files: [10505 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']\n",
-      "EEG event files: [20423 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']\n",
-      "EEG event files: [19915 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']\n",
-      "EEG event files: [19015 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']\n",
-      "EEG event files: [7095 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']\n",
-      "EEG event files: [12789 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']\n",
-      "EEG event files: [19956 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']\n",
-      "EEG event files: [19483 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']\n",
-      "EEG event files: [19741 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']\n",
-      "EEG event files: [20149 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']\n",
-      "EEG event files: [19738 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']\n",
-      "\n",
-      "The number of Bids event files events and EEG event files eventsdiffer for the following files:\n",
-      "The Bids event files file has 9727 rows and the EEG event files event file has 9834 rows\n",
-      "The Bids event files file has 3276 rows and the EEG event files event file has 17207 rows\n",
-      "The Bids event files file has 8074 rows and the EEG event files event file has 12289 rows\n",
-      "The Bids event files file has 8271 rows and the EEG event files event file has 15066 rows\n",
-      "The Bids event files file has 12969 rows and the EEG event files event file has 6469 rows\n",
-      "The Bids event files file has 6521 rows and the EEG event files event file has 15037 rows\n",
-      "The Bids event files file has 10505 rows and the EEG event files event file has 10277 rows\n",
-      "The Bids event files file has 12789 rows and the EEG event files event file has 7095 rows\n",
-      "\n",
-      "\n",
-      "\n",
-      "Summary of all BIDS events files:\n",
-      "Summary for column dictionary :\n",
-      "   Categorical columns (2):\n",
-      "      duration (1 distinct values):\n",
-      "         n/a: 1014929\n",
-      "      event_code (30 distinct values):\n",
-      "         11201: 43\n",
-      "         11202: 53\n",
-      "         12101: 54\n",
-      "         12102: 54\n",
-      "         12201: 58\n",
-      "         12202: 56\n",
-      "         12301: 60\n",
-      "         12302: 58\n",
-      "         12401: 68\n",
-      "         12402: 66\n",
-      "         12501: 60\n",
-      "         12502: 60\n",
-      "         13110: 38230\n",
-      "         13120: 26312\n",
-      "         13210: 812163\n",
-      "         13220: 12212\n",
-      "         21121: 19168\n",
-      "         21122: 19168\n",
-      "         21131: 26774\n",
-      "         21132: 26774\n",
-      "         21221: 4042\n",
-      "         21222: 4042\n",
-      "         21231: 12415\n",
-      "         21232: 12415\n",
-      "         31101: 241\n",
-      "         31102: 241\n",
-      "         32202: 4\n",
-      "         32302: 14\n",
-      "         32401: 10\n",
-      "         32402: 14\n",
-      "   Value columns (0):\n",
-      "\n",
-      "Summary of all EEG.set events files:\n",
-      "Summary for column dictionary :\n",
-      "   Categorical columns (10):\n",
-      "      cameradistance (6 distinct values):\n",
-      "         0: 133132\n",
-      "         1: 317857\n",
-      "         2: 317104\n",
-      "         3: 227892\n",
-      "         4: 30832\n",
-      "         5: 9254\n",
-      "      imagecategory (7 distinct values):\n",
-      "         0: 133132\n",
-      "         1: 60200\n",
-      "         2: 89717\n",
-      "         3: 63560\n",
-      "         4: 101931\n",
-      "         5: 94020\n",
-      "         6: 493511\n",
-      "      imageclutter (6 distinct values):\n",
-      "         0: 133132\n",
-      "         1: 79117\n",
-      "         2: 563293\n",
-      "         3: 238305\n",
-      "         4: 18966\n",
-      "         5: 3258\n",
-      "      imagelocation (3 distinct values):\n",
-      "         0: 133132\n",
-      "         1: 774774\n",
-      "         2: 128165\n",
-      "      numberofclasses (5 distinct values):\n",
-      "         0: 626643\n",
-      "         1: 332212\n",
-      "         2: 71320\n",
-      "         3: 5248\n",
-      "         4: 648\n",
-      "      numberoftargets (6 distinct values):\n",
-      "         0: 626643\n",
-      "         1: 299338\n",
-      "         2: 89237\n",
-      "         3: 16785\n",
-      "         4: 3638\n",
-      "         5: 430\n",
-      "      tgtcontrast (4 distinct values):\n",
-      "         0: 626643\n",
-      "         1: 55232\n",
-      "         2: 220917\n",
-      "         3: 133279\n",
-      "      tgtocclusion (6 distinct values):\n",
-      "         0: 626643\n",
-      "         1: 150339\n",
-      "         2: 157610\n",
-      "         3: 61507\n",
-      "         4: 27886\n",
-      "         5: 12086\n",
-      "      tgtorientation (5 distinct values):\n",
-      "         0: 802343\n",
-      "         135: 22091\n",
-      "         180: 15495\n",
-      "         45: 139824\n",
-      "         90: 56318\n",
-      "      type (31 distinct values):\n",
-      "         11201: 51\n",
-      "         11202: 46\n",
-      "         12101: 60\n",
-      "         12102: 59\n",
-      "         12201: 60\n",
-      "         12202: 57\n",
-      "         12301: 59\n",
-      "         12302: 57\n",
-      "         12401: 66\n",
-      "         12402: 65\n",
-      "         12501: 60\n",
-      "         12502: 60\n",
-      "         13110: 39757\n",
-      "         13120: 26773\n",
-      "         13210: 823632\n",
-      "         13220: 12777\n",
-      "         21121: 21247\n",
-      "         21122: 21247\n",
-      "         21131: 28624\n",
-      "         21132: 28624\n",
-      "         21221: 3822\n",
-      "         21222: 3822\n",
-      "         21231: 12257\n",
-      "         21232: 12257\n",
-      "         31101: 246\n",
-      "         31102: 246\n",
-      "         32202: 2\n",
-      "         32301: 7\n",
-      "         32302: 7\n",
-      "         32401: 12\n",
-      "         32402: 12\n",
-      "   Value columns (0):\n",
-      "\n",
-      "\n",
-      "Log output:\n",
-      "bcit_rsvp_expertise_01_initial_summary_log: Level None\n",
-      "overall:\n",
-      "\t[ Bids event files has 59 event files]\n",
-      "\t[ EEG event files has 59 event files]\n",
-      "sub-01_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-01_ses-01_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-01_ses-01_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [20245 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [20245 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']]\n",
-      "sub-01_ses-02_run-1:\n",
-      "\t[ Bids event files: sub-01_ses-02_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-01_ses-02_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [20569 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [20569 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']]\n",
-      "sub-01_ses-03_run-1:\n",
-      "\t[ Bids event files: sub-01_ses-03_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-01_ses-03_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [21119 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [21119 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']]\n",
-      "sub-01_ses-04_run-1:\n",
-      "\t[ Bids event files: sub-01_ses-04_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-01_ses-04_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [19836 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [19836 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']]\n",
-      "sub-01_ses-05_run-1:\n",
-      "\t[ Bids event files: sub-01_ses-05_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-01_ses-05_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [20150 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [20150 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']]\n",
-      "sub-02_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-02_ses-01_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-02_ses-01_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [20397 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [20397 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']]\n",
-      "sub-02_ses-02_run-1:\n",
-      "\t[ Bids event files: sub-02_ses-02_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-02_ses-02_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [20028 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [20028 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']]\n",
-      "sub-02_ses-03_run-1:\n",
-      "\t[ Bids event files: sub-02_ses-03_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-02_ses-03_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [19723 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [19723 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']]\n",
-      "sub-02_ses-04_run-1:\n",
-      "\t[ Bids event files: sub-02_ses-04_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-02_ses-04_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [19705 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [19705 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']]\n",
-      "sub-02_ses-05_run-1:\n",
-      "\t[ Bids event files: sub-02_ses-05_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-02_ses-05_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [19513 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [19513 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']]\n",
-      "sub-03_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-03_ses-01_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-03_ses-01_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [9727 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [9834 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']]\n",
-      "\t[ERROR The Bids event files file has 9727 rows and the EEG event files event file has 9834 rows]\n",
-      "sub-03_ses-01_run-2:\n",
-      "\t[ Bids event files: sub-03_ses-01_task-RSVPObjectRestBlink_run-2_events.tsv]\n",
-      "\t[ EEG event files: sub-03_ses-01_task-RSVPObjectRestBlink_run-2_eventstemp.tsv]\n",
-      "\t[ Bids event files: [9727 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [9727 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']]\n",
-      "sub-03_ses-02_run-1:\n",
-      "\t[ Bids event files: sub-03_ses-02_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-03_ses-02_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [20021 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [20021 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']]\n",
-      "sub-03_ses-03_run-1:\n",
-      "\t[ Bids event files: sub-03_ses-03_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-03_ses-03_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [19357 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [19357 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']]\n",
-      "sub-03_ses-04_run-1:\n",
-      "\t[ Bids event files: sub-03_ses-04_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-03_ses-04_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [19392 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [19392 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']]\n",
-      "sub-03_ses-05_run-1:\n",
-      "\t[ Bids event files: sub-03_ses-05_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-03_ses-05_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [19037 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [19037 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']]\n",
-      "sub-04_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-04_ses-01_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-04_ses-01_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [20279 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [20279 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']]\n",
-      "sub-04_ses-02_run-1:\n",
-      "\t[ Bids event files: sub-04_ses-02_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-04_ses-02_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [20188 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [20188 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']]\n",
-      "sub-04_ses-03_run-1:\n",
-      "\t[ Bids event files: sub-04_ses-03_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-04_ses-03_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [21371 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [21371 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']]\n",
-      "sub-04_ses-04_run-1:\n",
-      "\t[ Bids event files: sub-04_ses-04_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-04_ses-04_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [21330 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [21330 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']]\n",
-      "sub-04_ses-05_run-1:\n",
-      "\t[ Bids event files: sub-04_ses-05_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-04_ses-05_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [3276 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [17207 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']]\n",
-      "\t[ERROR The Bids event files file has 3276 rows and the EEG event files event file has 17207 rows]\n",
-      "sub-04_ses-05_run-2:\n",
-      "\t[ Bids event files: sub-04_ses-05_task-RSVPObjectRestBlink_run-2_events.tsv]\n",
-      "\t[ EEG event files: sub-04_ses-05_task-RSVPObjectRestBlink_run-2_eventstemp.tsv]\n",
-      "\t[ Bids event files: [3276 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [3276 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']]\n",
-      "sub-05_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-05_ses-01_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-05_ses-01_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [20169 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [20169 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']]\n",
-      "sub-05_ses-02_run-1:\n",
-      "\t[ Bids event files: sub-05_ses-02_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-05_ses-02_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [20283 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [20283 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']]\n",
-      "sub-05_ses-03_run-1:\n",
-      "\t[ Bids event files: sub-05_ses-03_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-05_ses-03_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [20429 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [20429 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']]\n",
-      "sub-05_ses-04_run-1:\n",
-      "\t[ Bids event files: sub-05_ses-04_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-05_ses-04_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [20645 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [20645 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']]\n",
-      "sub-05_ses-05_run-1:\n",
-      "\t[ Bids event files: sub-05_ses-05_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-05_ses-05_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [21098 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [21098 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']]\n",
-      "sub-06_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-06_ses-01_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-06_ses-01_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [19413 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [19413 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']]\n",
-      "sub-06_ses-02_run-1:\n",
-      "\t[ Bids event files: sub-06_ses-02_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-06_ses-02_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [18915 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [18915 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']]\n",
-      "sub-06_ses-03_run-1:\n",
-      "\t[ Bids event files: sub-06_ses-03_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-06_ses-03_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [19356 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [19356 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']]\n",
-      "sub-06_ses-04_run-1:\n",
-      "\t[ Bids event files: sub-06_ses-04_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-06_ses-04_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [21080 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [21080 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']]\n",
-      "sub-06_ses-05_run-1:\n",
-      "\t[ Bids event files: sub-06_ses-05_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-06_ses-05_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [19565 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [19565 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']]\n",
-      "sub-07_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-07_ses-01_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-07_ses-01_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [8074 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [12289 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']]\n",
-      "\t[ERROR The Bids event files file has 8074 rows and the EEG event files event file has 12289 rows]\n",
-      "sub-07_ses-01_run-2:\n",
-      "\t[ Bids event files: sub-07_ses-01_task-RSVPObjectRestBlink_run-2_events.tsv]\n",
-      "\t[ EEG event files: sub-07_ses-01_task-RSVPObjectRestBlink_run-2_eventstemp.tsv]\n",
-      "\t[ Bids event files: [8074 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [8074 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']]\n",
-      "sub-07_ses-02_run-1:\n",
-      "\t[ Bids event files: sub-07_ses-02_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-07_ses-02_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [23253 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [23253 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']]\n",
-      "sub-07_ses-03_run-1:\n",
-      "\t[ Bids event files: sub-07_ses-03_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-07_ses-03_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [22787 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [22787 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']]\n",
-      "sub-07_ses-04_run-1:\n",
-      "\t[ Bids event files: sub-07_ses-04_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-07_ses-04_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [8271 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [15066 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']]\n",
-      "\t[ERROR The Bids event files file has 8271 rows and the EEG event files event file has 15066 rows]\n",
-      "sub-07_ses-04_run-2:\n",
-      "\t[ Bids event files: sub-07_ses-04_task-RSVPObjectRestBlink_run-2_events.tsv]\n",
-      "\t[ EEG event files: sub-07_ses-04_task-RSVPObjectRestBlink_run-2_eventstemp.tsv]\n",
-      "\t[ Bids event files: [8271 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [8271 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']]\n",
-      "sub-07_ses-05_run-1:\n",
-      "\t[ Bids event files: sub-07_ses-05_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-07_ses-05_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [24761 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [24761 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']]\n",
-      "sub-08_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-08_ses-01_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-08_ses-01_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [12969 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [6469 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']]\n",
-      "\t[ERROR The Bids event files file has 12969 rows and the EEG event files event file has 6469 rows]\n",
-      "sub-08_ses-01_run-2:\n",
-      "\t[ Bids event files: sub-08_ses-01_task-RSVPObjectRestBlink_run-2_events.tsv]\n",
-      "\t[ EEG event files: sub-08_ses-01_task-RSVPObjectRestBlink_run-2_eventstemp.tsv]\n",
-      "\t[ Bids event files: [12969 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [12969 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']]\n",
-      "sub-08_ses-02_run-1:\n",
-      "\t[ Bids event files: sub-08_ses-02_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-08_ses-02_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [19557 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [19557 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']]\n",
-      "sub-08_ses-03_run-1:\n",
-      "\t[ Bids event files: sub-08_ses-03_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-08_ses-03_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [19421 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [19421 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']]\n",
-      "sub-08_ses-04_run-1:\n",
-      "\t[ Bids event files: sub-08_ses-04_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-08_ses-04_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [20006 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [20006 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']]\n",
-      "sub-08_ses-05_run-1:\n",
-      "\t[ Bids event files: sub-08_ses-05_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-08_ses-05_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [19247 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [19247 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']]\n",
-      "sub-09_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-09_ses-01_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-09_ses-01_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [6521 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [15037 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']]\n",
-      "\t[ERROR The Bids event files file has 6521 rows and the EEG event files event file has 15037 rows]\n",
-      "sub-09_ses-01_run-2:\n",
-      "\t[ Bids event files: sub-09_ses-01_task-RSVPObjectRestBlink_run-2_events.tsv]\n",
-      "\t[ EEG event files: sub-09_ses-01_task-RSVPObjectRestBlink_run-2_eventstemp.tsv]\n",
-      "\t[ Bids event files: [6521 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [6521 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']]\n",
-      "sub-09_ses-02_run-1:\n",
-      "\t[ Bids event files: sub-09_ses-02_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-09_ses-02_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [10505 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [10277 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']]\n",
-      "\t[ERROR The Bids event files file has 10505 rows and the EEG event files event file has 10277 rows]\n",
-      "sub-09_ses-02_run-2:\n",
-      "\t[ Bids event files: sub-09_ses-02_task-RSVPObjectRestBlink_run-2_events.tsv]\n",
-      "\t[ EEG event files: sub-09_ses-02_task-RSVPObjectRestBlink_run-2_eventstemp.tsv]\n",
-      "\t[ Bids event files: [10505 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [10505 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']]\n",
-      "sub-09_ses-03_run-1:\n",
-      "\t[ Bids event files: sub-09_ses-03_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-09_ses-03_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [20423 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [20423 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']]\n",
-      "sub-09_ses-04_run-1:\n",
-      "\t[ Bids event files: sub-09_ses-04_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-09_ses-04_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [19915 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [19915 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']]\n",
-      "sub-09_ses-05_run-1:\n",
-      "\t[ Bids event files: sub-09_ses-05_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-09_ses-05_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [19015 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [19015 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']]\n",
-      "sub-09_ses-06_run-1:\n",
-      "\t[ Bids event files: sub-09_ses-06_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-09_ses-06_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [12789 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [7095 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']]\n",
-      "\t[ERROR The Bids event files file has 12789 rows and the EEG event files event file has 7095 rows]\n",
-      "sub-09_ses-06_run-2:\n",
-      "\t[ Bids event files: sub-09_ses-06_task-RSVPObjectRestBlink_run-2_events.tsv]\n",
-      "\t[ EEG event files: sub-09_ses-06_task-RSVPObjectRestBlink_run-2_eventstemp.tsv]\n",
-      "\t[ Bids event files: [12789 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [12789 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']]\n",
-      "sub-10_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-10_ses-01_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-10_ses-01_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [19956 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [19956 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']]\n",
-      "sub-10_ses-02_run-1:\n",
-      "\t[ Bids event files: sub-10_ses-02_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-10_ses-02_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [19483 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [19483 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']]\n",
-      "sub-10_ses-03_run-1:\n",
-      "\t[ Bids event files: sub-10_ses-03_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-10_ses-03_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [19741 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [19741 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']]\n",
-      "sub-10_ses-04_run-1:\n",
-      "\t[ Bids event files: sub-10_ses-04_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-10_ses-04_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [20149 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [20149 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']]\n",
-      "sub-10_ses-05_run-1:\n",
-      "\t[ Bids event files: sub-10_ses-05_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-10_ses-05_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [19738 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [19738 events] ['type', 'latency', 'urevent', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses', 'usertags']]\n",
-      "\n",
-      "\n",
-      "ERROR Summary:\n",
-      "bcit_rsvp_expertise_01_initial_summary_log: Level ERROR\n",
-      "overall:\n",
-      "sub-01_ses-01_run-1:\n",
-      "sub-01_ses-02_run-1:\n",
-      "sub-01_ses-03_run-1:\n",
-      "sub-01_ses-04_run-1:\n",
-      "sub-01_ses-05_run-1:\n",
-      "sub-02_ses-01_run-1:\n",
-      "sub-02_ses-02_run-1:\n",
-      "sub-02_ses-03_run-1:\n",
-      "sub-02_ses-04_run-1:\n",
-      "sub-02_ses-05_run-1:\n",
-      "sub-03_ses-01_run-1:\n",
-      "\t[ERROR The Bids event files file has 9727 rows and the EEG event files event file has 9834 rows]\n",
-      "sub-03_ses-01_run-2:\n",
-      "sub-03_ses-02_run-1:\n",
-      "sub-03_ses-03_run-1:\n",
-      "sub-03_ses-04_run-1:\n",
-      "sub-03_ses-05_run-1:\n",
-      "sub-04_ses-01_run-1:\n",
-      "sub-04_ses-02_run-1:\n",
-      "sub-04_ses-03_run-1:\n",
-      "sub-04_ses-04_run-1:\n",
-      "sub-04_ses-05_run-1:\n",
-      "\t[ERROR The Bids event files file has 3276 rows and the EEG event files event file has 17207 rows]\n",
-      "sub-04_ses-05_run-2:\n",
-      "sub-05_ses-01_run-1:\n",
-      "sub-05_ses-02_run-1:\n",
-      "sub-05_ses-03_run-1:\n",
-      "sub-05_ses-04_run-1:\n",
-      "sub-05_ses-05_run-1:\n",
-      "sub-06_ses-01_run-1:\n",
-      "sub-06_ses-02_run-1:\n",
-      "sub-06_ses-03_run-1:\n",
-      "sub-06_ses-04_run-1:\n",
-      "sub-06_ses-05_run-1:\n",
-      "sub-07_ses-01_run-1:\n",
-      "\t[ERROR The Bids event files file has 8074 rows and the EEG event files event file has 12289 rows]\n",
-      "sub-07_ses-01_run-2:\n",
-      "sub-07_ses-02_run-1:\n",
-      "sub-07_ses-03_run-1:\n",
-      "sub-07_ses-04_run-1:\n",
-      "\t[ERROR The Bids event files file has 8271 rows and the EEG event files event file has 15066 rows]\n",
-      "sub-07_ses-04_run-2:\n",
-      "sub-07_ses-05_run-1:\n",
-      "sub-08_ses-01_run-1:\n",
-      "\t[ERROR The Bids event files file has 12969 rows and the EEG event files event file has 6469 rows]\n",
-      "sub-08_ses-01_run-2:\n",
-      "sub-08_ses-02_run-1:\n",
-      "sub-08_ses-03_run-1:\n",
-      "sub-08_ses-04_run-1:\n",
-      "sub-08_ses-05_run-1:\n",
-      "sub-09_ses-01_run-1:\n",
-      "\t[ERROR The Bids event files file has 6521 rows and the EEG event files event file has 15037 rows]\n",
-      "sub-09_ses-01_run-2:\n",
-      "sub-09_ses-02_run-1:\n",
-      "\t[ERROR The Bids event files file has 10505 rows and the EEG event files event file has 10277 rows]\n",
-      "sub-09_ses-02_run-2:\n",
-      "sub-09_ses-03_run-1:\n",
-      "sub-09_ses-04_run-1:\n",
-      "sub-09_ses-05_run-1:\n",
-      "sub-09_ses-06_run-1:\n",
-      "\t[ERROR The Bids event files file has 12789 rows and the EEG event files event file has 7095 rows]\n",
-      "sub-09_ses-06_run-2:\n",
-      "sub-10_ses-01_run-1:\n",
-      "sub-10_ses-02_run-1:\n",
-      "sub-10_ses-03_run-1:\n",
-      "sub-10_ses-04_run-1:\n",
-      "sub-10_ses-05_run-1:\n"
-     ]
-    }
-   ],
-   "source": [
-    "import os\n",
-    "import datetime\n",
-    "from hed.tools import BidsTabularDictionary, BidsTabularSummary, HedLogger, report_diffs\n",
-    "from hed.util import get_file_list\n",
-    "\n",
-    "# Variables to set for the specific dataset\n",
-    "bids_root_path = 'F:/ARLBidsStart/RSVPExpertiseWorking'\n",
-    "exclude_dirs = ['sourcedata', 'stimuli', 'code']\n",
-    "entities = ('sub', 'ses', 'run')\n",
-    "bids_skip_columns = ['onset']\n",
-    "eeg_skip_columns = ['latency', 'urevent', 'imageid', 'gid', 'buttonpressduration', 'reactiontime',\n",
-    "                    'luminance', 'tgtsize',\t'tgtdistfromcenter', 'usertags']\n",
-    "log_name = 'bcit_rsvp_expertise_01_initial_summary_log'\n",
-    "\n",
-    "# Set up the logger\n",
-    "log_file_name = f\"code/curation_logs/{log_name}.txt\"\n",
-    "logger = HedLogger(name=log_name)\n",
-    "\n",
-    "# Construct the event file dictionaries for the BIDS and for EEG.event files\n",
-    "files_bids = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_events\", exclude_dirs=exclude_dirs)\n",
-    "bids_dict = BidsTabularDictionary(\"Bids event files\", files_bids, entities=entities)\n",
-    "files_eeg = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_eventstemp\", exclude_dirs=exclude_dirs)\n",
-    "eeg_dict = BidsTabularDictionary(\"EEG event files\", files_eeg, entities=entities)\n",
-    "\n",
-    "# Output a list of files for the two cases\n",
-    "print(f\"\\n{report_diffs(bids_dict, eeg_dict, logger)}\\n\\n\")\n",
-    "\n",
-    "# Create summary dictionaries of the original BIDS events files and output column names\n",
-    "bids_sum_all, bids_sum =  BidsTabularSummary.make_combined_dicts(bids_dict, skip_cols=bids_skip_columns)\n",
-    "print(f\"\\nSummary of all BIDS events files:\\n{bids_sum_all}\")\n",
-    "\n",
-    "eeg_sum_all, eeg_sum =  BidsTabularSummary.make_combined_dicts(eeg_dict, skip_cols=eeg_skip_columns)\n",
-    "print(f\"\\nSummary of all EEG.set events files:\\n{eeg_sum_all}\")\n",
-    "\n",
-    "# Output and save the log\n",
-    "log_string = \"\\n\\nLog output:\\n\" + logger.get_log_string()\n",
-    "error_string = \"\\n\\nERROR Summary:\\n\" + logger.get_log_string(level=\"ERROR\")\n",
-    "print(log_string)\n",
-    "print(error_string)\n",
-    "\n",
-    "save_path = os.path.join(bids_root_path, log_file_name)\n",
-    "with open(save_path, \"w\") as fp:\n",
-    "    fp.write(f\"{log_file_name} {datetime.datetime.now()}\\n\")\n",
-    "    fp.write(f\"\\n{bids_sum_all}\\n\")\n",
-    "    fp.write(f\"\\n{eeg_sum_all}\\n\")\n",
-    "    fp.write(log_string)\n",
-    "    fp.write(error_string)"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Set up the variables for producing a summary and construct dictionaries\n"
-    }
-   }
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 2
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
\ No newline at end of file
diff --git a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_rsvp_expertise/bcit_rsvp_expertise_02_initial_combination.ipynb b/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_rsvp_expertise/bcit_rsvp_expertise_02_initial_combination.ipynb
deleted file mode 100644
index 710f189..0000000
--- a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_rsvp_expertise/bcit_rsvp_expertise_02_initial_combination.ipynb
+++ /dev/null
@@ -1,794 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "source": [
-    "## Produce a consolidated events file for BCIT Rsvp Expertise\n",
-    "\n",
-    "A copy of the EEG.event structure is dumped to the dataset as `events_temp.tsv` files.\n",
-    "The `bcit_rsvp_expertise_01_initial_summary.ipynb` has already been run.\n",
-    "Manual review has confirmed that either both versions of the event files have the same\n",
-    "number of events or that the session had two runs and due to a bug in `ess2bids`,\n",
-    "the `events.tsv` file for run 1 is actually a copy of the `events.tsv` file from run 2.\n",
-    "\n",
-    "This notebook creates a `eventstemp1.tsv` for each:\n",
-    "1. Read the eeg events.\n",
-    "2. Remove unwanted columns and add `onset` and `duration` columns.\n",
-    "3. Reorder the columns to the `final_column_order`.\n",
-    "4. Replace all empty string and NaN entries with n/a.\n",
-    "5. Save as `_eventstemp1.tsv`."
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   }
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "\n",
-      "Log output:\n",
-      "bcit_rsvp_expertise_02_initial_combination_log: Level None\n",
-      "sub-01_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-01_ses-01_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-01_ses-01_task-RSVPObjectRestBlink_run-1_eventstemp1.tsv]\n",
-      "sub-01_ses-02_run-1:\n",
-      "\t[ Created a dataframe for sub-01_ses-02_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-01_ses-02_task-RSVPObjectRestBlink_run-1_eventstemp1.tsv]\n",
-      "sub-01_ses-03_run-1:\n",
-      "\t[ Created a dataframe for sub-01_ses-03_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-01_ses-03_task-RSVPObjectRestBlink_run-1_eventstemp1.tsv]\n",
-      "sub-01_ses-04_run-1:\n",
-      "\t[ Created a dataframe for sub-01_ses-04_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-01_ses-04_task-RSVPObjectRestBlink_run-1_eventstemp1.tsv]\n",
-      "sub-01_ses-05_run-1:\n",
-      "\t[ Created a dataframe for sub-01_ses-05_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-01_ses-05_task-RSVPObjectRestBlink_run-1_eventstemp1.tsv]\n",
-      "sub-02_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-02_ses-01_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-02_ses-01_task-RSVPObjectRestBlink_run-1_eventstemp1.tsv]\n",
-      "sub-02_ses-02_run-1:\n",
-      "\t[ Created a dataframe for sub-02_ses-02_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-02_ses-02_task-RSVPObjectRestBlink_run-1_eventstemp1.tsv]\n",
-      "sub-02_ses-03_run-1:\n",
-      "\t[ Created a dataframe for sub-02_ses-03_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-02_ses-03_task-RSVPObjectRestBlink_run-1_eventstemp1.tsv]\n",
-      "sub-02_ses-04_run-1:\n",
-      "\t[ Created a dataframe for sub-02_ses-04_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-02_ses-04_task-RSVPObjectRestBlink_run-1_eventstemp1.tsv]\n",
-      "sub-02_ses-05_run-1:\n",
-      "\t[ Created a dataframe for sub-02_ses-05_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-02_ses-05_task-RSVPObjectRestBlink_run-1_eventstemp1.tsv]\n",
-      "sub-03_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-03_ses-01_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-03_ses-01_task-RSVPObjectRestBlink_run-1_eventstemp1.tsv]\n",
-      "sub-03_ses-01_run-2:\n",
-      "\t[ Created a dataframe for sub-03_ses-01_task-RSVPObjectRestBlink_run-2_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-03_ses-01_task-RSVPObjectRestBlink_run-2_eventstemp1.tsv]\n",
-      "sub-03_ses-02_run-1:\n",
-      "\t[ Created a dataframe for sub-03_ses-02_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-03_ses-02_task-RSVPObjectRestBlink_run-1_eventstemp1.tsv]\n",
-      "sub-03_ses-03_run-1:\n",
-      "\t[ Created a dataframe for sub-03_ses-03_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-03_ses-03_task-RSVPObjectRestBlink_run-1_eventstemp1.tsv]\n",
-      "sub-03_ses-04_run-1:\n",
-      "\t[ Created a dataframe for sub-03_ses-04_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-03_ses-04_task-RSVPObjectRestBlink_run-1_eventstemp1.tsv]\n",
-      "sub-03_ses-05_run-1:\n",
-      "\t[ Created a dataframe for sub-03_ses-05_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-03_ses-05_task-RSVPObjectRestBlink_run-1_eventstemp1.tsv]\n",
-      "sub-04_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-04_ses-01_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-04_ses-01_task-RSVPObjectRestBlink_run-1_eventstemp1.tsv]\n",
-      "sub-04_ses-02_run-1:\n",
-      "\t[ Created a dataframe for sub-04_ses-02_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-04_ses-02_task-RSVPObjectRestBlink_run-1_eventstemp1.tsv]\n",
-      "sub-04_ses-03_run-1:\n",
-      "\t[ Created a dataframe for sub-04_ses-03_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-04_ses-03_task-RSVPObjectRestBlink_run-1_eventstemp1.tsv]\n",
-      "sub-04_ses-04_run-1:\n",
-      "\t[ Created a dataframe for sub-04_ses-04_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-04_ses-04_task-RSVPObjectRestBlink_run-1_eventstemp1.tsv]\n",
-      "sub-04_ses-05_run-1:\n",
-      "\t[ Created a dataframe for sub-04_ses-05_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-04_ses-05_task-RSVPObjectRestBlink_run-1_eventstemp1.tsv]\n",
-      "sub-04_ses-05_run-2:\n",
-      "\t[ Created a dataframe for sub-04_ses-05_task-RSVPObjectRestBlink_run-2_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-04_ses-05_task-RSVPObjectRestBlink_run-2_eventstemp1.tsv]\n",
-      "sub-05_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-05_ses-01_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-05_ses-01_task-RSVPObjectRestBlink_run-1_eventstemp1.tsv]\n",
-      "sub-05_ses-02_run-1:\n",
-      "\t[ Created a dataframe for sub-05_ses-02_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-05_ses-02_task-RSVPObjectRestBlink_run-1_eventstemp1.tsv]\n",
-      "sub-05_ses-03_run-1:\n",
-      "\t[ Created a dataframe for sub-05_ses-03_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-05_ses-03_task-RSVPObjectRestBlink_run-1_eventstemp1.tsv]\n",
-      "sub-05_ses-04_run-1:\n",
-      "\t[ Created a dataframe for sub-05_ses-04_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-05_ses-04_task-RSVPObjectRestBlink_run-1_eventstemp1.tsv]\n",
-      "sub-05_ses-05_run-1:\n",
-      "\t[ Created a dataframe for sub-05_ses-05_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-05_ses-05_task-RSVPObjectRestBlink_run-1_eventstemp1.tsv]\n",
-      "sub-06_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-06_ses-01_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-06_ses-01_task-RSVPObjectRestBlink_run-1_eventstemp1.tsv]\n",
-      "sub-06_ses-02_run-1:\n",
-      "\t[ Created a dataframe for sub-06_ses-02_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-06_ses-02_task-RSVPObjectRestBlink_run-1_eventstemp1.tsv]\n",
-      "sub-06_ses-03_run-1:\n",
-      "\t[ Created a dataframe for sub-06_ses-03_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-06_ses-03_task-RSVPObjectRestBlink_run-1_eventstemp1.tsv]\n",
-      "sub-06_ses-04_run-1:\n",
-      "\t[ Created a dataframe for sub-06_ses-04_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-06_ses-04_task-RSVPObjectRestBlink_run-1_eventstemp1.tsv]\n",
-      "sub-06_ses-05_run-1:\n",
-      "\t[ Created a dataframe for sub-06_ses-05_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-06_ses-05_task-RSVPObjectRestBlink_run-1_eventstemp1.tsv]\n",
-      "sub-07_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-07_ses-01_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-07_ses-01_task-RSVPObjectRestBlink_run-1_eventstemp1.tsv]\n",
-      "sub-07_ses-01_run-2:\n",
-      "\t[ Created a dataframe for sub-07_ses-01_task-RSVPObjectRestBlink_run-2_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-07_ses-01_task-RSVPObjectRestBlink_run-2_eventstemp1.tsv]\n",
-      "sub-07_ses-02_run-1:\n",
-      "\t[ Created a dataframe for sub-07_ses-02_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-07_ses-02_task-RSVPObjectRestBlink_run-1_eventstemp1.tsv]\n",
-      "sub-07_ses-03_run-1:\n",
-      "\t[ Created a dataframe for sub-07_ses-03_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-07_ses-03_task-RSVPObjectRestBlink_run-1_eventstemp1.tsv]\n",
-      "sub-07_ses-04_run-1:\n",
-      "\t[ Created a dataframe for sub-07_ses-04_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-07_ses-04_task-RSVPObjectRestBlink_run-1_eventstemp1.tsv]\n",
-      "sub-07_ses-04_run-2:\n",
-      "\t[ Created a dataframe for sub-07_ses-04_task-RSVPObjectRestBlink_run-2_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-07_ses-04_task-RSVPObjectRestBlink_run-2_eventstemp1.tsv]\n",
-      "sub-07_ses-05_run-1:\n",
-      "\t[ Created a dataframe for sub-07_ses-05_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-07_ses-05_task-RSVPObjectRestBlink_run-1_eventstemp1.tsv]\n",
-      "sub-08_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-08_ses-01_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-08_ses-01_task-RSVPObjectRestBlink_run-1_eventstemp1.tsv]\n",
-      "sub-08_ses-01_run-2:\n",
-      "\t[ Created a dataframe for sub-08_ses-01_task-RSVPObjectRestBlink_run-2_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-08_ses-01_task-RSVPObjectRestBlink_run-2_eventstemp1.tsv]\n",
-      "sub-08_ses-02_run-1:\n",
-      "\t[ Created a dataframe for sub-08_ses-02_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-08_ses-02_task-RSVPObjectRestBlink_run-1_eventstemp1.tsv]\n",
-      "sub-08_ses-03_run-1:\n",
-      "\t[ Created a dataframe for sub-08_ses-03_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-08_ses-03_task-RSVPObjectRestBlink_run-1_eventstemp1.tsv]\n",
-      "sub-08_ses-04_run-1:\n",
-      "\t[ Created a dataframe for sub-08_ses-04_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-08_ses-04_task-RSVPObjectRestBlink_run-1_eventstemp1.tsv]\n",
-      "sub-08_ses-05_run-1:\n",
-      "\t[ Created a dataframe for sub-08_ses-05_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-08_ses-05_task-RSVPObjectRestBlink_run-1_eventstemp1.tsv]\n",
-      "sub-09_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-09_ses-01_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-09_ses-01_task-RSVPObjectRestBlink_run-1_eventstemp1.tsv]\n",
-      "sub-09_ses-01_run-2:\n",
-      "\t[ Created a dataframe for sub-09_ses-01_task-RSVPObjectRestBlink_run-2_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-09_ses-01_task-RSVPObjectRestBlink_run-2_eventstemp1.tsv]\n",
-      "sub-09_ses-02_run-1:\n",
-      "\t[ Created a dataframe for sub-09_ses-02_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-09_ses-02_task-RSVPObjectRestBlink_run-1_eventstemp1.tsv]\n",
-      "sub-09_ses-02_run-2:\n",
-      "\t[ Created a dataframe for sub-09_ses-02_task-RSVPObjectRestBlink_run-2_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-09_ses-02_task-RSVPObjectRestBlink_run-2_eventstemp1.tsv]\n",
-      "sub-09_ses-03_run-1:\n",
-      "\t[ Created a dataframe for sub-09_ses-03_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-09_ses-03_task-RSVPObjectRestBlink_run-1_eventstemp1.tsv]\n",
-      "sub-09_ses-04_run-1:\n",
-      "\t[ Created a dataframe for sub-09_ses-04_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-09_ses-04_task-RSVPObjectRestBlink_run-1_eventstemp1.tsv]\n",
-      "sub-09_ses-05_run-1:\n",
-      "\t[ Created a dataframe for sub-09_ses-05_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-09_ses-05_task-RSVPObjectRestBlink_run-1_eventstemp1.tsv]\n",
-      "sub-09_ses-06_run-1:\n",
-      "\t[ Created a dataframe for sub-09_ses-06_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-09_ses-06_task-RSVPObjectRestBlink_run-1_eventstemp1.tsv]\n",
-      "sub-09_ses-06_run-2:\n",
-      "\t[ Created a dataframe for sub-09_ses-06_task-RSVPObjectRestBlink_run-2_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-09_ses-06_task-RSVPObjectRestBlink_run-2_eventstemp1.tsv]\n",
-      "sub-10_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-10_ses-01_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-10_ses-01_task-RSVPObjectRestBlink_run-1_eventstemp1.tsv]\n",
-      "sub-10_ses-02_run-1:\n",
-      "\t[ Created a dataframe for sub-10_ses-02_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-10_ses-02_task-RSVPObjectRestBlink_run-1_eventstemp1.tsv]\n",
-      "sub-10_ses-03_run-1:\n",
-      "\t[ Created a dataframe for sub-10_ses-03_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-10_ses-03_task-RSVPObjectRestBlink_run-1_eventstemp1.tsv]\n",
-      "sub-10_ses-04_run-1:\n",
-      "\t[ Created a dataframe for sub-10_ses-04_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-10_ses-04_task-RSVPObjectRestBlink_run-1_eventstemp1.tsv]\n",
-      "sub-10_ses-05_run-1:\n",
-      "\t[ Created a dataframe for sub-10_ses-05_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value', 'gid', 'imageid', 'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance', 'imagelocation', 'imageclutter', 'luminance', 'tgtorientation', 'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-10_ses-05_task-RSVPObjectRestBlink_run-1_eventstemp1.tsv]\n",
-      "\n",
-      "\n",
-      "ERROR Summary:\n",
-      "bcit_rsvp_expertise_02_initial_combination_log: Level ERROR\n",
-      "sub-01_ses-01_run-1:\n",
-      "sub-01_ses-02_run-1:\n",
-      "sub-01_ses-03_run-1:\n",
-      "sub-01_ses-04_run-1:\n",
-      "sub-01_ses-05_run-1:\n",
-      "sub-02_ses-01_run-1:\n",
-      "sub-02_ses-02_run-1:\n",
-      "sub-02_ses-03_run-1:\n",
-      "sub-02_ses-04_run-1:\n",
-      "sub-02_ses-05_run-1:\n",
-      "sub-03_ses-01_run-1:\n",
-      "sub-03_ses-01_run-2:\n",
-      "sub-03_ses-02_run-1:\n",
-      "sub-03_ses-03_run-1:\n",
-      "sub-03_ses-04_run-1:\n",
-      "sub-03_ses-05_run-1:\n",
-      "sub-04_ses-01_run-1:\n",
-      "sub-04_ses-02_run-1:\n",
-      "sub-04_ses-03_run-1:\n",
-      "sub-04_ses-04_run-1:\n",
-      "sub-04_ses-05_run-1:\n",
-      "sub-04_ses-05_run-2:\n",
-      "sub-05_ses-01_run-1:\n",
-      "sub-05_ses-02_run-1:\n",
-      "sub-05_ses-03_run-1:\n",
-      "sub-05_ses-04_run-1:\n",
-      "sub-05_ses-05_run-1:\n",
-      "sub-06_ses-01_run-1:\n",
-      "sub-06_ses-02_run-1:\n",
-      "sub-06_ses-03_run-1:\n",
-      "sub-06_ses-04_run-1:\n",
-      "sub-06_ses-05_run-1:\n",
-      "sub-07_ses-01_run-1:\n",
-      "sub-07_ses-01_run-2:\n",
-      "sub-07_ses-02_run-1:\n",
-      "sub-07_ses-03_run-1:\n",
-      "sub-07_ses-04_run-1:\n",
-      "sub-07_ses-04_run-2:\n",
-      "sub-07_ses-05_run-1:\n",
-      "sub-08_ses-01_run-1:\n",
-      "sub-08_ses-01_run-2:\n",
-      "sub-08_ses-02_run-1:\n",
-      "sub-08_ses-03_run-1:\n",
-      "sub-08_ses-04_run-1:\n",
-      "sub-08_ses-05_run-1:\n",
-      "sub-09_ses-01_run-1:\n",
-      "sub-09_ses-01_run-2:\n",
-      "sub-09_ses-02_run-1:\n",
-      "sub-09_ses-02_run-2:\n",
-      "sub-09_ses-03_run-1:\n",
-      "sub-09_ses-04_run-1:\n",
-      "sub-09_ses-05_run-1:\n",
-      "sub-09_ses-06_run-1:\n",
-      "sub-09_ses-06_run-2:\n",
-      "sub-10_ses-01_run-1:\n",
-      "sub-10_ses-02_run-1:\n",
-      "sub-10_ses-03_run-1:\n",
-      "sub-10_ses-04_run-1:\n",
-      "sub-10_ses-05_run-1:\n"
-     ]
-    }
-   ],
-   "source": [
-    "import os\n",
-    "import datetime\n",
-    "from hed.tools import BidsTabularDictionary, HedLogger\n",
-    "from hed.util import get_file_list, get_new_dataframe, get_value_dict, replace_values\n",
-    "\n",
-    "# Variables to set for the specific dataset\n",
-    "bids_root_path = 'F:/ARLBidsStart/RsvpExpertiseWorking'\n",
-    "exclude_dirs = ['sourcedata', 'stimuli', 'code']\n",
-    "entities = ('sub', 'ses', 'run')\n",
-    "eeg_drop_columns = ['urevent', 'usertags']\n",
-    "final_column_order = ['onset', 'duration', 'sample', 'value', 'gid', 'imageid',\n",
-    "                      'buttonpressduration', 'reactiontime', 'imagecategory', 'cameradistance',\n",
-    "                      'imagelocation', 'imageclutter', 'luminance', 'tgtorientation',\n",
-    "                      'tgtocclusion', 'tgtcontrast', 'tgtsize', 'tgtdistfromcenter',\n",
-    "                      'numberoftargets', 'numberofclasses']\n",
-    "log_name = 'bcit_rsvp_expertise_02_initial_combination_log'\n",
-    "sampling_rate_file = os.path.realpath(os.path.join(bids_root_path, 'code/samplingRates.tsv'))\n",
-    "\n",
-    "# Set up the logger\n",
-    "log_file_name = f\"code/curation_logs/{log_name}.txt\"\n",
-    "logger = HedLogger(name=log_name)\n",
-    "\n",
-    "# Construct the event file dictionaries for the BIDS and for EEG.event files\n",
-    "files_eeg = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_eventstemp\", exclude_dirs=exclude_dirs)\n",
-    "eeg_dict = BidsTabularDictionary(\"EEG event files\", files_eeg, entities=entities)\n",
-    "sampling_dict = get_value_dict(sampling_rate_file)\n",
-    "\n",
-    "# Perform  the operations to combine the two versions of the event files\n",
-    "for key, file, rowcount, column_count in eeg_dict.iter_tsv_info():\n",
-    "    filename = eeg_dict.get_file_path(key)\n",
-    "    df_eeg = get_new_dataframe(filename)\n",
-    "    basename = os.path.basename(filename)\n",
-    "    logger.add(key, f\"Created a dataframe for {basename}\")\n",
-    "\n",
-    "\n",
-    "    samplingRate = float(sampling_dict[basename[:-15]])\n",
-    "    logger.add(key, f\"Looked up sampling rate of {samplingRate}\")\n",
-    "\n",
-    "    df_eeg.drop(columns=eeg_drop_columns, inplace=True)\n",
-    "    logger.add(key, f\"Dropped {str(eeg_drop_columns)} drop_columns\")\n",
-    "    df_eeg['onset'] = df_eeg['latency']\n",
-    "    df_eeg['onset'] = df_eeg['onset'].subtract(1.0)\n",
-    "    df_eeg['onset'] = df_eeg['onset'].divide(samplingRate)\n",
-    "    logger.add(key, f\"Calculate onset from latency and add an onset column\")\n",
-    "    df_eeg['duration'] = 'n/a'\n",
-    "    logger.add(key, f\"Add a duration column\")\n",
-    "    df_eeg = df_eeg.rename(columns={\"latency\": \"sample\", \"type\": \"value\"})\n",
-    "    logger.add(key, f\"Rename the latency column as sample and type as value\")\n",
-    "    df_eeg = df_eeg.reindex(columns=final_column_order)\n",
-    "    logger.add(key, f\"Reordered the columns as {str(final_column_order)}\")\n",
-    "    num_replaced = replace_values(df_eeg, values=[' ', 'NaN'], replace_value='n/a')\n",
-    "    logger.add(key, f\"Replaced {num_replaced} blank or NaN values with n/a\")\n",
-    "    filename_out = filename[:-4] + \"1.tsv\"\n",
-    "    df_eeg.to_csv(filename_out, sep='\\t', index=False)\n",
-    "    logger.add(key, f\"Saved as {os.path.basename(filename_out)}\")\n",
-    "\n",
-    "# Output and save the log\n",
-    "log_string = \"\\n\\nLog output:\\n\" + logger.get_log_string()\n",
-    "error_string = \"\\n\\nERROR Summary:\\n\" + logger.get_log_string(level=\"ERROR\")\n",
-    "print(log_string)\n",
-    "print(error_string)\n",
-    "\n",
-    "save_path = os.path.join(bids_root_path, log_file_name)\n",
-    "with open(save_path, \"w\") as fp:\n",
-    "    fp.write(f\"{log_file_name} {datetime.datetime.now()}\\n\")\n",
-    "    fp.write(log_string)\n",
-    "    fp.write(error_string)"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Setup the structure and column names\n"
-    }
-   }
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 2
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
\ No newline at end of file
diff --git a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_rsvp_expertise/bcit_rsvp_expertise_03_remove_files.ipynb b/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_rsvp_expertise/bcit_rsvp_expertise_03_remove_files.ipynb
deleted file mode 100644
index c7dac5d..0000000
--- a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_rsvp_expertise/bcit_rsvp_expertise_03_remove_files.ipynb
+++ /dev/null
@@ -1,495 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "collapsed": true,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   },
-   "source": [
-    "## Remove the extra files from BCIT RSVP Expertise\n",
-    "\n",
-    "This script assumes that you have copied the RsvpExpertiseWorking directory into\n",
-    "the RsvpExpertiseWorkingPhaseTwo directory.\n",
-    "\n",
-    "This script removes `_events.tsv` and `_eventstemp.tsv` and then\n",
-    "renames `_eventstemp1.tsv` to `_events.tsv`."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "\n",
-      "Log output:\n",
-      "bcit_rsvp_expertise_03_remove_files_log: Level None\n",
-      "sub-01_ses-01_run-1:\n",
-      "\t[ Remove sub-01_ses-01_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "\t[ Removed sub-01_ses-01_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-01_ses-01_task-RSVPObjectRestBlink_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-01_ses-01_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "sub-01_ses-02_run-1:\n",
-      "\t[ Remove sub-01_ses-02_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "\t[ Removed sub-01_ses-02_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-01_ses-02_task-RSVPObjectRestBlink_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-01_ses-02_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "sub-01_ses-03_run-1:\n",
-      "\t[ Remove sub-01_ses-03_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "\t[ Removed sub-01_ses-03_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-01_ses-03_task-RSVPObjectRestBlink_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-01_ses-03_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "sub-01_ses-04_run-1:\n",
-      "\t[ Remove sub-01_ses-04_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "\t[ Removed sub-01_ses-04_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-01_ses-04_task-RSVPObjectRestBlink_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-01_ses-04_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "sub-01_ses-05_run-1:\n",
-      "\t[ Remove sub-01_ses-05_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "\t[ Removed sub-01_ses-05_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-01_ses-05_task-RSVPObjectRestBlink_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-01_ses-05_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "sub-02_ses-01_run-1:\n",
-      "\t[ Remove sub-02_ses-01_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "\t[ Removed sub-02_ses-01_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-02_ses-01_task-RSVPObjectRestBlink_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-02_ses-01_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "sub-02_ses-02_run-1:\n",
-      "\t[ Remove sub-02_ses-02_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "\t[ Removed sub-02_ses-02_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-02_ses-02_task-RSVPObjectRestBlink_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-02_ses-02_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "sub-02_ses-03_run-1:\n",
-      "\t[ Remove sub-02_ses-03_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "\t[ Removed sub-02_ses-03_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-02_ses-03_task-RSVPObjectRestBlink_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-02_ses-03_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "sub-02_ses-04_run-1:\n",
-      "\t[ Remove sub-02_ses-04_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "\t[ Removed sub-02_ses-04_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-02_ses-04_task-RSVPObjectRestBlink_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-02_ses-04_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "sub-02_ses-05_run-1:\n",
-      "\t[ Remove sub-02_ses-05_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "\t[ Removed sub-02_ses-05_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-02_ses-05_task-RSVPObjectRestBlink_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-02_ses-05_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "sub-03_ses-01_run-1:\n",
-      "\t[ Remove sub-03_ses-01_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "\t[ Removed sub-03_ses-01_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-03_ses-01_task-RSVPObjectRestBlink_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-03_ses-01_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "sub-03_ses-01_run-2:\n",
-      "\t[ Remove sub-03_ses-01_task-RSVPObjectRestBlink_run-2_events.tsv]\n",
-      "\t[ Removed sub-03_ses-01_task-RSVPObjectRestBlink_run-2_eventstemp.tsv]\n",
-      "\t[ Renamed sub-03_ses-01_task-RSVPObjectRestBlink_run-2_eventstemp1.tsv\n",
-      "\t\tto sub-03_ses-01_task-RSVPObjectRestBlink_run-2_events.tsv]\n",
-      "sub-03_ses-02_run-1:\n",
-      "\t[ Remove sub-03_ses-02_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "\t[ Removed sub-03_ses-02_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-03_ses-02_task-RSVPObjectRestBlink_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-03_ses-02_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "sub-03_ses-03_run-1:\n",
-      "\t[ Remove sub-03_ses-03_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "\t[ Removed sub-03_ses-03_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-03_ses-03_task-RSVPObjectRestBlink_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-03_ses-03_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "sub-03_ses-04_run-1:\n",
-      "\t[ Remove sub-03_ses-04_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "\t[ Removed sub-03_ses-04_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-03_ses-04_task-RSVPObjectRestBlink_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-03_ses-04_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "sub-03_ses-05_run-1:\n",
-      "\t[ Remove sub-03_ses-05_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "\t[ Removed sub-03_ses-05_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-03_ses-05_task-RSVPObjectRestBlink_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-03_ses-05_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "sub-04_ses-01_run-1:\n",
-      "\t[ Remove sub-04_ses-01_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "\t[ Removed sub-04_ses-01_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-04_ses-01_task-RSVPObjectRestBlink_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-04_ses-01_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "sub-04_ses-02_run-1:\n",
-      "\t[ Remove sub-04_ses-02_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "\t[ Removed sub-04_ses-02_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-04_ses-02_task-RSVPObjectRestBlink_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-04_ses-02_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "sub-04_ses-03_run-1:\n",
-      "\t[ Remove sub-04_ses-03_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "\t[ Removed sub-04_ses-03_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-04_ses-03_task-RSVPObjectRestBlink_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-04_ses-03_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "sub-04_ses-04_run-1:\n",
-      "\t[ Remove sub-04_ses-04_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "\t[ Removed sub-04_ses-04_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-04_ses-04_task-RSVPObjectRestBlink_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-04_ses-04_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "sub-04_ses-05_run-1:\n",
-      "\t[ Remove sub-04_ses-05_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "\t[ Removed sub-04_ses-05_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-04_ses-05_task-RSVPObjectRestBlink_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-04_ses-05_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "sub-04_ses-05_run-2:\n",
-      "\t[ Remove sub-04_ses-05_task-RSVPObjectRestBlink_run-2_events.tsv]\n",
-      "\t[ Removed sub-04_ses-05_task-RSVPObjectRestBlink_run-2_eventstemp.tsv]\n",
-      "\t[ Renamed sub-04_ses-05_task-RSVPObjectRestBlink_run-2_eventstemp1.tsv\n",
-      "\t\tto sub-04_ses-05_task-RSVPObjectRestBlink_run-2_events.tsv]\n",
-      "sub-05_ses-01_run-1:\n",
-      "\t[ Remove sub-05_ses-01_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "\t[ Removed sub-05_ses-01_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-05_ses-01_task-RSVPObjectRestBlink_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-05_ses-01_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "sub-05_ses-02_run-1:\n",
-      "\t[ Remove sub-05_ses-02_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "\t[ Removed sub-05_ses-02_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-05_ses-02_task-RSVPObjectRestBlink_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-05_ses-02_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "sub-05_ses-03_run-1:\n",
-      "\t[ Remove sub-05_ses-03_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "\t[ Removed sub-05_ses-03_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-05_ses-03_task-RSVPObjectRestBlink_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-05_ses-03_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "sub-05_ses-04_run-1:\n",
-      "\t[ Remove sub-05_ses-04_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "\t[ Removed sub-05_ses-04_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-05_ses-04_task-RSVPObjectRestBlink_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-05_ses-04_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "sub-05_ses-05_run-1:\n",
-      "\t[ Remove sub-05_ses-05_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "\t[ Removed sub-05_ses-05_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-05_ses-05_task-RSVPObjectRestBlink_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-05_ses-05_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "sub-06_ses-01_run-1:\n",
-      "\t[ Remove sub-06_ses-01_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "\t[ Removed sub-06_ses-01_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-06_ses-01_task-RSVPObjectRestBlink_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-06_ses-01_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "sub-06_ses-02_run-1:\n",
-      "\t[ Remove sub-06_ses-02_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "\t[ Removed sub-06_ses-02_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-06_ses-02_task-RSVPObjectRestBlink_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-06_ses-02_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "sub-06_ses-03_run-1:\n",
-      "\t[ Remove sub-06_ses-03_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "\t[ Removed sub-06_ses-03_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-06_ses-03_task-RSVPObjectRestBlink_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-06_ses-03_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "sub-06_ses-04_run-1:\n",
-      "\t[ Remove sub-06_ses-04_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "\t[ Removed sub-06_ses-04_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-06_ses-04_task-RSVPObjectRestBlink_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-06_ses-04_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "sub-06_ses-05_run-1:\n",
-      "\t[ Remove sub-06_ses-05_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "\t[ Removed sub-06_ses-05_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-06_ses-05_task-RSVPObjectRestBlink_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-06_ses-05_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "sub-07_ses-01_run-1:\n",
-      "\t[ Remove sub-07_ses-01_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "\t[ Removed sub-07_ses-01_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-07_ses-01_task-RSVPObjectRestBlink_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-07_ses-01_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "sub-07_ses-01_run-2:\n",
-      "\t[ Remove sub-07_ses-01_task-RSVPObjectRestBlink_run-2_events.tsv]\n",
-      "\t[ Removed sub-07_ses-01_task-RSVPObjectRestBlink_run-2_eventstemp.tsv]\n",
-      "\t[ Renamed sub-07_ses-01_task-RSVPObjectRestBlink_run-2_eventstemp1.tsv\n",
-      "\t\tto sub-07_ses-01_task-RSVPObjectRestBlink_run-2_events.tsv]\n",
-      "sub-07_ses-02_run-1:\n",
-      "\t[ Remove sub-07_ses-02_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "\t[ Removed sub-07_ses-02_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-07_ses-02_task-RSVPObjectRestBlink_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-07_ses-02_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "sub-07_ses-03_run-1:\n",
-      "\t[ Remove sub-07_ses-03_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "\t[ Removed sub-07_ses-03_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-07_ses-03_task-RSVPObjectRestBlink_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-07_ses-03_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "sub-07_ses-04_run-1:\n",
-      "\t[ Remove sub-07_ses-04_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "\t[ Removed sub-07_ses-04_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-07_ses-04_task-RSVPObjectRestBlink_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-07_ses-04_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "sub-07_ses-04_run-2:\n",
-      "\t[ Remove sub-07_ses-04_task-RSVPObjectRestBlink_run-2_events.tsv]\n",
-      "\t[ Removed sub-07_ses-04_task-RSVPObjectRestBlink_run-2_eventstemp.tsv]\n",
-      "\t[ Renamed sub-07_ses-04_task-RSVPObjectRestBlink_run-2_eventstemp1.tsv\n",
-      "\t\tto sub-07_ses-04_task-RSVPObjectRestBlink_run-2_events.tsv]\n",
-      "sub-07_ses-05_run-1:\n",
-      "\t[ Remove sub-07_ses-05_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "\t[ Removed sub-07_ses-05_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-07_ses-05_task-RSVPObjectRestBlink_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-07_ses-05_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "sub-08_ses-01_run-1:\n",
-      "\t[ Remove sub-08_ses-01_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "\t[ Removed sub-08_ses-01_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-08_ses-01_task-RSVPObjectRestBlink_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-08_ses-01_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "sub-08_ses-01_run-2:\n",
-      "\t[ Remove sub-08_ses-01_task-RSVPObjectRestBlink_run-2_events.tsv]\n",
-      "\t[ Removed sub-08_ses-01_task-RSVPObjectRestBlink_run-2_eventstemp.tsv]\n",
-      "\t[ Renamed sub-08_ses-01_task-RSVPObjectRestBlink_run-2_eventstemp1.tsv\n",
-      "\t\tto sub-08_ses-01_task-RSVPObjectRestBlink_run-2_events.tsv]\n",
-      "sub-08_ses-02_run-1:\n",
-      "\t[ Remove sub-08_ses-02_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "\t[ Removed sub-08_ses-02_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-08_ses-02_task-RSVPObjectRestBlink_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-08_ses-02_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "sub-08_ses-03_run-1:\n",
-      "\t[ Remove sub-08_ses-03_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "\t[ Removed sub-08_ses-03_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-08_ses-03_task-RSVPObjectRestBlink_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-08_ses-03_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "sub-08_ses-04_run-1:\n",
-      "\t[ Remove sub-08_ses-04_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "\t[ Removed sub-08_ses-04_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-08_ses-04_task-RSVPObjectRestBlink_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-08_ses-04_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "sub-08_ses-05_run-1:\n",
-      "\t[ Remove sub-08_ses-05_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "\t[ Removed sub-08_ses-05_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-08_ses-05_task-RSVPObjectRestBlink_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-08_ses-05_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "sub-09_ses-01_run-1:\n",
-      "\t[ Remove sub-09_ses-01_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "\t[ Removed sub-09_ses-01_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-09_ses-01_task-RSVPObjectRestBlink_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-09_ses-01_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "sub-09_ses-01_run-2:\n",
-      "\t[ Remove sub-09_ses-01_task-RSVPObjectRestBlink_run-2_events.tsv]\n",
-      "\t[ Removed sub-09_ses-01_task-RSVPObjectRestBlink_run-2_eventstemp.tsv]\n",
-      "\t[ Renamed sub-09_ses-01_task-RSVPObjectRestBlink_run-2_eventstemp1.tsv\n",
-      "\t\tto sub-09_ses-01_task-RSVPObjectRestBlink_run-2_events.tsv]\n",
-      "sub-09_ses-02_run-1:\n",
-      "\t[ Remove sub-09_ses-02_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "\t[ Removed sub-09_ses-02_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-09_ses-02_task-RSVPObjectRestBlink_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-09_ses-02_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "sub-09_ses-02_run-2:\n",
-      "\t[ Remove sub-09_ses-02_task-RSVPObjectRestBlink_run-2_events.tsv]\n",
-      "\t[ Removed sub-09_ses-02_task-RSVPObjectRestBlink_run-2_eventstemp.tsv]\n",
-      "\t[ Renamed sub-09_ses-02_task-RSVPObjectRestBlink_run-2_eventstemp1.tsv\n",
-      "\t\tto sub-09_ses-02_task-RSVPObjectRestBlink_run-2_events.tsv]\n",
-      "sub-09_ses-03_run-1:\n",
-      "\t[ Remove sub-09_ses-03_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "\t[ Removed sub-09_ses-03_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-09_ses-03_task-RSVPObjectRestBlink_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-09_ses-03_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "sub-09_ses-04_run-1:\n",
-      "\t[ Remove sub-09_ses-04_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "\t[ Removed sub-09_ses-04_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-09_ses-04_task-RSVPObjectRestBlink_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-09_ses-04_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "sub-09_ses-05_run-1:\n",
-      "\t[ Remove sub-09_ses-05_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "\t[ Removed sub-09_ses-05_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-09_ses-05_task-RSVPObjectRestBlink_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-09_ses-05_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "sub-09_ses-06_run-1:\n",
-      "\t[ Remove sub-09_ses-06_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "\t[ Removed sub-09_ses-06_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-09_ses-06_task-RSVPObjectRestBlink_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-09_ses-06_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "sub-09_ses-06_run-2:\n",
-      "\t[ Remove sub-09_ses-06_task-RSVPObjectRestBlink_run-2_events.tsv]\n",
-      "\t[ Removed sub-09_ses-06_task-RSVPObjectRestBlink_run-2_eventstemp.tsv]\n",
-      "\t[ Renamed sub-09_ses-06_task-RSVPObjectRestBlink_run-2_eventstemp1.tsv\n",
-      "\t\tto sub-09_ses-06_task-RSVPObjectRestBlink_run-2_events.tsv]\n",
-      "sub-10_ses-01_run-1:\n",
-      "\t[ Remove sub-10_ses-01_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "\t[ Removed sub-10_ses-01_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-10_ses-01_task-RSVPObjectRestBlink_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-10_ses-01_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "sub-10_ses-02_run-1:\n",
-      "\t[ Remove sub-10_ses-02_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "\t[ Removed sub-10_ses-02_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-10_ses-02_task-RSVPObjectRestBlink_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-10_ses-02_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "sub-10_ses-03_run-1:\n",
-      "\t[ Remove sub-10_ses-03_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "\t[ Removed sub-10_ses-03_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-10_ses-03_task-RSVPObjectRestBlink_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-10_ses-03_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "sub-10_ses-04_run-1:\n",
-      "\t[ Remove sub-10_ses-04_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "\t[ Removed sub-10_ses-04_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-10_ses-04_task-RSVPObjectRestBlink_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-10_ses-04_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "sub-10_ses-05_run-1:\n",
-      "\t[ Remove sub-10_ses-05_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "\t[ Removed sub-10_ses-05_task-RSVPObjectRestBlink_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-10_ses-05_task-RSVPObjectRestBlink_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-10_ses-05_task-RSVPObjectRestBlink_run-1_events.tsv]\n",
-      "\n",
-      "\n",
-      "ERROR Summary:\n",
-      "bcit_rsvp_expertise_03_remove_files_log: Level ERROR\n",
-      "sub-01_ses-01_run-1:\n",
-      "sub-01_ses-02_run-1:\n",
-      "sub-01_ses-03_run-1:\n",
-      "sub-01_ses-04_run-1:\n",
-      "sub-01_ses-05_run-1:\n",
-      "sub-02_ses-01_run-1:\n",
-      "sub-02_ses-02_run-1:\n",
-      "sub-02_ses-03_run-1:\n",
-      "sub-02_ses-04_run-1:\n",
-      "sub-02_ses-05_run-1:\n",
-      "sub-03_ses-01_run-1:\n",
-      "sub-03_ses-01_run-2:\n",
-      "sub-03_ses-02_run-1:\n",
-      "sub-03_ses-03_run-1:\n",
-      "sub-03_ses-04_run-1:\n",
-      "sub-03_ses-05_run-1:\n",
-      "sub-04_ses-01_run-1:\n",
-      "sub-04_ses-02_run-1:\n",
-      "sub-04_ses-03_run-1:\n",
-      "sub-04_ses-04_run-1:\n",
-      "sub-04_ses-05_run-1:\n",
-      "sub-04_ses-05_run-2:\n",
-      "sub-05_ses-01_run-1:\n",
-      "sub-05_ses-02_run-1:\n",
-      "sub-05_ses-03_run-1:\n",
-      "sub-05_ses-04_run-1:\n",
-      "sub-05_ses-05_run-1:\n",
-      "sub-06_ses-01_run-1:\n",
-      "sub-06_ses-02_run-1:\n",
-      "sub-06_ses-03_run-1:\n",
-      "sub-06_ses-04_run-1:\n",
-      "sub-06_ses-05_run-1:\n",
-      "sub-07_ses-01_run-1:\n",
-      "sub-07_ses-01_run-2:\n",
-      "sub-07_ses-02_run-1:\n",
-      "sub-07_ses-03_run-1:\n",
-      "sub-07_ses-04_run-1:\n",
-      "sub-07_ses-04_run-2:\n",
-      "sub-07_ses-05_run-1:\n",
-      "sub-08_ses-01_run-1:\n",
-      "sub-08_ses-01_run-2:\n",
-      "sub-08_ses-02_run-1:\n",
-      "sub-08_ses-03_run-1:\n",
-      "sub-08_ses-04_run-1:\n",
-      "sub-08_ses-05_run-1:\n",
-      "sub-09_ses-01_run-1:\n",
-      "sub-09_ses-01_run-2:\n",
-      "sub-09_ses-02_run-1:\n",
-      "sub-09_ses-02_run-2:\n",
-      "sub-09_ses-03_run-1:\n",
-      "sub-09_ses-04_run-1:\n",
-      "sub-09_ses-05_run-1:\n",
-      "sub-09_ses-06_run-1:\n",
-      "sub-09_ses-06_run-2:\n",
-      "sub-10_ses-01_run-1:\n",
-      "sub-10_ses-02_run-1:\n",
-      "sub-10_ses-03_run-1:\n",
-      "sub-10_ses-04_run-1:\n",
-      "sub-10_ses-05_run-1:\n"
-     ]
-    }
-   ],
-   "source": [
-    "import os\n",
-    "import datetime\n",
-    "from hed.tools import BidsTabularDictionary, HedLogger\n",
-    "from hed.util import get_file_list\n",
-    "\n",
-    "# Variables to set for the specific dataset\n",
-    "bids_root_path = 's:/bcit/RsvpExpertiseWorkingPhaseTwo'\n",
-    "exclude_dirs = ['sourcedata', 'stimuli', 'code']\n",
-    "entities = ('sub', 'ses', 'run')\n",
-    "log_name = 'bcit_rsvp_expertise_03_remove_files_log'\n",
-    "\n",
-    "# Set up the logger\n",
-    "log_file_name = f\"code/curation_logs/{log_name}.txt\"\n",
-    "logger = HedLogger(name=log_name)\n",
-    "\n",
-    "# Make sure that there actually are temp_files to move\n",
-    "temp_files = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_eventstemp\", exclude_dirs=exclude_dirs)\n",
-    "if not temp_files:\n",
-    "    raise Exception(\"There are no eventstemp files to move to events\")\n",
-    "\n",
-    "# Construct the event file dictionaries for the BIDS event files\n",
-    "files_bids = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_events\", exclude_dirs=exclude_dirs)\n",
-    "bids_dict = BidsTabularDictionary(\"Bids event files\", files_bids, entities=entities)\n",
-    "\n",
-    "# Remove the appropriate files\n",
-    "for key, file in bids_dict.iter_files():\n",
-    "    # Remove events.tsv\n",
-    "    filename = file.file_path\n",
-    "    os.remove(filename)\n",
-    "    logger.add(key, f\"Remove {os.path.basename(filename)}\")\n",
-    "\n",
-    "    # Remove events_temp.tsv\n",
-    "    filename_temp = filename[:-4] + \"temp.tsv\"\n",
-    "    if os.path.isfile(filename_temp):\n",
-    "        os.remove(filename_temp)\n",
-    "        logger.add(key, f\"Removed {os.path.basename(filename_temp)}\")\n",
-    "    else:\n",
-    "        logger.add(key, f\"{os.path.basename(filename_temp)} does not exist and could not be removed\", level=\"ERROR\", also_print=True)\n",
-    "\n",
-    "    # Move eventstemp1.tsv to events.tsv\n",
-    "    filename_temp1 = filename[:-4] + \"temp1.tsv\"\n",
-    "    if os.path.isfile(filename_temp1):\n",
-    "        os.rename(filename_temp1, filename)\n",
-    "        logger.add(key, f\"Renamed {os.path.basename(filename_temp1)}\\n\\t\\tto {os.path.basename(filename)}\")\n",
-    "    else:\n",
-    "        logger.add(key, f\"{os.path.basename(filename_temp1)} does not exist and could not be moved\", level=\"ERROR\", also_print=True)\n",
-    "\n",
-    "# Now make sure there aren't any unexpected leftovers\n",
-    "temp_files = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_eventstemp\", exclude_dirs=exclude_dirs)\n",
-    "if temp_files:\n",
-    "    for file in temp_files:\n",
-    "        logger.add('', f\"{os.path.basename(file)} is unexpectedly left over\", level=\"ERROR\")\n",
-    "\n",
-    "temp1_files = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_eventstemp1\",\n",
-    "                           exclude_dirs=exclude_dirs)\n",
-    "if temp1_files:\n",
-    "    for file in temp1_files:\n",
-    "        logger.add('', f\"{os.path.basename(file)} is unexpectedly left over\", level=\"ERROR\")\n",
-    "\n",
-    "# Print the log\n",
-    "log_string = \"\\n\\nLog output:\\n\" + logger.get_log_string()\n",
-    "error_string = \"\\n\\nERROR Summary:\\n\" + logger.get_log_string(level=\"ERROR\")\n",
-    "print(log_string)\n",
-    "print(error_string)\n",
-    "\n",
-    "save_path = os.path.join(bids_root_path, log_file_name)\n",
-    "with open(save_path, \"w\") as fp:\n",
-    "    fp.write(f\"{log_file_name} {datetime.datetime.now()}\\n\")\n",
-    "    fp.write(log_string)\n",
-    "    fp.write(error_string)"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Set up the directories and create a dictionary for _events.tsv\n"
-    }
-   }
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 2
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
\ No newline at end of file
diff --git a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_rsvp_expertise/bcit_rsvp_expertise_04_generate_sidecar.ipynb b/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_rsvp_expertise/bcit_rsvp_expertise_04_generate_sidecar.ipynb
deleted file mode 100644
index fea91da..0000000
--- a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_rsvp_expertise/bcit_rsvp_expertise_04_generate_sidecar.ipynb
+++ /dev/null
@@ -1,125 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "collapsed": true,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   },
-   "source": [
-    "## Generate a JSON events sidecar template and spreadsheet from a BIDS dataset\n",
-    "\n",
-    "This generates a JSON events sidecar template and a corresponding 4-column spreadsheet\n",
-    "for the BCIT RSVP Expertise data.\n",
-    "\n",
-    "For tutorial examples of this process see the Jupyter notebooks:\n",
-    "- [`bids_generate_sidecar.ipynb`](https://github.com/hed-standard/hed-examples/blob/main/hedcode/jupyter_notebooks/bids_processing/bids_generate_sidecar.ipynb)\n",
-    "- [`bids_sidecar_to_spreadsheet.ipynb`](https://github.com/hed-standard/hed-examples/blob/main/hedcode/jupyter_notebooks/bids_processing/bids_sidecar_to_spreadsheet.ipynb)\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "source": [
-    "import os\n",
-    "import json\n",
-    "import datetime\n",
-    "from hed.tools import hed_to_df, BidsTabularSummary, HedLogger\n",
-    "from hed.util import get_file_list\n",
-    "\n",
-    "# Variables to set for the specific dataset\n",
-    "bids_root_path = 's:/bcit/RsvpExpertiseWorkingPhaseTwo'\n",
-    "json_path = os.path.realpath(os.path.join(bids_root_path, 'task-RSVPObjectRestBlink_events.json'))\n",
-    "spreadsheet_path = os.path.realpath(os.path.join(bids_root_path, 'code/task-RSVPObjectRestBlink_hed_spreadsheet.tsv'))\n",
-    "exclude_dirs = ['sourcedata', 'stimuli', 'code']\n",
-    "entities = ('sub', 'ses', 'run')\n",
-    "value_columns = ['gid', 'imageid', 'buttonpressduration', 'reactiontime', 'luminance', 'tgtorientation',\n",
-    "                 'tgtsize', 'tgtdistfromcenter', 'numberoftargets', 'numberofclasses']\n",
-    "skip_columns = ['onset', 'duration', 'sample']\n",
-    "log_name = 'bcit_rsvp_expertise_04_generate_sidecar_log'\n",
-    "\n",
-    "# Set up the logger\n",
-    "log_file_name = f\"code/curation_logs/{log_name}.txt\"\n",
-    "logger = HedLogger(name=log_name)\n",
-    "\n",
-    "# Construct the list of .event files\n",
-    "bids_files = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_events\", exclude_dirs=exclude_dirs)\n",
-    "\n",
-    "# Construct the event file value summary and generate a sidecar template representing dataset\n",
-    "logger.add(\"overall\", f\"Summarizing {len(bids_files)}\")\n",
-    "value_summary = BidsTabularSummary(value_cols=value_columns, skip_cols=skip_columns, name=\"BCIT RSVP Expertise\")\n",
-    "value_summary.update(bids_files)\n",
-    "sidecar_template = value_summary.extract_sidecar_template()\n",
-    "with open(json_path, 'w') as fp:\n",
-    "   json.dump(sidecar_template, fp, indent=4)\n",
-    "logger.add(\"overall\", f\"Saving a JSON sidecar template to {os.path.basename(json_path)}\")\n",
-    "\n",
-    "hed_spreadsheet = hed_to_df(sidecar_template)\n",
-    "logger.add(\"overall\", f\"Creating a spreadsheet template and saving to {os.path.basename(spreadsheet_path)}\")\n",
-    "hed_spreadsheet.to_csv(spreadsheet_path, sep='\\t', index=False,)\n",
-    "\n",
-    "# Print the log\n",
-    "log_string = \"\\n\\nLog output:\\n\" + logger.get_log_string()\n",
-    "error_string = \"\\n\\nERROR Summary:\\n\" + logger.get_log_string(level=\"ERROR\")\n",
-    "print(log_string)\n",
-    "print(error_string)\n",
-    "\n",
-    "save_path = os.path.join(bids_root_path, log_file_name)\n",
-    "with open(save_path, \"w\") as fp:\n",
-    "    fp.write(f\"{log_file_name} {datetime.datetime.now()}\\n\")\n",
-    "    fp.write(log_string)\n",
-    "    fp.write(error_string)"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Set up the directories and create a dictionary for events.tsv files\n"
-    }
-   },
-   "execution_count": 1,
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "\n",
-      "Log output:\n",
-      "bcit_rsvp_expertise_04_generate_sidecar_log: Level None\n",
-      "overall:\n",
-      "\t[ Summarizing 59]\n",
-      "\t[ Saving a JSON sidecar template to task-RSVPObjectRestBlink_events.json]\n",
-      "\t[ Creating a spreadsheet template and saving to task-RSVPObjectRestBlink_hed_spreadsheet.tsv]\n",
-      "\n",
-      "\n",
-      "ERROR Summary:\n",
-      "bcit_rsvp_expertise_04_generate_sidecar_log: Level ERROR\n",
-      "overall:\n"
-     ]
-    }
-   ]
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 2
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
\ No newline at end of file
diff --git a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_rsvp_expertise/bcit_rsvp_expertise_05_analyze_channels.ipynb b/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_rsvp_expertise/bcit_rsvp_expertise_05_analyze_channels.ipynb
deleted file mode 100644
index 8bc81c0..0000000
--- a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_rsvp_expertise/bcit_rsvp_expertise_05_analyze_channels.ipynb
+++ /dev/null
@@ -1,142 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "collapsed": true,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   },
-   "source": [
-    "## Analyze the channels for the RSVP Expertise\n",
-    "\n",
-    "This notebook assumes that a JSON dictionary called `originalChannels.json`\n",
-    "has been created in the `/code` subdirectory of the dataset."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "\n",
-      "Log output:\n",
-      "rsvp_expertise_05_analyze_channels_log: Level None\n",
-      "sub-01_ses-01_task-RSVPObjectRestBlink_run-1_eeg.set:\n",
-      "\t[ This key has 59 files with the same 262 channels]\n",
-      "\t[ The channels are ['A1', 'A2', 'A3', 'A4', 'A5', 'A6', 'A7', 'A8', 'A9', 'A10', 'A11', 'A12', 'A13', 'A14', 'A15', 'A16', 'A17', 'A18', 'A19', 'A20', 'A21', 'A22', 'A23', 'A24', 'A25', 'A26', 'A27', 'A28', 'A29', 'A30', 'A31', 'A32', 'B1', 'B2', 'B3', 'B4', 'B5', 'B6', 'B7', 'B8', 'B9', 'B10', 'B11', 'B12', 'B13', 'B14', 'B15', 'B16', 'B17', 'B18', 'B19', 'B20', 'B21', 'B22', 'B23', 'B24', 'B25', 'B26', 'B27', 'B28', 'B29', 'B30', 'B31', 'B32', 'C1', 'C2', 'C3', 'C4', 'C5', 'C6', 'C7', 'C8', 'C9', 'C10', 'C11', 'C12', 'C13', 'C14', 'C15', 'C16', 'C17', 'C18', 'C19', 'C20', 'C21', 'C22', 'C23', 'C24', 'C25', 'C26', 'C27', 'C28', 'C29', 'C30', 'C31', 'C32', 'D1', 'D2', 'D3', 'D4', 'D5', 'D6', 'D7', 'D8', 'D9', 'D10', 'D11', 'D12', 'D13', 'D14', 'D15', 'D16', 'D17', 'D18', 'D19', 'D20', 'D21', 'D22', 'D23', 'D24', 'D25', 'D26', 'D27', 'D28', 'D29', 'D30', 'D31', 'D32', 'E1', 'E2', 'E3', 'E4', 'E5', 'E6', 'E7', 'E8', 'E9', 'E10', 'E11', 'E12', 'E13', 'E14', 'E15', 'E16', 'E17', 'E18', 'E19', 'E20', 'E21', 'E22', 'E23', 'E24', 'E25', 'E26', 'E27', 'E28', 'E29', 'E30', 'E31', 'E32', 'F1', 'F2', 'F3', 'F4', 'F5', 'F6', 'F7', 'F8', 'F9', 'F10', 'F11', 'F12', 'F13', 'F14', 'F15', 'F16', 'F17', 'F18', 'F19', 'F20', 'F21', 'F22', 'F23', 'F24', 'F25', 'F26', 'F27', 'F28', 'F29', 'F30', 'F31', 'F32', 'G1', 'G2', 'G3', 'G4', 'G5', 'G6', 'G7', 'G8', 'G9', 'G10', 'G11', 'G12', 'G13', 'G14', 'G15', 'G16', 'G17', 'G18', 'G19', 'G20', 'G21', 'G22', 'G23', 'G24', 'G25', 'G26', 'G27', 'G28', 'G29', 'G30', 'G31', 'G32', 'H1', 'H2', 'H3', 'H4', 'H5', 'H6', 'H7', 'H8', 'H9', 'H10', 'H11', 'H12', 'H13', 'H14', 'H15', 'H16', 'H17', 'H18', 'H19', 'H20', 'H21', 'H22', 'H23', 'H24', 'H25', 'H26', 'H27', 'H28', 'H29', 'H30', 'H31', 'H32', 'EXG1', 'EXG2', 'EXG3', 'EXG4', 'EXG5', 'EXG6']]\n",
-      "Overall:\n",
-      "\t[ Dataset has 262 unique channels]\n",
-      "\t[ {'D8', 'F20', 'B11', 'G18', 'A2', 'C13', 'H11', 'B13', 'C29', 'H29', 'H31', 'H5', 'C18', 'C20', 'H7', 'F14', 'G14', 'A20', 'H2', 'A4', 'E8', 'B18', 'B21', 'D9', 'B5', 'EXG1', 'A29', 'D4', 'G13', 'H16', 'F9', 'A26', 'E27', 'F13', 'F29', 'B20', 'B24', 'F17', 'D12', 'A17', 'B10', 'C1', 'G27', 'E10', 'D28', 'A32', 'G32', 'B22', 'B23', 'F16', 'F7', 'H14', 'G2', 'C27', 'E12', 'H30', 'H25', 'E21', 'G17', 'H3', 'F11', 'B6', 'F10', 'D13', 'D21', 'B15', 'C21', 'E28', 'H15', 'H21', 'C6', 'G26', 'B32', 'F6', 'D14', 'A14', 'B3', 'H17', 'E5', 'A12', 'E11', 'G4', 'A23', 'G3', 'G1', 'E24', 'F3', 'EXG5', 'E1', 'B4', 'C22', 'C5', 'B25', 'F8', 'H13', 'H20', 'B8', 'A15', 'H24', 'F25', 'A21', 'G8', 'B19', 'H28', 'D15', 'A31', 'D22', 'A27', 'D18', 'H18', 'G23', 'F12', 'F21', 'B2', 'E16', 'F30', 'F1', 'A10', 'C9', 'A11', 'B30', 'D17', 'C23', 'B16', 'G24', 'E20', 'F19', 'F22', 'D26', 'H9', 'D3', 'D2', 'H10', 'D25', 'A25', 'D16', 'C4', 'D20', 'E22', 'B28', 'A7', 'C25', 'G5', 'G11', 'B31', 'H4', 'G20', 'B17', 'B26', 'G29', 'A22', 'C19', 'F2', 'D19', 'E7', 'F31', 'G12', 'H32', 'E30', 'H6', 'H27', 'E29', 'E17', 'G7', 'E31', 'C31', 'F27', 'D24', 'A1', 'E19', 'C11', 'E13', 'A5', 'A9', 'H1', 'C15', 'B7', 'F5', 'H22', 'H23', 'C24', 'F24', 'F32', 'G30', 'C32', 'C16', 'D11', 'H19', 'E4', 'B12', 'H12', 'H8', 'D31', 'E9', 'E26', 'E23', 'EXG6', 'F26', 'C26', 'G28', 'E25', 'E14', 'A19', 'G31', 'G21', 'C28', 'A6', 'G22', 'F18', 'C10', 'D29', 'B1', 'C2', 'B9', 'D23', 'A18', 'E18', 'D7', 'C30', 'D32', 'F15', 'A28', 'A30', 'A24', 'A13', 'E6', 'C8', 'A16', 'G6', 'B29', 'D30', 'F23', 'G16', 'C3', 'B27', 'A3', 'A8', 'G10', 'C17', 'G19', 'F28', 'EXG2', 'C12', 'EXG3', 'E3', 'E32', 'G25', 'E15', 'B14', 'F4', 'C7', 'D1', 'G9', 'E2', 'G15', 'D6', 'H26', 'C14', 'D5', 'D10', 'EXG4', 'D27'}]\n",
-      "\n",
-      "\n",
-      "ERROR Summary:\n",
-      "rsvp_expertise_05_analyze_channels_log: Level ERROR\n",
-      "sub-01_ses-01_task-RSVPObjectRestBlink_run-1_eeg.set:\n",
-      "Overall:\n"
-     ]
-    }
-   ],
-   "source": [
-    "import os\n",
-    "import datetime\n",
-    "import json\n",
-    "from hed.tools import HedLogger\n",
-    "from hed.util import get_file_list\n",
-    "\n",
-    "# Variables to set for the specific dataset\n",
-    "bids_root_path = 's:/bcit/RSVPExpertiseWorkingPhaseTwo'\n",
-    "exclude_dirs = ['sourcedata', 'stimuli', 'code']\n",
-    "entities = ('sub', 'ses', 'run')\n",
-    "log_name = 'rsvp_expertise_05_analyze_channels_log'\n",
-    "channel_file = os.path.realpath(os.path.join(bids_root_path, \"code/channelsOriginal.json\"))\n",
-    "\n",
-    "# Set up the logger\n",
-    "log_file_name = f\"code/curation_logs/{log_name}.txt\"\n",
-    "logger = HedLogger(name=log_name)\n",
-    "\n",
-    "# Load the channels file\n",
-    "with open(channel_file, 'r') as fp:\n",
-    "    channel_info = json.load(fp)\n",
-    "\n",
-    "# Make the file list and dictionary for _events\n",
-    "eeg_files = get_file_list(bids_root_path, extensions=[\".set\"], name_suffix=\"_eeg\", exclude_dirs=exclude_dirs)\n",
-    "\n",
-    "# Create the dictionaries of channels\n",
-    "key_list = list(channel_info.keys())\n",
-    "unique_dict = {}\n",
-    "name_dict = {}\n",
-    "for file_key, item in channel_info.items():\n",
-    "    search_key = None\n",
-    "    for skey in name_dict.keys():\n",
-    "        if item == channel_info[skey]:\n",
-    "            search_key = skey\n",
-    "            break\n",
-    "    if search_key:\n",
-    "        search_values = name_dict[search_key]\n",
-    "        name_dict[search_key].append(file_key)\n",
-    "    else:\n",
-    "        name_dict[file_key] = [file_key]\n",
-    "\n",
-    "# Now check the order of the elements in the list:\n",
-    "all_channels = set\n",
-    "for file_key, file_list in name_dict.items():\n",
-    "    logger.add(file_key, f\"This key has {len(file_list)} files with the same {len(channel_info[file_key])} channels\")\n",
-    "    logger.add(file_key, f\"The channels are {str(channel_info[file_key])}\")\n",
-    "\n",
-    "\n",
-    "key_list = list(name_dict.keys())\n",
-    "union_channels = set()\n",
-    "inter_channels = set(channel_info[key_list[0]])\n",
-    "for file_key in key_list:\n",
-    "    union_channels = union_channels.union(set(channel_info[file_key]))\n",
-    "    inter_channels = inter_channels.intersection(set(channel_info[file_key]))\n",
-    "logger.add(\"Overall\", f\"Dataset has {len(union_channels)} unique channels\")\n",
-    "logger.add(\"Overall\", f\"{str(union_channels)}\")\n",
-    "\n",
-    "# Output and save the log\n",
-    "log_string = \"\\n\\nLog output:\\n\" + logger.get_log_string()\n",
-    "error_string = \"\\n\\nERROR Summary:\\n\" + logger.get_log_string(level=\"ERROR\")\n",
-    "print(log_string)\n",
-    "print(error_string)\n",
-    "save_path = os.path.join(bids_root_path, log_file_name)\n",
-    "with open(save_path, \"w\") as fp:\n",
-    "    fp.write(f\"{log_file_name} {datetime.datetime.now()}\\n\")\n",
-    "    fp.write(log_string)\n",
-    "    fp.write(error_string)"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Create the template for the dataset\n"
-    }
-   }
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 2
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
\ No newline at end of file
diff --git a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_rsvp_expertise/bcit_rsvp_expertise_06_remove_coordsystem.ipynb b/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_rsvp_expertise/bcit_rsvp_expertise_06_remove_coordsystem.ipynb
deleted file mode 100644
index 263a2ff..0000000
--- a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_rsvp_expertise/bcit_rsvp_expertise_06_remove_coordsystem.ipynb
+++ /dev/null
@@ -1,275 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "collapsed": true,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   },
-   "source": [
-    "## Remove coordsystem.json and electrodes.tsv files generated by ESS.\n",
-    "\n",
-    "This notebook replaces the `coordsystem.json` files of ESS with those generated by EEGLAB BidsTools\n",
-    "for the BCIT RSVP Expertise data.\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "source": [
-    "import os\n",
-    "import datetime\n",
-    "from hed.tools import HedLogger\n",
-    "from hed.util import get_file_list\n",
-    "\n",
-    "# Variables to set for the specific dataset\n",
-    "bids_root_path = 's:/bcit/RSVPExpertiseWorkingPhaseTwo'\n",
-    "exclude_dirs = ['sourcedata', 'stimuli', 'code']\n",
-    "entities = ('sub', 'ses', 'run')\n",
-    "log_name = 'bcit_rsvp_expertise_06_remove_coordsystem_log'\n",
-    "\n",
-    "# Set up the logger\n",
-    "log_file_name = f\"code/curation_logs/{log_name}.txt\"\n",
-    "logger = HedLogger(name=log_name)\n",
-    "\n",
-    "# Construct the list of coordsystem.json and electrodes.tsv files\n",
-    "coord_files = get_file_list(bids_root_path, extensions=[\".json\"], name_suffix=\"_coordsystem\", exclude_dirs=exclude_dirs)\n",
-    "electrode_files = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_electrodes\",\n",
-    "                                exclude_dirs=exclude_dirs)\n",
-    "chan_files = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_channels\",\n",
-    "                                exclude_dirs=exclude_dirs)\n",
-    "for file in coord_files:\n",
-    "    os.remove(file)\n",
-    "    logger.add(\"overall\", f\"Removing {os.path.basename(file)}\")\n",
-    "\n",
-    "for file in electrode_files:\n",
-    "    os.remove(file)\n",
-    "    logger.add(\"overall\", f\"Removing {os.path.basename(file)}\")\n",
-    "\n",
-    "for file in chan_files:\n",
-    "    os.remove(file)\n",
-    "    logger.add(\"overall\", f\"Removing {os.path.basename(file)}\")\n",
-    "\n",
-    "# Output and save the log\n",
-    "log_string = \"\\n\\nLog output:\\n\" + logger.get_log_string()\n",
-    "error_string = \"\\n\\nERROR Summary:\\n\" + logger.get_log_string(level=\"ERROR\")\n",
-    "print(log_string)\n",
-    "print(error_string)\n",
-    "\n",
-    "save_path = os.path.join(bids_root_path, log_file_name)\n",
-    "with open(save_path, \"w\") as fp:\n",
-    "    fp.write(f\"{log_file_name} {datetime.datetime.now()}\\n\")\n",
-    "    fp.write(log_string)\n",
-    "    fp.write(error_string)"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Set up the directories and create a dictionary for events.tsv files\n"
-    }
-   },
-   "execution_count": 1,
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "\n",
-      "Log output:\n",
-      "bcit_rsvp_expertise_06_remove_coordsystem_log: Level None\n",
-      "overall:\n",
-      "\t[ Removing sub-01_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-01_ses-02_coordsystem.json]\n",
-      "\t[ Removing sub-01_ses-03_coordsystem.json]\n",
-      "\t[ Removing sub-01_ses-04_coordsystem.json]\n",
-      "\t[ Removing sub-01_ses-05_coordsystem.json]\n",
-      "\t[ Removing sub-02_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-02_ses-02_coordsystem.json]\n",
-      "\t[ Removing sub-02_ses-03_coordsystem.json]\n",
-      "\t[ Removing sub-02_ses-04_coordsystem.json]\n",
-      "\t[ Removing sub-02_ses-05_coordsystem.json]\n",
-      "\t[ Removing sub-03_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-03_ses-02_coordsystem.json]\n",
-      "\t[ Removing sub-03_ses-03_coordsystem.json]\n",
-      "\t[ Removing sub-03_ses-04_coordsystem.json]\n",
-      "\t[ Removing sub-03_ses-05_coordsystem.json]\n",
-      "\t[ Removing sub-04_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-04_ses-02_coordsystem.json]\n",
-      "\t[ Removing sub-04_ses-03_coordsystem.json]\n",
-      "\t[ Removing sub-04_ses-04_coordsystem.json]\n",
-      "\t[ Removing sub-04_ses-05_coordsystem.json]\n",
-      "\t[ Removing sub-05_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-05_ses-02_coordsystem.json]\n",
-      "\t[ Removing sub-05_ses-03_coordsystem.json]\n",
-      "\t[ Removing sub-05_ses-04_coordsystem.json]\n",
-      "\t[ Removing sub-05_ses-05_coordsystem.json]\n",
-      "\t[ Removing sub-06_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-06_ses-02_coordsystem.json]\n",
-      "\t[ Removing sub-06_ses-03_coordsystem.json]\n",
-      "\t[ Removing sub-06_ses-04_coordsystem.json]\n",
-      "\t[ Removing sub-06_ses-05_coordsystem.json]\n",
-      "\t[ Removing sub-07_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-07_ses-02_coordsystem.json]\n",
-      "\t[ Removing sub-07_ses-03_coordsystem.json]\n",
-      "\t[ Removing sub-07_ses-04_coordsystem.json]\n",
-      "\t[ Removing sub-07_ses-05_coordsystem.json]\n",
-      "\t[ Removing sub-08_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-08_ses-02_coordsystem.json]\n",
-      "\t[ Removing sub-08_ses-03_coordsystem.json]\n",
-      "\t[ Removing sub-08_ses-04_coordsystem.json]\n",
-      "\t[ Removing sub-08_ses-05_coordsystem.json]\n",
-      "\t[ Removing sub-09_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-09_ses-02_coordsystem.json]\n",
-      "\t[ Removing sub-09_ses-03_coordsystem.json]\n",
-      "\t[ Removing sub-09_ses-04_coordsystem.json]\n",
-      "\t[ Removing sub-09_ses-05_coordsystem.json]\n",
-      "\t[ Removing sub-09_ses-06_coordsystem.json]\n",
-      "\t[ Removing sub-10_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-10_ses-02_coordsystem.json]\n",
-      "\t[ Removing sub-10_ses-03_coordsystem.json]\n",
-      "\t[ Removing sub-10_ses-04_coordsystem.json]\n",
-      "\t[ Removing sub-10_ses-05_coordsystem.json]\n",
-      "\t[ Removing sub-01_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-01_ses-02_electrodes.tsv]\n",
-      "\t[ Removing sub-01_ses-03_electrodes.tsv]\n",
-      "\t[ Removing sub-01_ses-04_electrodes.tsv]\n",
-      "\t[ Removing sub-01_ses-05_electrodes.tsv]\n",
-      "\t[ Removing sub-02_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-02_ses-02_electrodes.tsv]\n",
-      "\t[ Removing sub-02_ses-03_electrodes.tsv]\n",
-      "\t[ Removing sub-02_ses-04_electrodes.tsv]\n",
-      "\t[ Removing sub-02_ses-05_electrodes.tsv]\n",
-      "\t[ Removing sub-03_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-03_ses-02_electrodes.tsv]\n",
-      "\t[ Removing sub-03_ses-03_electrodes.tsv]\n",
-      "\t[ Removing sub-03_ses-04_electrodes.tsv]\n",
-      "\t[ Removing sub-03_ses-05_electrodes.tsv]\n",
-      "\t[ Removing sub-04_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-04_ses-02_electrodes.tsv]\n",
-      "\t[ Removing sub-04_ses-03_electrodes.tsv]\n",
-      "\t[ Removing sub-04_ses-04_electrodes.tsv]\n",
-      "\t[ Removing sub-04_ses-05_electrodes.tsv]\n",
-      "\t[ Removing sub-05_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-05_ses-02_electrodes.tsv]\n",
-      "\t[ Removing sub-05_ses-03_electrodes.tsv]\n",
-      "\t[ Removing sub-05_ses-04_electrodes.tsv]\n",
-      "\t[ Removing sub-05_ses-05_electrodes.tsv]\n",
-      "\t[ Removing sub-06_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-06_ses-02_electrodes.tsv]\n",
-      "\t[ Removing sub-06_ses-03_electrodes.tsv]\n",
-      "\t[ Removing sub-06_ses-04_electrodes.tsv]\n",
-      "\t[ Removing sub-06_ses-05_electrodes.tsv]\n",
-      "\t[ Removing sub-07_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-07_ses-02_electrodes.tsv]\n",
-      "\t[ Removing sub-07_ses-03_electrodes.tsv]\n",
-      "\t[ Removing sub-07_ses-04_electrodes.tsv]\n",
-      "\t[ Removing sub-07_ses-05_electrodes.tsv]\n",
-      "\t[ Removing sub-08_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-08_ses-02_electrodes.tsv]\n",
-      "\t[ Removing sub-08_ses-03_electrodes.tsv]\n",
-      "\t[ Removing sub-08_ses-04_electrodes.tsv]\n",
-      "\t[ Removing sub-08_ses-05_electrodes.tsv]\n",
-      "\t[ Removing sub-09_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-09_ses-02_electrodes.tsv]\n",
-      "\t[ Removing sub-09_ses-03_electrodes.tsv]\n",
-      "\t[ Removing sub-09_ses-04_electrodes.tsv]\n",
-      "\t[ Removing sub-09_ses-05_electrodes.tsv]\n",
-      "\t[ Removing sub-09_ses-06_electrodes.tsv]\n",
-      "\t[ Removing sub-10_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-10_ses-02_electrodes.tsv]\n",
-      "\t[ Removing sub-10_ses-03_electrodes.tsv]\n",
-      "\t[ Removing sub-10_ses-04_electrodes.tsv]\n",
-      "\t[ Removing sub-10_ses-05_electrodes.tsv]\n",
-      "\t[ Removing sub-01_ses-01_task-RSVPObjectRestBlink_run-1_channels.tsv]\n",
-      "\t[ Removing sub-01_ses-02_task-RSVPObjectRestBlink_run-1_channels.tsv]\n",
-      "\t[ Removing sub-01_ses-03_task-RSVPObjectRestBlink_run-1_channels.tsv]\n",
-      "\t[ Removing sub-01_ses-04_task-RSVPObjectRestBlink_run-1_channels.tsv]\n",
-      "\t[ Removing sub-01_ses-05_task-RSVPObjectRestBlink_run-1_channels.tsv]\n",
-      "\t[ Removing sub-02_ses-01_task-RSVPObjectRestBlink_run-1_channels.tsv]\n",
-      "\t[ Removing sub-02_ses-02_task-RSVPObjectRestBlink_run-1_channels.tsv]\n",
-      "\t[ Removing sub-02_ses-03_task-RSVPObjectRestBlink_run-1_channels.tsv]\n",
-      "\t[ Removing sub-02_ses-04_task-RSVPObjectRestBlink_run-1_channels.tsv]\n",
-      "\t[ Removing sub-02_ses-05_task-RSVPObjectRestBlink_run-1_channels.tsv]\n",
-      "\t[ Removing sub-03_ses-01_task-RSVPObjectRestBlink_run-1_channels.tsv]\n",
-      "\t[ Removing sub-03_ses-01_task-RSVPObjectRestBlink_run-2_channels.tsv]\n",
-      "\t[ Removing sub-03_ses-02_task-RSVPObjectRestBlink_run-1_channels.tsv]\n",
-      "\t[ Removing sub-03_ses-03_task-RSVPObjectRestBlink_run-1_channels.tsv]\n",
-      "\t[ Removing sub-03_ses-04_task-RSVPObjectRestBlink_run-1_channels.tsv]\n",
-      "\t[ Removing sub-03_ses-05_task-RSVPObjectRestBlink_run-1_channels.tsv]\n",
-      "\t[ Removing sub-04_ses-01_task-RSVPObjectRestBlink_run-1_channels.tsv]\n",
-      "\t[ Removing sub-04_ses-02_task-RSVPObjectRestBlink_run-1_channels.tsv]\n",
-      "\t[ Removing sub-04_ses-03_task-RSVPObjectRestBlink_run-1_channels.tsv]\n",
-      "\t[ Removing sub-04_ses-04_task-RSVPObjectRestBlink_run-1_channels.tsv]\n",
-      "\t[ Removing sub-04_ses-05_task-RSVPObjectRestBlink_run-1_channels.tsv]\n",
-      "\t[ Removing sub-04_ses-05_task-RSVPObjectRestBlink_run-2_channels.tsv]\n",
-      "\t[ Removing sub-05_ses-01_task-RSVPObjectRestBlink_run-1_channels.tsv]\n",
-      "\t[ Removing sub-05_ses-02_task-RSVPObjectRestBlink_run-1_channels.tsv]\n",
-      "\t[ Removing sub-05_ses-03_task-RSVPObjectRestBlink_run-1_channels.tsv]\n",
-      "\t[ Removing sub-05_ses-04_task-RSVPObjectRestBlink_run-1_channels.tsv]\n",
-      "\t[ Removing sub-05_ses-05_task-RSVPObjectRestBlink_run-1_channels.tsv]\n",
-      "\t[ Removing sub-06_ses-01_task-RSVPObjectRestBlink_run-1_channels.tsv]\n",
-      "\t[ Removing sub-06_ses-02_task-RSVPObjectRestBlink_run-1_channels.tsv]\n",
-      "\t[ Removing sub-06_ses-03_task-RSVPObjectRestBlink_run-1_channels.tsv]\n",
-      "\t[ Removing sub-06_ses-04_task-RSVPObjectRestBlink_run-1_channels.tsv]\n",
-      "\t[ Removing sub-06_ses-05_task-RSVPObjectRestBlink_run-1_channels.tsv]\n",
-      "\t[ Removing sub-07_ses-01_task-RSVPObjectRestBlink_run-1_channels.tsv]\n",
-      "\t[ Removing sub-07_ses-01_task-RSVPObjectRestBlink_run-2_channels.tsv]\n",
-      "\t[ Removing sub-07_ses-02_task-RSVPObjectRestBlink_run-1_channels.tsv]\n",
-      "\t[ Removing sub-07_ses-03_task-RSVPObjectRestBlink_run-1_channels.tsv]\n",
-      "\t[ Removing sub-07_ses-04_task-RSVPObjectRestBlink_run-1_channels.tsv]\n",
-      "\t[ Removing sub-07_ses-04_task-RSVPObjectRestBlink_run-2_channels.tsv]\n",
-      "\t[ Removing sub-07_ses-05_task-RSVPObjectRestBlink_run-1_channels.tsv]\n",
-      "\t[ Removing sub-08_ses-01_task-RSVPObjectRestBlink_run-1_channels.tsv]\n",
-      "\t[ Removing sub-08_ses-01_task-RSVPObjectRestBlink_run-2_channels.tsv]\n",
-      "\t[ Removing sub-08_ses-02_task-RSVPObjectRestBlink_run-1_channels.tsv]\n",
-      "\t[ Removing sub-08_ses-03_task-RSVPObjectRestBlink_run-1_channels.tsv]\n",
-      "\t[ Removing sub-08_ses-04_task-RSVPObjectRestBlink_run-1_channels.tsv]\n",
-      "\t[ Removing sub-08_ses-05_task-RSVPObjectRestBlink_run-1_channels.tsv]\n",
-      "\t[ Removing sub-09_ses-01_task-RSVPObjectRestBlink_run-1_channels.tsv]\n",
-      "\t[ Removing sub-09_ses-01_task-RSVPObjectRestBlink_run-2_channels.tsv]\n",
-      "\t[ Removing sub-09_ses-02_task-RSVPObjectRestBlink_run-1_channels.tsv]\n",
-      "\t[ Removing sub-09_ses-02_task-RSVPObjectRestBlink_run-2_channels.tsv]\n",
-      "\t[ Removing sub-09_ses-03_task-RSVPObjectRestBlink_run-1_channels.tsv]\n",
-      "\t[ Removing sub-09_ses-04_task-RSVPObjectRestBlink_run-1_channels.tsv]\n",
-      "\t[ Removing sub-09_ses-05_task-RSVPObjectRestBlink_run-1_channels.tsv]\n",
-      "\t[ Removing sub-09_ses-06_task-RSVPObjectRestBlink_run-1_channels.tsv]\n",
-      "\t[ Removing sub-09_ses-06_task-RSVPObjectRestBlink_run-2_channels.tsv]\n",
-      "\t[ Removing sub-10_ses-01_task-RSVPObjectRestBlink_run-1_channels.tsv]\n",
-      "\t[ Removing sub-10_ses-02_task-RSVPObjectRestBlink_run-1_channels.tsv]\n",
-      "\t[ Removing sub-10_ses-03_task-RSVPObjectRestBlink_run-1_channels.tsv]\n",
-      "\t[ Removing sub-10_ses-04_task-RSVPObjectRestBlink_run-1_channels.tsv]\n",
-      "\t[ Removing sub-10_ses-05_task-RSVPObjectRestBlink_run-1_channels.tsv]\n",
-      "\n",
-      "\n",
-      "ERROR Summary:\n",
-      "bcit_rsvp_expertise_06_remove_coordsystem_log: Level ERROR\n",
-      "overall:\n"
-     ]
-    }
-   ]
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 2
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
\ No newline at end of file
diff --git a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_rsvp_expertise/bcit_rsvp_expertise_07_fix_channels.ipynb b/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_rsvp_expertise/bcit_rsvp_expertise_07_fix_channels.ipynb
deleted file mode 100644
index 0114b47..0000000
--- a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_rsvp_expertise/bcit_rsvp_expertise_07_fix_channels.ipynb
+++ /dev/null
@@ -1,501 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "collapsed": true,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   },
-   "source": [
-    "## Add channel files based on the EEG with fixes.\n",
-    "\n",
-    "This notebook replaces the `channels.tsv` files of ESS with those generated by EEGLAB BidsTools\n",
-    "for the BCIT RSVP Expertise data.\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "source": [
-    "import os\n",
-    "import json\n",
-    "import datetime\n",
-    "import pandas as pd\n",
-    "from hed.tools import HedLogger\n",
-    "from hed.util import get_file_list, get_value_dict\n",
-    "\n",
-    "# Variables to set for the specific dataset\n",
-    "bids_root_path = 's:/bcit/RSVPExpertiseWorkingPhaseTwo'\n",
-    "exclude_dirs = ['sourcedata', 'stimuli', 'code']\n",
-    "log_name = 'bcit_rsvp_expertise_07_fix_channels_log'\n",
-    "sampling_rate_file = os.path.realpath(os.path.join(bids_root_path, 'code/samplingRates.tsv'))\n",
-    "channel_file = os.path.realpath(os.path.join(bids_root_path, \"code/channelsOriginal.json\"))\n",
-    "\n",
-    "# Set up the logger\n",
-    "log_file_name = f\"code/curation_logs/{log_name}.txt\"\n",
-    "logger = HedLogger(name=log_name)\n",
-    "\n",
-    "# Load the channels file\n",
-    "with open(channel_file, 'r') as fp:\n",
-    "    channel_info = json.load(fp)\n",
-    "\n",
-    "# Construct the lists of the EEG files\n",
-    "eeg_files = get_file_list(bids_root_path, extensions=[\".set\"], name_suffix=\"_eeg\", exclude_dirs=exclude_dirs)\n",
-    "\n",
-    "# Get the sample rate dictionary\n",
-    "sampling_dict = get_value_dict(sampling_rate_file)\n",
-    "\n",
-    "chan_dict = {'LN': ('LN', 'OTHER', 'n/a', 'Lane deviation from center line in meters.'),\n",
-    "             'ANG': ('ANG', 'OTHER', 'n/a', 'Steering wheel deviation angle in degrees.'),\n",
-    "             'SP': ('SP', 'OTHER', 'n/a', 'Vehicle speed in mph.'),\n",
-    "             'SD': ('SD', 'OTHER', 'n/a', 'Vehicle speed deviation.'),\n",
-    "             'EXG1': ('LHEOG', 'EOG', 'uV', 'Left horizontal EOG'),\n",
-    "             'EXG2': ('RHEOG', 'EOG', 'uV', 'Right horizontal EOG'),\n",
-    "             'EXG3': ('UVEOG', 'EOG', 'uV', 'Upper vertical EOG'),\n",
-    "             'EXG4': ('LVEOG', 'EOG', 'uV', 'Lower vertical EOG'),\n",
-    "             'EXG5': ('LMAST', 'MISC', 'uV', 'Left mastoid'),\n",
-    "             'EXG6': ('RMAST', 'MISC', 'uV', 'Right mastoid')}\n",
-    "\n",
-    "for file_name in eeg_files:\n",
-    "    basename = os.path.basename(file_name)\n",
-    "    channels = channel_info[basename]\n",
-    "    logger.add(basename, f\"EEG has {len(channels)} channels\")\n",
-    "    sampling_key = basename[:-8]\n",
-    "    sampling_rate = sampling_dict[sampling_key]\n",
-    "    logger.add(basename, f\"Sampling rate is {sampling_rate}\")\n",
-    "    data = {'name': channels}\n",
-    "    df = pd.DataFrame(data)\n",
-    "    df[['type', 'units', 'sampling_frequency', 'description']] = 'n/a'\n",
-    "    names = df['name']\n",
-    "    for index, name in names.iteritems():\n",
-    "        row = chan_dict.get(name, None)\n",
-    "        if not row:\n",
-    "            row = (name, 'EEG', 'uV', 'n/a')\n",
-    "        df.loc[index, 'name'] = row[0]\n",
-    "        df.loc[index, 'type'] = row[1]\n",
-    "        df.loc[index, 'units'] = row[2]\n",
-    "        df.loc[index, 'sampling_frequency'] = sampling_rate\n",
-    "        df.loc[index, 'description'] = row[3]\n",
-    "    EEG = sum(df['type'].map(str) == 'EEG')\n",
-    "    EOG = sum(df['type'].map(str) == 'EOG')\n",
-    "    OTHER = sum(df['type'].map(str) == 'OTHER')\n",
-    "    MISC = sum(df['type'].map(str) == 'MISC')\n",
-    "    logger.add(basename, f\"{EEG} EEG channels, {EOG} EOG channels, {OTHER} OTHER channels {MISC} MISC channels\")\n",
-    "    file_new = file_name[:-7] + \"channels.tsv\"\n",
-    "    df.to_csv(file_new, sep='\\t', index=False)\n",
-    "    logger.add(basename, f\"Saved as {os.path.basename(file_new)}\")\n",
-    "\n",
-    "# Output and save the log\n",
-    "log_string = \"\\n\\nLog output:\\n\" + logger.get_log_string()\n",
-    "error_string = \"\\n\\nERROR Summary:\\n\" + logger.get_log_string(level=\"ERROR\")\n",
-    "print(log_string)\n",
-    "print(error_string)\n",
-    "\n",
-    "save_path = os.path.join(bids_root_path, log_file_name)\n",
-    "with open(save_path, \"w\") as fp:\n",
-    "    fp.write(f\"{log_file_name} {datetime.datetime.now()}\\n\")\n",
-    "    fp.write(log_string)\n",
-    "    fp.write(error_string)"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Perform the calculation\n"
-    }
-   },
-   "execution_count": 1,
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "\n",
-      "Log output:\n",
-      "bcit_rsvp_expertise_07_fix_channels_log: Level None\n",
-      "sub-01_ses-01_task-RSVPObjectRestBlink_run-1_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-01_ses-01_task-RSVPObjectRestBlink_run-1_channels.tsv]\n",
-      "sub-01_ses-02_task-RSVPObjectRestBlink_run-1_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-01_ses-02_task-RSVPObjectRestBlink_run-1_channels.tsv]\n",
-      "sub-01_ses-03_task-RSVPObjectRestBlink_run-1_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-01_ses-03_task-RSVPObjectRestBlink_run-1_channels.tsv]\n",
-      "sub-01_ses-04_task-RSVPObjectRestBlink_run-1_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-01_ses-04_task-RSVPObjectRestBlink_run-1_channels.tsv]\n",
-      "sub-01_ses-05_task-RSVPObjectRestBlink_run-1_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-01_ses-05_task-RSVPObjectRestBlink_run-1_channels.tsv]\n",
-      "sub-02_ses-01_task-RSVPObjectRestBlink_run-1_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-02_ses-01_task-RSVPObjectRestBlink_run-1_channels.tsv]\n",
-      "sub-02_ses-02_task-RSVPObjectRestBlink_run-1_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-02_ses-02_task-RSVPObjectRestBlink_run-1_channels.tsv]\n",
-      "sub-02_ses-03_task-RSVPObjectRestBlink_run-1_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-02_ses-03_task-RSVPObjectRestBlink_run-1_channels.tsv]\n",
-      "sub-02_ses-04_task-RSVPObjectRestBlink_run-1_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-02_ses-04_task-RSVPObjectRestBlink_run-1_channels.tsv]\n",
-      "sub-02_ses-05_task-RSVPObjectRestBlink_run-1_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-02_ses-05_task-RSVPObjectRestBlink_run-1_channels.tsv]\n",
-      "sub-03_ses-01_task-RSVPObjectRestBlink_run-1_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-03_ses-01_task-RSVPObjectRestBlink_run-1_channels.tsv]\n",
-      "sub-03_ses-01_task-RSVPObjectRestBlink_run-2_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-03_ses-01_task-RSVPObjectRestBlink_run-2_channels.tsv]\n",
-      "sub-03_ses-02_task-RSVPObjectRestBlink_run-1_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-03_ses-02_task-RSVPObjectRestBlink_run-1_channels.tsv]\n",
-      "sub-03_ses-03_task-RSVPObjectRestBlink_run-1_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-03_ses-03_task-RSVPObjectRestBlink_run-1_channels.tsv]\n",
-      "sub-03_ses-04_task-RSVPObjectRestBlink_run-1_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-03_ses-04_task-RSVPObjectRestBlink_run-1_channels.tsv]\n",
-      "sub-03_ses-05_task-RSVPObjectRestBlink_run-1_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-03_ses-05_task-RSVPObjectRestBlink_run-1_channels.tsv]\n",
-      "sub-04_ses-01_task-RSVPObjectRestBlink_run-1_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-04_ses-01_task-RSVPObjectRestBlink_run-1_channels.tsv]\n",
-      "sub-04_ses-02_task-RSVPObjectRestBlink_run-1_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-04_ses-02_task-RSVPObjectRestBlink_run-1_channels.tsv]\n",
-      "sub-04_ses-03_task-RSVPObjectRestBlink_run-1_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-04_ses-03_task-RSVPObjectRestBlink_run-1_channels.tsv]\n",
-      "sub-04_ses-04_task-RSVPObjectRestBlink_run-1_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-04_ses-04_task-RSVPObjectRestBlink_run-1_channels.tsv]\n",
-      "sub-04_ses-05_task-RSVPObjectRestBlink_run-1_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-04_ses-05_task-RSVPObjectRestBlink_run-1_channels.tsv]\n",
-      "sub-04_ses-05_task-RSVPObjectRestBlink_run-2_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-04_ses-05_task-RSVPObjectRestBlink_run-2_channels.tsv]\n",
-      "sub-05_ses-01_task-RSVPObjectRestBlink_run-1_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-05_ses-01_task-RSVPObjectRestBlink_run-1_channels.tsv]\n",
-      "sub-05_ses-02_task-RSVPObjectRestBlink_run-1_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-05_ses-02_task-RSVPObjectRestBlink_run-1_channels.tsv]\n",
-      "sub-05_ses-03_task-RSVPObjectRestBlink_run-1_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-05_ses-03_task-RSVPObjectRestBlink_run-1_channels.tsv]\n",
-      "sub-05_ses-04_task-RSVPObjectRestBlink_run-1_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-05_ses-04_task-RSVPObjectRestBlink_run-1_channels.tsv]\n",
-      "sub-05_ses-05_task-RSVPObjectRestBlink_run-1_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-05_ses-05_task-RSVPObjectRestBlink_run-1_channels.tsv]\n",
-      "sub-06_ses-01_task-RSVPObjectRestBlink_run-1_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-06_ses-01_task-RSVPObjectRestBlink_run-1_channels.tsv]\n",
-      "sub-06_ses-02_task-RSVPObjectRestBlink_run-1_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-06_ses-02_task-RSVPObjectRestBlink_run-1_channels.tsv]\n",
-      "sub-06_ses-03_task-RSVPObjectRestBlink_run-1_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-06_ses-03_task-RSVPObjectRestBlink_run-1_channels.tsv]\n",
-      "sub-06_ses-04_task-RSVPObjectRestBlink_run-1_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-06_ses-04_task-RSVPObjectRestBlink_run-1_channels.tsv]\n",
-      "sub-06_ses-05_task-RSVPObjectRestBlink_run-1_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-06_ses-05_task-RSVPObjectRestBlink_run-1_channels.tsv]\n",
-      "sub-07_ses-01_task-RSVPObjectRestBlink_run-1_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-07_ses-01_task-RSVPObjectRestBlink_run-1_channels.tsv]\n",
-      "sub-07_ses-01_task-RSVPObjectRestBlink_run-2_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-07_ses-01_task-RSVPObjectRestBlink_run-2_channels.tsv]\n",
-      "sub-07_ses-02_task-RSVPObjectRestBlink_run-1_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-07_ses-02_task-RSVPObjectRestBlink_run-1_channels.tsv]\n",
-      "sub-07_ses-03_task-RSVPObjectRestBlink_run-1_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-07_ses-03_task-RSVPObjectRestBlink_run-1_channels.tsv]\n",
-      "sub-07_ses-04_task-RSVPObjectRestBlink_run-1_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-07_ses-04_task-RSVPObjectRestBlink_run-1_channels.tsv]\n",
-      "sub-07_ses-04_task-RSVPObjectRestBlink_run-2_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-07_ses-04_task-RSVPObjectRestBlink_run-2_channels.tsv]\n",
-      "sub-07_ses-05_task-RSVPObjectRestBlink_run-1_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-07_ses-05_task-RSVPObjectRestBlink_run-1_channels.tsv]\n",
-      "sub-08_ses-01_task-RSVPObjectRestBlink_run-1_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-08_ses-01_task-RSVPObjectRestBlink_run-1_channels.tsv]\n",
-      "sub-08_ses-01_task-RSVPObjectRestBlink_run-2_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-08_ses-01_task-RSVPObjectRestBlink_run-2_channels.tsv]\n",
-      "sub-08_ses-02_task-RSVPObjectRestBlink_run-1_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-08_ses-02_task-RSVPObjectRestBlink_run-1_channels.tsv]\n",
-      "sub-08_ses-03_task-RSVPObjectRestBlink_run-1_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-08_ses-03_task-RSVPObjectRestBlink_run-1_channels.tsv]\n",
-      "sub-08_ses-04_task-RSVPObjectRestBlink_run-1_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-08_ses-04_task-RSVPObjectRestBlink_run-1_channels.tsv]\n",
-      "sub-08_ses-05_task-RSVPObjectRestBlink_run-1_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-08_ses-05_task-RSVPObjectRestBlink_run-1_channels.tsv]\n",
-      "sub-09_ses-01_task-RSVPObjectRestBlink_run-1_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-09_ses-01_task-RSVPObjectRestBlink_run-1_channels.tsv]\n",
-      "sub-09_ses-01_task-RSVPObjectRestBlink_run-2_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-09_ses-01_task-RSVPObjectRestBlink_run-2_channels.tsv]\n",
-      "sub-09_ses-02_task-RSVPObjectRestBlink_run-1_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-09_ses-02_task-RSVPObjectRestBlink_run-1_channels.tsv]\n",
-      "sub-09_ses-02_task-RSVPObjectRestBlink_run-2_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-09_ses-02_task-RSVPObjectRestBlink_run-2_channels.tsv]\n",
-      "sub-09_ses-03_task-RSVPObjectRestBlink_run-1_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-09_ses-03_task-RSVPObjectRestBlink_run-1_channels.tsv]\n",
-      "sub-09_ses-04_task-RSVPObjectRestBlink_run-1_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-09_ses-04_task-RSVPObjectRestBlink_run-1_channels.tsv]\n",
-      "sub-09_ses-05_task-RSVPObjectRestBlink_run-1_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-09_ses-05_task-RSVPObjectRestBlink_run-1_channels.tsv]\n",
-      "sub-09_ses-06_task-RSVPObjectRestBlink_run-1_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-09_ses-06_task-RSVPObjectRestBlink_run-1_channels.tsv]\n",
-      "sub-09_ses-06_task-RSVPObjectRestBlink_run-2_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-09_ses-06_task-RSVPObjectRestBlink_run-2_channels.tsv]\n",
-      "sub-10_ses-01_task-RSVPObjectRestBlink_run-1_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-10_ses-01_task-RSVPObjectRestBlink_run-1_channels.tsv]\n",
-      "sub-10_ses-02_task-RSVPObjectRestBlink_run-1_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-10_ses-02_task-RSVPObjectRestBlink_run-1_channels.tsv]\n",
-      "sub-10_ses-03_task-RSVPObjectRestBlink_run-1_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-10_ses-03_task-RSVPObjectRestBlink_run-1_channels.tsv]\n",
-      "sub-10_ses-04_task-RSVPObjectRestBlink_run-1_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-10_ses-04_task-RSVPObjectRestBlink_run-1_channels.tsv]\n",
-      "sub-10_ses-05_task-RSVPObjectRestBlink_run-1_eeg.set:\n",
-      "\t[ EEG has 262 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 256 EEG channels, 4 EOG channels, 0 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-10_ses-05_task-RSVPObjectRestBlink_run-1_channels.tsv]\n",
-      "\n",
-      "\n",
-      "ERROR Summary:\n",
-      "bcit_rsvp_expertise_07_fix_channels_log: Level ERROR\n",
-      "sub-01_ses-01_task-RSVPObjectRestBlink_run-1_eeg.set:\n",
-      "sub-01_ses-02_task-RSVPObjectRestBlink_run-1_eeg.set:\n",
-      "sub-01_ses-03_task-RSVPObjectRestBlink_run-1_eeg.set:\n",
-      "sub-01_ses-04_task-RSVPObjectRestBlink_run-1_eeg.set:\n",
-      "sub-01_ses-05_task-RSVPObjectRestBlink_run-1_eeg.set:\n",
-      "sub-02_ses-01_task-RSVPObjectRestBlink_run-1_eeg.set:\n",
-      "sub-02_ses-02_task-RSVPObjectRestBlink_run-1_eeg.set:\n",
-      "sub-02_ses-03_task-RSVPObjectRestBlink_run-1_eeg.set:\n",
-      "sub-02_ses-04_task-RSVPObjectRestBlink_run-1_eeg.set:\n",
-      "sub-02_ses-05_task-RSVPObjectRestBlink_run-1_eeg.set:\n",
-      "sub-03_ses-01_task-RSVPObjectRestBlink_run-1_eeg.set:\n",
-      "sub-03_ses-01_task-RSVPObjectRestBlink_run-2_eeg.set:\n",
-      "sub-03_ses-02_task-RSVPObjectRestBlink_run-1_eeg.set:\n",
-      "sub-03_ses-03_task-RSVPObjectRestBlink_run-1_eeg.set:\n",
-      "sub-03_ses-04_task-RSVPObjectRestBlink_run-1_eeg.set:\n",
-      "sub-03_ses-05_task-RSVPObjectRestBlink_run-1_eeg.set:\n",
-      "sub-04_ses-01_task-RSVPObjectRestBlink_run-1_eeg.set:\n",
-      "sub-04_ses-02_task-RSVPObjectRestBlink_run-1_eeg.set:\n",
-      "sub-04_ses-03_task-RSVPObjectRestBlink_run-1_eeg.set:\n",
-      "sub-04_ses-04_task-RSVPObjectRestBlink_run-1_eeg.set:\n",
-      "sub-04_ses-05_task-RSVPObjectRestBlink_run-1_eeg.set:\n",
-      "sub-04_ses-05_task-RSVPObjectRestBlink_run-2_eeg.set:\n",
-      "sub-05_ses-01_task-RSVPObjectRestBlink_run-1_eeg.set:\n",
-      "sub-05_ses-02_task-RSVPObjectRestBlink_run-1_eeg.set:\n",
-      "sub-05_ses-03_task-RSVPObjectRestBlink_run-1_eeg.set:\n",
-      "sub-05_ses-04_task-RSVPObjectRestBlink_run-1_eeg.set:\n",
-      "sub-05_ses-05_task-RSVPObjectRestBlink_run-1_eeg.set:\n",
-      "sub-06_ses-01_task-RSVPObjectRestBlink_run-1_eeg.set:\n",
-      "sub-06_ses-02_task-RSVPObjectRestBlink_run-1_eeg.set:\n",
-      "sub-06_ses-03_task-RSVPObjectRestBlink_run-1_eeg.set:\n",
-      "sub-06_ses-04_task-RSVPObjectRestBlink_run-1_eeg.set:\n",
-      "sub-06_ses-05_task-RSVPObjectRestBlink_run-1_eeg.set:\n",
-      "sub-07_ses-01_task-RSVPObjectRestBlink_run-1_eeg.set:\n",
-      "sub-07_ses-01_task-RSVPObjectRestBlink_run-2_eeg.set:\n",
-      "sub-07_ses-02_task-RSVPObjectRestBlink_run-1_eeg.set:\n",
-      "sub-07_ses-03_task-RSVPObjectRestBlink_run-1_eeg.set:\n",
-      "sub-07_ses-04_task-RSVPObjectRestBlink_run-1_eeg.set:\n",
-      "sub-07_ses-04_task-RSVPObjectRestBlink_run-2_eeg.set:\n",
-      "sub-07_ses-05_task-RSVPObjectRestBlink_run-1_eeg.set:\n",
-      "sub-08_ses-01_task-RSVPObjectRestBlink_run-1_eeg.set:\n",
-      "sub-08_ses-01_task-RSVPObjectRestBlink_run-2_eeg.set:\n",
-      "sub-08_ses-02_task-RSVPObjectRestBlink_run-1_eeg.set:\n",
-      "sub-08_ses-03_task-RSVPObjectRestBlink_run-1_eeg.set:\n",
-      "sub-08_ses-04_task-RSVPObjectRestBlink_run-1_eeg.set:\n",
-      "sub-08_ses-05_task-RSVPObjectRestBlink_run-1_eeg.set:\n",
-      "sub-09_ses-01_task-RSVPObjectRestBlink_run-1_eeg.set:\n",
-      "sub-09_ses-01_task-RSVPObjectRestBlink_run-2_eeg.set:\n",
-      "sub-09_ses-02_task-RSVPObjectRestBlink_run-1_eeg.set:\n",
-      "sub-09_ses-02_task-RSVPObjectRestBlink_run-2_eeg.set:\n",
-      "sub-09_ses-03_task-RSVPObjectRestBlink_run-1_eeg.set:\n",
-      "sub-09_ses-04_task-RSVPObjectRestBlink_run-1_eeg.set:\n",
-      "sub-09_ses-05_task-RSVPObjectRestBlink_run-1_eeg.set:\n",
-      "sub-09_ses-06_task-RSVPObjectRestBlink_run-1_eeg.set:\n",
-      "sub-09_ses-06_task-RSVPObjectRestBlink_run-2_eeg.set:\n",
-      "sub-10_ses-01_task-RSVPObjectRestBlink_run-1_eeg.set:\n",
-      "sub-10_ses-02_task-RSVPObjectRestBlink_run-1_eeg.set:\n",
-      "sub-10_ses-03_task-RSVPObjectRestBlink_run-1_eeg.set:\n",
-      "sub-10_ses-04_task-RSVPObjectRestBlink_run-1_eeg.set:\n",
-      "sub-10_ses-05_task-RSVPObjectRestBlink_run-1_eeg.set:\n"
-     ]
-    }
-   ]
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 2
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
\ No newline at end of file
diff --git a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_speed_control/bcit_speed_control_01_initial_summary.ipynb b/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_speed_control/bcit_speed_control_01_initial_summary.ipynb
deleted file mode 100644
index c7157b5..0000000
--- a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_speed_control/bcit_speed_control_01_initial_summary.ipynb
+++ /dev/null
@@ -1,942 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "collapsed": true,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   },
-   "source": [
-    "## Initial summary of event files\n",
-    "\n",
-    "**Dataset** BCIT Speed Control (in process)\n",
-    "\n",
-    "This script does a preliminary summary of the contents of the events files.\n",
-    "The summary includes printing out the column names of each event file so\n",
-    "that they can be manually checked for differences.\n",
-    "\n",
-    "The script assumes that the data is in BIDS format and that each BIDS events\n",
-    "file of the form `_events.tsv` has a corresponding events file with\n",
-    "suffix `_eventstemp.tsv` that was previously dumped from the `EEG.set` files.\n",
-    "\n",
-    "This script does a preliminary summary of the contents of the events files.\n",
-    "The summary includes printing out the column names of each event file so\n",
-    "that they can be manually checked for differences.\n",
-    "\n",
-    "The script assumes that the data is in BIDS format and that each BIDS events\n",
-    "file of the form `_events.tsv` has a corresponding events file with\n",
-    "suffix `_eventstemp.tsv` that was previously dumped from the `EEG.set` files.\n",
-    "Keys are specified by a `entities` tuple lists the BIDS entity names\n",
-    "to include in the key.\n",
-    "BIDS base file names are constructed of entity *name*-*value* pairs separated\n",
-    "by underbars and followed by an ending *_suffix*.\n",
-    "\n",
-    "For a file name `sub-001_ses-3_task-target_run-01_events.tsv`,\n",
-    "the tuple ('sub', 'task') gives a key of `sub-001_task-target`,\n",
-    "while the tuple ('sub', 'ses', 'run) gives a key of `sub-001_ses-3_run-01`.\n",
-    "The use of dictionaries of file names with such keys makes it\n",
-    "easier to associate related files in the BIDS naming structure.\n",
-    "\n",
-    "The setup requires the setting of the following variables for your dataset:\n",
-    "\n",
-    "| Variable | Purpose |\n",
-    "| -------- | ------- |\n",
-    "| bids_root_path | Full path to root directory of dataset.|\n",
-    "| exclude_dirs | List of directories to exclude when constructing file lists. |\n",
-    "| entities  | Tuple of entity names used to construct a unique keys representing filenames. <br>(See [Dictionaries of filenames](https://hed-examples.readthedocs.io/en/latest/HedInPython.html#dictionaries-of-filenames-anchor) for examples of how to choose the keys.)|\n",
-    "| bids_skip_columns  |  List of column names in the `events.tsv` files to skip in the analysis. |\n",
-    "| eeg_skip_columns  | List of column names in the `eventstemp.tsv` files form EEG.events to skip in analysis.|\n",
-    "| log_name | Name of the log file (saved in the `code/curation_logs` subdirectory). |"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "Bids event files has 63 event files\n",
-      "EEG event files has 63 event files\n",
-      "\n",
-      "Bids event files event files (63 files)\n",
-      "sub-01_ses-01_run-1: sub-01_ses-01_task-Drive_run-1_events.tsv\n",
-      "sub-01_ses-01_run-2: sub-01_ses-01_task-Drive_run-2_events.tsv\n",
-      "sub-02_ses-01_run-1: sub-02_ses-01_task-Drive_run-1_events.tsv\n",
-      "sub-02_ses-01_run-2: sub-02_ses-01_task-Drive_run-2_events.tsv\n",
-      "sub-03_ses-01_run-1: sub-03_ses-01_task-Drive_run-1_events.tsv\n",
-      "sub-04_ses-01_run-1: sub-04_ses-01_task-Drive_run-1_events.tsv\n",
-      "sub-04_ses-01_run-2: sub-04_ses-01_task-Drive_run-2_events.tsv\n",
-      "sub-05_ses-01_run-1: sub-05_ses-01_task-Drive_run-1_events.tsv\n",
-      "sub-05_ses-01_run-2: sub-05_ses-01_task-Drive_run-2_events.tsv\n",
-      "sub-06_ses-01_run-1: sub-06_ses-01_task-Drive_run-1_events.tsv\n",
-      "sub-06_ses-01_run-2: sub-06_ses-01_task-Drive_run-2_events.tsv\n",
-      "sub-06_ses-01_run-3: sub-06_ses-01_task-Drive_run-3_events.tsv\n",
-      "sub-07_ses-01_run-1: sub-07_ses-01_task-Drive_run-1_events.tsv\n",
-      "sub-07_ses-01_run-2: sub-07_ses-01_task-Drive_run-2_events.tsv\n",
-      "sub-08_ses-01_run-1: sub-08_ses-01_task-Drive_run-1_events.tsv\n",
-      "sub-08_ses-01_run-2: sub-08_ses-01_task-Drive_run-2_events.tsv\n",
-      "sub-09_ses-01_run-1: sub-09_ses-01_task-Drive_run-1_events.tsv\n",
-      "sub-09_ses-01_run-2: sub-09_ses-01_task-Drive_run-2_events.tsv\n",
-      "sub-10_ses-01_run-1: sub-10_ses-01_task-Drive_run-1_events.tsv\n",
-      "sub-11_ses-01_run-1: sub-11_ses-01_task-Drive_run-1_events.tsv\n",
-      "sub-11_ses-01_run-2: sub-11_ses-01_task-Drive_run-2_events.tsv\n",
-      "sub-12_ses-01_run-1: sub-12_ses-01_task-Drive_run-1_events.tsv\n",
-      "sub-12_ses-01_run-2: sub-12_ses-01_task-Drive_run-2_events.tsv\n",
-      "sub-13_ses-01_run-1: sub-13_ses-01_task-Drive_run-1_events.tsv\n",
-      "sub-13_ses-01_run-2: sub-13_ses-01_task-Drive_run-2_events.tsv\n",
-      "sub-14_ses-01_run-1: sub-14_ses-01_task-Drive_run-1_events.tsv\n",
-      "sub-14_ses-01_run-2: sub-14_ses-01_task-Drive_run-2_events.tsv\n",
-      "sub-15_ses-01_run-1: sub-15_ses-01_task-Drive_run-1_events.tsv\n",
-      "sub-15_ses-01_run-2: sub-15_ses-01_task-Drive_run-2_events.tsv\n",
-      "sub-15_ses-01_run-3: sub-15_ses-01_task-Drive_run-3_events.tsv\n",
-      "sub-16_ses-01_run-1: sub-16_ses-01_task-Drive_run-1_events.tsv\n",
-      "sub-16_ses-01_run-2: sub-16_ses-01_task-Drive_run-2_events.tsv\n",
-      "sub-17_ses-01_run-1: sub-17_ses-01_task-Drive_run-1_events.tsv\n",
-      "sub-17_ses-01_run-2: sub-17_ses-01_task-Drive_run-2_events.tsv\n",
-      "sub-18_ses-01_run-1: sub-18_ses-01_task-Drive_run-1_events.tsv\n",
-      "sub-18_ses-01_run-2: sub-18_ses-01_task-Drive_run-2_events.tsv\n",
-      "sub-19_ses-01_run-1: sub-19_ses-01_task-Drive_run-1_events.tsv\n",
-      "sub-19_ses-01_run-2: sub-19_ses-01_task-Drive_run-2_events.tsv\n",
-      "sub-20_ses-01_run-1: sub-20_ses-01_task-Drive_run-1_events.tsv\n",
-      "sub-21_ses-01_run-1: sub-21_ses-01_task-Drive_run-1_events.tsv\n",
-      "sub-21_ses-01_run-2: sub-21_ses-01_task-Drive_run-2_events.tsv\n",
-      "sub-22_ses-01_run-1: sub-22_ses-01_task-Drive_run-1_events.tsv\n",
-      "sub-22_ses-01_run-2: sub-22_ses-01_task-Drive_run-2_events.tsv\n",
-      "sub-23_ses-01_run-1: sub-23_ses-01_task-Drive_run-1_events.tsv\n",
-      "sub-23_ses-01_run-2: sub-23_ses-01_task-Drive_run-2_events.tsv\n",
-      "sub-24_ses-01_run-1: sub-24_ses-01_task-Drive_run-1_events.tsv\n",
-      "sub-24_ses-01_run-2: sub-24_ses-01_task-Drive_run-2_events.tsv\n",
-      "sub-25_ses-01_run-1: sub-25_ses-01_task-Drive_run-1_events.tsv\n",
-      "sub-25_ses-01_run-2: sub-25_ses-01_task-Drive_run-2_events.tsv\n",
-      "sub-26_ses-01_run-1: sub-26_ses-01_task-Drive_run-1_events.tsv\n",
-      "sub-26_ses-01_run-2: sub-26_ses-01_task-Drive_run-2_events.tsv\n",
-      "sub-27_ses-01_run-1: sub-27_ses-01_task-Drive_run-1_events.tsv\n",
-      "sub-27_ses-01_run-2: sub-27_ses-01_task-Drive_run-2_events.tsv\n",
-      "sub-28_ses-01_run-1: sub-28_ses-01_task-Drive_run-1_events.tsv\n",
-      "sub-28_ses-01_run-2: sub-28_ses-01_task-Drive_run-2_events.tsv\n",
-      "sub-29_ses-01_run-1: sub-29_ses-01_task-Drive_run-1_events.tsv\n",
-      "sub-29_ses-01_run-2: sub-29_ses-01_task-Drive_run-2_events.tsv\n",
-      "sub-30_ses-01_run-1: sub-30_ses-01_task-Drive_run-1_events.tsv\n",
-      "sub-30_ses-01_run-2: sub-30_ses-01_task-Drive_run-2_events.tsv\n",
-      "sub-31_ses-01_run-1: sub-31_ses-01_task-Drive_run-1_events.tsv\n",
-      "sub-31_ses-01_run-2: sub-31_ses-01_task-Drive_run-2_events.tsv\n",
-      "sub-32_ses-01_run-1: sub-32_ses-01_task-Drive_run-1_events.tsv\n",
-      "sub-32_ses-01_run-2: sub-32_ses-01_task-Drive_run-2_events.tsv\n",
-      "\n",
-      "EEG event files event files (63 files)\n",
-      "sub-01_ses-01_run-1: sub-01_ses-01_task-Drive_run-1_eventstemp.tsv\n",
-      "sub-01_ses-01_run-2: sub-01_ses-01_task-Drive_run-2_eventstemp.tsv\n",
-      "sub-02_ses-01_run-1: sub-02_ses-01_task-Drive_run-1_eventstemp.tsv\n",
-      "sub-02_ses-01_run-2: sub-02_ses-01_task-Drive_run-2_eventstemp.tsv\n",
-      "sub-03_ses-01_run-1: sub-03_ses-01_task-Drive_run-1_eventstemp.tsv\n",
-      "sub-04_ses-01_run-1: sub-04_ses-01_task-Drive_run-1_eventstemp.tsv\n",
-      "sub-04_ses-01_run-2: sub-04_ses-01_task-Drive_run-2_eventstemp.tsv\n",
-      "sub-05_ses-01_run-1: sub-05_ses-01_task-Drive_run-1_eventstemp.tsv\n",
-      "sub-05_ses-01_run-2: sub-05_ses-01_task-Drive_run-2_eventstemp.tsv\n",
-      "sub-06_ses-01_run-1: sub-06_ses-01_task-Drive_run-1_eventstemp.tsv\n",
-      "sub-06_ses-01_run-2: sub-06_ses-01_task-Drive_run-2_eventstemp.tsv\n",
-      "sub-06_ses-01_run-3: sub-06_ses-01_task-Drive_run-3_eventstemp.tsv\n",
-      "sub-07_ses-01_run-1: sub-07_ses-01_task-Drive_run-1_eventstemp.tsv\n",
-      "sub-07_ses-01_run-2: sub-07_ses-01_task-Drive_run-2_eventstemp.tsv\n",
-      "sub-08_ses-01_run-1: sub-08_ses-01_task-Drive_run-1_eventstemp.tsv\n",
-      "sub-08_ses-01_run-2: sub-08_ses-01_task-Drive_run-2_eventstemp.tsv\n",
-      "sub-09_ses-01_run-1: sub-09_ses-01_task-Drive_run-1_eventstemp.tsv\n",
-      "sub-09_ses-01_run-2: sub-09_ses-01_task-Drive_run-2_eventstemp.tsv\n",
-      "sub-10_ses-01_run-1: sub-10_ses-01_task-Drive_run-1_eventstemp.tsv\n",
-      "sub-11_ses-01_run-1: sub-11_ses-01_task-Drive_run-1_eventstemp.tsv\n",
-      "sub-11_ses-01_run-2: sub-11_ses-01_task-Drive_run-2_eventstemp.tsv\n",
-      "sub-12_ses-01_run-1: sub-12_ses-01_task-Drive_run-1_eventstemp.tsv\n",
-      "sub-12_ses-01_run-2: sub-12_ses-01_task-Drive_run-2_eventstemp.tsv\n",
-      "sub-13_ses-01_run-1: sub-13_ses-01_task-Drive_run-1_eventstemp.tsv\n",
-      "sub-13_ses-01_run-2: sub-13_ses-01_task-Drive_run-2_eventstemp.tsv\n",
-      "sub-14_ses-01_run-1: sub-14_ses-01_task-Drive_run-1_eventstemp.tsv\n",
-      "sub-14_ses-01_run-2: sub-14_ses-01_task-Drive_run-2_eventstemp.tsv\n",
-      "sub-15_ses-01_run-1: sub-15_ses-01_task-Drive_run-1_eventstemp.tsv\n",
-      "sub-15_ses-01_run-2: sub-15_ses-01_task-Drive_run-2_eventstemp.tsv\n",
-      "sub-15_ses-01_run-3: sub-15_ses-01_task-Drive_run-3_eventstemp.tsv\n",
-      "sub-16_ses-01_run-1: sub-16_ses-01_task-Drive_run-1_eventstemp.tsv\n",
-      "sub-16_ses-01_run-2: sub-16_ses-01_task-Drive_run-2_eventstemp.tsv\n",
-      "sub-17_ses-01_run-1: sub-17_ses-01_task-Drive_run-1_eventstemp.tsv\n",
-      "sub-17_ses-01_run-2: sub-17_ses-01_task-Drive_run-2_eventstemp.tsv\n",
-      "sub-18_ses-01_run-1: sub-18_ses-01_task-Drive_run-1_eventstemp.tsv\n",
-      "sub-18_ses-01_run-2: sub-18_ses-01_task-Drive_run-2_eventstemp.tsv\n",
-      "sub-19_ses-01_run-1: sub-19_ses-01_task-Drive_run-1_eventstemp.tsv\n",
-      "sub-19_ses-01_run-2: sub-19_ses-01_task-Drive_run-2_eventstemp.tsv\n",
-      "sub-20_ses-01_run-1: sub-20_ses-01_task-Drive_run-1_eventstemp.tsv\n",
-      "sub-21_ses-01_run-1: sub-21_ses-01_task-Drive_run-1_eventstemp.tsv\n",
-      "sub-21_ses-01_run-2: sub-21_ses-01_task-Drive_run-2_eventstemp.tsv\n",
-      "sub-22_ses-01_run-1: sub-22_ses-01_task-Drive_run-1_eventstemp.tsv\n",
-      "sub-22_ses-01_run-2: sub-22_ses-01_task-Drive_run-2_eventstemp.tsv\n",
-      "sub-23_ses-01_run-1: sub-23_ses-01_task-Drive_run-1_eventstemp.tsv\n",
-      "sub-23_ses-01_run-2: sub-23_ses-01_task-Drive_run-2_eventstemp.tsv\n",
-      "sub-24_ses-01_run-1: sub-24_ses-01_task-Drive_run-1_eventstemp.tsv\n",
-      "sub-24_ses-01_run-2: sub-24_ses-01_task-Drive_run-2_eventstemp.tsv\n",
-      "sub-25_ses-01_run-1: sub-25_ses-01_task-Drive_run-1_eventstemp.tsv\n",
-      "sub-25_ses-01_run-2: sub-25_ses-01_task-Drive_run-2_eventstemp.tsv\n",
-      "sub-26_ses-01_run-1: sub-26_ses-01_task-Drive_run-1_eventstemp.tsv\n",
-      "sub-26_ses-01_run-2: sub-26_ses-01_task-Drive_run-2_eventstemp.tsv\n",
-      "sub-27_ses-01_run-1: sub-27_ses-01_task-Drive_run-1_eventstemp.tsv\n",
-      "sub-27_ses-01_run-2: sub-27_ses-01_task-Drive_run-2_eventstemp.tsv\n",
-      "sub-28_ses-01_run-1: sub-28_ses-01_task-Drive_run-1_eventstemp.tsv\n",
-      "sub-28_ses-01_run-2: sub-28_ses-01_task-Drive_run-2_eventstemp.tsv\n",
-      "sub-29_ses-01_run-1: sub-29_ses-01_task-Drive_run-1_eventstemp.tsv\n",
-      "sub-29_ses-01_run-2: sub-29_ses-01_task-Drive_run-2_eventstemp.tsv\n",
-      "sub-30_ses-01_run-1: sub-30_ses-01_task-Drive_run-1_eventstemp.tsv\n",
-      "sub-30_ses-01_run-2: sub-30_ses-01_task-Drive_run-2_eventstemp.tsv\n",
-      "sub-31_ses-01_run-1: sub-31_ses-01_task-Drive_run-1_eventstemp.tsv\n",
-      "sub-31_ses-01_run-2: sub-31_ses-01_task-Drive_run-2_eventstemp.tsv\n",
-      "sub-32_ses-01_run-1: sub-32_ses-01_task-Drive_run-1_eventstemp.tsv\n",
-      "sub-32_ses-01_run-2: sub-32_ses-01_task-Drive_run-2_eventstemp.tsv\n",
-      "\n",
-      "Bids event files event file columns:\n",
-      "Bids event files: [1877 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1877 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [746 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [746 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [904 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1831 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1831 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1860 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1860 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [2029 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [2029 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [2029 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1879 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1879 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1080 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1080 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1786 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1786 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1231 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1863 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1863 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1995 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1995 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1801 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1801 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1898 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1898 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1908 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1908 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1908 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1867 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1867 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [518 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [518 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1935 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1935 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1586 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1586 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1964 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1837 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1837 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1910 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1910 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1923 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1923 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1796 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1796 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1610 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1610 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1865 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1865 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [2014 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [2014 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [2107 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [2107 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1989 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1989 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1487 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1487 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1880 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1880 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1402 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1402 events] ['onset', 'duration', 'event_code']\n",
-      "EEG event files: [1997 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1877 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1971 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [746 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [904 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1918 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1831 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1921 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1860 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [131 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [2093 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [2029 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1941 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1879 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1951 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1080 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1846 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1786 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1231 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1823 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1863 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1984 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1995 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1764 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1801 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [2021 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1898 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [317 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1847 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1908 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1809 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1867 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1867 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [518 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1839 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1935 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1756 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1586 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1964 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1786 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1837 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1787 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1910 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1954 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1923 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1921 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1796 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1791 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1610 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1861 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1865 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [2002 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [2014 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [2091 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [2107 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [2110 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1989 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1741 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1487 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1997 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1880 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1872 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1402 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "\n",
-      "The number of Bids event files events and EEG event files eventsdiffer for the following files:\n",
-      "The Bids event files file has 1877 rows and the EEG event files event file has 1997 rows\n",
-      "The Bids event files file has 746 rows and the EEG event files event file has 1971 rows\n",
-      "The Bids event files file has 1831 rows and the EEG event files event file has 1918 rows\n",
-      "The Bids event files file has 1860 rows and the EEG event files event file has 1921 rows\n",
-      "The Bids event files file has 2029 rows and the EEG event files event file has 131 rows\n",
-      "The Bids event files file has 2029 rows and the EEG event files event file has 2093 rows\n",
-      "The Bids event files file has 1879 rows and the EEG event files event file has 1941 rows\n",
-      "The Bids event files file has 1080 rows and the EEG event files event file has 1951 rows\n",
-      "The Bids event files file has 1786 rows and the EEG event files event file has 1846 rows\n",
-      "The Bids event files file has 1863 rows and the EEG event files event file has 1823 rows\n",
-      "The Bids event files file has 1995 rows and the EEG event files event file has 1984 rows\n",
-      "The Bids event files file has 1801 rows and the EEG event files event file has 1764 rows\n",
-      "The Bids event files file has 1898 rows and the EEG event files event file has 2021 rows\n",
-      "The Bids event files file has 1908 rows and the EEG event files event file has 317 rows\n",
-      "The Bids event files file has 1908 rows and the EEG event files event file has 1847 rows\n",
-      "The Bids event files file has 1867 rows and the EEG event files event file has 1809 rows\n",
-      "The Bids event files file has 518 rows and the EEG event files event file has 1867 rows\n",
-      "The Bids event files file has 1935 rows and the EEG event files event file has 1839 rows\n",
-      "The Bids event files file has 1586 rows and the EEG event files event file has 1756 rows\n",
-      "The Bids event files file has 1837 rows and the EEG event files event file has 1786 rows\n",
-      "The Bids event files file has 1910 rows and the EEG event files event file has 1787 rows\n",
-      "The Bids event files file has 1923 rows and the EEG event files event file has 1954 rows\n",
-      "The Bids event files file has 1796 rows and the EEG event files event file has 1921 rows\n",
-      "The Bids event files file has 1610 rows and the EEG event files event file has 1791 rows\n",
-      "The Bids event files file has 1865 rows and the EEG event files event file has 1861 rows\n",
-      "The Bids event files file has 2014 rows and the EEG event files event file has 2002 rows\n",
-      "The Bids event files file has 2107 rows and the EEG event files event file has 2091 rows\n",
-      "The Bids event files file has 1989 rows and the EEG event files event file has 2110 rows\n",
-      "The Bids event files file has 1487 rows and the EEG event files event file has 1741 rows\n",
-      "The Bids event files file has 1880 rows and the EEG event files event file has 1997 rows\n",
-      "The Bids event files file has 1402 rows and the EEG event files event file has 1872 rows\n",
-      "\n",
-      "\n",
-      "\n",
-      "Summary of all BIDS events files:\n",
-      "Summary for column dictionary :\n",
-      "   Categorical columns (2):\n",
-      "      duration (1 distinct values):\n",
-      "         n/a: 108594\n",
-      "      event_code (19 distinct values):\n",
-      "         1111: 6847\n",
-      "         1112: 6847\n",
-      "         1121: 6973\n",
-      "         1122: 6973\n",
-      "         1211: 64\n",
-      "         1212: 64\n",
-      "         2621: 3962\n",
-      "         2622: 3962\n",
-      "         3111: 63\n",
-      "         3112: 63\n",
-      "         3200: 3966\n",
-      "         3310: 63\n",
-      "         4210: 22431\n",
-      "         4220: 9910\n",
-      "         4230: 12546\n",
-      "         4311: 13137\n",
-      "         4312: 10701\n",
-      "         4411: 14\n",
-      "         4421: 8\n",
-      "   Value columns (0):\n",
-      "\n",
-      "Summary of all EEG.set events files:\n",
-      "Summary for column dictionary :\n",
-      "   Categorical columns (1):\n",
-      "      type (19 distinct values):\n",
-      "         1111: 6896\n",
-      "         1112: 6896\n",
-      "         1121: 7054\n",
-      "         1122: 7054\n",
-      "         1211: 64\n",
-      "         1212: 60\n",
-      "         2621: 3819\n",
-      "         2622: 3818\n",
-      "         3111: 63\n",
-      "         3112: 59\n",
-      "         3200: 3961\n",
-      "         3310: 63\n",
-      "         4210: 22886\n",
-      "         4220: 9903\n",
-      "         4230: 13009\n",
-      "         4311: 13354\n",
-      "         4312: 11112\n",
-      "         4411: 9\n",
-      "         4421: 7\n",
-      "   Value columns (0):\n",
-      "\n",
-      "\n",
-      "Log output:\n",
-      "bcit_speed_control_01_initial_summary_log: Level None\n",
-      "overall:\n",
-      "\t[ Bids event files has 63 event files]\n",
-      "\t[ EEG event files has 63 event files]\n",
-      "sub-01_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-01_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-01_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1877 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1997 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "\t[ERROR The Bids event files file has 1877 rows and the EEG event files event file has 1997 rows]\n",
-      "sub-01_ses-01_run-2:\n",
-      "\t[ Bids event files: sub-01_ses-01_task-Drive_run-2_events.tsv]\n",
-      "\t[ EEG event files: sub-01_ses-01_task-Drive_run-2_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1877 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1877 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-02_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-02_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-02_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [746 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1971 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "\t[ERROR The Bids event files file has 746 rows and the EEG event files event file has 1971 rows]\n",
-      "sub-02_ses-01_run-2:\n",
-      "\t[ Bids event files: sub-02_ses-01_task-Drive_run-2_events.tsv]\n",
-      "\t[ EEG event files: sub-02_ses-01_task-Drive_run-2_eventstemp.tsv]\n",
-      "\t[ Bids event files: [746 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [746 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-03_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-03_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-03_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [904 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [904 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-04_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-04_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-04_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1831 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1918 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "\t[ERROR The Bids event files file has 1831 rows and the EEG event files event file has 1918 rows]\n",
-      "sub-04_ses-01_run-2:\n",
-      "\t[ Bids event files: sub-04_ses-01_task-Drive_run-2_events.tsv]\n",
-      "\t[ EEG event files: sub-04_ses-01_task-Drive_run-2_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1831 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1831 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-05_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-05_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-05_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1860 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1921 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "\t[ERROR The Bids event files file has 1860 rows and the EEG event files event file has 1921 rows]\n",
-      "sub-05_ses-01_run-2:\n",
-      "\t[ Bids event files: sub-05_ses-01_task-Drive_run-2_events.tsv]\n",
-      "\t[ EEG event files: sub-05_ses-01_task-Drive_run-2_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1860 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1860 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-06_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-06_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-06_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [2029 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [131 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "\t[ERROR The Bids event files file has 2029 rows and the EEG event files event file has 131 rows]\n",
-      "sub-06_ses-01_run-2:\n",
-      "\t[ Bids event files: sub-06_ses-01_task-Drive_run-2_events.tsv]\n",
-      "\t[ EEG event files: sub-06_ses-01_task-Drive_run-2_eventstemp.tsv]\n",
-      "\t[ Bids event files: [2029 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [2093 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "\t[ERROR The Bids event files file has 2029 rows and the EEG event files event file has 2093 rows]\n",
-      "sub-06_ses-01_run-3:\n",
-      "\t[ Bids event files: sub-06_ses-01_task-Drive_run-3_events.tsv]\n",
-      "\t[ EEG event files: sub-06_ses-01_task-Drive_run-3_eventstemp.tsv]\n",
-      "\t[ Bids event files: [2029 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [2029 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-07_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-07_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-07_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1879 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1941 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "\t[ERROR The Bids event files file has 1879 rows and the EEG event files event file has 1941 rows]\n",
-      "sub-07_ses-01_run-2:\n",
-      "\t[ Bids event files: sub-07_ses-01_task-Drive_run-2_events.tsv]\n",
-      "\t[ EEG event files: sub-07_ses-01_task-Drive_run-2_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1879 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1879 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-08_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-08_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-08_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1080 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1951 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "\t[ERROR The Bids event files file has 1080 rows and the EEG event files event file has 1951 rows]\n",
-      "sub-08_ses-01_run-2:\n",
-      "\t[ Bids event files: sub-08_ses-01_task-Drive_run-2_events.tsv]\n",
-      "\t[ EEG event files: sub-08_ses-01_task-Drive_run-2_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1080 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1080 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-09_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-09_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-09_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1786 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1846 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "\t[ERROR The Bids event files file has 1786 rows and the EEG event files event file has 1846 rows]\n",
-      "sub-09_ses-01_run-2:\n",
-      "\t[ Bids event files: sub-09_ses-01_task-Drive_run-2_events.tsv]\n",
-      "\t[ EEG event files: sub-09_ses-01_task-Drive_run-2_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1786 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1786 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-10_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-10_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-10_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1231 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1231 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-11_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-11_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-11_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1863 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1823 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "\t[ERROR The Bids event files file has 1863 rows and the EEG event files event file has 1823 rows]\n",
-      "sub-11_ses-01_run-2:\n",
-      "\t[ Bids event files: sub-11_ses-01_task-Drive_run-2_events.tsv]\n",
-      "\t[ EEG event files: sub-11_ses-01_task-Drive_run-2_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1863 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1863 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-12_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-12_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-12_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1995 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1984 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "\t[ERROR The Bids event files file has 1995 rows and the EEG event files event file has 1984 rows]\n",
-      "sub-12_ses-01_run-2:\n",
-      "\t[ Bids event files: sub-12_ses-01_task-Drive_run-2_events.tsv]\n",
-      "\t[ EEG event files: sub-12_ses-01_task-Drive_run-2_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1995 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1995 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-13_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-13_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-13_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1801 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1764 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "\t[ERROR The Bids event files file has 1801 rows and the EEG event files event file has 1764 rows]\n",
-      "sub-13_ses-01_run-2:\n",
-      "\t[ Bids event files: sub-13_ses-01_task-Drive_run-2_events.tsv]\n",
-      "\t[ EEG event files: sub-13_ses-01_task-Drive_run-2_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1801 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1801 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-14_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-14_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-14_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1898 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [2021 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "\t[ERROR The Bids event files file has 1898 rows and the EEG event files event file has 2021 rows]\n",
-      "sub-14_ses-01_run-2:\n",
-      "\t[ Bids event files: sub-14_ses-01_task-Drive_run-2_events.tsv]\n",
-      "\t[ EEG event files: sub-14_ses-01_task-Drive_run-2_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1898 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1898 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-15_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-15_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-15_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1908 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [317 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "\t[ERROR The Bids event files file has 1908 rows and the EEG event files event file has 317 rows]\n",
-      "sub-15_ses-01_run-2:\n",
-      "\t[ Bids event files: sub-15_ses-01_task-Drive_run-2_events.tsv]\n",
-      "\t[ EEG event files: sub-15_ses-01_task-Drive_run-2_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1908 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1847 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "\t[ERROR The Bids event files file has 1908 rows and the EEG event files event file has 1847 rows]\n",
-      "sub-15_ses-01_run-3:\n",
-      "\t[ Bids event files: sub-15_ses-01_task-Drive_run-3_events.tsv]\n",
-      "\t[ EEG event files: sub-15_ses-01_task-Drive_run-3_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1908 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1908 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-16_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-16_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-16_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1867 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1809 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "\t[ERROR The Bids event files file has 1867 rows and the EEG event files event file has 1809 rows]\n",
-      "sub-16_ses-01_run-2:\n",
-      "\t[ Bids event files: sub-16_ses-01_task-Drive_run-2_events.tsv]\n",
-      "\t[ EEG event files: sub-16_ses-01_task-Drive_run-2_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1867 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1867 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-17_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-17_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-17_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [518 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1867 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "\t[ERROR The Bids event files file has 518 rows and the EEG event files event file has 1867 rows]\n",
-      "sub-17_ses-01_run-2:\n",
-      "\t[ Bids event files: sub-17_ses-01_task-Drive_run-2_events.tsv]\n",
-      "\t[ EEG event files: sub-17_ses-01_task-Drive_run-2_eventstemp.tsv]\n",
-      "\t[ Bids event files: [518 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [518 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-18_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-18_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-18_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1935 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1839 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "\t[ERROR The Bids event files file has 1935 rows and the EEG event files event file has 1839 rows]\n",
-      "sub-18_ses-01_run-2:\n",
-      "\t[ Bids event files: sub-18_ses-01_task-Drive_run-2_events.tsv]\n",
-      "\t[ EEG event files: sub-18_ses-01_task-Drive_run-2_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1935 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1935 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-19_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-19_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-19_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1586 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1756 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "\t[ERROR The Bids event files file has 1586 rows and the EEG event files event file has 1756 rows]\n",
-      "sub-19_ses-01_run-2:\n",
-      "\t[ Bids event files: sub-19_ses-01_task-Drive_run-2_events.tsv]\n",
-      "\t[ EEG event files: sub-19_ses-01_task-Drive_run-2_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1586 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1586 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-20_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-20_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-20_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1964 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1964 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-21_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-21_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-21_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1837 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1786 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "\t[ERROR The Bids event files file has 1837 rows and the EEG event files event file has 1786 rows]\n",
-      "sub-21_ses-01_run-2:\n",
-      "\t[ Bids event files: sub-21_ses-01_task-Drive_run-2_events.tsv]\n",
-      "\t[ EEG event files: sub-21_ses-01_task-Drive_run-2_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1837 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1837 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-22_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-22_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-22_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1910 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1787 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "\t[ERROR The Bids event files file has 1910 rows and the EEG event files event file has 1787 rows]\n",
-      "sub-22_ses-01_run-2:\n",
-      "\t[ Bids event files: sub-22_ses-01_task-Drive_run-2_events.tsv]\n",
-      "\t[ EEG event files: sub-22_ses-01_task-Drive_run-2_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1910 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1910 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-23_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-23_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-23_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1923 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1954 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "\t[ERROR The Bids event files file has 1923 rows and the EEG event files event file has 1954 rows]\n",
-      "sub-23_ses-01_run-2:\n",
-      "\t[ Bids event files: sub-23_ses-01_task-Drive_run-2_events.tsv]\n",
-      "\t[ EEG event files: sub-23_ses-01_task-Drive_run-2_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1923 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1923 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-24_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-24_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-24_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1796 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1921 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "\t[ERROR The Bids event files file has 1796 rows and the EEG event files event file has 1921 rows]\n",
-      "sub-24_ses-01_run-2:\n",
-      "\t[ Bids event files: sub-24_ses-01_task-Drive_run-2_events.tsv]\n",
-      "\t[ EEG event files: sub-24_ses-01_task-Drive_run-2_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1796 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1796 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-25_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-25_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-25_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1610 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1791 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "\t[ERROR The Bids event files file has 1610 rows and the EEG event files event file has 1791 rows]\n",
-      "sub-25_ses-01_run-2:\n",
-      "\t[ Bids event files: sub-25_ses-01_task-Drive_run-2_events.tsv]\n",
-      "\t[ EEG event files: sub-25_ses-01_task-Drive_run-2_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1610 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1610 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-26_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-26_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-26_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1865 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1861 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "\t[ERROR The Bids event files file has 1865 rows and the EEG event files event file has 1861 rows]\n",
-      "sub-26_ses-01_run-2:\n",
-      "\t[ Bids event files: sub-26_ses-01_task-Drive_run-2_events.tsv]\n",
-      "\t[ EEG event files: sub-26_ses-01_task-Drive_run-2_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1865 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1865 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-27_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-27_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-27_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [2014 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [2002 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "\t[ERROR The Bids event files file has 2014 rows and the EEG event files event file has 2002 rows]\n",
-      "sub-27_ses-01_run-2:\n",
-      "\t[ Bids event files: sub-27_ses-01_task-Drive_run-2_events.tsv]\n",
-      "\t[ EEG event files: sub-27_ses-01_task-Drive_run-2_eventstemp.tsv]\n",
-      "\t[ Bids event files: [2014 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [2014 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-28_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-28_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-28_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [2107 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [2091 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "\t[ERROR The Bids event files file has 2107 rows and the EEG event files event file has 2091 rows]\n",
-      "sub-28_ses-01_run-2:\n",
-      "\t[ Bids event files: sub-28_ses-01_task-Drive_run-2_events.tsv]\n",
-      "\t[ EEG event files: sub-28_ses-01_task-Drive_run-2_eventstemp.tsv]\n",
-      "\t[ Bids event files: [2107 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [2107 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-29_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-29_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-29_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1989 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [2110 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "\t[ERROR The Bids event files file has 1989 rows and the EEG event files event file has 2110 rows]\n",
-      "sub-29_ses-01_run-2:\n",
-      "\t[ Bids event files: sub-29_ses-01_task-Drive_run-2_events.tsv]\n",
-      "\t[ EEG event files: sub-29_ses-01_task-Drive_run-2_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1989 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1989 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-30_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-30_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-30_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1487 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1741 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "\t[ERROR The Bids event files file has 1487 rows and the EEG event files event file has 1741 rows]\n",
-      "sub-30_ses-01_run-2:\n",
-      "\t[ Bids event files: sub-30_ses-01_task-Drive_run-2_events.tsv]\n",
-      "\t[ EEG event files: sub-30_ses-01_task-Drive_run-2_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1487 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1487 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-31_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-31_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-31_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1880 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1997 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "\t[ERROR The Bids event files file has 1880 rows and the EEG event files event file has 1997 rows]\n",
-      "sub-31_ses-01_run-2:\n",
-      "\t[ Bids event files: sub-31_ses-01_task-Drive_run-2_events.tsv]\n",
-      "\t[ EEG event files: sub-31_ses-01_task-Drive_run-2_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1880 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1880 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-32_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-32_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-32_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1402 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1872 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "\t[ERROR The Bids event files file has 1402 rows and the EEG event files event file has 1872 rows]\n",
-      "sub-32_ses-01_run-2:\n",
-      "\t[ Bids event files: sub-32_ses-01_task-Drive_run-2_events.tsv]\n",
-      "\t[ EEG event files: sub-32_ses-01_task-Drive_run-2_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1402 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1402 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "\n",
-      "\n",
-      "ERROR Summary:\n",
-      "bcit_speed_control_01_initial_summary_log: Level ERROR\n",
-      "overall:\n",
-      "sub-01_ses-01_run-1:\n",
-      "\t[ERROR The Bids event files file has 1877 rows and the EEG event files event file has 1997 rows]\n",
-      "sub-01_ses-01_run-2:\n",
-      "sub-02_ses-01_run-1:\n",
-      "\t[ERROR The Bids event files file has 746 rows and the EEG event files event file has 1971 rows]\n",
-      "sub-02_ses-01_run-2:\n",
-      "sub-03_ses-01_run-1:\n",
-      "sub-04_ses-01_run-1:\n",
-      "\t[ERROR The Bids event files file has 1831 rows and the EEG event files event file has 1918 rows]\n",
-      "sub-04_ses-01_run-2:\n",
-      "sub-05_ses-01_run-1:\n",
-      "\t[ERROR The Bids event files file has 1860 rows and the EEG event files event file has 1921 rows]\n",
-      "sub-05_ses-01_run-2:\n",
-      "sub-06_ses-01_run-1:\n",
-      "\t[ERROR The Bids event files file has 2029 rows and the EEG event files event file has 131 rows]\n",
-      "sub-06_ses-01_run-2:\n",
-      "\t[ERROR The Bids event files file has 2029 rows and the EEG event files event file has 2093 rows]\n",
-      "sub-06_ses-01_run-3:\n",
-      "sub-07_ses-01_run-1:\n",
-      "\t[ERROR The Bids event files file has 1879 rows and the EEG event files event file has 1941 rows]\n",
-      "sub-07_ses-01_run-2:\n",
-      "sub-08_ses-01_run-1:\n",
-      "\t[ERROR The Bids event files file has 1080 rows and the EEG event files event file has 1951 rows]\n",
-      "sub-08_ses-01_run-2:\n",
-      "sub-09_ses-01_run-1:\n",
-      "\t[ERROR The Bids event files file has 1786 rows and the EEG event files event file has 1846 rows]\n",
-      "sub-09_ses-01_run-2:\n",
-      "sub-10_ses-01_run-1:\n",
-      "sub-11_ses-01_run-1:\n",
-      "\t[ERROR The Bids event files file has 1863 rows and the EEG event files event file has 1823 rows]\n",
-      "sub-11_ses-01_run-2:\n",
-      "sub-12_ses-01_run-1:\n",
-      "\t[ERROR The Bids event files file has 1995 rows and the EEG event files event file has 1984 rows]\n",
-      "sub-12_ses-01_run-2:\n",
-      "sub-13_ses-01_run-1:\n",
-      "\t[ERROR The Bids event files file has 1801 rows and the EEG event files event file has 1764 rows]\n",
-      "sub-13_ses-01_run-2:\n",
-      "sub-14_ses-01_run-1:\n",
-      "\t[ERROR The Bids event files file has 1898 rows and the EEG event files event file has 2021 rows]\n",
-      "sub-14_ses-01_run-2:\n",
-      "sub-15_ses-01_run-1:\n",
-      "\t[ERROR The Bids event files file has 1908 rows and the EEG event files event file has 317 rows]\n",
-      "sub-15_ses-01_run-2:\n",
-      "\t[ERROR The Bids event files file has 1908 rows and the EEG event files event file has 1847 rows]\n",
-      "sub-15_ses-01_run-3:\n",
-      "sub-16_ses-01_run-1:\n",
-      "\t[ERROR The Bids event files file has 1867 rows and the EEG event files event file has 1809 rows]\n",
-      "sub-16_ses-01_run-2:\n",
-      "sub-17_ses-01_run-1:\n",
-      "\t[ERROR The Bids event files file has 518 rows and the EEG event files event file has 1867 rows]\n",
-      "sub-17_ses-01_run-2:\n",
-      "sub-18_ses-01_run-1:\n",
-      "\t[ERROR The Bids event files file has 1935 rows and the EEG event files event file has 1839 rows]\n",
-      "sub-18_ses-01_run-2:\n",
-      "sub-19_ses-01_run-1:\n",
-      "\t[ERROR The Bids event files file has 1586 rows and the EEG event files event file has 1756 rows]\n",
-      "sub-19_ses-01_run-2:\n",
-      "sub-20_ses-01_run-1:\n",
-      "sub-21_ses-01_run-1:\n",
-      "\t[ERROR The Bids event files file has 1837 rows and the EEG event files event file has 1786 rows]\n",
-      "sub-21_ses-01_run-2:\n",
-      "sub-22_ses-01_run-1:\n",
-      "\t[ERROR The Bids event files file has 1910 rows and the EEG event files event file has 1787 rows]\n",
-      "sub-22_ses-01_run-2:\n",
-      "sub-23_ses-01_run-1:\n",
-      "\t[ERROR The Bids event files file has 1923 rows and the EEG event files event file has 1954 rows]\n",
-      "sub-23_ses-01_run-2:\n",
-      "sub-24_ses-01_run-1:\n",
-      "\t[ERROR The Bids event files file has 1796 rows and the EEG event files event file has 1921 rows]\n",
-      "sub-24_ses-01_run-2:\n",
-      "sub-25_ses-01_run-1:\n",
-      "\t[ERROR The Bids event files file has 1610 rows and the EEG event files event file has 1791 rows]\n",
-      "sub-25_ses-01_run-2:\n",
-      "sub-26_ses-01_run-1:\n",
-      "\t[ERROR The Bids event files file has 1865 rows and the EEG event files event file has 1861 rows]\n",
-      "sub-26_ses-01_run-2:\n",
-      "sub-27_ses-01_run-1:\n",
-      "\t[ERROR The Bids event files file has 2014 rows and the EEG event files event file has 2002 rows]\n",
-      "sub-27_ses-01_run-2:\n",
-      "sub-28_ses-01_run-1:\n",
-      "\t[ERROR The Bids event files file has 2107 rows and the EEG event files event file has 2091 rows]\n",
-      "sub-28_ses-01_run-2:\n",
-      "sub-29_ses-01_run-1:\n",
-      "\t[ERROR The Bids event files file has 1989 rows and the EEG event files event file has 2110 rows]\n",
-      "sub-29_ses-01_run-2:\n",
-      "sub-30_ses-01_run-1:\n",
-      "\t[ERROR The Bids event files file has 1487 rows and the EEG event files event file has 1741 rows]\n",
-      "sub-30_ses-01_run-2:\n",
-      "sub-31_ses-01_run-1:\n",
-      "\t[ERROR The Bids event files file has 1880 rows and the EEG event files event file has 1997 rows]\n",
-      "sub-31_ses-01_run-2:\n",
-      "sub-32_ses-01_run-1:\n",
-      "\t[ERROR The Bids event files file has 1402 rows and the EEG event files event file has 1872 rows]\n",
-      "sub-32_ses-01_run-2:\n"
-     ]
-    }
-   ],
-   "source": [
-    "import os\n",
-    "import datetime\n",
-    "from hed.tools import BidsTabularDictionary, BidsTabularSummary, HedLogger, report_diffs\n",
-    "from hed.util import get_file_list\n",
-    "\n",
-    "# Variables to set for the specific dataset\n",
-    "bids_root_path = 'F:/ARLBidsStart/SpeedControlWorking'\n",
-    "exclude_dirs = ['sourcedata', 'stimuli', 'code']\n",
-    "entities = ('sub', 'ses', 'run')\n",
-    "bids_skip_columns = ['onset']\n",
-    "eeg_skip_columns = ['latency', 'urevent', 'usertags']\n",
-    "log_name = 'bcit_speed_control_01_initial_summary_log'\n",
-    "\n",
-    "# Set up the logger\n",
-    "log_file_name = f\"code/curation_logs/{log_name}.txt\"\n",
-    "logger = HedLogger(name=log_name)\n",
-    "\n",
-    "# Construct the event file dictionaries for the BIDS and for EEG.event files\n",
-    "files_bids = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_events\", exclude_dirs=exclude_dirs)\n",
-    "bids_dict = BidsTabularDictionary(\"Bids event files\", files_bids, entities=entities)\n",
-    "files_eeg = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_eventstemp\", exclude_dirs=exclude_dirs)\n",
-    "eeg_dict = BidsTabularDictionary(\"EEG event files\", files_eeg, entities=entities)\n",
-    "\n",
-    "# Output a list of files for the two cases\n",
-    "print(f\"\\n{report_diffs(bids_dict, eeg_dict, logger)}\\n\\n\")\n",
-    "\n",
-    "# Create summary dictionaries of the original BIDS events files and output column names\n",
-    "bids_sum_all, bids_sum =  BidsTabularSummary.make_combined_dicts(bids_dict, skip_cols=bids_skip_columns)\n",
-    "print(f\"\\nSummary of all BIDS events files:\\n{bids_sum_all}\")\n",
-    "\n",
-    "eeg_sum_all, eeg_sum =  BidsTabularSummary.make_combined_dicts(eeg_dict, skip_cols=eeg_skip_columns)\n",
-    "print(f\"\\nSummary of all EEG.set events files:\\n{eeg_sum_all}\")\n",
-    "\n",
-    "# Output and save the log\n",
-    "log_string = \"\\n\\nLog output:\\n\" + logger.get_log_string()\n",
-    "error_string = \"\\n\\nERROR Summary:\\n\" + logger.get_log_string(level=\"ERROR\")\n",
-    "print(log_string)\n",
-    "print(error_string)\n",
-    "\n",
-    "save_path = os.path.join(bids_root_path, log_file_name)\n",
-    "with open(save_path, \"w\") as fp:\n",
-    "    fp.write(f\"{log_file_name} {datetime.datetime.now()}\\n\")\n",
-    "    fp.write(f\"\\n{bids_sum_all}\\n\")\n",
-    "    fp.write(f\"\\n{eeg_sum_all}\\n\")\n",
-    "    fp.write(log_string)\n",
-    "    fp.write(error_string)"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Set up the variables for producing a summary and construct dictionaries\n"
-    }
-   }
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 2
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
\ No newline at end of file
diff --git a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_speed_control/bcit_speed_control_02_initial_combination.ipynb b/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_speed_control/bcit_speed_control_02_initial_combination.ipynb
deleted file mode 100644
index 584970e..0000000
--- a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_speed_control/bcit_speed_control_02_initial_combination.ipynb
+++ /dev/null
@@ -1,833 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "source": [
-    "## Produce a consolidated events file for BCIT Speed Control\n",
-    "\n",
-    "A copy of the EEG.event structure is dumped to the dataset as `events_temp.tsv` files.\n",
-    "The `bcit_speed_control_01_initial_summary.ipynb` has already been run.\n",
-    "Manual review has confirmed that either both versions of the event files have the same\n",
-    "number of events or that the session had two runs and due to a bug in `ess2bids`,\n",
-    "the `events.tsv` file for run 1 is actually a copy of the `events.tsv` file from run 2.\n",
-    "\n",
-    "This notebook creates a `eventstemp1.tsv` for each:\n",
-    "1. Read the eeg events.\n",
-    "2. Remove unwanted columns and add `onset` and `duration` columns.\n",
-    "3. Reorder the columns to the `final_column_order`.\n",
-    "4. Replace all empty string and NaN entries with n/a.\n",
-    "5. Save as `_eventstemp1.tsv`."
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   }
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "\n",
-      "Log output:\n",
-      "bcit_speed_control_02_initial_combination_log: Level None\n",
-      "sub-01_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-01_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-01_ses-01_task-Drive_run-1_eventstemp1.tsv]\n",
-      "sub-01_ses-01_run-2:\n",
-      "\t[ Created a dataframe for sub-01_ses-01_task-Drive_run-2_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-01_ses-01_task-Drive_run-2_eventstemp1.tsv]\n",
-      "sub-02_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-02_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-02_ses-01_task-Drive_run-1_eventstemp1.tsv]\n",
-      "sub-02_ses-01_run-2:\n",
-      "\t[ Created a dataframe for sub-02_ses-01_task-Drive_run-2_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-02_ses-01_task-Drive_run-2_eventstemp1.tsv]\n",
-      "sub-03_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-03_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-03_ses-01_task-Drive_run-1_eventstemp1.tsv]\n",
-      "sub-04_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-04_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-04_ses-01_task-Drive_run-1_eventstemp1.tsv]\n",
-      "sub-04_ses-01_run-2:\n",
-      "\t[ Created a dataframe for sub-04_ses-01_task-Drive_run-2_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-04_ses-01_task-Drive_run-2_eventstemp1.tsv]\n",
-      "sub-05_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-05_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-05_ses-01_task-Drive_run-1_eventstemp1.tsv]\n",
-      "sub-05_ses-01_run-2:\n",
-      "\t[ Created a dataframe for sub-05_ses-01_task-Drive_run-2_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-05_ses-01_task-Drive_run-2_eventstemp1.tsv]\n",
-      "sub-06_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-06_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-06_ses-01_task-Drive_run-1_eventstemp1.tsv]\n",
-      "sub-06_ses-01_run-2:\n",
-      "\t[ Created a dataframe for sub-06_ses-01_task-Drive_run-2_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-06_ses-01_task-Drive_run-2_eventstemp1.tsv]\n",
-      "sub-06_ses-01_run-3:\n",
-      "\t[ Created a dataframe for sub-06_ses-01_task-Drive_run-3_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-06_ses-01_task-Drive_run-3_eventstemp1.tsv]\n",
-      "sub-07_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-07_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-07_ses-01_task-Drive_run-1_eventstemp1.tsv]\n",
-      "sub-07_ses-01_run-2:\n",
-      "\t[ Created a dataframe for sub-07_ses-01_task-Drive_run-2_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-07_ses-01_task-Drive_run-2_eventstemp1.tsv]\n",
-      "sub-08_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-08_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-08_ses-01_task-Drive_run-1_eventstemp1.tsv]\n",
-      "sub-08_ses-01_run-2:\n",
-      "\t[ Created a dataframe for sub-08_ses-01_task-Drive_run-2_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-08_ses-01_task-Drive_run-2_eventstemp1.tsv]\n",
-      "sub-09_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-09_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-09_ses-01_task-Drive_run-1_eventstemp1.tsv]\n",
-      "sub-09_ses-01_run-2:\n",
-      "\t[ Created a dataframe for sub-09_ses-01_task-Drive_run-2_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-09_ses-01_task-Drive_run-2_eventstemp1.tsv]\n",
-      "sub-10_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-10_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-10_ses-01_task-Drive_run-1_eventstemp1.tsv]\n",
-      "sub-11_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-11_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-11_ses-01_task-Drive_run-1_eventstemp1.tsv]\n",
-      "sub-11_ses-01_run-2:\n",
-      "\t[ Created a dataframe for sub-11_ses-01_task-Drive_run-2_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-11_ses-01_task-Drive_run-2_eventstemp1.tsv]\n",
-      "sub-12_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-12_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-12_ses-01_task-Drive_run-1_eventstemp1.tsv]\n",
-      "sub-12_ses-01_run-2:\n",
-      "\t[ Created a dataframe for sub-12_ses-01_task-Drive_run-2_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-12_ses-01_task-Drive_run-2_eventstemp1.tsv]\n",
-      "sub-13_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-13_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-13_ses-01_task-Drive_run-1_eventstemp1.tsv]\n",
-      "sub-13_ses-01_run-2:\n",
-      "\t[ Created a dataframe for sub-13_ses-01_task-Drive_run-2_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-13_ses-01_task-Drive_run-2_eventstemp1.tsv]\n",
-      "sub-14_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-14_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-14_ses-01_task-Drive_run-1_eventstemp1.tsv]\n",
-      "sub-14_ses-01_run-2:\n",
-      "\t[ Created a dataframe for sub-14_ses-01_task-Drive_run-2_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-14_ses-01_task-Drive_run-2_eventstemp1.tsv]\n",
-      "sub-15_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-15_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-15_ses-01_task-Drive_run-1_eventstemp1.tsv]\n",
-      "sub-15_ses-01_run-2:\n",
-      "\t[ Created a dataframe for sub-15_ses-01_task-Drive_run-2_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-15_ses-01_task-Drive_run-2_eventstemp1.tsv]\n",
-      "sub-15_ses-01_run-3:\n",
-      "\t[ Created a dataframe for sub-15_ses-01_task-Drive_run-3_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-15_ses-01_task-Drive_run-3_eventstemp1.tsv]\n",
-      "sub-16_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-16_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-16_ses-01_task-Drive_run-1_eventstemp1.tsv]\n",
-      "sub-16_ses-01_run-2:\n",
-      "\t[ Created a dataframe for sub-16_ses-01_task-Drive_run-2_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-16_ses-01_task-Drive_run-2_eventstemp1.tsv]\n",
-      "sub-17_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-17_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-17_ses-01_task-Drive_run-1_eventstemp1.tsv]\n",
-      "sub-17_ses-01_run-2:\n",
-      "\t[ Created a dataframe for sub-17_ses-01_task-Drive_run-2_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-17_ses-01_task-Drive_run-2_eventstemp1.tsv]\n",
-      "sub-18_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-18_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-18_ses-01_task-Drive_run-1_eventstemp1.tsv]\n",
-      "sub-18_ses-01_run-2:\n",
-      "\t[ Created a dataframe for sub-18_ses-01_task-Drive_run-2_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-18_ses-01_task-Drive_run-2_eventstemp1.tsv]\n",
-      "sub-19_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-19_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-19_ses-01_task-Drive_run-1_eventstemp1.tsv]\n",
-      "sub-19_ses-01_run-2:\n",
-      "\t[ Created a dataframe for sub-19_ses-01_task-Drive_run-2_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-19_ses-01_task-Drive_run-2_eventstemp1.tsv]\n",
-      "sub-20_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-20_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-20_ses-01_task-Drive_run-1_eventstemp1.tsv]\n",
-      "sub-21_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-21_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-21_ses-01_task-Drive_run-1_eventstemp1.tsv]\n",
-      "sub-21_ses-01_run-2:\n",
-      "\t[ Created a dataframe for sub-21_ses-01_task-Drive_run-2_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-21_ses-01_task-Drive_run-2_eventstemp1.tsv]\n",
-      "sub-22_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-22_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-22_ses-01_task-Drive_run-1_eventstemp1.tsv]\n",
-      "sub-22_ses-01_run-2:\n",
-      "\t[ Created a dataframe for sub-22_ses-01_task-Drive_run-2_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-22_ses-01_task-Drive_run-2_eventstemp1.tsv]\n",
-      "sub-23_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-23_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-23_ses-01_task-Drive_run-1_eventstemp1.tsv]\n",
-      "sub-23_ses-01_run-2:\n",
-      "\t[ Created a dataframe for sub-23_ses-01_task-Drive_run-2_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-23_ses-01_task-Drive_run-2_eventstemp1.tsv]\n",
-      "sub-24_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-24_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-24_ses-01_task-Drive_run-1_eventstemp1.tsv]\n",
-      "sub-24_ses-01_run-2:\n",
-      "\t[ Created a dataframe for sub-24_ses-01_task-Drive_run-2_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-24_ses-01_task-Drive_run-2_eventstemp1.tsv]\n",
-      "sub-25_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-25_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-25_ses-01_task-Drive_run-1_eventstemp1.tsv]\n",
-      "sub-25_ses-01_run-2:\n",
-      "\t[ Created a dataframe for sub-25_ses-01_task-Drive_run-2_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-25_ses-01_task-Drive_run-2_eventstemp1.tsv]\n",
-      "sub-26_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-26_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-26_ses-01_task-Drive_run-1_eventstemp1.tsv]\n",
-      "sub-26_ses-01_run-2:\n",
-      "\t[ Created a dataframe for sub-26_ses-01_task-Drive_run-2_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-26_ses-01_task-Drive_run-2_eventstemp1.tsv]\n",
-      "sub-27_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-27_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-27_ses-01_task-Drive_run-1_eventstemp1.tsv]\n",
-      "sub-27_ses-01_run-2:\n",
-      "\t[ Created a dataframe for sub-27_ses-01_task-Drive_run-2_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-27_ses-01_task-Drive_run-2_eventstemp1.tsv]\n",
-      "sub-28_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-28_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-28_ses-01_task-Drive_run-1_eventstemp1.tsv]\n",
-      "sub-28_ses-01_run-2:\n",
-      "\t[ Created a dataframe for sub-28_ses-01_task-Drive_run-2_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-28_ses-01_task-Drive_run-2_eventstemp1.tsv]\n",
-      "sub-29_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-29_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-29_ses-01_task-Drive_run-1_eventstemp1.tsv]\n",
-      "sub-29_ses-01_run-2:\n",
-      "\t[ Created a dataframe for sub-29_ses-01_task-Drive_run-2_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-29_ses-01_task-Drive_run-2_eventstemp1.tsv]\n",
-      "sub-30_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-30_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-30_ses-01_task-Drive_run-1_eventstemp1.tsv]\n",
-      "sub-30_ses-01_run-2:\n",
-      "\t[ Created a dataframe for sub-30_ses-01_task-Drive_run-2_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-30_ses-01_task-Drive_run-2_eventstemp1.tsv]\n",
-      "sub-31_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-31_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-31_ses-01_task-Drive_run-1_eventstemp1.tsv]\n",
-      "sub-31_ses-01_run-2:\n",
-      "\t[ Created a dataframe for sub-31_ses-01_task-Drive_run-2_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-31_ses-01_task-Drive_run-2_eventstemp1.tsv]\n",
-      "sub-32_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-32_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-32_ses-01_task-Drive_run-1_eventstemp1.tsv]\n",
-      "sub-32_ses-01_run-2:\n",
-      "\t[ Created a dataframe for sub-32_ses-01_task-Drive_run-2_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-32_ses-01_task-Drive_run-2_eventstemp1.tsv]\n",
-      "\n",
-      "\n",
-      "ERROR Summary:\n",
-      "bcit_speed_control_02_initial_combination_log: Level ERROR\n",
-      "sub-01_ses-01_run-1:\n",
-      "sub-01_ses-01_run-2:\n",
-      "sub-02_ses-01_run-1:\n",
-      "sub-02_ses-01_run-2:\n",
-      "sub-03_ses-01_run-1:\n",
-      "sub-04_ses-01_run-1:\n",
-      "sub-04_ses-01_run-2:\n",
-      "sub-05_ses-01_run-1:\n",
-      "sub-05_ses-01_run-2:\n",
-      "sub-06_ses-01_run-1:\n",
-      "sub-06_ses-01_run-2:\n",
-      "sub-06_ses-01_run-3:\n",
-      "sub-07_ses-01_run-1:\n",
-      "sub-07_ses-01_run-2:\n",
-      "sub-08_ses-01_run-1:\n",
-      "sub-08_ses-01_run-2:\n",
-      "sub-09_ses-01_run-1:\n",
-      "sub-09_ses-01_run-2:\n",
-      "sub-10_ses-01_run-1:\n",
-      "sub-11_ses-01_run-1:\n",
-      "sub-11_ses-01_run-2:\n",
-      "sub-12_ses-01_run-1:\n",
-      "sub-12_ses-01_run-2:\n",
-      "sub-13_ses-01_run-1:\n",
-      "sub-13_ses-01_run-2:\n",
-      "sub-14_ses-01_run-1:\n",
-      "sub-14_ses-01_run-2:\n",
-      "sub-15_ses-01_run-1:\n",
-      "sub-15_ses-01_run-2:\n",
-      "sub-15_ses-01_run-3:\n",
-      "sub-16_ses-01_run-1:\n",
-      "sub-16_ses-01_run-2:\n",
-      "sub-17_ses-01_run-1:\n",
-      "sub-17_ses-01_run-2:\n",
-      "sub-18_ses-01_run-1:\n",
-      "sub-18_ses-01_run-2:\n",
-      "sub-19_ses-01_run-1:\n",
-      "sub-19_ses-01_run-2:\n",
-      "sub-20_ses-01_run-1:\n",
-      "sub-21_ses-01_run-1:\n",
-      "sub-21_ses-01_run-2:\n",
-      "sub-22_ses-01_run-1:\n",
-      "sub-22_ses-01_run-2:\n",
-      "sub-23_ses-01_run-1:\n",
-      "sub-23_ses-01_run-2:\n",
-      "sub-24_ses-01_run-1:\n",
-      "sub-24_ses-01_run-2:\n",
-      "sub-25_ses-01_run-1:\n",
-      "sub-25_ses-01_run-2:\n",
-      "sub-26_ses-01_run-1:\n",
-      "sub-26_ses-01_run-2:\n",
-      "sub-27_ses-01_run-1:\n",
-      "sub-27_ses-01_run-2:\n",
-      "sub-28_ses-01_run-1:\n",
-      "sub-28_ses-01_run-2:\n",
-      "sub-29_ses-01_run-1:\n",
-      "sub-29_ses-01_run-2:\n",
-      "sub-30_ses-01_run-1:\n",
-      "sub-30_ses-01_run-2:\n",
-      "sub-31_ses-01_run-1:\n",
-      "sub-31_ses-01_run-2:\n",
-      "sub-32_ses-01_run-1:\n",
-      "sub-32_ses-01_run-2:\n"
-     ]
-    }
-   ],
-   "source": [
-    "import os\n",
-    "import datetime\n",
-    "from hed.tools import BidsTabularDictionary, HedLogger\n",
-    "from hed.util import get_file_list, get_new_dataframe, get_value_dict, replace_values\n",
-    "\n",
-    "# Variables to set for the specific dataset\n",
-    "bids_root_path = 'F:/ARLBidsStart/SpeedControlWorking'\n",
-    "exclude_dirs = ['sourcedata', 'stimuli', 'code']\n",
-    "entities = ('sub', 'ses', 'run')\n",
-    "eeg_drop_columns = ['urevent', 'usertags']\n",
-    "final_column_order = ['onset', 'duration', 'sample', 'value']\n",
-    "log_name = 'bcit_speed_control_02_initial_combination_log'\n",
-    "sampling_rate_file = os.path.realpath(os.path.join(bids_root_path, 'code/samplingRates.tsv'))\n",
-    "\n",
-    "# Set up the logger\n",
-    "log_file_name = f\"code/curation_logs/{log_name}.txt\"\n",
-    "logger = HedLogger(name=log_name)\n",
-    "\n",
-    "# Construct the event file dictionaries for the BIDS and for EEG.event files\n",
-    "files_eeg = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_eventstemp\", exclude_dirs=exclude_dirs)\n",
-    "eeg_dict = BidsTabularDictionary(\"EEG event files\", files_eeg, entities=entities)\n",
-    "sampling_dict = get_value_dict(sampling_rate_file)\n",
-    "\n",
-    "# Perform  the operations to combine the two versions of the event files\n",
-    "for key, file, rowcount, column_count in eeg_dict.iter_tsv_info():\n",
-    "    filename = eeg_dict.get_file_path(key)\n",
-    "    df_eeg = get_new_dataframe(filename)\n",
-    "    basename = os.path.basename(filename)\n",
-    "    logger.add(key, f\"Created a dataframe for {basename}\")\n",
-    "\n",
-    "    samplingRate = float(sampling_dict[basename[:-15]])\n",
-    "    logger.add(key, f\"Looked up sampling rate of {samplingRate}\")\n",
-    "\n",
-    "    df_eeg.drop(columns=eeg_drop_columns, inplace=True)\n",
-    "    logger.add(key, f\"Dropped {str(eeg_drop_columns)} drop_columns\")\n",
-    "    df_eeg['onset'] = df_eeg['latency']\n",
-    "    df_eeg['onset'] = df_eeg['onset'].subtract(1.0)\n",
-    "    df_eeg['onset'] = df_eeg['onset'].divide(samplingRate)\n",
-    "    logger.add(key, f\"Calculate onset from latency and add an onset column\")\n",
-    "    df_eeg['duration'] = 'n/a'\n",
-    "    logger.add(key, f\"Add a duration column\")\n",
-    "    df_eeg = df_eeg.rename(columns={\"latency\": \"sample\", \"type\": \"value\"})\n",
-    "    logger.add(key, f\"Rename the latency column as sample and type as value\")\n",
-    "    df_eeg = df_eeg.reindex(columns=final_column_order)\n",
-    "    logger.add(key, f\"Reordered the columns as {str(final_column_order)}\")\n",
-    "    num_replaced = replace_values(df_eeg, values=[' ', 'NaN'], replace_value='n/a')\n",
-    "    logger.add(key, f\"Replaced {num_replaced} blank or NaN values with n/a\")\n",
-    "    filename_out = filename[:-4] + \"1.tsv\"\n",
-    "    df_eeg.to_csv(filename_out, sep='\\t', index=False)\n",
-    "    logger.add(key, f\"Saved as {os.path.basename(filename_out)}\")\n",
-    "\n",
-    "# Output and save the log\n",
-    "log_string = \"\\n\\nLog output:\\n\" + logger.get_log_string()\n",
-    "error_string = \"\\n\\nERROR Summary:\\n\" + logger.get_log_string(level=\"ERROR\")\n",
-    "print(log_string)\n",
-    "print(error_string)\n",
-    "\n",
-    "save_path = os.path.join(bids_root_path, log_file_name)\n",
-    "with open(save_path, \"w\") as fp:\n",
-    "    fp.write(f\"{log_file_name} {datetime.datetime.now()}\\n\")\n",
-    "    fp.write(log_string)\n",
-    "    fp.write(error_string)"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Setup the structure and column names\n"
-    }
-   }
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 2
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
\ No newline at end of file
diff --git a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_speed_control/bcit_speed_control_03_remove_files.ipynb b/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_speed_control/bcit_speed_control_03_remove_files.ipynb
deleted file mode 100644
index 187fd43..0000000
--- a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_speed_control/bcit_speed_control_03_remove_files.ipynb
+++ /dev/null
@@ -1,518 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "collapsed": true,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   },
-   "source": [
-    "## Remove the extra files from BCIT Speed Control\n",
-    "\n",
-    "This script assumes that you have copied the SpeedControlWorking directory into\n",
-    "the SpeedControlWorkingPhaseTwo directory.\n",
-    "\n",
-    "This script removes `_events.tsv` and `_eventstemp.tsv` and then\n",
-    "renames `_eventstemp1.tsv` to `_events.tsv`."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "\n",
-      "Log output:\n",
-      "bcit_speed_control_03_remove_files_log: Level None\n",
-      "sub-01_ses-01_run-1:\n",
-      "\t[ Remove sub-01_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-01_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-01_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-01_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-01_ses-01_run-2:\n",
-      "\t[ Remove sub-01_ses-01_task-Drive_run-2_events.tsv]\n",
-      "\t[ Removed sub-01_ses-01_task-Drive_run-2_eventstemp.tsv]\n",
-      "\t[ Renamed sub-01_ses-01_task-Drive_run-2_eventstemp1.tsv\n",
-      "\t\tto sub-01_ses-01_task-Drive_run-2_events.tsv]\n",
-      "sub-02_ses-01_run-1:\n",
-      "\t[ Remove sub-02_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-02_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-02_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-02_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-02_ses-01_run-2:\n",
-      "\t[ Remove sub-02_ses-01_task-Drive_run-2_events.tsv]\n",
-      "\t[ Removed sub-02_ses-01_task-Drive_run-2_eventstemp.tsv]\n",
-      "\t[ Renamed sub-02_ses-01_task-Drive_run-2_eventstemp1.tsv\n",
-      "\t\tto sub-02_ses-01_task-Drive_run-2_events.tsv]\n",
-      "sub-03_ses-01_run-1:\n",
-      "\t[ Remove sub-03_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-03_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-03_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-03_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-04_ses-01_run-1:\n",
-      "\t[ Remove sub-04_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-04_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-04_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-04_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-04_ses-01_run-2:\n",
-      "\t[ Remove sub-04_ses-01_task-Drive_run-2_events.tsv]\n",
-      "\t[ Removed sub-04_ses-01_task-Drive_run-2_eventstemp.tsv]\n",
-      "\t[ Renamed sub-04_ses-01_task-Drive_run-2_eventstemp1.tsv\n",
-      "\t\tto sub-04_ses-01_task-Drive_run-2_events.tsv]\n",
-      "sub-05_ses-01_run-1:\n",
-      "\t[ Remove sub-05_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-05_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-05_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-05_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-05_ses-01_run-2:\n",
-      "\t[ Remove sub-05_ses-01_task-Drive_run-2_events.tsv]\n",
-      "\t[ Removed sub-05_ses-01_task-Drive_run-2_eventstemp.tsv]\n",
-      "\t[ Renamed sub-05_ses-01_task-Drive_run-2_eventstemp1.tsv\n",
-      "\t\tto sub-05_ses-01_task-Drive_run-2_events.tsv]\n",
-      "sub-06_ses-01_run-1:\n",
-      "\t[ Remove sub-06_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-06_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-06_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-06_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-06_ses-01_run-2:\n",
-      "\t[ Remove sub-06_ses-01_task-Drive_run-2_events.tsv]\n",
-      "\t[ Removed sub-06_ses-01_task-Drive_run-2_eventstemp.tsv]\n",
-      "\t[ Renamed sub-06_ses-01_task-Drive_run-2_eventstemp1.tsv\n",
-      "\t\tto sub-06_ses-01_task-Drive_run-2_events.tsv]\n",
-      "sub-06_ses-01_run-3:\n",
-      "\t[ Remove sub-06_ses-01_task-Drive_run-3_events.tsv]\n",
-      "\t[ Removed sub-06_ses-01_task-Drive_run-3_eventstemp.tsv]\n",
-      "\t[ Renamed sub-06_ses-01_task-Drive_run-3_eventstemp1.tsv\n",
-      "\t\tto sub-06_ses-01_task-Drive_run-3_events.tsv]\n",
-      "sub-07_ses-01_run-1:\n",
-      "\t[ Remove sub-07_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-07_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-07_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-07_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-07_ses-01_run-2:\n",
-      "\t[ Remove sub-07_ses-01_task-Drive_run-2_events.tsv]\n",
-      "\t[ Removed sub-07_ses-01_task-Drive_run-2_eventstemp.tsv]\n",
-      "\t[ Renamed sub-07_ses-01_task-Drive_run-2_eventstemp1.tsv\n",
-      "\t\tto sub-07_ses-01_task-Drive_run-2_events.tsv]\n",
-      "sub-08_ses-01_run-1:\n",
-      "\t[ Remove sub-08_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-08_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-08_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-08_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-08_ses-01_run-2:\n",
-      "\t[ Remove sub-08_ses-01_task-Drive_run-2_events.tsv]\n",
-      "\t[ Removed sub-08_ses-01_task-Drive_run-2_eventstemp.tsv]\n",
-      "\t[ Renamed sub-08_ses-01_task-Drive_run-2_eventstemp1.tsv\n",
-      "\t\tto sub-08_ses-01_task-Drive_run-2_events.tsv]\n",
-      "sub-09_ses-01_run-1:\n",
-      "\t[ Remove sub-09_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-09_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-09_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-09_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-09_ses-01_run-2:\n",
-      "\t[ Remove sub-09_ses-01_task-Drive_run-2_events.tsv]\n",
-      "\t[ Removed sub-09_ses-01_task-Drive_run-2_eventstemp.tsv]\n",
-      "\t[ Renamed sub-09_ses-01_task-Drive_run-2_eventstemp1.tsv\n",
-      "\t\tto sub-09_ses-01_task-Drive_run-2_events.tsv]\n",
-      "sub-10_ses-01_run-1:\n",
-      "\t[ Remove sub-10_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-10_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-10_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-10_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-11_ses-01_run-1:\n",
-      "\t[ Remove sub-11_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-11_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-11_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-11_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-11_ses-01_run-2:\n",
-      "\t[ Remove sub-11_ses-01_task-Drive_run-2_events.tsv]\n",
-      "\t[ Removed sub-11_ses-01_task-Drive_run-2_eventstemp.tsv]\n",
-      "\t[ Renamed sub-11_ses-01_task-Drive_run-2_eventstemp1.tsv\n",
-      "\t\tto sub-11_ses-01_task-Drive_run-2_events.tsv]\n",
-      "sub-12_ses-01_run-1:\n",
-      "\t[ Remove sub-12_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-12_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-12_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-12_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-12_ses-01_run-2:\n",
-      "\t[ Remove sub-12_ses-01_task-Drive_run-2_events.tsv]\n",
-      "\t[ Removed sub-12_ses-01_task-Drive_run-2_eventstemp.tsv]\n",
-      "\t[ Renamed sub-12_ses-01_task-Drive_run-2_eventstemp1.tsv\n",
-      "\t\tto sub-12_ses-01_task-Drive_run-2_events.tsv]\n",
-      "sub-13_ses-01_run-1:\n",
-      "\t[ Remove sub-13_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-13_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-13_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-13_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-13_ses-01_run-2:\n",
-      "\t[ Remove sub-13_ses-01_task-Drive_run-2_events.tsv]\n",
-      "\t[ Removed sub-13_ses-01_task-Drive_run-2_eventstemp.tsv]\n",
-      "\t[ Renamed sub-13_ses-01_task-Drive_run-2_eventstemp1.tsv\n",
-      "\t\tto sub-13_ses-01_task-Drive_run-2_events.tsv]\n",
-      "sub-14_ses-01_run-1:\n",
-      "\t[ Remove sub-14_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-14_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-14_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-14_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-14_ses-01_run-2:\n",
-      "\t[ Remove sub-14_ses-01_task-Drive_run-2_events.tsv]\n",
-      "\t[ Removed sub-14_ses-01_task-Drive_run-2_eventstemp.tsv]\n",
-      "\t[ Renamed sub-14_ses-01_task-Drive_run-2_eventstemp1.tsv\n",
-      "\t\tto sub-14_ses-01_task-Drive_run-2_events.tsv]\n",
-      "sub-15_ses-01_run-1:\n",
-      "\t[ Remove sub-15_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-15_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-15_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-15_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-15_ses-01_run-2:\n",
-      "\t[ Remove sub-15_ses-01_task-Drive_run-2_events.tsv]\n",
-      "\t[ Removed sub-15_ses-01_task-Drive_run-2_eventstemp.tsv]\n",
-      "\t[ Renamed sub-15_ses-01_task-Drive_run-2_eventstemp1.tsv\n",
-      "\t\tto sub-15_ses-01_task-Drive_run-2_events.tsv]\n",
-      "sub-15_ses-01_run-3:\n",
-      "\t[ Remove sub-15_ses-01_task-Drive_run-3_events.tsv]\n",
-      "\t[ Removed sub-15_ses-01_task-Drive_run-3_eventstemp.tsv]\n",
-      "\t[ Renamed sub-15_ses-01_task-Drive_run-3_eventstemp1.tsv\n",
-      "\t\tto sub-15_ses-01_task-Drive_run-3_events.tsv]\n",
-      "sub-16_ses-01_run-1:\n",
-      "\t[ Remove sub-16_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-16_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-16_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-16_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-16_ses-01_run-2:\n",
-      "\t[ Remove sub-16_ses-01_task-Drive_run-2_events.tsv]\n",
-      "\t[ Removed sub-16_ses-01_task-Drive_run-2_eventstemp.tsv]\n",
-      "\t[ Renamed sub-16_ses-01_task-Drive_run-2_eventstemp1.tsv\n",
-      "\t\tto sub-16_ses-01_task-Drive_run-2_events.tsv]\n",
-      "sub-17_ses-01_run-1:\n",
-      "\t[ Remove sub-17_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-17_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-17_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-17_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-17_ses-01_run-2:\n",
-      "\t[ Remove sub-17_ses-01_task-Drive_run-2_events.tsv]\n",
-      "\t[ Removed sub-17_ses-01_task-Drive_run-2_eventstemp.tsv]\n",
-      "\t[ Renamed sub-17_ses-01_task-Drive_run-2_eventstemp1.tsv\n",
-      "\t\tto sub-17_ses-01_task-Drive_run-2_events.tsv]\n",
-      "sub-18_ses-01_run-1:\n",
-      "\t[ Remove sub-18_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-18_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-18_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-18_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-18_ses-01_run-2:\n",
-      "\t[ Remove sub-18_ses-01_task-Drive_run-2_events.tsv]\n",
-      "\t[ Removed sub-18_ses-01_task-Drive_run-2_eventstemp.tsv]\n",
-      "\t[ Renamed sub-18_ses-01_task-Drive_run-2_eventstemp1.tsv\n",
-      "\t\tto sub-18_ses-01_task-Drive_run-2_events.tsv]\n",
-      "sub-19_ses-01_run-1:\n",
-      "\t[ Remove sub-19_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-19_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-19_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-19_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-19_ses-01_run-2:\n",
-      "\t[ Remove sub-19_ses-01_task-Drive_run-2_events.tsv]\n",
-      "\t[ Removed sub-19_ses-01_task-Drive_run-2_eventstemp.tsv]\n",
-      "\t[ Renamed sub-19_ses-01_task-Drive_run-2_eventstemp1.tsv\n",
-      "\t\tto sub-19_ses-01_task-Drive_run-2_events.tsv]\n",
-      "sub-20_ses-01_run-1:\n",
-      "\t[ Remove sub-20_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-20_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-20_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-20_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-21_ses-01_run-1:\n",
-      "\t[ Remove sub-21_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-21_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-21_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-21_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-21_ses-01_run-2:\n",
-      "\t[ Remove sub-21_ses-01_task-Drive_run-2_events.tsv]\n",
-      "\t[ Removed sub-21_ses-01_task-Drive_run-2_eventstemp.tsv]\n",
-      "\t[ Renamed sub-21_ses-01_task-Drive_run-2_eventstemp1.tsv\n",
-      "\t\tto sub-21_ses-01_task-Drive_run-2_events.tsv]\n",
-      "sub-22_ses-01_run-1:\n",
-      "\t[ Remove sub-22_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-22_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-22_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-22_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-22_ses-01_run-2:\n",
-      "\t[ Remove sub-22_ses-01_task-Drive_run-2_events.tsv]\n",
-      "\t[ Removed sub-22_ses-01_task-Drive_run-2_eventstemp.tsv]\n",
-      "\t[ Renamed sub-22_ses-01_task-Drive_run-2_eventstemp1.tsv\n",
-      "\t\tto sub-22_ses-01_task-Drive_run-2_events.tsv]\n",
-      "sub-23_ses-01_run-1:\n",
-      "\t[ Remove sub-23_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-23_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-23_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-23_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-23_ses-01_run-2:\n",
-      "\t[ Remove sub-23_ses-01_task-Drive_run-2_events.tsv]\n",
-      "\t[ Removed sub-23_ses-01_task-Drive_run-2_eventstemp.tsv]\n",
-      "\t[ Renamed sub-23_ses-01_task-Drive_run-2_eventstemp1.tsv\n",
-      "\t\tto sub-23_ses-01_task-Drive_run-2_events.tsv]\n",
-      "sub-24_ses-01_run-1:\n",
-      "\t[ Remove sub-24_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-24_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-24_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-24_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-24_ses-01_run-2:\n",
-      "\t[ Remove sub-24_ses-01_task-Drive_run-2_events.tsv]\n",
-      "\t[ Removed sub-24_ses-01_task-Drive_run-2_eventstemp.tsv]\n",
-      "\t[ Renamed sub-24_ses-01_task-Drive_run-2_eventstemp1.tsv\n",
-      "\t\tto sub-24_ses-01_task-Drive_run-2_events.tsv]\n",
-      "sub-25_ses-01_run-1:\n",
-      "\t[ Remove sub-25_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-25_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-25_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-25_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-25_ses-01_run-2:\n",
-      "\t[ Remove sub-25_ses-01_task-Drive_run-2_events.tsv]\n",
-      "\t[ Removed sub-25_ses-01_task-Drive_run-2_eventstemp.tsv]\n",
-      "\t[ Renamed sub-25_ses-01_task-Drive_run-2_eventstemp1.tsv\n",
-      "\t\tto sub-25_ses-01_task-Drive_run-2_events.tsv]\n",
-      "sub-26_ses-01_run-1:\n",
-      "\t[ Remove sub-26_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-26_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-26_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-26_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-26_ses-01_run-2:\n",
-      "\t[ Remove sub-26_ses-01_task-Drive_run-2_events.tsv]\n",
-      "\t[ Removed sub-26_ses-01_task-Drive_run-2_eventstemp.tsv]\n",
-      "\t[ Renamed sub-26_ses-01_task-Drive_run-2_eventstemp1.tsv\n",
-      "\t\tto sub-26_ses-01_task-Drive_run-2_events.tsv]\n",
-      "sub-27_ses-01_run-1:\n",
-      "\t[ Remove sub-27_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-27_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-27_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-27_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-27_ses-01_run-2:\n",
-      "\t[ Remove sub-27_ses-01_task-Drive_run-2_events.tsv]\n",
-      "\t[ Removed sub-27_ses-01_task-Drive_run-2_eventstemp.tsv]\n",
-      "\t[ Renamed sub-27_ses-01_task-Drive_run-2_eventstemp1.tsv\n",
-      "\t\tto sub-27_ses-01_task-Drive_run-2_events.tsv]\n",
-      "sub-28_ses-01_run-1:\n",
-      "\t[ Remove sub-28_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-28_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-28_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-28_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-28_ses-01_run-2:\n",
-      "\t[ Remove sub-28_ses-01_task-Drive_run-2_events.tsv]\n",
-      "\t[ Removed sub-28_ses-01_task-Drive_run-2_eventstemp.tsv]\n",
-      "\t[ Renamed sub-28_ses-01_task-Drive_run-2_eventstemp1.tsv\n",
-      "\t\tto sub-28_ses-01_task-Drive_run-2_events.tsv]\n",
-      "sub-29_ses-01_run-1:\n",
-      "\t[ Remove sub-29_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-29_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-29_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-29_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-29_ses-01_run-2:\n",
-      "\t[ Remove sub-29_ses-01_task-Drive_run-2_events.tsv]\n",
-      "\t[ Removed sub-29_ses-01_task-Drive_run-2_eventstemp.tsv]\n",
-      "\t[ Renamed sub-29_ses-01_task-Drive_run-2_eventstemp1.tsv\n",
-      "\t\tto sub-29_ses-01_task-Drive_run-2_events.tsv]\n",
-      "sub-30_ses-01_run-1:\n",
-      "\t[ Remove sub-30_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-30_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-30_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-30_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-30_ses-01_run-2:\n",
-      "\t[ Remove sub-30_ses-01_task-Drive_run-2_events.tsv]\n",
-      "\t[ Removed sub-30_ses-01_task-Drive_run-2_eventstemp.tsv]\n",
-      "\t[ Renamed sub-30_ses-01_task-Drive_run-2_eventstemp1.tsv\n",
-      "\t\tto sub-30_ses-01_task-Drive_run-2_events.tsv]\n",
-      "sub-31_ses-01_run-1:\n",
-      "\t[ Remove sub-31_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-31_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-31_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-31_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-31_ses-01_run-2:\n",
-      "\t[ Remove sub-31_ses-01_task-Drive_run-2_events.tsv]\n",
-      "\t[ Removed sub-31_ses-01_task-Drive_run-2_eventstemp.tsv]\n",
-      "\t[ Renamed sub-31_ses-01_task-Drive_run-2_eventstemp1.tsv\n",
-      "\t\tto sub-31_ses-01_task-Drive_run-2_events.tsv]\n",
-      "sub-32_ses-01_run-1:\n",
-      "\t[ Remove sub-32_ses-01_task-Drive_run-1_events.tsv]\n",
-      "\t[ Removed sub-32_ses-01_task-Drive_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-32_ses-01_task-Drive_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-32_ses-01_task-Drive_run-1_events.tsv]\n",
-      "sub-32_ses-01_run-2:\n",
-      "\t[ Remove sub-32_ses-01_task-Drive_run-2_events.tsv]\n",
-      "\t[ Removed sub-32_ses-01_task-Drive_run-2_eventstemp.tsv]\n",
-      "\t[ Renamed sub-32_ses-01_task-Drive_run-2_eventstemp1.tsv\n",
-      "\t\tto sub-32_ses-01_task-Drive_run-2_events.tsv]\n",
-      "\n",
-      "\n",
-      "ERROR Summary:\n",
-      "bcit_speed_control_03_remove_files_log: Level ERROR\n",
-      "sub-01_ses-01_run-1:\n",
-      "sub-01_ses-01_run-2:\n",
-      "sub-02_ses-01_run-1:\n",
-      "sub-02_ses-01_run-2:\n",
-      "sub-03_ses-01_run-1:\n",
-      "sub-04_ses-01_run-1:\n",
-      "sub-04_ses-01_run-2:\n",
-      "sub-05_ses-01_run-1:\n",
-      "sub-05_ses-01_run-2:\n",
-      "sub-06_ses-01_run-1:\n",
-      "sub-06_ses-01_run-2:\n",
-      "sub-06_ses-01_run-3:\n",
-      "sub-07_ses-01_run-1:\n",
-      "sub-07_ses-01_run-2:\n",
-      "sub-08_ses-01_run-1:\n",
-      "sub-08_ses-01_run-2:\n",
-      "sub-09_ses-01_run-1:\n",
-      "sub-09_ses-01_run-2:\n",
-      "sub-10_ses-01_run-1:\n",
-      "sub-11_ses-01_run-1:\n",
-      "sub-11_ses-01_run-2:\n",
-      "sub-12_ses-01_run-1:\n",
-      "sub-12_ses-01_run-2:\n",
-      "sub-13_ses-01_run-1:\n",
-      "sub-13_ses-01_run-2:\n",
-      "sub-14_ses-01_run-1:\n",
-      "sub-14_ses-01_run-2:\n",
-      "sub-15_ses-01_run-1:\n",
-      "sub-15_ses-01_run-2:\n",
-      "sub-15_ses-01_run-3:\n",
-      "sub-16_ses-01_run-1:\n",
-      "sub-16_ses-01_run-2:\n",
-      "sub-17_ses-01_run-1:\n",
-      "sub-17_ses-01_run-2:\n",
-      "sub-18_ses-01_run-1:\n",
-      "sub-18_ses-01_run-2:\n",
-      "sub-19_ses-01_run-1:\n",
-      "sub-19_ses-01_run-2:\n",
-      "sub-20_ses-01_run-1:\n",
-      "sub-21_ses-01_run-1:\n",
-      "sub-21_ses-01_run-2:\n",
-      "sub-22_ses-01_run-1:\n",
-      "sub-22_ses-01_run-2:\n",
-      "sub-23_ses-01_run-1:\n",
-      "sub-23_ses-01_run-2:\n",
-      "sub-24_ses-01_run-1:\n",
-      "sub-24_ses-01_run-2:\n",
-      "sub-25_ses-01_run-1:\n",
-      "sub-25_ses-01_run-2:\n",
-      "sub-26_ses-01_run-1:\n",
-      "sub-26_ses-01_run-2:\n",
-      "sub-27_ses-01_run-1:\n",
-      "sub-27_ses-01_run-2:\n",
-      "sub-28_ses-01_run-1:\n",
-      "sub-28_ses-01_run-2:\n",
-      "sub-29_ses-01_run-1:\n",
-      "sub-29_ses-01_run-2:\n",
-      "sub-30_ses-01_run-1:\n",
-      "sub-30_ses-01_run-2:\n",
-      "sub-31_ses-01_run-1:\n",
-      "sub-31_ses-01_run-2:\n",
-      "sub-32_ses-01_run-1:\n",
-      "sub-32_ses-01_run-2:\n"
-     ]
-    }
-   ],
-   "source": [
-    "import os\n",
-    "import datetime\n",
-    "from hed.tools import BidsTabularDictionary, HedLogger\n",
-    "from hed.util import get_file_list\n",
-    "\n",
-    "# Variables to set for the specific dataset\n",
-    "bids_root_path = 's:/bcit/SpeedControlWorkingPhaseTwo'\n",
-    "exclude_dirs = ['sourcedata', 'stimuli', 'code']\n",
-    "entities = ('sub', 'ses', 'run')\n",
-    "log_name = 'bcit_speed_control_03_remove_files_log'\n",
-    "\n",
-    "# Set up the logger\n",
-    "log_file_name = f\"code/curation_logs/{log_name}.txt\"\n",
-    "logger = HedLogger(name=log_name)\n",
-    "\n",
-    "# Make sure that there actually are temp_files to move\n",
-    "temp_files = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_eventstemp\", exclude_dirs=exclude_dirs)\n",
-    "if not temp_files:\n",
-    "    raise Exception(\"There are no eventstemp files to move to events\")\n",
-    "\n",
-    "# Construct the event file dictionaries for the BIDS event files\n",
-    "files_bids = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_events\", exclude_dirs=exclude_dirs)\n",
-    "bids_dict = BidsTabularDictionary(\"Bids event files\", files_bids, entities=entities)\n",
-    "\n",
-    "# Remove the appropriate files\n",
-    "for key, file in bids_dict.iter_files():\n",
-    "    # Remove events.tsv\n",
-    "    filename = file.file_path\n",
-    "    os.remove(filename)\n",
-    "    logger.add(key, f\"Remove {os.path.basename(filename)}\")\n",
-    "\n",
-    "    # Remove eventstemp.tsv\n",
-    "    filename_temp = filename[:-4] + \"temp.tsv\"\n",
-    "    if os.path.isfile(filename_temp):\n",
-    "        os.remove(filename_temp)\n",
-    "        logger.add(key, f\"Removed {os.path.basename(filename_temp)}\")\n",
-    "    else:\n",
-    "        logger.add(key, f\"{os.path.basename(filename_temp)} does not exist and could not be removed\", level=\"ERROR\", also_print=True)\n",
-    "\n",
-    "    # Move eventstemp1.tsv to events.tsv\n",
-    "    filename_temp1 = filename[:-4] + \"temp1.tsv\"\n",
-    "    if os.path.isfile(filename_temp1):\n",
-    "        os.rename(filename_temp1, filename)\n",
-    "        logger.add(key, f\"Renamed {os.path.basename(filename_temp1)}\\n\\t\\tto {os.path.basename(filename)}\")\n",
-    "    else:\n",
-    "        logger.add(key, f\"{os.path.basename(filename_temp1)} does not exist and could not be moved\", level=\"ERROR\", also_print=True)\n",
-    "\n",
-    "# Now make sure there aren't any unexpected leftovers\n",
-    "temp_files = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_eventstemp\", exclude_dirs=exclude_dirs)\n",
-    "if temp_files:\n",
-    "    for file in temp_files:\n",
-    "        logger.add('', f\"{os.path.basename(file)} is unexpectedly left over\", level=\"ERROR\", also_print=True)\n",
-    "\n",
-    "temp1_files = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_eventstemp1\",\n",
-    "                           exclude_dirs=exclude_dirs)\n",
-    "if temp1_files:\n",
-    "    for file in temp1_files:\n",
-    "        logger.add('', f\"{os.path.basename(file)} is unexpectedly left over\", level=\"ERROR\", also_print=True)\n",
-    "\n",
-    "# Print the log\n",
-    "log_string = \"\\n\\nLog output:\\n\" + logger.get_log_string()\n",
-    "error_string = \"\\n\\nERROR Summary:\\n\" + logger.get_log_string(level=\"ERROR\")\n",
-    "print(log_string)\n",
-    "print(error_string)\n",
-    "save_path = os.path.join(bids_root_path, log_file_name)\n",
-    "with open(save_path, \"w\") as fp:\n",
-    "    fp.write(f\"{log_file_name} {datetime.datetime.now()}\\n\")\n",
-    "    fp.write(log_string)\n",
-    "    fp.write(error_string)"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Set up the directories and create a dictionary for _events.tsv\n"
-    }
-   }
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 2
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
\ No newline at end of file
diff --git a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_speed_control/bcit_speed_control_04_generate_sidecar.ipynb b/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_speed_control/bcit_speed_control_04_generate_sidecar.ipynb
deleted file mode 100644
index 955fa47..0000000
--- a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_speed_control/bcit_speed_control_04_generate_sidecar.ipynb
+++ /dev/null
@@ -1,122 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "collapsed": true,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   },
-   "source": [
-    "## Generate a JSON events sidecar template and spreadsheet from a BIDS dataset\n",
-    "\n",
-    "This generates a JSON events sidecar template and a corresponding 4-column spreadsheet\n",
-    "for the BCIT Speed Control data.\n",
-    "\n",
-    "For tutorial examples of this process see the Jupyter notebooks:\n",
-    "- [`bids_generate_sidecar.ipynb`](https://github.com/hed-standard/hed-examples/blob/main/hedcode/jupyter_notebooks/bids_processing/bids_generate_sidecar.ipynb)\n",
-    "- [`bids_sidecar_to_spreadsheet.ipynb`](https://github.com/hed-standard/hed-examples/blob/main/hedcode/jupyter_notebooks/bids_processing/bids_sidecar_to_spreadsheet.ipynb)\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "source": [
-    "import os\n",
-    "import json\n",
-    "import datetime\n",
-    "from hed.tools import hed_to_df, BidsTabularSummary, HedLogger\n",
-    "from hed.util import get_file_list\n",
-    "\n",
-    "# Variables to set for the specific dataset\n",
-    "bids_root_path = 's:/bcit/SpeedControlWorkingPhaseTwo'\n",
-    "json_path = os.path.realpath(os.path.join(bids_root_path, 'task-Drive_events.json'))\n",
-    "spreadsheet_path = os.path.realpath(os.path.join(bids_root_path, 'code/task-Drive_hed_spreadsheet.tsv'))\n",
-    "exclude_dirs = ['sourcedata', 'stimuli', 'code']\n",
-    "entities = ('sub', 'ses', 'run')\n",
-    "skip_columns = ['onset', 'duration', 'sample']\n",
-    "log_name = 'bcit_speed_control_04_generate_sidecar_log'\n",
-    "\n",
-    "# Set up the logger\n",
-    "log_file_name = f\"code/curation_logs/{log_name}.txt\"\n",
-    "logger = HedLogger(name=log_name)\n",
-    "\n",
-    "# Construct the list of .event files\n",
-    "bids_files = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_events\", exclude_dirs=exclude_dirs)\n",
-    "\n",
-    "# Construct the event file value summary and generate a sidecar template representing dataset\n",
-    "logger.add(\"overall\", f\"Summarizing {len(bids_files)}\")\n",
-    "value_summary = BidsTabularSummary(skip_cols=skip_columns, name=\"BCIT Speed Control\")\n",
-    "value_summary.update(bids_files)\n",
-    "sidecar_template = value_summary.extract_sidecar_template()\n",
-    "with open(json_path, 'w') as fp:\n",
-    "   json.dump(sidecar_template, fp, indent=4)\n",
-    "logger.add(\"overall\", f\"Saving a JSON sidecar template to {os.path.basename(json_path)}\")\n",
-    "\n",
-    "hed_spreadsheet = hed_to_df(sidecar_template)\n",
-    "logger.add(\"overall\", f\"Creating a spreadsheet template and saving to {os.path.basename(spreadsheet_path)}\")\n",
-    "hed_spreadsheet.to_csv(spreadsheet_path, sep='\\t', index=False,)\n",
-    "\n",
-    "# Print the log\n",
-    "log_string = \"\\n\\nLog output:\\n\" + logger.get_log_string()\n",
-    "error_string = \"\\n\\nERROR Summary:\\n\" + logger.get_log_string(level=\"ERROR\")\n",
-    "print(log_string)\n",
-    "print(error_string)\n",
-    "save_path = os.path.join(bids_root_path, log_file_name)\n",
-    "with open(save_path, \"w\") as fp:\n",
-    "    fp.write(f\"{log_file_name} {datetime.datetime.now()}\\n\")\n",
-    "    fp.write(log_string)\n",
-    "    fp.write(error_string)"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Set up the directories and create a dictionary for events.tsv files\n"
-    }
-   },
-   "execution_count": 1,
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "\n",
-      "Log output:\n",
-      "bcit_speed_control_04_generate_sidecar_log: Level None\n",
-      "overall:\n",
-      "\t[ Summarizing 63]\n",
-      "\t[ Saving a JSON sidecar template to task-Drive_events.json]\n",
-      "\t[ Creating a spreadsheet template and saving to task-Drive_hed_spreadsheet.tsv]\n",
-      "\n",
-      "\n",
-      "ERROR Summary:\n",
-      "bcit_speed_control_04_generate_sidecar_log: Level ERROR\n",
-      "overall:\n"
-     ]
-    }
-   ]
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 2
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
\ No newline at end of file
diff --git a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_speed_control/bcit_speed_control_05_analyze_channels.ipynb b/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_speed_control/bcit_speed_control_05_analyze_channels.ipynb
deleted file mode 100644
index 3d374c2..0000000
--- a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_speed_control/bcit_speed_control_05_analyze_channels.ipynb
+++ /dev/null
@@ -1,142 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "collapsed": true,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   },
-   "source": [
-    "## Analyze the channels for the BCIT Speed Control\n",
-    "\n",
-    "This notebook assumes that a JSON dictionary called `originalChannels.json`\n",
-    "has been created in the `/code` subdirectory of the dataset."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "\n",
-      "Log output:\n",
-      "bcit_speed_control_05_analyze_channels_log: Level None\n",
-      "sub-01_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ This key has 63 files with the same 74 channels]\n",
-      "\t[ The channels are ['Fp1', 'AF7', 'AF3', 'F1', 'F3', 'F5', 'F7', 'FT7', 'FC5', 'FC3', 'FC1', 'C1', 'C3', 'C5', 'T7', 'TP7', 'CP5', 'CP3', 'CP1', 'P1', 'P3', 'P5', 'P7', 'P9', 'PO7', 'PO3', 'O1', 'Iz', 'Oz', 'POz', 'Pz', 'CPz', 'Fpz', 'Fp2', 'AF8', 'AF4', 'AFz', 'Fz', 'F2', 'F4', 'F6', 'F8', 'FT8', 'FC6', 'FC4', 'FC2', 'FCz', 'Cz', 'C2', 'C4', 'C6', 'T8', 'TP8', 'CP6', 'CP4', 'CP2', 'P2', 'P4', 'P6', 'P8', 'P10', 'PO8', 'PO4', 'O2', 'EXG1', 'EXG2', 'EXG3', 'EXG4', 'EXG5', 'EXG6', 'LN', 'ANG', 'SP', 'SD']]\n",
-      "Overall:\n",
-      "\t[ Dataset has 74 unique channels]\n",
-      "\t[ {'C1', 'SD', 'C6', 'O2', 'CP6', 'EXG4', 'C4', 'FT8', 'SP', 'CP1', 'FT7', 'EXG3', 'FC1', 'Pz', 'EXG1', 'POz', 'CP5', 'P7', 'TP7', 'TP8', 'T8', 'CP2', 'FC6', 'CP4', 'FC3', 'Cz', 'T7', 'AF3', 'Fpz', 'CPz', 'AFz', 'FCz', 'C2', 'C5', 'AF4', 'P3', 'P5', 'F6', 'F3', 'FC5', 'F2', 'Fz', 'F4', 'Iz', 'FC4', 'P9', 'PO8', 'ANG', 'PO4', 'P10', 'EXG5', 'PO3', 'AF7', 'P2', 'P8', 'LN', 'EXG2', 'CP3', 'F8', 'Fp2', 'P6', 'F1', 'P4', 'EXG6', 'FC2', 'Fp1', 'P1', 'AF8', 'F7', 'C3', 'O1', 'PO7', 'Oz', 'F5'}]\n",
-      "\n",
-      "\n",
-      "ERROR Summary:\n",
-      "bcit_speed_control_05_analyze_channels_log: Level ERROR\n",
-      "sub-01_ses-01_task-Drive_run-1_eeg.set:\n",
-      "Overall:\n"
-     ]
-    }
-   ],
-   "source": [
-    "import os\n",
-    "import datetime\n",
-    "import json\n",
-    "from hed.tools import HedLogger\n",
-    "from hed.util import get_file_list\n",
-    "\n",
-    "# Variables to set for the specific dataset\n",
-    "bids_root_path = 's:/bcit/SpeedControlWorkingPhaseTwo'\n",
-    "exclude_dirs = ['sourcedata', 'stimuli', 'code']\n",
-    "entities = ('sub', 'ses', 'run')\n",
-    "log_name = 'bcit_speed_control_05_analyze_channels_log'\n",
-    "channel_file = os.path.realpath(os.path.join(bids_root_path, \"code/channelsOriginal.json\"))\n",
-    "\n",
-    "# Set up the logger\n",
-    "log_file_name = f\"code/curation_logs/{log_name}.txt\"\n",
-    "logger = HedLogger(name=log_name)\n",
-    "\n",
-    "# Load the channels file\n",
-    "with open(channel_file, 'r') as fp:\n",
-    "    channel_info = json.load(fp)\n",
-    "\n",
-    "# Make the file list and dictionary for _events\n",
-    "eeg_files = get_file_list(bids_root_path, extensions=[\".set\"], name_suffix=\"_eeg\", exclude_dirs=exclude_dirs)\n",
-    "\n",
-    "# Create the dictionaries of channels\n",
-    "key_list = list(channel_info.keys())\n",
-    "unique_dict = {}\n",
-    "name_dict = {}\n",
-    "for file_key, item in channel_info.items():\n",
-    "    search_key = None\n",
-    "    for skey in name_dict.keys():\n",
-    "        if item == channel_info[skey]:\n",
-    "            search_key = skey\n",
-    "            break\n",
-    "    if search_key:\n",
-    "        search_values = name_dict[search_key]\n",
-    "        name_dict[search_key].append(file_key)\n",
-    "    else:\n",
-    "        name_dict[file_key] = [file_key]\n",
-    "\n",
-    "# Now check the order of the elements in the list:\n",
-    "all_channels = set\n",
-    "for file_key, file_list in name_dict.items():\n",
-    "    logger.add(file_key, f\"This key has {len(file_list)} files with the same {len(channel_info[file_key])} channels\")\n",
-    "    logger.add(file_key, f\"The channels are {str(channel_info[file_key])}\")\n",
-    "\n",
-    "\n",
-    "key_list = list(name_dict.keys())\n",
-    "union_channels = set()\n",
-    "inter_channels = set(channel_info[key_list[0]])\n",
-    "for file_key in key_list:\n",
-    "    union_channels = union_channels.union(set(channel_info[file_key]))\n",
-    "    inter_channels = inter_channels.intersection(set(channel_info[file_key]))\n",
-    "logger.add(\"Overall\", f\"Dataset has {len(union_channels)} unique channels\")\n",
-    "logger.add(\"Overall\", f\"{str(union_channels)}\")\n",
-    "\n",
-    "# Output and save the log\n",
-    "log_string = \"\\n\\nLog output:\\n\" + logger.get_log_string()\n",
-    "error_string = \"\\n\\nERROR Summary:\\n\" + logger.get_log_string(level=\"ERROR\")\n",
-    "print(log_string)\n",
-    "print(error_string)\n",
-    "save_path = os.path.join(bids_root_path, log_file_name)\n",
-    "with open(save_path, \"w\") as fp:\n",
-    "    fp.write(f\"{log_file_name} {datetime.datetime.now()}\\n\")\n",
-    "    fp.write(log_string)\n",
-    "    fp.write(error_string)"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Create the template for the dataset\n"
-    }
-   }
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 2
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
\ No newline at end of file
diff --git a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_speed_control/bcit_speed_control_06_remove_coordsystem.ipynb b/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_speed_control/bcit_speed_control_06_remove_coordsystem.ipynb
deleted file mode 100644
index 22df145..0000000
--- a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_speed_control/bcit_speed_control_06_remove_coordsystem.ipynb
+++ /dev/null
@@ -1,241 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "collapsed": true,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   },
-   "source": [
-    "## Remove coordsystem.json and electrodes.tsv files generated by ESS.\n",
-    "\n",
-    "This notebook replaces the `coordsystem.json` files of ESS with those generated by EEGLAB BidsTools\n",
-    "for the BCIT Speed Control data.\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "source": [
-    "import os\n",
-    "import datetime\n",
-    "from hed.tools import HedLogger\n",
-    "from hed.util import get_file_list\n",
-    "\n",
-    "# Variables to set for the specific dataset\n",
-    "bids_root_path = 's:/bcit/SpeedControlWorkingPhaseTwo'\n",
-    "exclude_dirs = ['sourcedata', 'stimuli', 'code']\n",
-    "entities = ('sub', 'ses', 'run')\n",
-    "log_name = 'bcit_speed_control_06_remove_coordsystem_log'\n",
-    "\n",
-    "# Set up the logger\n",
-    "log_file_name = f\"code/curation_logs/{log_name}.txt\"\n",
-    "logger = HedLogger(name=log_name)\n",
-    "\n",
-    "# Construct the list of coordsystem.json and electrodes.tsv files\n",
-    "coord_files = get_file_list(bids_root_path, extensions=[\".json\"], name_suffix=\"_coordsystem\", exclude_dirs=exclude_dirs)\n",
-    "electrode_files = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_electrodes\",\n",
-    "                                exclude_dirs=exclude_dirs)\n",
-    "chan_files = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_channels\",\n",
-    "                                exclude_dirs=exclude_dirs)\n",
-    "for file in coord_files:\n",
-    "    os.remove(file)\n",
-    "    logger.add(\"overall\", f\"Removing {os.path.basename(file)}\")\n",
-    "\n",
-    "for file in electrode_files:\n",
-    "    os.remove(file)\n",
-    "    logger.add(\"overall\", f\"Removing {os.path.basename(file)}\")\n",
-    "\n",
-    "for file in chan_files:\n",
-    "    os.remove(file)\n",
-    "    logger.add(\"overall\", f\"Removing {os.path.basename(file)}\")\n",
-    "\n",
-    "# Output and save the log\n",
-    "log_string = \"\\n\\nLog output:\\n\" + logger.get_log_string()\n",
-    "error_string = \"\\n\\nERROR Summary:\\n\" + logger.get_log_string(level=\"ERROR\")\n",
-    "print(log_string)\n",
-    "print(error_string)\n",
-    "\n",
-    "save_path = os.path.join(bids_root_path, log_file_name)\n",
-    "with open(save_path, \"w\") as fp:\n",
-    "    fp.write(f\"{log_file_name} {datetime.datetime.now()}\\n\")\n",
-    "    fp.write(log_string)\n",
-    "    fp.write(error_string)"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Set up the directories and create a dictionary for events.tsv files\n"
-    }
-   },
-   "execution_count": 1,
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "\n",
-      "Log output:\n",
-      "bcit_speed_control_06_remove_coordsystem_log: Level None\n",
-      "overall:\n",
-      "\t[ Removing sub-01_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-02_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-03_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-04_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-05_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-06_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-07_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-08_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-09_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-10_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-11_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-12_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-13_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-14_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-15_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-16_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-17_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-18_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-19_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-20_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-21_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-22_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-23_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-24_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-25_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-26_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-27_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-28_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-29_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-30_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-31_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-32_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-01_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-02_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-03_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-04_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-05_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-06_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-07_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-08_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-09_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-10_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-11_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-12_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-13_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-14_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-15_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-16_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-17_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-18_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-19_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-20_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-21_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-22_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-23_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-24_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-25_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-26_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-27_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-28_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-29_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-30_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-31_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-32_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-01_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "\t[ Removing sub-01_ses-01_task-Drive_run-2_channels.tsv]\n",
-      "\t[ Removing sub-02_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "\t[ Removing sub-02_ses-01_task-Drive_run-2_channels.tsv]\n",
-      "\t[ Removing sub-03_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "\t[ Removing sub-04_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "\t[ Removing sub-04_ses-01_task-Drive_run-2_channels.tsv]\n",
-      "\t[ Removing sub-05_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "\t[ Removing sub-05_ses-01_task-Drive_run-2_channels.tsv]\n",
-      "\t[ Removing sub-06_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "\t[ Removing sub-06_ses-01_task-Drive_run-2_channels.tsv]\n",
-      "\t[ Removing sub-06_ses-01_task-Drive_run-3_channels.tsv]\n",
-      "\t[ Removing sub-07_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "\t[ Removing sub-07_ses-01_task-Drive_run-2_channels.tsv]\n",
-      "\t[ Removing sub-08_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "\t[ Removing sub-08_ses-01_task-Drive_run-2_channels.tsv]\n",
-      "\t[ Removing sub-09_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "\t[ Removing sub-09_ses-01_task-Drive_run-2_channels.tsv]\n",
-      "\t[ Removing sub-10_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "\t[ Removing sub-11_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "\t[ Removing sub-11_ses-01_task-Drive_run-2_channels.tsv]\n",
-      "\t[ Removing sub-12_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "\t[ Removing sub-12_ses-01_task-Drive_run-2_channels.tsv]\n",
-      "\t[ Removing sub-13_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "\t[ Removing sub-13_ses-01_task-Drive_run-2_channels.tsv]\n",
-      "\t[ Removing sub-14_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "\t[ Removing sub-14_ses-01_task-Drive_run-2_channels.tsv]\n",
-      "\t[ Removing sub-15_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "\t[ Removing sub-15_ses-01_task-Drive_run-2_channels.tsv]\n",
-      "\t[ Removing sub-15_ses-01_task-Drive_run-3_channels.tsv]\n",
-      "\t[ Removing sub-16_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "\t[ Removing sub-16_ses-01_task-Drive_run-2_channels.tsv]\n",
-      "\t[ Removing sub-17_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "\t[ Removing sub-17_ses-01_task-Drive_run-2_channels.tsv]\n",
-      "\t[ Removing sub-18_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "\t[ Removing sub-18_ses-01_task-Drive_run-2_channels.tsv]\n",
-      "\t[ Removing sub-19_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "\t[ Removing sub-19_ses-01_task-Drive_run-2_channels.tsv]\n",
-      "\t[ Removing sub-20_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "\t[ Removing sub-21_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "\t[ Removing sub-21_ses-01_task-Drive_run-2_channels.tsv]\n",
-      "\t[ Removing sub-22_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "\t[ Removing sub-22_ses-01_task-Drive_run-2_channels.tsv]\n",
-      "\t[ Removing sub-23_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "\t[ Removing sub-23_ses-01_task-Drive_run-2_channels.tsv]\n",
-      "\t[ Removing sub-24_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "\t[ Removing sub-24_ses-01_task-Drive_run-2_channels.tsv]\n",
-      "\t[ Removing sub-25_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "\t[ Removing sub-25_ses-01_task-Drive_run-2_channels.tsv]\n",
-      "\t[ Removing sub-26_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "\t[ Removing sub-26_ses-01_task-Drive_run-2_channels.tsv]\n",
-      "\t[ Removing sub-27_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "\t[ Removing sub-27_ses-01_task-Drive_run-2_channels.tsv]\n",
-      "\t[ Removing sub-28_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "\t[ Removing sub-28_ses-01_task-Drive_run-2_channels.tsv]\n",
-      "\t[ Removing sub-29_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "\t[ Removing sub-29_ses-01_task-Drive_run-2_channels.tsv]\n",
-      "\t[ Removing sub-30_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "\t[ Removing sub-30_ses-01_task-Drive_run-2_channels.tsv]\n",
-      "\t[ Removing sub-31_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "\t[ Removing sub-31_ses-01_task-Drive_run-2_channels.tsv]\n",
-      "\t[ Removing sub-32_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "\t[ Removing sub-32_ses-01_task-Drive_run-2_channels.tsv]\n",
-      "\n",
-      "\n",
-      "ERROR Summary:\n",
-      "bcit_speed_control_06_remove_coordsystem_log: Level ERROR\n",
-      "overall:\n"
-     ]
-    }
-   ]
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 2
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
\ No newline at end of file
diff --git a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_speed_control/bcit_speed_control_07_fix_channels.ipynb b/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_speed_control/bcit_speed_control_07_fix_channels.ipynb
deleted file mode 100644
index 3e0a027..0000000
--- a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_speed_control/bcit_speed_control_07_fix_channels.ipynb
+++ /dev/null
@@ -1,525 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "collapsed": true,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   },
-   "source": [
-    "## Add channel files based on the EEG with fixes.\n",
-    "\n",
-    "This notebook replaces the `channels.tsv` files of ESS with those generated by EEGLAB BidsTools\n",
-    "for the BCIT Speed Control data.\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "source": [
-    "import os\n",
-    "import json\n",
-    "import datetime\n",
-    "import pandas as pd\n",
-    "from hed.tools import HedLogger\n",
-    "from hed.util import get_file_list, get_value_dict\n",
-    "\n",
-    "# Variables to set for the specific dataset\n",
-    "bids_root_path = 's:/bcit/SpeedControlWorkingPhaseTwo'\n",
-    "exclude_dirs = ['sourcedata', 'stimuli', 'code']\n",
-    "log_name = 'bcit_speed_control_07_fix_channels_log'\n",
-    "sampling_rate_file = os.path.realpath(os.path.join(bids_root_path, 'code/samplingRates.tsv'))\n",
-    "channel_file = os.path.realpath(os.path.join(bids_root_path, \"code/channelsOriginal.json\"))\n",
-    "\n",
-    "# Set up the logger\n",
-    "log_file_name = f\"code/curation_logs/{log_name}.txt\"\n",
-    "logger = HedLogger(name=log_name)\n",
-    "\n",
-    "# Load the channels file\n",
-    "with open(channel_file, 'r') as fp:\n",
-    "    channel_info = json.load(fp)\n",
-    "\n",
-    "# Construct the lists of the EEG files\n",
-    "eeg_files = get_file_list(bids_root_path, extensions=[\".set\"], name_suffix=\"_eeg\", exclude_dirs=exclude_dirs)\n",
-    "\n",
-    "# Get the sample rate dictionary\n",
-    "sampling_dict = get_value_dict(sampling_rate_file)\n",
-    "\n",
-    "chan_dict = {'LN': ('LN', 'OTHER', 'n/a', 'Lane deviation from center line in meters.'),\n",
-    "             'ANG': ('ANG', 'OTHER', 'n/a', 'Steering wheel deviation angle in degrees.'),\n",
-    "             'SP': ('SP', 'OTHER', 'n/a', 'Vehicle speed in mph.'),\n",
-    "             'SD': ('SD', 'OTHER', 'n/a', 'Vehicle speed deviation.'),\n",
-    "             'EXG1': ('LHEOG', 'EOG', 'uV', 'Left horizontal EOG'),\n",
-    "             'EXG2': ('RHEOG', 'EOG', 'uV', 'Right horizontal EOG'),\n",
-    "             'EXG3': ('UVEOG', 'EOG', 'uV', 'Upper vertical EOG'),\n",
-    "             'EXG4': ('LVEOG', 'EOG', 'uV', 'Lower vertical EOG'),\n",
-    "             'EXG5': ('LMAST', 'MISC', 'uV', 'Left mastoid'),\n",
-    "             'EXG6': ('RMAST', 'MISC', 'uV', 'Right mastoid')}\n",
-    "\n",
-    "for file_name in eeg_files:\n",
-    "    basename = os.path.basename(file_name)\n",
-    "    channels = channel_info[basename]\n",
-    "    logger.add(basename, f\"EEG has {len(channels)} channels\")\n",
-    "    sampling_key = basename[:-8]\n",
-    "    sampling_rate = sampling_dict[sampling_key]\n",
-    "    logger.add(basename, f\"Sampling rate is {sampling_rate}\")\n",
-    "    data = {'name': channels}\n",
-    "    df = pd.DataFrame(data)\n",
-    "    df[['type', 'units', 'sampling_frequency', 'description']] = 'n/a'\n",
-    "    names = df['name']\n",
-    "    for index, name in names.iteritems():\n",
-    "        row = chan_dict.get(name, None)\n",
-    "        if not row:\n",
-    "            row = (name, 'EEG', 'uV', 'n/a')\n",
-    "        df.loc[index, 'name'] = row[0]\n",
-    "        df.loc[index, 'type'] = row[1]\n",
-    "        df.loc[index, 'units'] = row[2]\n",
-    "        df.loc[index, 'sampling_frequency'] = sampling_rate\n",
-    "        df.loc[index, 'description'] = row[3]\n",
-    "    EEG = sum(df['type'].map(str) == 'EEG')\n",
-    "    EOG = sum(df['type'].map(str) == 'EOG')\n",
-    "    OTHER = sum(df['type'].map(str) == 'OTHER')\n",
-    "    MISC = sum(df['type'].map(str) == 'MISC')\n",
-    "    logger.add(basename, f\"{EEG} EEG channels, {EOG} EOG channels, {OTHER} OTHER channels {MISC} MISC channels\")\n",
-    "    file_new = file_name[:-7] + \"channels.tsv\"\n",
-    "    df.to_csv(file_new, sep='\\t', index=False)\n",
-    "    logger.add(basename, f\"Saved as {os.path.basename(file_new)}\")\n",
-    "\n",
-    "# Output and save the log\n",
-    "log_string = \"\\n\\nLog output:\\n\" + logger.get_log_string()\n",
-    "error_string = \"\\n\\nERROR Summary:\\n\" + logger.get_log_string(level=\"ERROR\")\n",
-    "print(log_string)\n",
-    "print(error_string)\n",
-    "\n",
-    "save_path = os.path.join(bids_root_path, log_file_name)\n",
-    "with open(save_path, \"w\") as fp:\n",
-    "    fp.write(f\"{log_file_name} {datetime.datetime.now()}\\n\")\n",
-    "    fp.write(log_string)\n",
-    "    fp.write(error_string)"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Perform the calculation\n"
-    }
-   },
-   "execution_count": 1,
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "\n",
-      "Log output:\n",
-      "bcit_speed_control_07_fix_channels_log: Level None\n",
-      "sub-01_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-01_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-01_ses-01_task-Drive_run-2_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-01_ses-01_task-Drive_run-2_channels.tsv]\n",
-      "sub-02_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-02_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-02_ses-01_task-Drive_run-2_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-02_ses-01_task-Drive_run-2_channels.tsv]\n",
-      "sub-03_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-03_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-04_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-04_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-04_ses-01_task-Drive_run-2_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-04_ses-01_task-Drive_run-2_channels.tsv]\n",
-      "sub-05_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-05_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-05_ses-01_task-Drive_run-2_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-05_ses-01_task-Drive_run-2_channels.tsv]\n",
-      "sub-06_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-06_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-06_ses-01_task-Drive_run-2_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-06_ses-01_task-Drive_run-2_channels.tsv]\n",
-      "sub-06_ses-01_task-Drive_run-3_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-06_ses-01_task-Drive_run-3_channels.tsv]\n",
-      "sub-07_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-07_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-07_ses-01_task-Drive_run-2_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-07_ses-01_task-Drive_run-2_channels.tsv]\n",
-      "sub-08_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-08_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-08_ses-01_task-Drive_run-2_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-08_ses-01_task-Drive_run-2_channels.tsv]\n",
-      "sub-09_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-09_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-09_ses-01_task-Drive_run-2_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-09_ses-01_task-Drive_run-2_channels.tsv]\n",
-      "sub-10_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-10_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-11_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-11_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-11_ses-01_task-Drive_run-2_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-11_ses-01_task-Drive_run-2_channels.tsv]\n",
-      "sub-12_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-12_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-12_ses-01_task-Drive_run-2_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-12_ses-01_task-Drive_run-2_channels.tsv]\n",
-      "sub-13_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-13_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-13_ses-01_task-Drive_run-2_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-13_ses-01_task-Drive_run-2_channels.tsv]\n",
-      "sub-14_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-14_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-14_ses-01_task-Drive_run-2_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-14_ses-01_task-Drive_run-2_channels.tsv]\n",
-      "sub-15_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-15_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-15_ses-01_task-Drive_run-2_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-15_ses-01_task-Drive_run-2_channels.tsv]\n",
-      "sub-15_ses-01_task-Drive_run-3_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-15_ses-01_task-Drive_run-3_channels.tsv]\n",
-      "sub-16_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-16_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-16_ses-01_task-Drive_run-2_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-16_ses-01_task-Drive_run-2_channels.tsv]\n",
-      "sub-17_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-17_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-17_ses-01_task-Drive_run-2_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-17_ses-01_task-Drive_run-2_channels.tsv]\n",
-      "sub-18_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-18_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-18_ses-01_task-Drive_run-2_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-18_ses-01_task-Drive_run-2_channels.tsv]\n",
-      "sub-19_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-19_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-19_ses-01_task-Drive_run-2_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-19_ses-01_task-Drive_run-2_channels.tsv]\n",
-      "sub-20_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-20_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-21_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-21_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-21_ses-01_task-Drive_run-2_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-21_ses-01_task-Drive_run-2_channels.tsv]\n",
-      "sub-22_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-22_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-22_ses-01_task-Drive_run-2_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-22_ses-01_task-Drive_run-2_channels.tsv]\n",
-      "sub-23_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-23_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-23_ses-01_task-Drive_run-2_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-23_ses-01_task-Drive_run-2_channels.tsv]\n",
-      "sub-24_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-24_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-24_ses-01_task-Drive_run-2_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-24_ses-01_task-Drive_run-2_channels.tsv]\n",
-      "sub-25_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-25_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-25_ses-01_task-Drive_run-2_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-25_ses-01_task-Drive_run-2_channels.tsv]\n",
-      "sub-26_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-26_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-26_ses-01_task-Drive_run-2_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-26_ses-01_task-Drive_run-2_channels.tsv]\n",
-      "sub-27_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-27_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-27_ses-01_task-Drive_run-2_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-27_ses-01_task-Drive_run-2_channels.tsv]\n",
-      "sub-28_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-28_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-28_ses-01_task-Drive_run-2_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-28_ses-01_task-Drive_run-2_channels.tsv]\n",
-      "sub-29_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-29_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-29_ses-01_task-Drive_run-2_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-29_ses-01_task-Drive_run-2_channels.tsv]\n",
-      "sub-30_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-30_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-30_ses-01_task-Drive_run-2_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-30_ses-01_task-Drive_run-2_channels.tsv]\n",
-      "sub-31_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-31_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-31_ses-01_task-Drive_run-2_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-31_ses-01_task-Drive_run-2_channels.tsv]\n",
-      "sub-32_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-32_ses-01_task-Drive_run-1_channels.tsv]\n",
-      "sub-32_ses-01_task-Drive_run-2_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-32_ses-01_task-Drive_run-2_channels.tsv]\n",
-      "\n",
-      "\n",
-      "ERROR Summary:\n",
-      "bcit_speed_control_07_fix_channels_log: Level ERROR\n",
-      "sub-01_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-01_ses-01_task-Drive_run-2_eeg.set:\n",
-      "sub-02_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-02_ses-01_task-Drive_run-2_eeg.set:\n",
-      "sub-03_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-04_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-04_ses-01_task-Drive_run-2_eeg.set:\n",
-      "sub-05_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-05_ses-01_task-Drive_run-2_eeg.set:\n",
-      "sub-06_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-06_ses-01_task-Drive_run-2_eeg.set:\n",
-      "sub-06_ses-01_task-Drive_run-3_eeg.set:\n",
-      "sub-07_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-07_ses-01_task-Drive_run-2_eeg.set:\n",
-      "sub-08_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-08_ses-01_task-Drive_run-2_eeg.set:\n",
-      "sub-09_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-09_ses-01_task-Drive_run-2_eeg.set:\n",
-      "sub-10_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-11_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-11_ses-01_task-Drive_run-2_eeg.set:\n",
-      "sub-12_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-12_ses-01_task-Drive_run-2_eeg.set:\n",
-      "sub-13_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-13_ses-01_task-Drive_run-2_eeg.set:\n",
-      "sub-14_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-14_ses-01_task-Drive_run-2_eeg.set:\n",
-      "sub-15_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-15_ses-01_task-Drive_run-2_eeg.set:\n",
-      "sub-15_ses-01_task-Drive_run-3_eeg.set:\n",
-      "sub-16_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-16_ses-01_task-Drive_run-2_eeg.set:\n",
-      "sub-17_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-17_ses-01_task-Drive_run-2_eeg.set:\n",
-      "sub-18_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-18_ses-01_task-Drive_run-2_eeg.set:\n",
-      "sub-19_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-19_ses-01_task-Drive_run-2_eeg.set:\n",
-      "sub-20_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-21_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-21_ses-01_task-Drive_run-2_eeg.set:\n",
-      "sub-22_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-22_ses-01_task-Drive_run-2_eeg.set:\n",
-      "sub-23_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-23_ses-01_task-Drive_run-2_eeg.set:\n",
-      "sub-24_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-24_ses-01_task-Drive_run-2_eeg.set:\n",
-      "sub-25_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-25_ses-01_task-Drive_run-2_eeg.set:\n",
-      "sub-26_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-26_ses-01_task-Drive_run-2_eeg.set:\n",
-      "sub-27_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-27_ses-01_task-Drive_run-2_eeg.set:\n",
-      "sub-28_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-28_ses-01_task-Drive_run-2_eeg.set:\n",
-      "sub-29_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-29_ses-01_task-Drive_run-2_eeg.set:\n",
-      "sub-30_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-30_ses-01_task-Drive_run-2_eeg.set:\n",
-      "sub-31_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-31_ses-01_task-Drive_run-2_eeg.set:\n",
-      "sub-32_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-32_ses-01_task-Drive_run-2_eeg.set:\n"
-     ]
-    }
-   ]
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 2
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
\ No newline at end of file
diff --git a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_speed_control/bcit_speed_control_08_fix_coordsystem.ipynb b/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_speed_control/bcit_speed_control_08_fix_coordsystem.ipynb
deleted file mode 100644
index 9b17d8e..0000000
--- a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_speed_control/bcit_speed_control_08_fix_coordsystem.ipynb
+++ /dev/null
@@ -1,299 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "collapsed": true,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   },
-   "source": [
-    "## Fix the coordsystem.json files generated by ESS.\n",
-    "\n",
-    "This notebook replaces the `coordsystem.json` files of ESS with those generated by EEGLAB BidsTools\n",
-    "for the BCIT Speed Control data.\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "source": [
-    "import os\n",
-    "import json\n",
-    "import datetime\n",
-    "from hed.tools import HedLogger\n",
-    "from hed.util import get_file_list\n",
-    "\n",
-    "# Variables to set for the specific dataset\n",
-    "bids_root_path = 's:/bcit/SpeedControlWorkingPhaseTwo'\n",
-    "exclude_dirs = ['sourcedata', 'stimuli', 'code']\n",
-    "log_name = 'bcit_speed_control_08_fix_coordsystem_log'\n",
-    "sampling_rate_file = os.path.realpath(os.path.join(bids_root_path, 'code/samplingRates.tsv'))\n",
-    "\n",
-    "# Set up the logger\n",
-    "log_file_name = f\"code/curation_logs/{log_name}.txt\"\n",
-    "logger = HedLogger(name=log_name)\n",
-    "\n",
-    "# Construct the lists of the EEG files\n",
-    "eeg_files = get_file_list(bids_root_path, extensions=[\".set\"], name_suffix=\"_eeg\", exclude_dirs=exclude_dirs)\n",
-    "\n",
-    "# Coordsystem.json template\n",
-    "coordsystem_template = {\"EEGCoordinateUnits\":\"n/a\",\n",
-    "                        \"EEGCoordinateSystem\":\"CTF\",\n",
-    "                        \"EEGCoordinateSystemDescription\":\"EEGLAB\"}\n",
-    "\n",
-    "for file_name in eeg_files:\n",
-    "    basename = os.path.basename(file_name)\n",
-    "    json_new = file_name[:-7] + \"coordsystem.json\"\n",
-    "    with open(json_new, 'w') as fp:\n",
-    "        json.dump(coordsystem_template, fp)\n",
-    "    logger.add(basename, f\"Saving the {os.path.basename(json_new)} coordinate system file\")\n",
-    "\n",
-    "# Output and save the log\n",
-    "log_string = \"\\n\\nLog output:\\n\" + logger.get_log_string()\n",
-    "error_string = \"\\n\\nERROR Summary:\\n\" + logger.get_log_string(level=\"ERROR\")\n",
-    "print(log_string)\n",
-    "print(error_string)\n",
-    "\n",
-    "save_path = os.path.join(bids_root_path, log_file_name)\n",
-    "with open(save_path, \"w\") as fp:\n",
-    "    fp.write(f\"{log_file_name} {datetime.datetime.now()}\\n\")\n",
-    "    fp.write(log_string)\n",
-    "    fp.write(error_string)"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Set up the directories and create a dictionary for events.tsv files\n"
-    }
-   },
-   "execution_count": 1,
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "\n",
-      "Log output:\n",
-      "bcit_speed_control_08_fix_coordsystem_log: Level None\n",
-      "sub-01_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-01_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-01_ses-01_task-Drive_run-2_eeg.set:\n",
-      "\t[ Saving the sub-01_ses-01_task-Drive_run-2_coordsystem.json coordinate system file]\n",
-      "sub-02_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-02_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-02_ses-01_task-Drive_run-2_eeg.set:\n",
-      "\t[ Saving the sub-02_ses-01_task-Drive_run-2_coordsystem.json coordinate system file]\n",
-      "sub-03_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-03_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-04_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-04_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-04_ses-01_task-Drive_run-2_eeg.set:\n",
-      "\t[ Saving the sub-04_ses-01_task-Drive_run-2_coordsystem.json coordinate system file]\n",
-      "sub-05_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-05_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-05_ses-01_task-Drive_run-2_eeg.set:\n",
-      "\t[ Saving the sub-05_ses-01_task-Drive_run-2_coordsystem.json coordinate system file]\n",
-      "sub-06_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-06_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-06_ses-01_task-Drive_run-2_eeg.set:\n",
-      "\t[ Saving the sub-06_ses-01_task-Drive_run-2_coordsystem.json coordinate system file]\n",
-      "sub-06_ses-01_task-Drive_run-3_eeg.set:\n",
-      "\t[ Saving the sub-06_ses-01_task-Drive_run-3_coordsystem.json coordinate system file]\n",
-      "sub-07_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-07_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-07_ses-01_task-Drive_run-2_eeg.set:\n",
-      "\t[ Saving the sub-07_ses-01_task-Drive_run-2_coordsystem.json coordinate system file]\n",
-      "sub-08_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-08_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-08_ses-01_task-Drive_run-2_eeg.set:\n",
-      "\t[ Saving the sub-08_ses-01_task-Drive_run-2_coordsystem.json coordinate system file]\n",
-      "sub-09_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-09_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-09_ses-01_task-Drive_run-2_eeg.set:\n",
-      "\t[ Saving the sub-09_ses-01_task-Drive_run-2_coordsystem.json coordinate system file]\n",
-      "sub-10_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-10_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-11_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-11_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-11_ses-01_task-Drive_run-2_eeg.set:\n",
-      "\t[ Saving the sub-11_ses-01_task-Drive_run-2_coordsystem.json coordinate system file]\n",
-      "sub-12_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-12_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-12_ses-01_task-Drive_run-2_eeg.set:\n",
-      "\t[ Saving the sub-12_ses-01_task-Drive_run-2_coordsystem.json coordinate system file]\n",
-      "sub-13_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-13_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-13_ses-01_task-Drive_run-2_eeg.set:\n",
-      "\t[ Saving the sub-13_ses-01_task-Drive_run-2_coordsystem.json coordinate system file]\n",
-      "sub-14_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-14_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-14_ses-01_task-Drive_run-2_eeg.set:\n",
-      "\t[ Saving the sub-14_ses-01_task-Drive_run-2_coordsystem.json coordinate system file]\n",
-      "sub-15_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-15_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-15_ses-01_task-Drive_run-2_eeg.set:\n",
-      "\t[ Saving the sub-15_ses-01_task-Drive_run-2_coordsystem.json coordinate system file]\n",
-      "sub-15_ses-01_task-Drive_run-3_eeg.set:\n",
-      "\t[ Saving the sub-15_ses-01_task-Drive_run-3_coordsystem.json coordinate system file]\n",
-      "sub-16_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-16_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-16_ses-01_task-Drive_run-2_eeg.set:\n",
-      "\t[ Saving the sub-16_ses-01_task-Drive_run-2_coordsystem.json coordinate system file]\n",
-      "sub-17_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-17_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-17_ses-01_task-Drive_run-2_eeg.set:\n",
-      "\t[ Saving the sub-17_ses-01_task-Drive_run-2_coordsystem.json coordinate system file]\n",
-      "sub-18_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-18_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-18_ses-01_task-Drive_run-2_eeg.set:\n",
-      "\t[ Saving the sub-18_ses-01_task-Drive_run-2_coordsystem.json coordinate system file]\n",
-      "sub-19_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-19_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-19_ses-01_task-Drive_run-2_eeg.set:\n",
-      "\t[ Saving the sub-19_ses-01_task-Drive_run-2_coordsystem.json coordinate system file]\n",
-      "sub-20_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-20_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-21_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-21_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-21_ses-01_task-Drive_run-2_eeg.set:\n",
-      "\t[ Saving the sub-21_ses-01_task-Drive_run-2_coordsystem.json coordinate system file]\n",
-      "sub-22_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-22_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-22_ses-01_task-Drive_run-2_eeg.set:\n",
-      "\t[ Saving the sub-22_ses-01_task-Drive_run-2_coordsystem.json coordinate system file]\n",
-      "sub-23_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-23_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-23_ses-01_task-Drive_run-2_eeg.set:\n",
-      "\t[ Saving the sub-23_ses-01_task-Drive_run-2_coordsystem.json coordinate system file]\n",
-      "sub-24_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-24_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-24_ses-01_task-Drive_run-2_eeg.set:\n",
-      "\t[ Saving the sub-24_ses-01_task-Drive_run-2_coordsystem.json coordinate system file]\n",
-      "sub-25_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-25_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-25_ses-01_task-Drive_run-2_eeg.set:\n",
-      "\t[ Saving the sub-25_ses-01_task-Drive_run-2_coordsystem.json coordinate system file]\n",
-      "sub-26_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-26_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-26_ses-01_task-Drive_run-2_eeg.set:\n",
-      "\t[ Saving the sub-26_ses-01_task-Drive_run-2_coordsystem.json coordinate system file]\n",
-      "sub-27_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-27_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-27_ses-01_task-Drive_run-2_eeg.set:\n",
-      "\t[ Saving the sub-27_ses-01_task-Drive_run-2_coordsystem.json coordinate system file]\n",
-      "sub-28_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-28_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-28_ses-01_task-Drive_run-2_eeg.set:\n",
-      "\t[ Saving the sub-28_ses-01_task-Drive_run-2_coordsystem.json coordinate system file]\n",
-      "sub-29_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-29_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-29_ses-01_task-Drive_run-2_eeg.set:\n",
-      "\t[ Saving the sub-29_ses-01_task-Drive_run-2_coordsystem.json coordinate system file]\n",
-      "sub-30_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-30_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-30_ses-01_task-Drive_run-2_eeg.set:\n",
-      "\t[ Saving the sub-30_ses-01_task-Drive_run-2_coordsystem.json coordinate system file]\n",
-      "sub-31_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-31_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-31_ses-01_task-Drive_run-2_eeg.set:\n",
-      "\t[ Saving the sub-31_ses-01_task-Drive_run-2_coordsystem.json coordinate system file]\n",
-      "sub-32_ses-01_task-Drive_run-1_eeg.set:\n",
-      "\t[ Saving the sub-32_ses-01_task-Drive_run-1_coordsystem.json coordinate system file]\n",
-      "sub-32_ses-01_task-Drive_run-2_eeg.set:\n",
-      "\t[ Saving the sub-32_ses-01_task-Drive_run-2_coordsystem.json coordinate system file]\n",
-      "\n",
-      "\n",
-      "ERROR Summary:\n",
-      "bcit_speed_control_08_fix_coordsystem_log: Level ERROR\n",
-      "sub-01_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-01_ses-01_task-Drive_run-2_eeg.set:\n",
-      "sub-02_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-02_ses-01_task-Drive_run-2_eeg.set:\n",
-      "sub-03_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-04_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-04_ses-01_task-Drive_run-2_eeg.set:\n",
-      "sub-05_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-05_ses-01_task-Drive_run-2_eeg.set:\n",
-      "sub-06_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-06_ses-01_task-Drive_run-2_eeg.set:\n",
-      "sub-06_ses-01_task-Drive_run-3_eeg.set:\n",
-      "sub-07_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-07_ses-01_task-Drive_run-2_eeg.set:\n",
-      "sub-08_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-08_ses-01_task-Drive_run-2_eeg.set:\n",
-      "sub-09_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-09_ses-01_task-Drive_run-2_eeg.set:\n",
-      "sub-10_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-11_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-11_ses-01_task-Drive_run-2_eeg.set:\n",
-      "sub-12_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-12_ses-01_task-Drive_run-2_eeg.set:\n",
-      "sub-13_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-13_ses-01_task-Drive_run-2_eeg.set:\n",
-      "sub-14_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-14_ses-01_task-Drive_run-2_eeg.set:\n",
-      "sub-15_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-15_ses-01_task-Drive_run-2_eeg.set:\n",
-      "sub-15_ses-01_task-Drive_run-3_eeg.set:\n",
-      "sub-16_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-16_ses-01_task-Drive_run-2_eeg.set:\n",
-      "sub-17_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-17_ses-01_task-Drive_run-2_eeg.set:\n",
-      "sub-18_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-18_ses-01_task-Drive_run-2_eeg.set:\n",
-      "sub-19_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-19_ses-01_task-Drive_run-2_eeg.set:\n",
-      "sub-20_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-21_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-21_ses-01_task-Drive_run-2_eeg.set:\n",
-      "sub-22_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-22_ses-01_task-Drive_run-2_eeg.set:\n",
-      "sub-23_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-23_ses-01_task-Drive_run-2_eeg.set:\n",
-      "sub-24_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-24_ses-01_task-Drive_run-2_eeg.set:\n",
-      "sub-25_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-25_ses-01_task-Drive_run-2_eeg.set:\n",
-      "sub-26_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-26_ses-01_task-Drive_run-2_eeg.set:\n",
-      "sub-27_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-27_ses-01_task-Drive_run-2_eeg.set:\n",
-      "sub-28_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-28_ses-01_task-Drive_run-2_eeg.set:\n",
-      "sub-29_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-29_ses-01_task-Drive_run-2_eeg.set:\n",
-      "sub-30_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-30_ses-01_task-Drive_run-2_eeg.set:\n",
-      "sub-31_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-31_ses-01_task-Drive_run-2_eeg.set:\n",
-      "sub-32_ses-01_task-Drive_run-1_eeg.set:\n",
-      "sub-32_ses-01_task-Drive_run-2_eeg.set:\n"
-     ]
-    }
-   ]
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 2
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
\ No newline at end of file
diff --git a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_traffic_complexity/bcit_traffic_complexity_01_initial_summary.ipynb b/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_traffic_complexity/bcit_traffic_complexity_01_initial_summary.ipynb
deleted file mode 100644
index ee0aae7..0000000
--- a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_traffic_complexity/bcit_traffic_complexity_01_initial_summary.ipynb
+++ /dev/null
@@ -1,558 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "collapsed": true,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   },
-   "source": [
-    "## Initial summary of event files\n",
-    "\n",
-    "**Dataset** BCIT Traffic Complexity (in process)\n",
-    "\n",
-    "This script does a preliminary summary of the contents of the events files.\n",
-    "The summary includes printing out the column names of each event file so\n",
-    "that they can be manually checked for differences.\n",
-    "\n",
-    "The script assumes that the data is in BIDS format and that each BIDS events\n",
-    "file of the form `_events.tsv` has a corresponding events file with\n",
-    "suffix `_events_temp.tsv` that was previously dumped from the `EEG.set` files.\n",
-    "\n",
-    "This script does a preliminary summary of the contents of the events files.\n",
-    "The summary includes printing out the column names of each event file so\n",
-    "that they can be manually checked for differences.\n",
-    "\n",
-    "The script assumes that the data is in BIDS format and that each BIDS events\n",
-    "file of the form `_events.tsv` has a corresponding events file with\n",
-    "suffix `_eventstemp.tsv` that was previously dumped from the `EEG.set` files.\n",
-    "Keys are specified by a `entities` tuple lists the BIDS entity names\n",
-    "to include in the key.\n",
-    "BIDS base file names are constructed of entity *name*-*value* pairs separated\n",
-    "by underbars and followed by an ending *_suffix*.\n",
-    "\n",
-    "For a file name `sub-001_ses-3_task-target_run-01_events.tsv`,\n",
-    "the tuple ('sub', 'task') gives a key of `sub-001_task-target`,\n",
-    "while the tuple ('sub', 'ses', 'run) gives a key of `sub-001_ses-3_run-01`.\n",
-    "The use of dictionaries of file names with such keys makes it\n",
-    "easier to associate related files in the BIDS naming structure.\n",
-    "\n",
-    "The setup requires the setting of the following variables for your dataset:\n",
-    "\n",
-    "| Variable | Purpose |\n",
-    "| -------- | ------- |\n",
-    "| bids_root_path | Full path to root directory of dataset.|\n",
-    "| exclude_dirs | List of directories to exclude when constructing file lists. |\n",
-    "| entities  | Tuple of entity names used to construct a unique keys representing filenames. <br>(See [Dictionaries of filenames](https://hed-examples.readthedocs.io/en/latest/HedInPython.html#dictionaries-of-filenames-anchor) for examples of how to choose the keys.)|\n",
-    "| bids_skip_columns  |  List of column names in the `events.tsv` files to skip in the analysis. |\n",
-    "| eeg_skip_columns  | List of column names in the `eventstemp.tsv` files form EEG.events to skip in analysis.|\n",
-    "| log_name | Name of the log file (saved in the `code/curation_logs` subdirectory). |"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "Bids event files has 30 event files\n",
-      "EEG event files has 30 event files\n",
-      "\n",
-      "Bids event files event files (30 files)\n",
-      "sub-01_ses-01_run-1: sub-01_ses-01_task-DriveWithComplexity_run-1_events.tsv\n",
-      "sub-02_ses-01_run-1: sub-02_ses-01_task-DriveWithComplexity_run-1_events.tsv\n",
-      "sub-03_ses-01_run-1: sub-03_ses-01_task-DriveWithComplexity_run-1_events.tsv\n",
-      "sub-04_ses-01_run-1: sub-04_ses-01_task-DriveWithComplexity_run-1_events.tsv\n",
-      "sub-05_ses-01_run-1: sub-05_ses-01_task-DriveWithComplexity_run-1_events.tsv\n",
-      "sub-06_ses-01_run-1: sub-06_ses-01_task-DriveWithComplexity_run-1_events.tsv\n",
-      "sub-07_ses-01_run-1: sub-07_ses-01_task-DriveWithComplexity_run-1_events.tsv\n",
-      "sub-08_ses-01_run-1: sub-08_ses-01_task-DriveWithComplexity_run-1_events.tsv\n",
-      "sub-09_ses-01_run-1: sub-09_ses-01_task-DriveWithComplexity_run-1_events.tsv\n",
-      "sub-10_ses-01_run-1: sub-10_ses-01_task-DriveWithComplexity_run-1_events.tsv\n",
-      "sub-11_ses-01_run-1: sub-11_ses-01_task-DriveWithComplexity_run-1_events.tsv\n",
-      "sub-12_ses-01_run-1: sub-12_ses-01_task-DriveWithComplexity_run-1_events.tsv\n",
-      "sub-13_ses-01_run-1: sub-13_ses-01_task-DriveWithComplexity_run-1_events.tsv\n",
-      "sub-14_ses-01_run-1: sub-14_ses-01_task-DriveWithComplexity_run-1_events.tsv\n",
-      "sub-15_ses-01_run-1: sub-15_ses-01_task-DriveWithComplexity_run-1_events.tsv\n",
-      "sub-16_ses-01_run-1: sub-16_ses-01_task-DriveWithComplexity_run-1_events.tsv\n",
-      "sub-17_ses-01_run-1: sub-17_ses-01_task-DriveWithComplexity_run-1_events.tsv\n",
-      "sub-18_ses-01_run-1: sub-18_ses-01_task-DriveWithComplexity_run-1_events.tsv\n",
-      "sub-19_ses-01_run-1: sub-19_ses-01_task-DriveWithComplexity_run-1_events.tsv\n",
-      "sub-19_ses-01_run-2: sub-19_ses-01_task-DriveWithComplexity_run-2_events.tsv\n",
-      "sub-20_ses-01_run-1: sub-20_ses-01_task-DriveWithComplexity_run-1_events.tsv\n",
-      "sub-21_ses-01_run-1: sub-21_ses-01_task-DriveWithComplexity_run-1_events.tsv\n",
-      "sub-22_ses-01_run-1: sub-22_ses-01_task-DriveWithComplexity_run-1_events.tsv\n",
-      "sub-23_ses-01_run-1: sub-23_ses-01_task-DriveWithComplexity_run-1_events.tsv\n",
-      "sub-24_ses-01_run-1: sub-24_ses-01_task-DriveWithComplexity_run-1_events.tsv\n",
-      "sub-25_ses-01_run-1: sub-25_ses-01_task-DriveWithComplexity_run-1_events.tsv\n",
-      "sub-26_ses-01_run-1: sub-26_ses-01_task-DriveWithComplexity_run-1_events.tsv\n",
-      "sub-27_ses-01_run-1: sub-27_ses-01_task-DriveWithComplexity_run-1_events.tsv\n",
-      "sub-28_ses-01_run-1: sub-28_ses-01_task-DriveWithComplexity_run-1_events.tsv\n",
-      "sub-29_ses-01_run-1: sub-29_ses-01_task-DriveWithComplexity_run-1_events.tsv\n",
-      "\n",
-      "EEG event files event files (30 files)\n",
-      "sub-01_ses-01_run-1: sub-01_ses-01_task-DriveWithComplexity_run-1_eventstemp.tsv\n",
-      "sub-02_ses-01_run-1: sub-02_ses-01_task-DriveWithComplexity_run-1_eventstemp.tsv\n",
-      "sub-03_ses-01_run-1: sub-03_ses-01_task-DriveWithComplexity_run-1_eventstemp.tsv\n",
-      "sub-04_ses-01_run-1: sub-04_ses-01_task-DriveWithComplexity_run-1_eventstemp.tsv\n",
-      "sub-05_ses-01_run-1: sub-05_ses-01_task-DriveWithComplexity_run-1_eventstemp.tsv\n",
-      "sub-06_ses-01_run-1: sub-06_ses-01_task-DriveWithComplexity_run-1_eventstemp.tsv\n",
-      "sub-07_ses-01_run-1: sub-07_ses-01_task-DriveWithComplexity_run-1_eventstemp.tsv\n",
-      "sub-08_ses-01_run-1: sub-08_ses-01_task-DriveWithComplexity_run-1_eventstemp.tsv\n",
-      "sub-09_ses-01_run-1: sub-09_ses-01_task-DriveWithComplexity_run-1_eventstemp.tsv\n",
-      "sub-10_ses-01_run-1: sub-10_ses-01_task-DriveWithComplexity_run-1_eventstemp.tsv\n",
-      "sub-11_ses-01_run-1: sub-11_ses-01_task-DriveWithComplexity_run-1_eventstemp.tsv\n",
-      "sub-12_ses-01_run-1: sub-12_ses-01_task-DriveWithComplexity_run-1_eventstemp.tsv\n",
-      "sub-13_ses-01_run-1: sub-13_ses-01_task-DriveWithComplexity_run-1_eventstemp.tsv\n",
-      "sub-14_ses-01_run-1: sub-14_ses-01_task-DriveWithComplexity_run-1_eventstemp.tsv\n",
-      "sub-15_ses-01_run-1: sub-15_ses-01_task-DriveWithComplexity_run-1_eventstemp.tsv\n",
-      "sub-16_ses-01_run-1: sub-16_ses-01_task-DriveWithComplexity_run-1_eventstemp.tsv\n",
-      "sub-17_ses-01_run-1: sub-17_ses-01_task-DriveWithComplexity_run-1_eventstemp.tsv\n",
-      "sub-18_ses-01_run-1: sub-18_ses-01_task-DriveWithComplexity_run-1_eventstemp.tsv\n",
-      "sub-19_ses-01_run-1: sub-19_ses-01_task-DriveWithComplexity_run-1_eventstemp.tsv\n",
-      "sub-19_ses-01_run-2: sub-19_ses-01_task-DriveWithComplexity_run-2_eventstemp.tsv\n",
-      "sub-20_ses-01_run-1: sub-20_ses-01_task-DriveWithComplexity_run-1_eventstemp.tsv\n",
-      "sub-21_ses-01_run-1: sub-21_ses-01_task-DriveWithComplexity_run-1_eventstemp.tsv\n",
-      "sub-22_ses-01_run-1: sub-22_ses-01_task-DriveWithComplexity_run-1_eventstemp.tsv\n",
-      "sub-23_ses-01_run-1: sub-23_ses-01_task-DriveWithComplexity_run-1_eventstemp.tsv\n",
-      "sub-24_ses-01_run-1: sub-24_ses-01_task-DriveWithComplexity_run-1_eventstemp.tsv\n",
-      "sub-25_ses-01_run-1: sub-25_ses-01_task-DriveWithComplexity_run-1_eventstemp.tsv\n",
-      "sub-26_ses-01_run-1: sub-26_ses-01_task-DriveWithComplexity_run-1_eventstemp.tsv\n",
-      "sub-27_ses-01_run-1: sub-27_ses-01_task-DriveWithComplexity_run-1_eventstemp.tsv\n",
-      "sub-28_ses-01_run-1: sub-28_ses-01_task-DriveWithComplexity_run-1_eventstemp.tsv\n",
-      "sub-29_ses-01_run-1: sub-29_ses-01_task-DriveWithComplexity_run-1_eventstemp.tsv\n",
-      "\n",
-      "Bids event files event file columns:\n",
-      "Bids event files: [978 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1042 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1050 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [911 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1024 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1046 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [685 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1034 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1113 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1018 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1060 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [987 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1028 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1061 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [950 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1040 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1014 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1081 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1088 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1088 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1119 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1085 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1209 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1061 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1001 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [993 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [916 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1301 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [1036 events] ['onset', 'duration', 'event_code']\n",
-      "Bids event files: [718 events] ['onset', 'duration', 'event_code']\n",
-      "EEG event files: [978 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1042 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1050 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [911 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1024 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1046 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [685 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1034 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1113 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1018 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1060 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [987 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1028 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1061 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [950 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1040 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1014 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1081 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1102 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1088 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1119 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1085 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1209 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1061 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1001 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [993 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [916 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1301 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [1036 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "EEG event files: [718 events] ['type', 'latency', 'urevent', 'usertags']\n",
-      "\n",
-      "The number of Bids event files events and EEG event files eventsdiffer for the following files:\n",
-      "The Bids event files file has 1088 rows and the EEG event files event file has 1102 rows\n",
-      "\n",
-      "\n",
-      "\n",
-      "Summary of all BIDS events files:\n",
-      "Summary for column dictionary :\n",
-      "   Categorical columns (2):\n",
-      "      duration (1 distinct values):\n",
-      "         n/a: 30737\n",
-      "      event_code (37 distinct values):\n",
-      "         1111: 1523\n",
-      "         1112: 1523\n",
-      "         1121: 1555\n",
-      "         1122: 1555\n",
-      "         1211: 30\n",
-      "         1212: 30\n",
-      "         2221: 524\n",
-      "         2222: 524\n",
-      "         2241: 328\n",
-      "         2242: 328\n",
-      "         2251: 273\n",
-      "         2252: 273\n",
-      "         2421: 5\n",
-      "         2422: 5\n",
-      "         2441: 53\n",
-      "         2442: 53\n",
-      "         2621: 758\n",
-      "         2622: 758\n",
-      "         2711: 115\n",
-      "         2712: 115\n",
-      "         2811: 456\n",
-      "         2812: 456\n",
-      "         3111: 30\n",
-      "         3112: 30\n",
-      "         3200: 50\n",
-      "         3210: 522\n",
-      "         3220: 491\n",
-      "         3230: 504\n",
-      "         3240: 489\n",
-      "         3310: 30\n",
-      "         4210: 5195\n",
-      "         4220: 2471\n",
-      "         4230: 2745\n",
-      "         4311: 3047\n",
-      "         4312: 3043\n",
-      "         4411: 845\n",
-      "         4421: 5\n",
-      "   Value columns (0):\n",
-      "\n",
-      "Summary of all EEG.set events files:\n",
-      "Summary for column dictionary :\n",
-      "   Categorical columns (1):\n",
-      "      type (37 distinct values):\n",
-      "         1111: 1524\n",
-      "         1112: 1524\n",
-      "         1121: 1569\n",
-      "         1122: 1569\n",
-      "         1211: 30\n",
-      "         1212: 30\n",
-      "         2221: 524\n",
-      "         2222: 524\n",
-      "         2241: 328\n",
-      "         2242: 328\n",
-      "         2251: 273\n",
-      "         2252: 273\n",
-      "         2421: 5\n",
-      "         2422: 5\n",
-      "         2441: 52\n",
-      "         2442: 52\n",
-      "         2621: 756\n",
-      "         2622: 756\n",
-      "         2711: 115\n",
-      "         2712: 115\n",
-      "         2811: 456\n",
-      "         2812: 456\n",
-      "         3111: 30\n",
-      "         3112: 30\n",
-      "         3200: 49\n",
-      "         3210: 522\n",
-      "         3220: 491\n",
-      "         3230: 504\n",
-      "         3240: 487\n",
-      "         3310: 30\n",
-      "         4210: 5172\n",
-      "         4220: 2447\n",
-      "         4230: 2747\n",
-      "         4311: 3063\n",
-      "         4312: 3059\n",
-      "         4411: 850\n",
-      "         4421: 6\n",
-      "   Value columns (0):\n",
-      "\n",
-      "\n",
-      "Log output:\n",
-      "bcit_traffic_complexity_01_initial_summary_log: Level None\n",
-      "overall:\n",
-      "\t[ Bids event files has 30 event files]\n",
-      "\t[ EEG event files has 30 event files]\n",
-      "sub-01_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-01_ses-01_task-DriveWithComplexity_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-01_ses-01_task-DriveWithComplexity_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [978 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [978 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-02_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-02_ses-01_task-DriveWithComplexity_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-02_ses-01_task-DriveWithComplexity_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1042 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1042 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-03_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-03_ses-01_task-DriveWithComplexity_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-03_ses-01_task-DriveWithComplexity_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1050 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1050 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-04_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-04_ses-01_task-DriveWithComplexity_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-04_ses-01_task-DriveWithComplexity_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [911 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [911 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-05_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-05_ses-01_task-DriveWithComplexity_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-05_ses-01_task-DriveWithComplexity_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1024 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1024 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-06_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-06_ses-01_task-DriveWithComplexity_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-06_ses-01_task-DriveWithComplexity_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1046 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1046 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-07_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-07_ses-01_task-DriveWithComplexity_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-07_ses-01_task-DriveWithComplexity_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [685 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [685 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-08_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-08_ses-01_task-DriveWithComplexity_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-08_ses-01_task-DriveWithComplexity_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1034 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1034 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-09_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-09_ses-01_task-DriveWithComplexity_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-09_ses-01_task-DriveWithComplexity_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1113 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1113 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-10_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-10_ses-01_task-DriveWithComplexity_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-10_ses-01_task-DriveWithComplexity_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1018 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1018 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-11_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-11_ses-01_task-DriveWithComplexity_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-11_ses-01_task-DriveWithComplexity_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1060 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1060 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-12_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-12_ses-01_task-DriveWithComplexity_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-12_ses-01_task-DriveWithComplexity_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [987 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [987 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-13_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-13_ses-01_task-DriveWithComplexity_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-13_ses-01_task-DriveWithComplexity_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1028 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1028 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-14_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-14_ses-01_task-DriveWithComplexity_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-14_ses-01_task-DriveWithComplexity_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1061 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1061 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-15_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-15_ses-01_task-DriveWithComplexity_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-15_ses-01_task-DriveWithComplexity_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [950 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [950 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-16_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-16_ses-01_task-DriveWithComplexity_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-16_ses-01_task-DriveWithComplexity_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1040 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1040 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-17_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-17_ses-01_task-DriveWithComplexity_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-17_ses-01_task-DriveWithComplexity_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1014 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1014 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-18_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-18_ses-01_task-DriveWithComplexity_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-18_ses-01_task-DriveWithComplexity_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1081 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1081 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-19_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-19_ses-01_task-DriveWithComplexity_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-19_ses-01_task-DriveWithComplexity_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1088 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1102 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "\t[ERROR The Bids event files file has 1088 rows and the EEG event files event file has 1102 rows]\n",
-      "sub-19_ses-01_run-2:\n",
-      "\t[ Bids event files: sub-19_ses-01_task-DriveWithComplexity_run-2_events.tsv]\n",
-      "\t[ EEG event files: sub-19_ses-01_task-DriveWithComplexity_run-2_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1088 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1088 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-20_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-20_ses-01_task-DriveWithComplexity_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-20_ses-01_task-DriveWithComplexity_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1119 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1119 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-21_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-21_ses-01_task-DriveWithComplexity_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-21_ses-01_task-DriveWithComplexity_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1085 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1085 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-22_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-22_ses-01_task-DriveWithComplexity_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-22_ses-01_task-DriveWithComplexity_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1209 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1209 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-23_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-23_ses-01_task-DriveWithComplexity_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-23_ses-01_task-DriveWithComplexity_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1061 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1061 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-24_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-24_ses-01_task-DriveWithComplexity_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-24_ses-01_task-DriveWithComplexity_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1001 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1001 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-25_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-25_ses-01_task-DriveWithComplexity_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-25_ses-01_task-DriveWithComplexity_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [993 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [993 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-26_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-26_ses-01_task-DriveWithComplexity_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-26_ses-01_task-DriveWithComplexity_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [916 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [916 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-27_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-27_ses-01_task-DriveWithComplexity_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-27_ses-01_task-DriveWithComplexity_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1301 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1301 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-28_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-28_ses-01_task-DriveWithComplexity_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-28_ses-01_task-DriveWithComplexity_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [1036 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [1036 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "sub-29_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-29_ses-01_task-DriveWithComplexity_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-29_ses-01_task-DriveWithComplexity_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [718 events] ['onset', 'duration', 'event_code']]\n",
-      "\t[ EEG event files: [718 events] ['type', 'latency', 'urevent', 'usertags']]\n",
-      "\n",
-      "\n",
-      "ERROR Summary:\n",
-      "bcit_traffic_complexity_01_initial_summary_log: Level ERROR\n",
-      "overall:\n",
-      "sub-01_ses-01_run-1:\n",
-      "sub-02_ses-01_run-1:\n",
-      "sub-03_ses-01_run-1:\n",
-      "sub-04_ses-01_run-1:\n",
-      "sub-05_ses-01_run-1:\n",
-      "sub-06_ses-01_run-1:\n",
-      "sub-07_ses-01_run-1:\n",
-      "sub-08_ses-01_run-1:\n",
-      "sub-09_ses-01_run-1:\n",
-      "sub-10_ses-01_run-1:\n",
-      "sub-11_ses-01_run-1:\n",
-      "sub-12_ses-01_run-1:\n",
-      "sub-13_ses-01_run-1:\n",
-      "sub-14_ses-01_run-1:\n",
-      "sub-15_ses-01_run-1:\n",
-      "sub-16_ses-01_run-1:\n",
-      "sub-17_ses-01_run-1:\n",
-      "sub-18_ses-01_run-1:\n",
-      "sub-19_ses-01_run-1:\n",
-      "\t[ERROR The Bids event files file has 1088 rows and the EEG event files event file has 1102 rows]\n",
-      "sub-19_ses-01_run-2:\n",
-      "sub-20_ses-01_run-1:\n",
-      "sub-21_ses-01_run-1:\n",
-      "sub-22_ses-01_run-1:\n",
-      "sub-23_ses-01_run-1:\n",
-      "sub-24_ses-01_run-1:\n",
-      "sub-25_ses-01_run-1:\n",
-      "sub-26_ses-01_run-1:\n",
-      "sub-27_ses-01_run-1:\n",
-      "sub-28_ses-01_run-1:\n",
-      "sub-29_ses-01_run-1:\n"
-     ]
-    }
-   ],
-   "source": [
-    "import os\n",
-    "import datetime\n",
-    "from hed.tools import BidsTabularDictionary, BidsTabularSummary, HedLogger, report_diffs\n",
-    "from hed.util import get_file_list\n",
-    "\n",
-    "# Variables to set for the specific dataset\n",
-    "bids_root_path = 'F:/ARLBidsStart/TrafficComplexityWorking'\n",
-    "exclude_dirs = ['sourcedata', 'stimuli', 'code']\n",
-    "entities = ('sub', 'ses', 'run')\n",
-    "bids_skip_columns = ['onset']\n",
-    "eeg_skip_columns = ['latency', 'urevent', 'usertags']\n",
-    "log_name = 'bcit_traffic_complexity_01_initial_summary_log'\n",
-    "\n",
-    "# Set up the logger\n",
-    "log_file_name = f\"code/curation_logs/{log_name}.txt\"\n",
-    "logger = HedLogger(name=log_name)\n",
-    "\n",
-    "# Construct the event file dictionaries for the BIDS and for EEG.event files\n",
-    "files_bids = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_events\", exclude_dirs=exclude_dirs)\n",
-    "bids_dict = BidsTabularDictionary(\"Bids event files\", files_bids, entities=entities)\n",
-    "files_eeg = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_eventstemp\", exclude_dirs=exclude_dirs)\n",
-    "eeg_dict = BidsTabularDictionary(\"EEG event files\", files_eeg, entities=entities)\n",
-    "\n",
-    "# Output a list of files for the two cases\n",
-    "print(f\"\\n{report_diffs(bids_dict, eeg_dict, logger)}\\n\\n\")\n",
-    "\n",
-    "# Create summary dictionaries of the original BIDS events files and output column names\n",
-    "bids_sum_all, bids_sum =  BidsTabularSummary.make_combined_dicts(bids_dict, skip_cols=bids_skip_columns)\n",
-    "print(f\"\\nSummary of all BIDS events files:\\n{bids_sum_all}\")\n",
-    "\n",
-    "eeg_sum_all, eeg_sum =  BidsTabularSummary.make_combined_dicts(eeg_dict, skip_cols=eeg_skip_columns)\n",
-    "print(f\"\\nSummary of all EEG.set events files:\\n{eeg_sum_all}\")\n",
-    "\n",
-    "# Output and save the log\n",
-    "log_string = \"\\n\\nLog output:\\n\" + logger.get_log_string()\n",
-    "error_string = \"\\n\\nERROR Summary:\\n\" + logger.get_log_string(level=\"ERROR\")\n",
-    "print(log_string)\n",
-    "print(error_string)\n",
-    "\n",
-    "save_path = os.path.join(bids_root_path, log_file_name)\n",
-    "with open(save_path, \"w\") as fp:\n",
-    "    fp.write(f\"{log_file_name} {datetime.datetime.now()}\\n\")\n",
-    "    fp.write(f\"\\n{bids_sum_all}\\n\")\n",
-    "    fp.write(f\"\\n{eeg_sum_all}\\n\")\n",
-    "    fp.write(log_string)\n",
-    "    fp.write(error_string)"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Set up the variables for producing a summary and construct dictionaries\n"
-    }
-   }
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 2
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
\ No newline at end of file
diff --git a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_traffic_complexity/bcit_traffic_complexity_02_initial_combination.ipynb b/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_traffic_complexity/bcit_traffic_complexity_02_initial_combination.ipynb
deleted file mode 100644
index 988f2b3..0000000
--- a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_traffic_complexity/bcit_traffic_complexity_02_initial_combination.ipynb
+++ /dev/null
@@ -1,470 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "source": [
-    "## Produce a consolidated events file for BCIT Traffic Complexity\n",
-    "\n",
-    "A copy of the EEG.event structure is dumped to the dataset as `events_temp.tsv` files.\n",
-    "The `bcit_traffic_complexity_01_initial_summary.ipynb` has already been run.\n",
-    "Manual review has confirmed that either both versions of the event files have the same\n",
-    "number of events or that the session had two runs and due to a bug in `ess2bids`,\n",
-    "the `events.tsv` file for run 1 is actually a copy of the `events.tsv` file from run 2.\n",
-    "\n",
-    "This notebook creates a `eventstemp1.tsv` for each:\n",
-    "1. Read the eeg events.\n",
-    "2. Remove unwanted columns and add `onset` and `duration` columns.\n",
-    "3. Reorder the columns to the `final_column_order`.\n",
-    "4. Replace all empty string and NaN entries with n/a.\n",
-    "5. Save as `_eventstemp1.tsv`."
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   }
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "\n",
-      "Log output:\n",
-      "bcit_traffic_complexity_02_initial_combination_log: Level None\n",
-      "sub-01_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-01_ses-01_task-DriveWithComplexity_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-01_ses-01_task-DriveWithComplexity_run-1_eventstemp1.tsv]\n",
-      "sub-02_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-02_ses-01_task-DriveWithComplexity_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-02_ses-01_task-DriveWithComplexity_run-1_eventstemp1.tsv]\n",
-      "sub-03_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-03_ses-01_task-DriveWithComplexity_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-03_ses-01_task-DriveWithComplexity_run-1_eventstemp1.tsv]\n",
-      "sub-04_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-04_ses-01_task-DriveWithComplexity_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-04_ses-01_task-DriveWithComplexity_run-1_eventstemp1.tsv]\n",
-      "sub-05_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-05_ses-01_task-DriveWithComplexity_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-05_ses-01_task-DriveWithComplexity_run-1_eventstemp1.tsv]\n",
-      "sub-06_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-06_ses-01_task-DriveWithComplexity_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-06_ses-01_task-DriveWithComplexity_run-1_eventstemp1.tsv]\n",
-      "sub-07_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-07_ses-01_task-DriveWithComplexity_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-07_ses-01_task-DriveWithComplexity_run-1_eventstemp1.tsv]\n",
-      "sub-08_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-08_ses-01_task-DriveWithComplexity_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-08_ses-01_task-DriveWithComplexity_run-1_eventstemp1.tsv]\n",
-      "sub-09_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-09_ses-01_task-DriveWithComplexity_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-09_ses-01_task-DriveWithComplexity_run-1_eventstemp1.tsv]\n",
-      "sub-10_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-10_ses-01_task-DriveWithComplexity_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-10_ses-01_task-DriveWithComplexity_run-1_eventstemp1.tsv]\n",
-      "sub-11_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-11_ses-01_task-DriveWithComplexity_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-11_ses-01_task-DriveWithComplexity_run-1_eventstemp1.tsv]\n",
-      "sub-12_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-12_ses-01_task-DriveWithComplexity_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-12_ses-01_task-DriveWithComplexity_run-1_eventstemp1.tsv]\n",
-      "sub-13_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-13_ses-01_task-DriveWithComplexity_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-13_ses-01_task-DriveWithComplexity_run-1_eventstemp1.tsv]\n",
-      "sub-14_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-14_ses-01_task-DriveWithComplexity_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-14_ses-01_task-DriveWithComplexity_run-1_eventstemp1.tsv]\n",
-      "sub-15_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-15_ses-01_task-DriveWithComplexity_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-15_ses-01_task-DriveWithComplexity_run-1_eventstemp1.tsv]\n",
-      "sub-16_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-16_ses-01_task-DriveWithComplexity_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-16_ses-01_task-DriveWithComplexity_run-1_eventstemp1.tsv]\n",
-      "sub-17_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-17_ses-01_task-DriveWithComplexity_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-17_ses-01_task-DriveWithComplexity_run-1_eventstemp1.tsv]\n",
-      "sub-18_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-18_ses-01_task-DriveWithComplexity_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-18_ses-01_task-DriveWithComplexity_run-1_eventstemp1.tsv]\n",
-      "sub-19_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-19_ses-01_task-DriveWithComplexity_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-19_ses-01_task-DriveWithComplexity_run-1_eventstemp1.tsv]\n",
-      "sub-19_ses-01_run-2:\n",
-      "\t[ Created a dataframe for sub-19_ses-01_task-DriveWithComplexity_run-2_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-19_ses-01_task-DriveWithComplexity_run-2_eventstemp1.tsv]\n",
-      "sub-20_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-20_ses-01_task-DriveWithComplexity_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-20_ses-01_task-DriveWithComplexity_run-1_eventstemp1.tsv]\n",
-      "sub-21_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-21_ses-01_task-DriveWithComplexity_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-21_ses-01_task-DriveWithComplexity_run-1_eventstemp1.tsv]\n",
-      "sub-22_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-22_ses-01_task-DriveWithComplexity_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-22_ses-01_task-DriveWithComplexity_run-1_eventstemp1.tsv]\n",
-      "sub-23_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-23_ses-01_task-DriveWithComplexity_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-23_ses-01_task-DriveWithComplexity_run-1_eventstemp1.tsv]\n",
-      "sub-24_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-24_ses-01_task-DriveWithComplexity_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-24_ses-01_task-DriveWithComplexity_run-1_eventstemp1.tsv]\n",
-      "sub-25_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-25_ses-01_task-DriveWithComplexity_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-25_ses-01_task-DriveWithComplexity_run-1_eventstemp1.tsv]\n",
-      "sub-26_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-26_ses-01_task-DriveWithComplexity_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-26_ses-01_task-DriveWithComplexity_run-1_eventstemp1.tsv]\n",
-      "sub-27_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-27_ses-01_task-DriveWithComplexity_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-27_ses-01_task-DriveWithComplexity_run-1_eventstemp1.tsv]\n",
-      "sub-28_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-28_ses-01_task-DriveWithComplexity_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-28_ses-01_task-DriveWithComplexity_run-1_eventstemp1.tsv]\n",
-      "sub-29_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-29_ses-01_task-DriveWithComplexity_run-1_eventstemp.tsv]\n",
-      "\t[ Looked up sampling rate of 1024.0]\n",
-      "\t[ Dropped ['urevent', 'usertags'] drop_columns]\n",
-      "\t[ Calculate onset from latency and add an onset column]\n",
-      "\t[ Add a duration column]\n",
-      "\t[ Rename the latency column as sample and type as value]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Replaced 0 blank or NaN values with n/a]\n",
-      "\t[ Saved as sub-29_ses-01_task-DriveWithComplexity_run-1_eventstemp1.tsv]\n",
-      "\n",
-      "\n",
-      "ERROR Summary:\n",
-      "bcit_traffic_complexity_02_initial_combination_log: Level ERROR\n",
-      "sub-01_ses-01_run-1:\n",
-      "sub-02_ses-01_run-1:\n",
-      "sub-03_ses-01_run-1:\n",
-      "sub-04_ses-01_run-1:\n",
-      "sub-05_ses-01_run-1:\n",
-      "sub-06_ses-01_run-1:\n",
-      "sub-07_ses-01_run-1:\n",
-      "sub-08_ses-01_run-1:\n",
-      "sub-09_ses-01_run-1:\n",
-      "sub-10_ses-01_run-1:\n",
-      "sub-11_ses-01_run-1:\n",
-      "sub-12_ses-01_run-1:\n",
-      "sub-13_ses-01_run-1:\n",
-      "sub-14_ses-01_run-1:\n",
-      "sub-15_ses-01_run-1:\n",
-      "sub-16_ses-01_run-1:\n",
-      "sub-17_ses-01_run-1:\n",
-      "sub-18_ses-01_run-1:\n",
-      "sub-19_ses-01_run-1:\n",
-      "sub-19_ses-01_run-2:\n",
-      "sub-20_ses-01_run-1:\n",
-      "sub-21_ses-01_run-1:\n",
-      "sub-22_ses-01_run-1:\n",
-      "sub-23_ses-01_run-1:\n",
-      "sub-24_ses-01_run-1:\n",
-      "sub-25_ses-01_run-1:\n",
-      "sub-26_ses-01_run-1:\n",
-      "sub-27_ses-01_run-1:\n",
-      "sub-28_ses-01_run-1:\n",
-      "sub-29_ses-01_run-1:\n"
-     ]
-    }
-   ],
-   "source": [
-    "import os\n",
-    "import datetime\n",
-    "from hed.tools import BidsTabularDictionary, HedLogger\n",
-    "from hed.util import get_file_list, get_new_dataframe, get_value_dict, replace_values\n",
-    "\n",
-    "# Variables to set for the specific dataset\n",
-    "bids_root_path = 'F:/ARLBidsStart/TrafficComplexityWorking'\n",
-    "exclude_dirs = ['sourcedata', 'stimuli', 'code']\n",
-    "entities = ('sub', 'ses', 'run')\n",
-    "eeg_drop_columns = ['urevent', 'usertags']\n",
-    "final_column_order = ['onset', 'duration', 'sample', 'value']\n",
-    "log_name = 'bcit_traffic_complexity_02_initial_combination_log'\n",
-    "sampling_rate_file = os.path.realpath(os.path.join(bids_root_path, 'code/samplingRates.tsv'))\n",
-    "\n",
-    "# Set up the logger\n",
-    "log_file_name = f\"code/curation_logs/{log_name}.txt\"\n",
-    "logger = HedLogger(name=log_name)\n",
-    "\n",
-    "# Construct the event file dictionaries for the BIDS and for EEG.event files\n",
-    "files_eeg = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_eventstemp\", exclude_dirs=exclude_dirs)\n",
-    "eeg_dict = BidsTabularDictionary(\"EEG event files\", files_eeg, entities=entities)\n",
-    "sampling_dict = get_value_dict(sampling_rate_file)\n",
-    "\n",
-    "# Perform  the operations to combine the two versions of the event files\n",
-    "for key, file, rowcount, column_count in eeg_dict.iter_tsv_info():\n",
-    "    filename = eeg_dict.get_file_path(key)\n",
-    "    df_eeg = get_new_dataframe(filename)\n",
-    "    basename = os.path.basename(filename)\n",
-    "    logger.add(key, f\"Created a dataframe for {basename}\")\n",
-    "\n",
-    "    samplingRate = float(sampling_dict[basename[:-15]])\n",
-    "    logger.add(key, f\"Looked up sampling rate of {samplingRate}\")\n",
-    "\n",
-    "    df_eeg.drop(columns=eeg_drop_columns, inplace=True)\n",
-    "    logger.add(key, f\"Dropped {str(eeg_drop_columns)} drop_columns\")\n",
-    "    df_eeg['onset'] = df_eeg['latency']\n",
-    "    df_eeg['onset'] = df_eeg['onset'].subtract(1.0)\n",
-    "    df_eeg['onset'] = df_eeg['onset'].divide(samplingRate)\n",
-    "    logger.add(key, f\"Calculate onset from latency and add an onset column\")\n",
-    "    df_eeg['duration'] = 'n/a'\n",
-    "    logger.add(key, f\"Add a duration column\")\n",
-    "    df_eeg = df_eeg.rename(columns={\"latency\": \"sample\", \"type\": \"value\"})\n",
-    "    logger.add(key, f\"Rename the latency column as sample and type as value\")\n",
-    "    df_eeg = df_eeg.reindex(columns=final_column_order)\n",
-    "    logger.add(key, f\"Reordered the columns as {str(final_column_order)}\")\n",
-    "    num_replaced = replace_values(df_eeg, values=[' ', 'NaN'], replace_value='n/a')\n",
-    "    logger.add(key, f\"Replaced {num_replaced} blank or NaN values with n/a\")\n",
-    "    filename_out = filename[:-4] + \"1.tsv\"\n",
-    "    df_eeg.to_csv(filename_out, sep='\\t', index=False)\n",
-    "    logger.add(key, f\"Saved as {os.path.basename(filename_out)}\")\n",
-    "\n",
-    "# Output and save the log\n",
-    "log_string = \"\\n\\nLog output:\\n\" + logger.get_log_string()\n",
-    "error_string = \"\\n\\nERROR Summary:\\n\" + logger.get_log_string(level=\"ERROR\")\n",
-    "print(log_string)\n",
-    "print(error_string)\n",
-    "\n",
-    "save_path = os.path.join(bids_root_path, log_file_name)\n",
-    "with open(save_path, \"w\") as fp:\n",
-    "    fp.write(f\"{log_file_name} {datetime.datetime.now()}\\n\")\n",
-    "    fp.write(log_string)\n",
-    "    fp.write(error_string)"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Setup the structure and column names\n"
-    }
-   }
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 2
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
\ No newline at end of file
diff --git a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_traffic_complexity/bcit_traffic_complexity_03_remove_files.ipynb b/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_traffic_complexity/bcit_traffic_complexity_03_remove_files.ipynb
deleted file mode 100644
index 416f5b9..0000000
--- a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_traffic_complexity/bcit_traffic_complexity_03_remove_files.ipynb
+++ /dev/null
@@ -1,320 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "collapsed": true,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   },
-   "source": [
-    "## Remove the extra files from BCIT Traffic Complexity\n",
-    "\n",
-    "This script assumes that you have copied the TrafficComplexityWorking directory into\n",
-    "the TrafficComplexityWorkingPhaseTwo directory.\n",
-    "\n",
-    "This script removes `_events.tsv` and `_eventstemp.tsv` and then\n",
-    "renames `_eventstemp1.tsv` to `_events.tsv`."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "\n",
-      "Log output:\n",
-      "bcit_traffic_complexity_03_remove_files_log: Level None\n",
-      "sub-01_ses-01_run-1:\n",
-      "\t[ Remove sub-01_ses-01_task-DriveWithComplexity_run-1_events.tsv]\n",
-      "\t[ Removed sub-01_ses-01_task-DriveWithComplexity_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-01_ses-01_task-DriveWithComplexity_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-01_ses-01_task-DriveWithComplexity_run-1_events.tsv]\n",
-      "sub-02_ses-01_run-1:\n",
-      "\t[ Remove sub-02_ses-01_task-DriveWithComplexity_run-1_events.tsv]\n",
-      "\t[ Removed sub-02_ses-01_task-DriveWithComplexity_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-02_ses-01_task-DriveWithComplexity_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-02_ses-01_task-DriveWithComplexity_run-1_events.tsv]\n",
-      "sub-03_ses-01_run-1:\n",
-      "\t[ Remove sub-03_ses-01_task-DriveWithComplexity_run-1_events.tsv]\n",
-      "\t[ Removed sub-03_ses-01_task-DriveWithComplexity_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-03_ses-01_task-DriveWithComplexity_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-03_ses-01_task-DriveWithComplexity_run-1_events.tsv]\n",
-      "sub-04_ses-01_run-1:\n",
-      "\t[ Remove sub-04_ses-01_task-DriveWithComplexity_run-1_events.tsv]\n",
-      "\t[ Removed sub-04_ses-01_task-DriveWithComplexity_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-04_ses-01_task-DriveWithComplexity_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-04_ses-01_task-DriveWithComplexity_run-1_events.tsv]\n",
-      "sub-05_ses-01_run-1:\n",
-      "\t[ Remove sub-05_ses-01_task-DriveWithComplexity_run-1_events.tsv]\n",
-      "\t[ Removed sub-05_ses-01_task-DriveWithComplexity_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-05_ses-01_task-DriveWithComplexity_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-05_ses-01_task-DriveWithComplexity_run-1_events.tsv]\n",
-      "sub-06_ses-01_run-1:\n",
-      "\t[ Remove sub-06_ses-01_task-DriveWithComplexity_run-1_events.tsv]\n",
-      "\t[ Removed sub-06_ses-01_task-DriveWithComplexity_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-06_ses-01_task-DriveWithComplexity_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-06_ses-01_task-DriveWithComplexity_run-1_events.tsv]\n",
-      "sub-07_ses-01_run-1:\n",
-      "\t[ Remove sub-07_ses-01_task-DriveWithComplexity_run-1_events.tsv]\n",
-      "\t[ Removed sub-07_ses-01_task-DriveWithComplexity_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-07_ses-01_task-DriveWithComplexity_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-07_ses-01_task-DriveWithComplexity_run-1_events.tsv]\n",
-      "sub-08_ses-01_run-1:\n",
-      "\t[ Remove sub-08_ses-01_task-DriveWithComplexity_run-1_events.tsv]\n",
-      "\t[ Removed sub-08_ses-01_task-DriveWithComplexity_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-08_ses-01_task-DriveWithComplexity_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-08_ses-01_task-DriveWithComplexity_run-1_events.tsv]\n",
-      "sub-09_ses-01_run-1:\n",
-      "\t[ Remove sub-09_ses-01_task-DriveWithComplexity_run-1_events.tsv]\n",
-      "\t[ Removed sub-09_ses-01_task-DriveWithComplexity_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-09_ses-01_task-DriveWithComplexity_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-09_ses-01_task-DriveWithComplexity_run-1_events.tsv]\n",
-      "sub-10_ses-01_run-1:\n",
-      "\t[ Remove sub-10_ses-01_task-DriveWithComplexity_run-1_events.tsv]\n",
-      "\t[ Removed sub-10_ses-01_task-DriveWithComplexity_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-10_ses-01_task-DriveWithComplexity_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-10_ses-01_task-DriveWithComplexity_run-1_events.tsv]\n",
-      "sub-11_ses-01_run-1:\n",
-      "\t[ Remove sub-11_ses-01_task-DriveWithComplexity_run-1_events.tsv]\n",
-      "\t[ Removed sub-11_ses-01_task-DriveWithComplexity_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-11_ses-01_task-DriveWithComplexity_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-11_ses-01_task-DriveWithComplexity_run-1_events.tsv]\n",
-      "sub-12_ses-01_run-1:\n",
-      "\t[ Remove sub-12_ses-01_task-DriveWithComplexity_run-1_events.tsv]\n",
-      "\t[ Removed sub-12_ses-01_task-DriveWithComplexity_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-12_ses-01_task-DriveWithComplexity_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-12_ses-01_task-DriveWithComplexity_run-1_events.tsv]\n",
-      "sub-13_ses-01_run-1:\n",
-      "\t[ Remove sub-13_ses-01_task-DriveWithComplexity_run-1_events.tsv]\n",
-      "\t[ Removed sub-13_ses-01_task-DriveWithComplexity_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-13_ses-01_task-DriveWithComplexity_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-13_ses-01_task-DriveWithComplexity_run-1_events.tsv]\n",
-      "sub-14_ses-01_run-1:\n",
-      "\t[ Remove sub-14_ses-01_task-DriveWithComplexity_run-1_events.tsv]\n",
-      "\t[ Removed sub-14_ses-01_task-DriveWithComplexity_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-14_ses-01_task-DriveWithComplexity_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-14_ses-01_task-DriveWithComplexity_run-1_events.tsv]\n",
-      "sub-15_ses-01_run-1:\n",
-      "\t[ Remove sub-15_ses-01_task-DriveWithComplexity_run-1_events.tsv]\n",
-      "\t[ Removed sub-15_ses-01_task-DriveWithComplexity_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-15_ses-01_task-DriveWithComplexity_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-15_ses-01_task-DriveWithComplexity_run-1_events.tsv]\n",
-      "sub-16_ses-01_run-1:\n",
-      "\t[ Remove sub-16_ses-01_task-DriveWithComplexity_run-1_events.tsv]\n",
-      "\t[ Removed sub-16_ses-01_task-DriveWithComplexity_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-16_ses-01_task-DriveWithComplexity_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-16_ses-01_task-DriveWithComplexity_run-1_events.tsv]\n",
-      "sub-17_ses-01_run-1:\n",
-      "\t[ Remove sub-17_ses-01_task-DriveWithComplexity_run-1_events.tsv]\n",
-      "\t[ Removed sub-17_ses-01_task-DriveWithComplexity_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-17_ses-01_task-DriveWithComplexity_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-17_ses-01_task-DriveWithComplexity_run-1_events.tsv]\n",
-      "sub-18_ses-01_run-1:\n",
-      "\t[ Remove sub-18_ses-01_task-DriveWithComplexity_run-1_events.tsv]\n",
-      "\t[ Removed sub-18_ses-01_task-DriveWithComplexity_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-18_ses-01_task-DriveWithComplexity_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-18_ses-01_task-DriveWithComplexity_run-1_events.tsv]\n",
-      "sub-19_ses-01_run-1:\n",
-      "\t[ Remove sub-19_ses-01_task-DriveWithComplexity_run-1_events.tsv]\n",
-      "\t[ Removed sub-19_ses-01_task-DriveWithComplexity_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-19_ses-01_task-DriveWithComplexity_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-19_ses-01_task-DriveWithComplexity_run-1_events.tsv]\n",
-      "sub-19_ses-01_run-2:\n",
-      "\t[ Remove sub-19_ses-01_task-DriveWithComplexity_run-2_events.tsv]\n",
-      "\t[ Removed sub-19_ses-01_task-DriveWithComplexity_run-2_eventstemp.tsv]\n",
-      "\t[ Renamed sub-19_ses-01_task-DriveWithComplexity_run-2_eventstemp1.tsv\n",
-      "\t\tto sub-19_ses-01_task-DriveWithComplexity_run-2_events.tsv]\n",
-      "sub-20_ses-01_run-1:\n",
-      "\t[ Remove sub-20_ses-01_task-DriveWithComplexity_run-1_events.tsv]\n",
-      "\t[ Removed sub-20_ses-01_task-DriveWithComplexity_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-20_ses-01_task-DriveWithComplexity_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-20_ses-01_task-DriveWithComplexity_run-1_events.tsv]\n",
-      "sub-21_ses-01_run-1:\n",
-      "\t[ Remove sub-21_ses-01_task-DriveWithComplexity_run-1_events.tsv]\n",
-      "\t[ Removed sub-21_ses-01_task-DriveWithComplexity_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-21_ses-01_task-DriveWithComplexity_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-21_ses-01_task-DriveWithComplexity_run-1_events.tsv]\n",
-      "sub-22_ses-01_run-1:\n",
-      "\t[ Remove sub-22_ses-01_task-DriveWithComplexity_run-1_events.tsv]\n",
-      "\t[ Removed sub-22_ses-01_task-DriveWithComplexity_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-22_ses-01_task-DriveWithComplexity_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-22_ses-01_task-DriveWithComplexity_run-1_events.tsv]\n",
-      "sub-23_ses-01_run-1:\n",
-      "\t[ Remove sub-23_ses-01_task-DriveWithComplexity_run-1_events.tsv]\n",
-      "\t[ Removed sub-23_ses-01_task-DriveWithComplexity_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-23_ses-01_task-DriveWithComplexity_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-23_ses-01_task-DriveWithComplexity_run-1_events.tsv]\n",
-      "sub-24_ses-01_run-1:\n",
-      "\t[ Remove sub-24_ses-01_task-DriveWithComplexity_run-1_events.tsv]\n",
-      "\t[ Removed sub-24_ses-01_task-DriveWithComplexity_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-24_ses-01_task-DriveWithComplexity_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-24_ses-01_task-DriveWithComplexity_run-1_events.tsv]\n",
-      "sub-25_ses-01_run-1:\n",
-      "\t[ Remove sub-25_ses-01_task-DriveWithComplexity_run-1_events.tsv]\n",
-      "\t[ Removed sub-25_ses-01_task-DriveWithComplexity_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-25_ses-01_task-DriveWithComplexity_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-25_ses-01_task-DriveWithComplexity_run-1_events.tsv]\n",
-      "sub-26_ses-01_run-1:\n",
-      "\t[ Remove sub-26_ses-01_task-DriveWithComplexity_run-1_events.tsv]\n",
-      "\t[ Removed sub-26_ses-01_task-DriveWithComplexity_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-26_ses-01_task-DriveWithComplexity_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-26_ses-01_task-DriveWithComplexity_run-1_events.tsv]\n",
-      "sub-27_ses-01_run-1:\n",
-      "\t[ Remove sub-27_ses-01_task-DriveWithComplexity_run-1_events.tsv]\n",
-      "\t[ Removed sub-27_ses-01_task-DriveWithComplexity_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-27_ses-01_task-DriveWithComplexity_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-27_ses-01_task-DriveWithComplexity_run-1_events.tsv]\n",
-      "sub-28_ses-01_run-1:\n",
-      "\t[ Remove sub-28_ses-01_task-DriveWithComplexity_run-1_events.tsv]\n",
-      "\t[ Removed sub-28_ses-01_task-DriveWithComplexity_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-28_ses-01_task-DriveWithComplexity_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-28_ses-01_task-DriveWithComplexity_run-1_events.tsv]\n",
-      "sub-29_ses-01_run-1:\n",
-      "\t[ Remove sub-29_ses-01_task-DriveWithComplexity_run-1_events.tsv]\n",
-      "\t[ Removed sub-29_ses-01_task-DriveWithComplexity_run-1_eventstemp.tsv]\n",
-      "\t[ Renamed sub-29_ses-01_task-DriveWithComplexity_run-1_eventstemp1.tsv\n",
-      "\t\tto sub-29_ses-01_task-DriveWithComplexity_run-1_events.tsv]\n",
-      "\n",
-      "\n",
-      "ERROR Summary:\n",
-      "bcit_traffic_complexity_03_remove_files_log: Level ERROR\n",
-      "sub-01_ses-01_run-1:\n",
-      "sub-02_ses-01_run-1:\n",
-      "sub-03_ses-01_run-1:\n",
-      "sub-04_ses-01_run-1:\n",
-      "sub-05_ses-01_run-1:\n",
-      "sub-06_ses-01_run-1:\n",
-      "sub-07_ses-01_run-1:\n",
-      "sub-08_ses-01_run-1:\n",
-      "sub-09_ses-01_run-1:\n",
-      "sub-10_ses-01_run-1:\n",
-      "sub-11_ses-01_run-1:\n",
-      "sub-12_ses-01_run-1:\n",
-      "sub-13_ses-01_run-1:\n",
-      "sub-14_ses-01_run-1:\n",
-      "sub-15_ses-01_run-1:\n",
-      "sub-16_ses-01_run-1:\n",
-      "sub-17_ses-01_run-1:\n",
-      "sub-18_ses-01_run-1:\n",
-      "sub-19_ses-01_run-1:\n",
-      "sub-19_ses-01_run-2:\n",
-      "sub-20_ses-01_run-1:\n",
-      "sub-21_ses-01_run-1:\n",
-      "sub-22_ses-01_run-1:\n",
-      "sub-23_ses-01_run-1:\n",
-      "sub-24_ses-01_run-1:\n",
-      "sub-25_ses-01_run-1:\n",
-      "sub-26_ses-01_run-1:\n",
-      "sub-27_ses-01_run-1:\n",
-      "sub-28_ses-01_run-1:\n",
-      "sub-29_ses-01_run-1:\n"
-     ]
-    }
-   ],
-   "source": [
-    "import os\n",
-    "import datetime\n",
-    "from hed.tools import BidsTabularDictionary, HedLogger\n",
-    "from hed.util import get_file_list\n",
-    "\n",
-    "# Variables to set for the specific dataset\n",
-    "bids_root_path = 's:/bcit/TrafficComplexityWorkingPhaseTwo'\n",
-    "exclude_dirs = ['sourcedata', 'stimuli', 'code']\n",
-    "entities = ('sub', 'ses', 'run')\n",
-    "log_name = 'bcit_traffic_complexity_03_remove_files_log'\n",
-    "\n",
-    "# Set up the logger\n",
-    "log_file_name = f\"code/curation_logs/{log_name}.txt\"\n",
-    "logger = HedLogger(name=log_name)\n",
-    "\n",
-    "# Make sure that there actually are temp_files to move\n",
-    "temp_files = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_eventstemp\", exclude_dirs=exclude_dirs)\n",
-    "if not temp_files:\n",
-    "    raise Exception(\"There are no eventstemp files to move to events\")\n",
-    "\n",
-    "# Construct the event file dictionaries for the BIDS event files\n",
-    "files_bids = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_events\", exclude_dirs=exclude_dirs)\n",
-    "bids_dict = BidsTabularDictionary(\"Bids event files\", files_bids, entities=entities)\n",
-    "\n",
-    "# Remove the appropriate files\n",
-    "for key, file in bids_dict.iter_files():\n",
-    "    # Remove events.tsv\n",
-    "    filename = file.file_path\n",
-    "    os.remove(filename)\n",
-    "    logger.add(key, f\"Remove {os.path.basename(filename)}\")\n",
-    "\n",
-    "    # Remove events_temp.tsv\n",
-    "    filename_temp = filename[:-4] + \"temp.tsv\"\n",
-    "    if os.path.isfile(filename_temp):\n",
-    "        os.remove(filename_temp)\n",
-    "        logger.add(key, f\"Removed {os.path.basename(filename_temp)}\")\n",
-    "    else:\n",
-    "        logger.add(key, f\"{os.path.basename(filename_temp)} does not exist and could not be removed\", level=\"ERROR\", also_print=True)\n",
-    "\n",
-    "    # Move eventstemp1.tsv to events.tsv\n",
-    "    filename_temp1 = filename[:-4] + \"temp1.tsv\"\n",
-    "    if os.path.isfile(filename_temp1):\n",
-    "        os.rename(filename_temp1, filename)\n",
-    "        logger.add(key, f\"Renamed {os.path.basename(filename_temp1)}\\n\\t\\tto {os.path.basename(filename)}\")\n",
-    "    else:\n",
-    "        logger.add(key, f\"{os.path.basename(filename_temp1)} does not exist and could not be moved\", level=\"ERROR\", also_print=True)\n",
-    "\n",
-    "# Now make sure there aren't any unexpected leftovers\n",
-    "temp_files = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_eventstemp\", exclude_dirs=exclude_dirs)\n",
-    "if temp_files:\n",
-    "    for file in temp_files:\n",
-    "        logger.add('', f\"{os.path.basename(file)} is unexpectedly left over\", level=\"ERROR\", also_print=True)\n",
-    "\n",
-    "temp1_files = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_eventstemp1\",\n",
-    "                           exclude_dirs=exclude_dirs)\n",
-    "if temp1_files:\n",
-    "    for file in temp1_files:\n",
-    "        logger.add('', f\"{os.path.basename(file)} is unexpectedly left over\", level=\"ERROR\", also_print=True)\n",
-    "\n",
-    "# Print the log\n",
-    "log_string = \"\\n\\nLog output:\\n\" + logger.get_log_string()\n",
-    "error_string = \"\\n\\nERROR Summary:\\n\" + logger.get_log_string(level=\"ERROR\")\n",
-    "print(log_string)\n",
-    "print(error_string)\n",
-    "save_path = os.path.join(bids_root_path, log_file_name)\n",
-    "with open(save_path, \"w\") as fp:\n",
-    "    fp.write(f\"{log_file_name} {datetime.datetime.now()}\\n\")\n",
-    "    fp.write(log_string)\n",
-    "    fp.write(error_string)"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Set up the directories and create a dictionary for _events.tsv\n"
-    }
-   }
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 2
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
\ No newline at end of file
diff --git a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_traffic_complexity/bcit_traffic_complexity_04_generate_sidecar.ipynb b/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_traffic_complexity/bcit_traffic_complexity_04_generate_sidecar.ipynb
deleted file mode 100644
index ad8beb6..0000000
--- a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_traffic_complexity/bcit_traffic_complexity_04_generate_sidecar.ipynb
+++ /dev/null
@@ -1,122 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "collapsed": true,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   },
-   "source": [
-    "## Generate a JSON events sidecar template and spreadsheet from a BIDS dataset\n",
-    "\n",
-    "This generates a JSON events sidecar template and a corresponding 4-column spreadsheet\n",
-    "for the BCIT Traffic Complexity data.\n",
-    "\n",
-    "For tutorial examples of this process see the Jupyter notebooks:\n",
-    "- [`bids_generate_sidecar.ipynb`](https://github.com/hed-standard/hed-examples/blob/main/hedcode/jupyter_notebooks/bids_processing/bids_generate_sidecar.ipynb)\n",
-    "- [`bids_sidecar_to_spreadsheet.ipynb`](https://github.com/hed-standard/hed-examples/blob/main/hedcode/jupyter_notebooks/bids_processing/bids_sidecar_to_spreadsheet.ipynb)\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "source": [
-    "import os\n",
-    "import json\n",
-    "import datetime\n",
-    "from hed.tools import hed_to_df, BidsTabularSummary, HedLogger\n",
-    "from hed.util import get_file_list\n",
-    "\n",
-    "# Variables to set for the specific dataset\n",
-    "bids_root_path = 's:/bcit/TrafficComplexityWorkingPhaseTwo'\n",
-    "json_path = os.path.realpath(os.path.join(bids_root_path, 'task-DriveWithComplexity_events.json'))\n",
-    "spreadsheet_path = os.path.realpath(os.path.join(bids_root_path, 'code/task-DriveWithComplexity_hed_spreadsheet.tsv'))\n",
-    "exclude_dirs = ['sourcedata', 'stimuli', 'code']\n",
-    "entities = ('sub', 'ses', 'run')\n",
-    "skip_columns = ['onset', 'duration', 'sample']\n",
-    "log_name = 'bcit_traffic_complexity_04_generate_sidecar_log'\n",
-    "\n",
-    "# Set up the logger\n",
-    "log_file_name = f\"code/curation_logs/{log_name}.txt\"\n",
-    "logger = HedLogger(name=log_name)\n",
-    "\n",
-    "# Construct the list of .event files\n",
-    "bids_files = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_events\", exclude_dirs=exclude_dirs)\n",
-    "\n",
-    "# Construct the event file value summary and generate a sidecar template representing dataset\n",
-    "logger.add(\"overall\", f\"Summarizing {len(bids_files)}\")\n",
-    "value_summary = BidsTabularSummary(skip_cols=skip_columns, name=\"BCIT Traffic Complexity\")\n",
-    "value_summary.update(bids_files)\n",
-    "sidecar_template = value_summary.extract_sidecar_template()\n",
-    "with open(json_path, 'w') as fp:\n",
-    "   json.dump(sidecar_template, fp, indent=4)\n",
-    "logger.add(\"overall\", f\"Saving a JSON sidecar template to {os.path.basename(json_path)}\")\n",
-    "\n",
-    "hed_spreadsheet = hed_to_df(sidecar_template)\n",
-    "logger.add(\"overall\", f\"Creating a spreadsheet template and saving to {os.path.basename(spreadsheet_path)}\")\n",
-    "hed_spreadsheet.to_csv(spreadsheet_path, sep='\\t', index=False,)\n",
-    "\n",
-    "# Print the log\n",
-    "log_string = \"\\n\\nLog output:\\n\" + logger.get_log_string()\n",
-    "error_string = \"\\n\\nERROR Summary:\\n\" + logger.get_log_string(level=\"ERROR\")\n",
-    "print(log_string)\n",
-    "print(error_string)\n",
-    "save_path = os.path.join(bids_root_path, log_file_name)\n",
-    "with open(save_path, \"w\") as fp:\n",
-    "    fp.write(f\"{log_file_name} {datetime.datetime.now()}\\n\")\n",
-    "    fp.write(log_string)\n",
-    "    fp.write(error_string)"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Set up the directories and create a dictionary for events.tsv files\n"
-    }
-   },
-   "execution_count": 1,
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "\n",
-      "Log output:\n",
-      "bcit_traffic_complexity_04_generate_sidecar_log: Level None\n",
-      "overall:\n",
-      "\t[ Summarizing 30]\n",
-      "\t[ Saving a JSON sidecar template to task-DriveWithComplexity_events.json]\n",
-      "\t[ Creating a spreadsheet template and saving to task-DriveWithComplexity_hed_spreadsheet.tsv]\n",
-      "\n",
-      "\n",
-      "ERROR Summary:\n",
-      "bcit_traffic_complexity_04_generate_sidecar_log: Level ERROR\n",
-      "overall:\n"
-     ]
-    }
-   ]
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 2
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
\ No newline at end of file
diff --git a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_traffic_complexity/bcit_traffic_complexity_05_analyze_channels.ipynb b/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_traffic_complexity/bcit_traffic_complexity_05_analyze_channels.ipynb
deleted file mode 100644
index 4b54838..0000000
--- a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_traffic_complexity/bcit_traffic_complexity_05_analyze_channels.ipynb
+++ /dev/null
@@ -1,142 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "collapsed": true,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   },
-   "source": [
-    "## Analyze the channels for the BCIT Traffic Complexity\n",
-    "\n",
-    "This notebook assumes that a JSON dictionary called `originalChannels.json`\n",
-    "has been created in the `/code` subdirectory of the dataset."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "\n",
-      "Log output:\n",
-      "bcit_traffic_complexity_05_analyze_channels_log: Level None\n",
-      "sub-01_ses-01_task-DriveWithComplexity_run-1_eeg.set:\n",
-      "\t[ This key has 30 files with the same 74 channels]\n",
-      "\t[ The channels are ['Fp1', 'AF7', 'AF3', 'F1', 'F3', 'F5', 'F7', 'FT7', 'FC5', 'FC3', 'FC1', 'C1', 'C3', 'C5', 'T7', 'TP7', 'CP5', 'CP3', 'CP1', 'P1', 'P3', 'P5', 'P7', 'P9', 'PO7', 'PO3', 'O1', 'Iz', 'Oz', 'POz', 'Pz', 'CPz', 'Fpz', 'Fp2', 'AF8', 'AF4', 'AFz', 'Fz', 'F2', 'F4', 'F6', 'F8', 'FT8', 'FC6', 'FC4', 'FC2', 'FCz', 'Cz', 'C2', 'C4', 'C6', 'T8', 'TP8', 'CP6', 'CP4', 'CP2', 'P2', 'P4', 'P6', 'P8', 'P10', 'PO8', 'PO4', 'O2', 'EXG1', 'EXG2', 'EXG3', 'EXG4', 'EXG5', 'EXG6', 'LN', 'ANG', 'SP', 'SD']]\n",
-      "Overall:\n",
-      "\t[ Dataset has 74 unique channels]\n",
-      "\t[ {'Iz', 'C3', 'PO4', 'Fz', 'F5', 'EXG6', 'EXG1', 'T8', 'Fp1', 'O1', 'AFz', 'F6', 'C6', 'AF3', 'AF8', 'FC4', 'P6', 'P8', 'CP1', 'PO7', 'EXG5', 'FT8', 'P1', 'O2', 'EXG3', 'F1', 'Pz', 'C5', 'CP5', 'FC3', 'SP', 'FC2', 'AF7', 'CP4', 'Cz', 'C2', 'Oz', 'FC6', 'POz', 'P2', 'EXG2', 'TP7', 'P3', 'TP8', 'P4', 'Fp2', 'SD', 'Fpz', 'T7', 'CP6', 'P9', 'F4', 'CP3', 'LN', 'FC5', 'F8', 'FC1', 'CP2', 'FCz', 'C1', 'P5', 'CPz', 'EXG4', 'AF4', 'ANG', 'P10', 'F7', 'FT7', 'F3', 'P7', 'PO3', 'C4', 'PO8', 'F2'}]\n",
-      "\n",
-      "\n",
-      "ERROR Summary:\n",
-      "bcit_traffic_complexity_05_analyze_channels_log: Level ERROR\n",
-      "sub-01_ses-01_task-DriveWithComplexity_run-1_eeg.set:\n",
-      "Overall:\n"
-     ]
-    }
-   ],
-   "source": [
-    "import os\n",
-    "import datetime\n",
-    "import json\n",
-    "from hed.tools import HedLogger\n",
-    "from hed.util import get_file_list\n",
-    "\n",
-    "# Variables to set for the specific dataset\n",
-    "bids_root_path = 's:/bcit/TrafficComplexityWorkingPhaseTwo'\n",
-    "exclude_dirs = ['sourcedata', 'stimuli', 'code']\n",
-    "entities = ('sub', 'ses', 'run')\n",
-    "log_name = 'bcit_traffic_complexity_05_analyze_channels_log'\n",
-    "channel_file = os.path.realpath(os.path.join(bids_root_path, \"code/channelsOriginal.json\"))\n",
-    "\n",
-    "# Set up the logger\n",
-    "log_file_name = f\"code/curation_logs/{log_name}.txt\"\n",
-    "logger = HedLogger(name=log_name)\n",
-    "\n",
-    "# Load the channels file\n",
-    "with open(channel_file, 'r') as fp:\n",
-    "    channel_info = json.load(fp)\n",
-    "\n",
-    "# Make the file list and dictionary for _events\n",
-    "eeg_files = get_file_list(bids_root_path, extensions=[\".set\"], name_suffix=\"_eeg\", exclude_dirs=exclude_dirs)\n",
-    "\n",
-    "# Create the dictionaries of channels\n",
-    "key_list = list(channel_info.keys())\n",
-    "unique_dict = {}\n",
-    "name_dict = {}\n",
-    "for file_key, item in channel_info.items():\n",
-    "    search_key = None\n",
-    "    for skey in name_dict.keys():\n",
-    "        if item == channel_info[skey]:\n",
-    "            search_key = skey\n",
-    "            break\n",
-    "    if search_key:\n",
-    "        search_values = name_dict[search_key]\n",
-    "        name_dict[search_key].append(file_key)\n",
-    "    else:\n",
-    "        name_dict[file_key] = [file_key]\n",
-    "\n",
-    "# Now check the order of the elements in the list:\n",
-    "all_channels = set\n",
-    "for file_key, file_list in name_dict.items():\n",
-    "    logger.add(file_key, f\"This key has {len(file_list)} files with the same {len(channel_info[file_key])} channels\")\n",
-    "    logger.add(file_key, f\"The channels are {str(channel_info[file_key])}\")\n",
-    "\n",
-    "\n",
-    "key_list = list(name_dict.keys())\n",
-    "union_channels = set()\n",
-    "inter_channels = set(channel_info[key_list[0]])\n",
-    "for file_key in key_list:\n",
-    "    union_channels = union_channels.union(set(channel_info[file_key]))\n",
-    "    inter_channels = inter_channels.intersection(set(channel_info[file_key]))\n",
-    "logger.add(\"Overall\", f\"Dataset has {len(union_channels)} unique channels\")\n",
-    "logger.add(\"Overall\", f\"{str(union_channels)}\")\n",
-    "\n",
-    "# Output and save the log\n",
-    "log_string = \"\\n\\nLog output:\\n\" + logger.get_log_string()\n",
-    "error_string = \"\\n\\nERROR Summary:\\n\" + logger.get_log_string(level=\"ERROR\")\n",
-    "print(log_string)\n",
-    "print(error_string)\n",
-    "save_path = os.path.join(bids_root_path, log_file_name)\n",
-    "with open(save_path, \"w\") as fp:\n",
-    "    fp.write(f\"{log_file_name} {datetime.datetime.now()}\\n\")\n",
-    "    fp.write(log_string)\n",
-    "    fp.write(error_string)"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Create the template for the dataset\n"
-    }
-   }
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 2
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
\ No newline at end of file
diff --git a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_traffic_complexity/bcit_traffic_complexity_06_remove_coordsystem.ipynb b/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_traffic_complexity/bcit_traffic_complexity_06_remove_coordsystem.ipynb
deleted file mode 100644
index 6462e60..0000000
--- a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_traffic_complexity/bcit_traffic_complexity_06_remove_coordsystem.ipynb
+++ /dev/null
@@ -1,202 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "collapsed": true,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   },
-   "source": [
-    "## Remove coordsystem.json and electrodes.tsv files generated by ESS.\n",
-    "\n",
-    "This notebook replaces the `coordsystem.json` files of ESS with those generated by EEGLAB BidsTools\n",
-    "for the BCIT Traffic Complexity data.\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "source": [
-    "import os\n",
-    "import datetime\n",
-    "from hed.tools import HedLogger\n",
-    "from hed.util import get_file_list\n",
-    "\n",
-    "# Variables to set for the specific dataset\n",
-    "bids_root_path = 's:/bcit/TrafficComplexityWorkingPhaseTwo'\n",
-    "exclude_dirs = ['sourcedata', 'stimuli', 'code']\n",
-    "entities = ('sub', 'ses', 'run')\n",
-    "log_name = 'bcit_traffic_complexity_06_remove_coordsystem_log'\n",
-    "\n",
-    "# Set up the logger\n",
-    "log_file_name = f\"code/curation_logs/{log_name}.txt\"\n",
-    "logger = HedLogger(name=log_name)\n",
-    "\n",
-    "# Construct the list of coordsystem.json and electrodes.tsv files\n",
-    "coord_files = get_file_list(bids_root_path, extensions=[\".json\"], name_suffix=\"_coordsystem\", exclude_dirs=exclude_dirs)\n",
-    "electrode_files = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_electrodes\",\n",
-    "                                exclude_dirs=exclude_dirs)\n",
-    "chan_files = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_channels\",\n",
-    "                                exclude_dirs=exclude_dirs)\n",
-    "for file in coord_files:\n",
-    "    os.remove(file)\n",
-    "    logger.add(\"overall\", f\"Removing {os.path.basename(file)}\")\n",
-    "\n",
-    "for file in electrode_files:\n",
-    "    os.remove(file)\n",
-    "    logger.add(\"overall\", f\"Removing {os.path.basename(file)}\")\n",
-    "\n",
-    "for file in chan_files:\n",
-    "    os.remove(file)\n",
-    "    logger.add(\"overall\", f\"Removing {os.path.basename(file)}\")\n",
-    "\n",
-    "# Output and save the log\n",
-    "log_string = \"\\n\\nLog output:\\n\" + logger.get_log_string()\n",
-    "error_string = \"\\n\\nERROR Summary:\\n\" + logger.get_log_string(level=\"ERROR\")\n",
-    "print(log_string)\n",
-    "print(error_string)\n",
-    "\n",
-    "save_path = os.path.join(bids_root_path, log_file_name)\n",
-    "with open(save_path, \"w\") as fp:\n",
-    "    fp.write(f\"{log_file_name} {datetime.datetime.now()}\\n\")\n",
-    "    fp.write(log_string)\n",
-    "    fp.write(error_string)"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Set up the directories and create a dictionary for events.tsv files\n"
-    }
-   },
-   "execution_count": 1,
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "\n",
-      "Log output:\n",
-      "bcit_traffic_complexity_06_remove_coordsystem_log: Level None\n",
-      "overall:\n",
-      "\t[ Removing sub-01_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-02_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-03_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-04_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-05_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-06_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-07_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-08_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-09_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-10_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-11_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-12_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-13_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-14_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-15_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-16_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-17_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-18_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-19_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-20_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-21_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-22_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-23_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-24_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-25_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-26_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-27_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-28_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-29_ses-01_coordsystem.json]\n",
-      "\t[ Removing sub-01_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-02_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-03_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-04_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-05_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-06_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-07_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-08_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-09_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-10_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-11_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-12_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-13_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-14_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-15_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-16_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-17_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-18_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-19_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-20_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-21_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-22_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-23_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-24_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-25_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-26_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-27_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-28_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-29_ses-01_electrodes.tsv]\n",
-      "\t[ Removing sub-01_ses-01_task-DriveWithComplexity_run-1_channels.tsv]\n",
-      "\t[ Removing sub-02_ses-01_task-DriveWithComplexity_run-1_channels.tsv]\n",
-      "\t[ Removing sub-03_ses-01_task-DriveWithComplexity_run-1_channels.tsv]\n",
-      "\t[ Removing sub-04_ses-01_task-DriveWithComplexity_run-1_channels.tsv]\n",
-      "\t[ Removing sub-05_ses-01_task-DriveWithComplexity_run-1_channels.tsv]\n",
-      "\t[ Removing sub-06_ses-01_task-DriveWithComplexity_run-1_channels.tsv]\n",
-      "\t[ Removing sub-07_ses-01_task-DriveWithComplexity_run-1_channels.tsv]\n",
-      "\t[ Removing sub-08_ses-01_task-DriveWithComplexity_run-1_channels.tsv]\n",
-      "\t[ Removing sub-09_ses-01_task-DriveWithComplexity_run-1_channels.tsv]\n",
-      "\t[ Removing sub-10_ses-01_task-DriveWithComplexity_run-1_channels.tsv]\n",
-      "\t[ Removing sub-11_ses-01_task-DriveWithComplexity_run-1_channels.tsv]\n",
-      "\t[ Removing sub-12_ses-01_task-DriveWithComplexity_run-1_channels.tsv]\n",
-      "\t[ Removing sub-13_ses-01_task-DriveWithComplexity_run-1_channels.tsv]\n",
-      "\t[ Removing sub-14_ses-01_task-DriveWithComplexity_run-1_channels.tsv]\n",
-      "\t[ Removing sub-15_ses-01_task-DriveWithComplexity_run-1_channels.tsv]\n",
-      "\t[ Removing sub-16_ses-01_task-DriveWithComplexity_run-1_channels.tsv]\n",
-      "\t[ Removing sub-17_ses-01_task-DriveWithComplexity_run-1_channels.tsv]\n",
-      "\t[ Removing sub-18_ses-01_task-DriveWithComplexity_run-1_channels.tsv]\n",
-      "\t[ Removing sub-19_ses-01_task-DriveWithComplexity_run-1_channels.tsv]\n",
-      "\t[ Removing sub-19_ses-01_task-DriveWithComplexity_run-2_channels.tsv]\n",
-      "\t[ Removing sub-20_ses-01_task-DriveWithComplexity_run-1_channels.tsv]\n",
-      "\t[ Removing sub-21_ses-01_task-DriveWithComplexity_run-1_channels.tsv]\n",
-      "\t[ Removing sub-22_ses-01_task-DriveWithComplexity_run-1_channels.tsv]\n",
-      "\t[ Removing sub-23_ses-01_task-DriveWithComplexity_run-1_channels.tsv]\n",
-      "\t[ Removing sub-24_ses-01_task-DriveWithComplexity_run-1_channels.tsv]\n",
-      "\t[ Removing sub-25_ses-01_task-DriveWithComplexity_run-1_channels.tsv]\n",
-      "\t[ Removing sub-26_ses-01_task-DriveWithComplexity_run-1_channels.tsv]\n",
-      "\t[ Removing sub-27_ses-01_task-DriveWithComplexity_run-1_channels.tsv]\n",
-      "\t[ Removing sub-28_ses-01_task-DriveWithComplexity_run-1_channels.tsv]\n",
-      "\t[ Removing sub-29_ses-01_task-DriveWithComplexity_run-1_channels.tsv]\n",
-      "\n",
-      "\n",
-      "ERROR Summary:\n",
-      "bcit_traffic_complexity_06_remove_coordsystem_log: Level ERROR\n",
-      "overall:\n"
-     ]
-    }
-   ]
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 2
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
\ No newline at end of file
diff --git a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_traffic_complexity/bcit_traffic_complexity_07_fix_channels.ipynb b/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_traffic_complexity/bcit_traffic_complexity_07_fix_channels.ipynb
deleted file mode 100644
index 93bf5cf..0000000
--- a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_traffic_complexity/bcit_traffic_complexity_07_fix_channels.ipynb
+++ /dev/null
@@ -1,327 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "collapsed": true,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   },
-   "source": [
-    "## Add channel files based on the EEG with fixes.\n",
-    "\n",
-    "This notebook replaces the `channels.tsv` files of ESS with those generated by EEGLAB BidsTools\n",
-    "for the BCIT Traffic Complexity data.\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "source": [
-    "import os\n",
-    "import json\n",
-    "import datetime\n",
-    "import pandas as pd\n",
-    "from hed.tools import HedLogger\n",
-    "from hed.util import get_file_list, get_value_dict\n",
-    "\n",
-    "# Variables to set for the specific dataset\n",
-    "bids_root_path = 's:/bcit/TrafficComplexityWorkingPhaseTwo'\n",
-    "exclude_dirs = ['sourcedata', 'stimuli', 'code']\n",
-    "log_name = 'bcit_traffic_complexity_07_fix_channels_log'\n",
-    "sampling_rate_file = os.path.realpath(os.path.join(bids_root_path, 'code/samplingRates.tsv'))\n",
-    "channel_file = os.path.realpath(os.path.join(bids_root_path, \"code/channelsOriginal.json\"))\n",
-    "\n",
-    "# Set up the logger\n",
-    "log_file_name = f\"code/curation_logs/{log_name}.txt\"\n",
-    "logger = HedLogger(name=log_name)\n",
-    "\n",
-    "# Load the channels file\n",
-    "with open(channel_file, 'r') as fp:\n",
-    "    channel_info = json.load(fp)\n",
-    "\n",
-    "# Construct the lists of the EEG files\n",
-    "eeg_files = get_file_list(bids_root_path, extensions=[\".set\"], name_suffix=\"_eeg\", exclude_dirs=exclude_dirs)\n",
-    "\n",
-    "# Get the sample rate dictionary\n",
-    "sampling_dict = get_value_dict(sampling_rate_file)\n",
-    "\n",
-    "chan_dict = {'LN': ('LN', 'OTHER', 'n/a', 'Lane deviation from center line in meters.'),\n",
-    "             'ANG': ('ANG', 'OTHER', 'n/a', 'Steering wheel deviation angle in degrees.'),\n",
-    "             'SP': ('SP', 'OTHER', 'n/a', 'Vehicle speed in mph.'),\n",
-    "             'SD': ('SD', 'OTHER', 'n/a', 'Vehicle speed deviation.'),\n",
-    "             'EXG1': ('LHEOG', 'EOG', 'uV', 'Left horizontal EOG'),\n",
-    "             'EXG2': ('RHEOG', 'EOG', 'uV', 'Right horizontal EOG'),\n",
-    "             'EXG3': ('UVEOG', 'EOG', 'uV', 'Upper vertical EOG'),\n",
-    "             'EXG4': ('LVEOG', 'EOG', 'uV', 'Lower vertical EOG'),\n",
-    "             'EXG5': ('LMAST', 'MISC', 'uV', 'Left mastoid'),\n",
-    "             'EXG6': ('RMAST', 'MISC', 'uV', 'Right mastoid')}\n",
-    "\n",
-    "for file_name in eeg_files:\n",
-    "    basename = os.path.basename(file_name)\n",
-    "    channels = channel_info[basename]\n",
-    "    logger.add(basename, f\"EEG has {len(channels)} channels\")\n",
-    "    sampling_key = basename[:-8]\n",
-    "    sampling_rate = sampling_dict[sampling_key]\n",
-    "    logger.add(basename, f\"Sampling rate is {sampling_rate}\")\n",
-    "    data = {'name': channels}\n",
-    "    df = pd.DataFrame(data)\n",
-    "    df[['type', 'units', 'sampling_frequency', 'description']] = 'n/a'\n",
-    "    names = df['name']\n",
-    "    for index, name in names.iteritems():\n",
-    "        row = chan_dict.get(name, None)\n",
-    "        if not row:\n",
-    "            row = (name, 'EEG', 'uV', 'n/a')\n",
-    "        df.loc[index, 'name'] = row[0]\n",
-    "        df.loc[index, 'type'] = row[1]\n",
-    "        df.loc[index, 'units'] = row[2]\n",
-    "        df.loc[index, 'sampling_frequency'] = sampling_rate\n",
-    "        df.loc[index, 'description'] = row[3]\n",
-    "    EEG = sum(df['type'].map(str) == 'EEG')\n",
-    "    EOG = sum(df['type'].map(str) == 'EOG')\n",
-    "    OTHER = sum(df['type'].map(str) == 'OTHER')\n",
-    "    MISC = sum(df['type'].map(str) == 'MISC')\n",
-    "    logger.add(basename, f\"{EEG} EEG channels, {EOG} EOG channels, {OTHER} OTHER channels {MISC} MISC channels\")\n",
-    "    file_new = file_name[:-7] + \"channels.tsv\"\n",
-    "    df.to_csv(file_new, sep='\\t', index=False)\n",
-    "    logger.add(basename, f\"Saved as {os.path.basename(file_new)}\")\n",
-    "\n",
-    "# Output and save the log\n",
-    "log_string = \"\\n\\nLog output:\\n\" + logger.get_log_string()\n",
-    "error_string = \"\\n\\nERROR Summary:\\n\" + logger.get_log_string(level=\"ERROR\")\n",
-    "print(log_string)\n",
-    "print(error_string)\n",
-    "\n",
-    "save_path = os.path.join(bids_root_path, log_file_name)\n",
-    "with open(save_path, \"w\") as fp:\n",
-    "    fp.write(f\"{log_file_name} {datetime.datetime.now()}\\n\")\n",
-    "    fp.write(log_string)\n",
-    "    fp.write(error_string)"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Perform the calculation\n"
-    }
-   },
-   "execution_count": 1,
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "\n",
-      "Log output:\n",
-      "bcit_traffic_complexity_07_fix_channels_log: Level None\n",
-      "sub-01_ses-01_task-DriveWithComplexity_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-01_ses-01_task-DriveWithComplexity_run-1_channels.tsv]\n",
-      "sub-02_ses-01_task-DriveWithComplexity_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-02_ses-01_task-DriveWithComplexity_run-1_channels.tsv]\n",
-      "sub-03_ses-01_task-DriveWithComplexity_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-03_ses-01_task-DriveWithComplexity_run-1_channels.tsv]\n",
-      "sub-04_ses-01_task-DriveWithComplexity_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-04_ses-01_task-DriveWithComplexity_run-1_channels.tsv]\n",
-      "sub-05_ses-01_task-DriveWithComplexity_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-05_ses-01_task-DriveWithComplexity_run-1_channels.tsv]\n",
-      "sub-06_ses-01_task-DriveWithComplexity_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-06_ses-01_task-DriveWithComplexity_run-1_channels.tsv]\n",
-      "sub-07_ses-01_task-DriveWithComplexity_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-07_ses-01_task-DriveWithComplexity_run-1_channels.tsv]\n",
-      "sub-08_ses-01_task-DriveWithComplexity_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-08_ses-01_task-DriveWithComplexity_run-1_channels.tsv]\n",
-      "sub-09_ses-01_task-DriveWithComplexity_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-09_ses-01_task-DriveWithComplexity_run-1_channels.tsv]\n",
-      "sub-10_ses-01_task-DriveWithComplexity_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-10_ses-01_task-DriveWithComplexity_run-1_channels.tsv]\n",
-      "sub-11_ses-01_task-DriveWithComplexity_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-11_ses-01_task-DriveWithComplexity_run-1_channels.tsv]\n",
-      "sub-12_ses-01_task-DriveWithComplexity_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-12_ses-01_task-DriveWithComplexity_run-1_channels.tsv]\n",
-      "sub-13_ses-01_task-DriveWithComplexity_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-13_ses-01_task-DriveWithComplexity_run-1_channels.tsv]\n",
-      "sub-14_ses-01_task-DriveWithComplexity_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-14_ses-01_task-DriveWithComplexity_run-1_channels.tsv]\n",
-      "sub-15_ses-01_task-DriveWithComplexity_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-15_ses-01_task-DriveWithComplexity_run-1_channels.tsv]\n",
-      "sub-16_ses-01_task-DriveWithComplexity_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-16_ses-01_task-DriveWithComplexity_run-1_channels.tsv]\n",
-      "sub-17_ses-01_task-DriveWithComplexity_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-17_ses-01_task-DriveWithComplexity_run-1_channels.tsv]\n",
-      "sub-18_ses-01_task-DriveWithComplexity_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-18_ses-01_task-DriveWithComplexity_run-1_channels.tsv]\n",
-      "sub-19_ses-01_task-DriveWithComplexity_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-19_ses-01_task-DriveWithComplexity_run-1_channels.tsv]\n",
-      "sub-19_ses-01_task-DriveWithComplexity_run-2_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-19_ses-01_task-DriveWithComplexity_run-2_channels.tsv]\n",
-      "sub-20_ses-01_task-DriveWithComplexity_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-20_ses-01_task-DriveWithComplexity_run-1_channels.tsv]\n",
-      "sub-21_ses-01_task-DriveWithComplexity_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-21_ses-01_task-DriveWithComplexity_run-1_channels.tsv]\n",
-      "sub-22_ses-01_task-DriveWithComplexity_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-22_ses-01_task-DriveWithComplexity_run-1_channels.tsv]\n",
-      "sub-23_ses-01_task-DriveWithComplexity_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-23_ses-01_task-DriveWithComplexity_run-1_channels.tsv]\n",
-      "sub-24_ses-01_task-DriveWithComplexity_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-24_ses-01_task-DriveWithComplexity_run-1_channels.tsv]\n",
-      "sub-25_ses-01_task-DriveWithComplexity_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-25_ses-01_task-DriveWithComplexity_run-1_channels.tsv]\n",
-      "sub-26_ses-01_task-DriveWithComplexity_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-26_ses-01_task-DriveWithComplexity_run-1_channels.tsv]\n",
-      "sub-27_ses-01_task-DriveWithComplexity_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-27_ses-01_task-DriveWithComplexity_run-1_channels.tsv]\n",
-      "sub-28_ses-01_task-DriveWithComplexity_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-28_ses-01_task-DriveWithComplexity_run-1_channels.tsv]\n",
-      "sub-29_ses-01_task-DriveWithComplexity_run-1_eeg.set:\n",
-      "\t[ EEG has 74 channels]\n",
-      "\t[ Sampling rate is 1024]\n",
-      "\t[ 64 EEG channels, 4 EOG channels, 4 OTHER channels 2 MISC channels]\n",
-      "\t[ Saved as sub-29_ses-01_task-DriveWithComplexity_run-1_channels.tsv]\n",
-      "\n",
-      "\n",
-      "ERROR Summary:\n",
-      "bcit_traffic_complexity_07_fix_channels_log: Level ERROR\n",
-      "sub-01_ses-01_task-DriveWithComplexity_run-1_eeg.set:\n",
-      "sub-02_ses-01_task-DriveWithComplexity_run-1_eeg.set:\n",
-      "sub-03_ses-01_task-DriveWithComplexity_run-1_eeg.set:\n",
-      "sub-04_ses-01_task-DriveWithComplexity_run-1_eeg.set:\n",
-      "sub-05_ses-01_task-DriveWithComplexity_run-1_eeg.set:\n",
-      "sub-06_ses-01_task-DriveWithComplexity_run-1_eeg.set:\n",
-      "sub-07_ses-01_task-DriveWithComplexity_run-1_eeg.set:\n",
-      "sub-08_ses-01_task-DriveWithComplexity_run-1_eeg.set:\n",
-      "sub-09_ses-01_task-DriveWithComplexity_run-1_eeg.set:\n",
-      "sub-10_ses-01_task-DriveWithComplexity_run-1_eeg.set:\n",
-      "sub-11_ses-01_task-DriveWithComplexity_run-1_eeg.set:\n",
-      "sub-12_ses-01_task-DriveWithComplexity_run-1_eeg.set:\n",
-      "sub-13_ses-01_task-DriveWithComplexity_run-1_eeg.set:\n",
-      "sub-14_ses-01_task-DriveWithComplexity_run-1_eeg.set:\n",
-      "sub-15_ses-01_task-DriveWithComplexity_run-1_eeg.set:\n",
-      "sub-16_ses-01_task-DriveWithComplexity_run-1_eeg.set:\n",
-      "sub-17_ses-01_task-DriveWithComplexity_run-1_eeg.set:\n",
-      "sub-18_ses-01_task-DriveWithComplexity_run-1_eeg.set:\n",
-      "sub-19_ses-01_task-DriveWithComplexity_run-1_eeg.set:\n",
-      "sub-19_ses-01_task-DriveWithComplexity_run-2_eeg.set:\n",
-      "sub-20_ses-01_task-DriveWithComplexity_run-1_eeg.set:\n",
-      "sub-21_ses-01_task-DriveWithComplexity_run-1_eeg.set:\n",
-      "sub-22_ses-01_task-DriveWithComplexity_run-1_eeg.set:\n",
-      "sub-23_ses-01_task-DriveWithComplexity_run-1_eeg.set:\n",
-      "sub-24_ses-01_task-DriveWithComplexity_run-1_eeg.set:\n",
-      "sub-25_ses-01_task-DriveWithComplexity_run-1_eeg.set:\n",
-      "sub-26_ses-01_task-DriveWithComplexity_run-1_eeg.set:\n",
-      "sub-27_ses-01_task-DriveWithComplexity_run-1_eeg.set:\n",
-      "sub-28_ses-01_task-DriveWithComplexity_run-1_eeg.set:\n",
-      "sub-29_ses-01_task-DriveWithComplexity_run-1_eeg.set:\n"
-     ]
-    }
-   ]
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 2
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
\ No newline at end of file
diff --git a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_traffic_complexity/bcit_traffic_complexity_08_fix_coordsystem.ipynb b/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_traffic_complexity/bcit_traffic_complexity_08_fix_coordsystem.ipynb
deleted file mode 100644
index 8918368..0000000
--- a/hedcode/jupyter_notebooks/dataset_specific_processing/bcit_traffic_complexity/bcit_traffic_complexity_08_fix_coordsystem.ipynb
+++ /dev/null
@@ -1,200 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "collapsed": true,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   },
-   "source": [
-    "## Fix the coordsystem.json files generated by ESS.\n",
-    "\n",
-    "This notebook replaces the `coordsystem.json` files of ESS with those generated by EEGLAB BidsTools\n",
-    "for the BCIT Traffic Complexity data.\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "source": [
-    "import os\n",
-    "import json\n",
-    "import datetime\n",
-    "from hed.tools import HedLogger\n",
-    "from hed.util import get_file_list\n",
-    "\n",
-    "# Variables to set for the specific dataset\n",
-    "bids_root_path = 's:/bcit/TrafficComplexityWorkingPhaseTwo'\n",
-    "exclude_dirs = ['sourcedata', 'stimuli', 'code']\n",
-    "log_name = 'bcit_traffic_complexity_08_fix_coordsystem_log'\n",
-    "sampling_rate_file = os.path.realpath(os.path.join(bids_root_path, 'code/samplingRates.tsv'))\n",
-    "\n",
-    "# Set up the logger\n",
-    "log_file_name = f\"code/curation_logs/{log_name}.txt\"\n",
-    "logger = HedLogger(name=log_name)\n",
-    "\n",
-    "# Construct the lists of the EEG files\n",
-    "eeg_files = get_file_list(bids_root_path, extensions=[\".set\"], name_suffix=\"_eeg\", exclude_dirs=exclude_dirs)\n",
-    "\n",
-    "# Coordsystem.json template\n",
-    "coordsystem_template = {\"EEGCoordinateUnits\":\"n/a\",\n",
-    "                        \"EEGCoordinateSystem\":\"CTF\",\n",
-    "                        \"EEGCoordinateSystemDescription\":\"EEGLAB\"}\n",
-    "\n",
-    "for file_name in eeg_files:\n",
-    "    basename = os.path.basename(file_name)\n",
-    "    json_new = file_name[:-7] + \"coordsystem.json\"\n",
-    "    with open(json_new, 'w') as fp:\n",
-    "        json.dump(coordsystem_template, fp)\n",
-    "    logger.add(basename, f\"Saving the {os.path.basename(json_new)} coordinate system file\")\n",
-    "\n",
-    "# Output and save the log\n",
-    "log_string = \"\\n\\nLog output:\\n\" + logger.get_log_string()\n",
-    "error_string = \"\\n\\nERROR Summary:\\n\" + logger.get_log_string(level=\"ERROR\")\n",
-    "print(log_string)\n",
-    "print(error_string)\n",
-    "\n",
-    "save_path = os.path.join(bids_root_path, log_file_name)\n",
-    "with open(save_path, \"w\") as fp:\n",
-    "    fp.write(f\"{log_file_name} {datetime.datetime.now()}\\n\")\n",
-    "    fp.write(log_string)\n",
-    "    fp.write(error_string)"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Set up the directories and create a dictionary for events.tsv files\n"
-    }
-   },
-   "execution_count": 1,
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "\n",
-      "Log output:\n",
-      "bcit_traffic_complexity_08_fix_coordsystem_log: Level None\n",
-      "sub-01_ses-01_task-DriveWithComplexity_run-1_eeg.set:\n",
-      "\t[ Saving the sub-01_ses-01_task-DriveWithComplexity_run-1_coordsystem.json coordinate system file]\n",
-      "sub-02_ses-01_task-DriveWithComplexity_run-1_eeg.set:\n",
-      "\t[ Saving the sub-02_ses-01_task-DriveWithComplexity_run-1_coordsystem.json coordinate system file]\n",
-      "sub-03_ses-01_task-DriveWithComplexity_run-1_eeg.set:\n",
-      "\t[ Saving the sub-03_ses-01_task-DriveWithComplexity_run-1_coordsystem.json coordinate system file]\n",
-      "sub-04_ses-01_task-DriveWithComplexity_run-1_eeg.set:\n",
-      "\t[ Saving the sub-04_ses-01_task-DriveWithComplexity_run-1_coordsystem.json coordinate system file]\n",
-      "sub-05_ses-01_task-DriveWithComplexity_run-1_eeg.set:\n",
-      "\t[ Saving the sub-05_ses-01_task-DriveWithComplexity_run-1_coordsystem.json coordinate system file]\n",
-      "sub-06_ses-01_task-DriveWithComplexity_run-1_eeg.set:\n",
-      "\t[ Saving the sub-06_ses-01_task-DriveWithComplexity_run-1_coordsystem.json coordinate system file]\n",
-      "sub-07_ses-01_task-DriveWithComplexity_run-1_eeg.set:\n",
-      "\t[ Saving the sub-07_ses-01_task-DriveWithComplexity_run-1_coordsystem.json coordinate system file]\n",
-      "sub-08_ses-01_task-DriveWithComplexity_run-1_eeg.set:\n",
-      "\t[ Saving the sub-08_ses-01_task-DriveWithComplexity_run-1_coordsystem.json coordinate system file]\n",
-      "sub-09_ses-01_task-DriveWithComplexity_run-1_eeg.set:\n",
-      "\t[ Saving the sub-09_ses-01_task-DriveWithComplexity_run-1_coordsystem.json coordinate system file]\n",
-      "sub-10_ses-01_task-DriveWithComplexity_run-1_eeg.set:\n",
-      "\t[ Saving the sub-10_ses-01_task-DriveWithComplexity_run-1_coordsystem.json coordinate system file]\n",
-      "sub-11_ses-01_task-DriveWithComplexity_run-1_eeg.set:\n",
-      "\t[ Saving the sub-11_ses-01_task-DriveWithComplexity_run-1_coordsystem.json coordinate system file]\n",
-      "sub-12_ses-01_task-DriveWithComplexity_run-1_eeg.set:\n",
-      "\t[ Saving the sub-12_ses-01_task-DriveWithComplexity_run-1_coordsystem.json coordinate system file]\n",
-      "sub-13_ses-01_task-DriveWithComplexity_run-1_eeg.set:\n",
-      "\t[ Saving the sub-13_ses-01_task-DriveWithComplexity_run-1_coordsystem.json coordinate system file]\n",
-      "sub-14_ses-01_task-DriveWithComplexity_run-1_eeg.set:\n",
-      "\t[ Saving the sub-14_ses-01_task-DriveWithComplexity_run-1_coordsystem.json coordinate system file]\n",
-      "sub-15_ses-01_task-DriveWithComplexity_run-1_eeg.set:\n",
-      "\t[ Saving the sub-15_ses-01_task-DriveWithComplexity_run-1_coordsystem.json coordinate system file]\n",
-      "sub-16_ses-01_task-DriveWithComplexity_run-1_eeg.set:\n",
-      "\t[ Saving the sub-16_ses-01_task-DriveWithComplexity_run-1_coordsystem.json coordinate system file]\n",
-      "sub-17_ses-01_task-DriveWithComplexity_run-1_eeg.set:\n",
-      "\t[ Saving the sub-17_ses-01_task-DriveWithComplexity_run-1_coordsystem.json coordinate system file]\n",
-      "sub-18_ses-01_task-DriveWithComplexity_run-1_eeg.set:\n",
-      "\t[ Saving the sub-18_ses-01_task-DriveWithComplexity_run-1_coordsystem.json coordinate system file]\n",
-      "sub-19_ses-01_task-DriveWithComplexity_run-1_eeg.set:\n",
-      "\t[ Saving the sub-19_ses-01_task-DriveWithComplexity_run-1_coordsystem.json coordinate system file]\n",
-      "sub-19_ses-01_task-DriveWithComplexity_run-2_eeg.set:\n",
-      "\t[ Saving the sub-19_ses-01_task-DriveWithComplexity_run-2_coordsystem.json coordinate system file]\n",
-      "sub-20_ses-01_task-DriveWithComplexity_run-1_eeg.set:\n",
-      "\t[ Saving the sub-20_ses-01_task-DriveWithComplexity_run-1_coordsystem.json coordinate system file]\n",
-      "sub-21_ses-01_task-DriveWithComplexity_run-1_eeg.set:\n",
-      "\t[ Saving the sub-21_ses-01_task-DriveWithComplexity_run-1_coordsystem.json coordinate system file]\n",
-      "sub-22_ses-01_task-DriveWithComplexity_run-1_eeg.set:\n",
-      "\t[ Saving the sub-22_ses-01_task-DriveWithComplexity_run-1_coordsystem.json coordinate system file]\n",
-      "sub-23_ses-01_task-DriveWithComplexity_run-1_eeg.set:\n",
-      "\t[ Saving the sub-23_ses-01_task-DriveWithComplexity_run-1_coordsystem.json coordinate system file]\n",
-      "sub-24_ses-01_task-DriveWithComplexity_run-1_eeg.set:\n",
-      "\t[ Saving the sub-24_ses-01_task-DriveWithComplexity_run-1_coordsystem.json coordinate system file]\n",
-      "sub-25_ses-01_task-DriveWithComplexity_run-1_eeg.set:\n",
-      "\t[ Saving the sub-25_ses-01_task-DriveWithComplexity_run-1_coordsystem.json coordinate system file]\n",
-      "sub-26_ses-01_task-DriveWithComplexity_run-1_eeg.set:\n",
-      "\t[ Saving the sub-26_ses-01_task-DriveWithComplexity_run-1_coordsystem.json coordinate system file]\n",
-      "sub-27_ses-01_task-DriveWithComplexity_run-1_eeg.set:\n",
-      "\t[ Saving the sub-27_ses-01_task-DriveWithComplexity_run-1_coordsystem.json coordinate system file]\n",
-      "sub-28_ses-01_task-DriveWithComplexity_run-1_eeg.set:\n",
-      "\t[ Saving the sub-28_ses-01_task-DriveWithComplexity_run-1_coordsystem.json coordinate system file]\n",
-      "sub-29_ses-01_task-DriveWithComplexity_run-1_eeg.set:\n",
-      "\t[ Saving the sub-29_ses-01_task-DriveWithComplexity_run-1_coordsystem.json coordinate system file]\n",
-      "\n",
-      "\n",
-      "ERROR Summary:\n",
-      "bcit_traffic_complexity_08_fix_coordsystem_log: Level ERROR\n",
-      "sub-01_ses-01_task-DriveWithComplexity_run-1_eeg.set:\n",
-      "sub-02_ses-01_task-DriveWithComplexity_run-1_eeg.set:\n",
-      "sub-03_ses-01_task-DriveWithComplexity_run-1_eeg.set:\n",
-      "sub-04_ses-01_task-DriveWithComplexity_run-1_eeg.set:\n",
-      "sub-05_ses-01_task-DriveWithComplexity_run-1_eeg.set:\n",
-      "sub-06_ses-01_task-DriveWithComplexity_run-1_eeg.set:\n",
-      "sub-07_ses-01_task-DriveWithComplexity_run-1_eeg.set:\n",
-      "sub-08_ses-01_task-DriveWithComplexity_run-1_eeg.set:\n",
-      "sub-09_ses-01_task-DriveWithComplexity_run-1_eeg.set:\n",
-      "sub-10_ses-01_task-DriveWithComplexity_run-1_eeg.set:\n",
-      "sub-11_ses-01_task-DriveWithComplexity_run-1_eeg.set:\n",
-      "sub-12_ses-01_task-DriveWithComplexity_run-1_eeg.set:\n",
-      "sub-13_ses-01_task-DriveWithComplexity_run-1_eeg.set:\n",
-      "sub-14_ses-01_task-DriveWithComplexity_run-1_eeg.set:\n",
-      "sub-15_ses-01_task-DriveWithComplexity_run-1_eeg.set:\n",
-      "sub-16_ses-01_task-DriveWithComplexity_run-1_eeg.set:\n",
-      "sub-17_ses-01_task-DriveWithComplexity_run-1_eeg.set:\n",
-      "sub-18_ses-01_task-DriveWithComplexity_run-1_eeg.set:\n",
-      "sub-19_ses-01_task-DriveWithComplexity_run-1_eeg.set:\n",
-      "sub-19_ses-01_task-DriveWithComplexity_run-2_eeg.set:\n",
-      "sub-20_ses-01_task-DriveWithComplexity_run-1_eeg.set:\n",
-      "sub-21_ses-01_task-DriveWithComplexity_run-1_eeg.set:\n",
-      "sub-22_ses-01_task-DriveWithComplexity_run-1_eeg.set:\n",
-      "sub-23_ses-01_task-DriveWithComplexity_run-1_eeg.set:\n",
-      "sub-24_ses-01_task-DriveWithComplexity_run-1_eeg.set:\n",
-      "sub-25_ses-01_task-DriveWithComplexity_run-1_eeg.set:\n",
-      "sub-26_ses-01_task-DriveWithComplexity_run-1_eeg.set:\n",
-      "sub-27_ses-01_task-DriveWithComplexity_run-1_eeg.set:\n",
-      "sub-28_ses-01_task-DriveWithComplexity_run-1_eeg.set:\n",
-      "sub-29_ses-01_task-DriveWithComplexity_run-1_eeg.set:\n"
-     ]
-    }
-   ]
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 2
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
\ No newline at end of file
diff --git a/hedcode/jupyter_notebooks/dataset_specific_processing/sternberg/README.md b/hedcode/jupyter_notebooks/dataset_specific_processing/sternberg/README.md
deleted file mode 100644
index 5937ec5..0000000
--- a/hedcode/jupyter_notebooks/dataset_specific_processing/sternberg/README.md
+++ /dev/null
@@ -1,104 +0,0 @@
-## Summary of processing changes for Sternberg
-
-Order of script execution:
-
-| Script                              | Description  |
-| ----------------------------------- | ------------ |
-| [sternberg_preliminary_summary](#preliminary-summary-and-manual-editing)  | Summarize event file contents |
-| [sternberg_preliminary_restructure](#preliminary-restructuring) | Add and remove columns and events. Convert as necessary and fill empty slots with 'n/a' |
-| [sternberg_secondary_summary](#summarize-and-recheck-events) | Resummarize events and do additional checks. |
-| [sternberg_remap](#remap-columns)   | Perform the orthogonal remapping of the columns and adjust specifics. |
-| [sternberg_final_copy](#final-copy) | Copy to directory. |
-| [sternberg_final_summary](#final-summary) | Perform final summary and recheck. |
-| sternberg_final_extract(#final-extract) | Extract spreadsheet of values for HED tagging |
-
-### Preliminary summary and manual editing
-
-
-1. `sub-022_run-1` and `sub-022_run-2` each had an event at the end of the
-file with value `empty`. These have been removed manually in `_events.tsv` and
-`_events_temp.tsv`.
- 2. The following had extra key press events at the beginning of the recording
-which were removed:  `sub-003_run-3`(2), `sub-004_run-2`(5), `sub-004_run-4`(3),
-`sub-006_run-1`(8), `sub-008_run-1`(4), `sub-009_run-4`(2), `sub-021_run-2`(2),
-`sub-021_run-2`(2).
- 3. `sub-015_run-3`(4) had extra key presses at the end of the file without a trial.
-These were removed as well as a beginning boundary event.
- 4. The EEG versions `sub-023_run-1`, `sub-023_run-2`, `sub-023_run-3`,
-`sub-023_run-4`, and `sub-023_run-5` had the following extra 'n/a' columns: `event_code`, `cond_code`, and `sample_offset` which were removed.
-
-### Preliminary restructuring
-
-#### BIDS events restructuring
-
-Create `events_temp2.tsv` files restructured as follows:
- 1. Remove columns `response_time`, `trial_type`, and `stim_file`.
- 2. Convert the `duration` column from samples to seconds so that it is compliant with BIDS.
- 3. Convert the `value` column to have all string values.
- 4. Replace `value` column empty slots and slots with `empty` with `n/a`.
- 5. Remove `boundary` events from beginning of files.
- 6. Add which has columns `event_type`, `task_role`, `memory_cond`, `trial` and
-`letter`  filled with 'n/a'.
-
-#### EEG.event restructuring
-
-Create `_events_temp3.tsv` files restructured as follows:
- 1. Remove columns `TTime`, `Uncertainy`, `Uncetainty2`, `ReqTime`, `ReqDur`,
-`init_index`, `init_time`, and `urevent`.
- 2. Convert the `duration` column from samples to seconds so that it is compliant with BIDS.
- 3. Convert the `type` column to have all string values.
- 4. The `type` column has some empty slots which are replaced with 'n/a'.
- 5. Remove boundary events from beginning of files.
-
-### Summarize and recheck events
-
-This script resummarizes the data. The script also compare the values from
-
-### Remap columns
-Create `_events_temp4.tsv` from `_events_temp2.tsv` files as follows:
-1. Run remapping of `value` to `event_type`, `task_role`, and `letter`.
-2. Set the `trial` column based on the `ready` value in the `task_role`.
-3. Count the number of targets in each trial and set the `memory_cond`.
-4. Change the following `task_role` items based on contents:
-  1. `in_correct` or `out_correct` to `continue` if last item in trial.
-  2. `probe_target` to `probe_nontarget` for probes that are non targets.
-  3. `probe_target` to `probe_out` for probes that are neither targets or non-targets.
-  4. `in_group_correct` to `in_group_incorrect` to indicate left button but should have been right.
-  5. `out_group_correct` to `out_group_incorrect` to indicate right button but should have left.
-  6. `bad_trial` if number of events in the trial is not 14 or 13. (Also check that if 13,
-it is the feedback event that is missing.
-
-### Final copy
-
-Copy all of the event files to an info directory for uploading.
-
-### Final summary
-
-The following trials do not have a feedback events:
-
-| Subject | Run | Trials     | 
-| ------- | --- | ---------- |
-| 5       | 1-4 | all        | 
-| 6       | 3   | 21         | 
-| 7       | 1   | 3          | 
-| 7       | 2   | 9,12,13,14 | 
-| 7       | 3   | 9,16       | 
-| 7       | 4   | 8,13       | 
-| 22      | 1   | 22         |
-| 22      | 2   | 14         | 
-
-The following are **bad trials**.  They have no events except for the fixation presentation and
-key clicks.
-
-| Subject | Run | Trials     | 
-| ------- | --- | ---------- |
-| 6       | 1   | 2, 3       | 
-| 14      | 1   | 11         | 
-| 14      | 2   | 3,11       | 
-| 14      | 3   | 22         | 
-| 17      | 3   | 3,5        |
-| 22      | 6   | 6          |
-
-### Final extract
-
-Extract a spreadsheet with unique event values in preparation for tagging. 
\ No newline at end of file
diff --git a/hedcode/jupyter_notebooks/dataset_specific_processing/sternberg/sternberg_01_initial_summary.ipynb b/hedcode/jupyter_notebooks/dataset_specific_processing/sternberg/sternberg_01_initial_summary.ipynb
deleted file mode 100644
index b846e26..0000000
--- a/hedcode/jupyter_notebooks/dataset_specific_processing/sternberg/sternberg_01_initial_summary.ipynb
+++ /dev/null
@@ -1,1183 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "Bids event files has 85 event files\n",
-      "EEG event files has 85 event files\n",
-      "\n",
-      "Bids event files event files (85 files)\n",
-      "sub-001_ses-01_run-1: sub-001_ses-01_task-WorkingMemory_run-1_events.tsv\n",
-      "sub-001_ses-01_run-2: sub-001_ses-01_task-WorkingMemory_run-2_events.tsv\n",
-      "sub-001_ses-01_run-3: sub-001_ses-01_task-WorkingMemory_run-3_events.tsv\n",
-      "sub-001_ses-01_run-4: sub-001_ses-01_task-WorkingMemory_run-4_events.tsv\n",
-      "sub-002_ses-01_run-1: sub-002_ses-01_task-WorkingMemory_run-1_events.tsv\n",
-      "sub-002_ses-01_run-2: sub-002_ses-01_task-WorkingMemory_run-2_events.tsv\n",
-      "sub-002_ses-01_run-3: sub-002_ses-01_task-WorkingMemory_run-3_events.tsv\n",
-      "sub-002_ses-01_run-4: sub-002_ses-01_task-WorkingMemory_run-4_events.tsv\n",
-      "sub-003_ses-01_run-1: sub-003_ses-01_task-WorkingMemory_run-1_events.tsv\n",
-      "sub-003_ses-01_run-2: sub-003_ses-01_task-WorkingMemory_run-2_events.tsv\n",
-      "sub-003_ses-01_run-3: sub-003_ses-01_task-WorkingMemory_run-3_events.tsv\n",
-      "sub-003_ses-01_run-4: sub-003_ses-01_task-WorkingMemory_run-4_events.tsv\n",
-      "sub-004_ses-01_run-1: sub-004_ses-01_task-WorkingMemory_run-1_events.tsv\n",
-      "sub-004_ses-01_run-2: sub-004_ses-01_task-WorkingMemory_run-2_events.tsv\n",
-      "sub-004_ses-01_run-3: sub-004_ses-01_task-WorkingMemory_run-3_events.tsv\n",
-      "sub-004_ses-01_run-4: sub-004_ses-01_task-WorkingMemory_run-4_events.tsv\n",
-      "sub-005_ses-01_run-1: sub-005_ses-01_task-WorkingMemory_run-1_events.tsv\n",
-      "sub-005_ses-01_run-2: sub-005_ses-01_task-WorkingMemory_run-2_events.tsv\n",
-      "sub-005_ses-01_run-3: sub-005_ses-01_task-WorkingMemory_run-3_events.tsv\n",
-      "sub-005_ses-01_run-4: sub-005_ses-01_task-WorkingMemory_run-4_events.tsv\n",
-      "sub-006_ses-01_run-1: sub-006_ses-01_task-WorkingMemory_run-1_events.tsv\n",
-      "sub-006_ses-01_run-2: sub-006_ses-01_task-WorkingMemory_run-2_events.tsv\n",
-      "sub-006_ses-01_run-3: sub-006_ses-01_task-WorkingMemory_run-3_events.tsv\n",
-      "sub-006_ses-01_run-4: sub-006_ses-01_task-WorkingMemory_run-4_events.tsv\n",
-      "sub-007_ses-01_run-1: sub-007_ses-01_task-WorkingMemory_run-1_events.tsv\n",
-      "sub-007_ses-01_run-2: sub-007_ses-01_task-WorkingMemory_run-2_events.tsv\n",
-      "sub-007_ses-01_run-3: sub-007_ses-01_task-WorkingMemory_run-3_events.tsv\n",
-      "sub-007_ses-01_run-4: sub-007_ses-01_task-WorkingMemory_run-4_events.tsv\n",
-      "sub-008_ses-01_run-1: sub-008_ses-01_task-WorkingMemory_run-1_events.tsv\n",
-      "sub-008_ses-01_run-2: sub-008_ses-01_task-WorkingMemory_run-2_events.tsv\n",
-      "sub-008_ses-01_run-3: sub-008_ses-01_task-WorkingMemory_run-3_events.tsv\n",
-      "sub-008_ses-01_run-4: sub-008_ses-01_task-WorkingMemory_run-4_events.tsv\n",
-      "sub-009_ses-01_run-1: sub-009_ses-01_task-WorkingMemory_run-1_events.tsv\n",
-      "sub-009_ses-01_run-2: sub-009_ses-01_task-WorkingMemory_run-2_events.tsv\n",
-      "sub-009_ses-01_run-3: sub-009_ses-01_task-WorkingMemory_run-3_events.tsv\n",
-      "sub-009_ses-01_run-4: sub-009_ses-01_task-WorkingMemory_run-4_events.tsv\n",
-      "sub-010_ses-01_run-1: sub-010_ses-01_task-WorkingMemory_run-1_events.tsv\n",
-      "sub-010_ses-01_run-2: sub-010_ses-01_task-WorkingMemory_run-2_events.tsv\n",
-      "sub-010_ses-01_run-3: sub-010_ses-01_task-WorkingMemory_run-3_events.tsv\n",
-      "sub-010_ses-01_run-4: sub-010_ses-01_task-WorkingMemory_run-4_events.tsv\n",
-      "sub-011_ses-01_run-1: sub-011_ses-01_task-WorkingMemory_run-1_events.tsv\n",
-      "sub-011_ses-01_run-2: sub-011_ses-01_task-WorkingMemory_run-2_events.tsv\n",
-      "sub-011_ses-01_run-3: sub-011_ses-01_task-WorkingMemory_run-3_events.tsv\n",
-      "sub-011_ses-01_run-4: sub-011_ses-01_task-WorkingMemory_run-4_events.tsv\n",
-      "sub-012_ses-01_run-1: sub-012_ses-01_task-WorkingMemory_run-1_events.tsv\n",
-      "sub-012_ses-01_run-2: sub-012_ses-01_task-WorkingMemory_run-2_events.tsv\n",
-      "sub-012_ses-01_run-3: sub-012_ses-01_task-WorkingMemory_run-3_events.tsv\n",
-      "sub-014_ses-01_run-1: sub-014_ses-01_task-WorkingMemory_run-1_events.tsv\n",
-      "sub-014_ses-01_run-2: sub-014_ses-01_task-WorkingMemory_run-2_events.tsv\n",
-      "sub-014_ses-01_run-3: sub-014_ses-01_task-WorkingMemory_run-3_events.tsv\n",
-      "sub-015_ses-01_run-1: sub-015_ses-01_task-WorkingMemory_run-1_events.tsv\n",
-      "sub-015_ses-01_run-2: sub-015_ses-01_task-WorkingMemory_run-2_events.tsv\n",
-      "sub-015_ses-01_run-3: sub-015_ses-01_task-WorkingMemory_run-3_events.tsv\n",
-      "sub-016_ses-01_run-1: sub-016_ses-01_task-WorkingMemory_run-1_events.tsv\n",
-      "sub-016_ses-01_run-2: sub-016_ses-01_task-WorkingMemory_run-2_events.tsv\n",
-      "sub-016_ses-01_run-3: sub-016_ses-01_task-WorkingMemory_run-3_events.tsv\n",
-      "sub-017_ses-01_run-1: sub-017_ses-01_task-WorkingMemory_run-1_events.tsv\n",
-      "sub-017_ses-01_run-2: sub-017_ses-01_task-WorkingMemory_run-2_events.tsv\n",
-      "sub-017_ses-01_run-3: sub-017_ses-01_task-WorkingMemory_run-3_events.tsv\n",
-      "sub-018_ses-01_run-1: sub-018_ses-01_task-WorkingMemory_run-1_events.tsv\n",
-      "sub-018_ses-01_run-2: sub-018_ses-01_task-WorkingMemory_run-2_events.tsv\n",
-      "sub-018_ses-01_run-3: sub-018_ses-01_task-WorkingMemory_run-3_events.tsv\n",
-      "sub-019_ses-01_run-1: sub-019_ses-01_task-WorkingMemory_run-1_events.tsv\n",
-      "sub-019_ses-01_run-2: sub-019_ses-01_task-WorkingMemory_run-2_events.tsv\n",
-      "sub-019_ses-01_run-3: sub-019_ses-01_task-WorkingMemory_run-3_events.tsv\n",
-      "sub-020_ses-01_run-1: sub-020_ses-01_task-WorkingMemory_run-1_events.tsv\n",
-      "sub-020_ses-01_run-2: sub-020_ses-01_task-WorkingMemory_run-2_events.tsv\n",
-      "sub-020_ses-01_run-3: sub-020_ses-01_task-WorkingMemory_run-3_events.tsv\n",
-      "sub-021_ses-01_run-1: sub-021_ses-01_task-WorkingMemory_run-1_events.tsv\n",
-      "sub-021_ses-01_run-2: sub-021_ses-01_task-WorkingMemory_run-2_events.tsv\n",
-      "sub-021_ses-01_run-3: sub-021_ses-01_task-WorkingMemory_run-3_events.tsv\n",
-      "sub-022_ses-01_run-1: sub-022_ses-01_task-WorkingMemory_run-1_events.tsv\n",
-      "sub-022_ses-01_run-2: sub-022_ses-01_task-WorkingMemory_run-2_events.tsv\n",
-      "sub-022_ses-01_run-3: sub-022_ses-01_task-WorkingMemory_run-3_events.tsv\n",
-      "sub-022_ses-01_run-4: sub-022_ses-01_task-WorkingMemory_run-4_events.tsv\n",
-      "sub-022_ses-01_run-5: sub-022_ses-01_task-WorkingMemory_run-5_events.tsv\n",
-      "sub-022_ses-01_run-6: sub-022_ses-01_task-WorkingMemory_run-6_events.tsv\n",
-      "sub-023_ses-01_run-1: sub-023_ses-01_task-WorkingMemory_run-1_events.tsv\n",
-      "sub-023_ses-01_run-2: sub-023_ses-01_task-WorkingMemory_run-2_events.tsv\n",
-      "sub-023_ses-01_run-3: sub-023_ses-01_task-WorkingMemory_run-3_events.tsv\n",
-      "sub-023_ses-01_run-4: sub-023_ses-01_task-WorkingMemory_run-4_events.tsv\n",
-      "sub-023_ses-01_run-5: sub-023_ses-01_task-WorkingMemory_run-5_events.tsv\n",
-      "sub-024_ses-01_run-1: sub-024_ses-01_task-WorkingMemory_run-1_events.tsv\n",
-      "sub-024_ses-01_run-2: sub-024_ses-01_task-WorkingMemory_run-2_events.tsv\n",
-      "sub-024_ses-01_run-3: sub-024_ses-01_task-WorkingMemory_run-3_events.tsv\n",
-      "\n",
-      "EEG event files event files (85 files)\n",
-      "sub-001_ses-01_run-1: sub-001_ses-01_task-WorkingMemory_run-1_eventstemp.tsv\n",
-      "sub-001_ses-01_run-2: sub-001_ses-01_task-WorkingMemory_run-2_eventstemp.tsv\n",
-      "sub-001_ses-01_run-3: sub-001_ses-01_task-WorkingMemory_run-3_eventstemp.tsv\n",
-      "sub-001_ses-01_run-4: sub-001_ses-01_task-WorkingMemory_run-4_eventstemp.tsv\n",
-      "sub-002_ses-01_run-1: sub-002_ses-01_task-WorkingMemory_run-1_eventstemp.tsv\n",
-      "sub-002_ses-01_run-2: sub-002_ses-01_task-WorkingMemory_run-2_eventstemp.tsv\n",
-      "sub-002_ses-01_run-3: sub-002_ses-01_task-WorkingMemory_run-3_eventstemp.tsv\n",
-      "sub-002_ses-01_run-4: sub-002_ses-01_task-WorkingMemory_run-4_eventstemp.tsv\n",
-      "sub-003_ses-01_run-1: sub-003_ses-01_task-WorkingMemory_run-1_eventstemp.tsv\n",
-      "sub-003_ses-01_run-2: sub-003_ses-01_task-WorkingMemory_run-2_eventstemp.tsv\n",
-      "sub-003_ses-01_run-3: sub-003_ses-01_task-WorkingMemory_run-3_eventstemp.tsv\n",
-      "sub-003_ses-01_run-4: sub-003_ses-01_task-WorkingMemory_run-4_eventstemp.tsv\n",
-      "sub-004_ses-01_run-1: sub-004_ses-01_task-WorkingMemory_run-1_eventstemp.tsv\n",
-      "sub-004_ses-01_run-2: sub-004_ses-01_task-WorkingMemory_run-2_eventstemp.tsv\n",
-      "sub-004_ses-01_run-3: sub-004_ses-01_task-WorkingMemory_run-3_eventstemp.tsv\n",
-      "sub-004_ses-01_run-4: sub-004_ses-01_task-WorkingMemory_run-4_eventstemp.tsv\n",
-      "sub-005_ses-01_run-1: sub-005_ses-01_task-WorkingMemory_run-1_eventstemp.tsv\n",
-      "sub-005_ses-01_run-2: sub-005_ses-01_task-WorkingMemory_run-2_eventstemp.tsv\n",
-      "sub-005_ses-01_run-3: sub-005_ses-01_task-WorkingMemory_run-3_eventstemp.tsv\n",
-      "sub-005_ses-01_run-4: sub-005_ses-01_task-WorkingMemory_run-4_eventstemp.tsv\n",
-      "sub-006_ses-01_run-1: sub-006_ses-01_task-WorkingMemory_run-1_eventstemp.tsv\n",
-      "sub-006_ses-01_run-2: sub-006_ses-01_task-WorkingMemory_run-2_eventstemp.tsv\n",
-      "sub-006_ses-01_run-3: sub-006_ses-01_task-WorkingMemory_run-3_eventstemp.tsv\n",
-      "sub-006_ses-01_run-4: sub-006_ses-01_task-WorkingMemory_run-4_eventstemp.tsv\n",
-      "sub-007_ses-01_run-1: sub-007_ses-01_task-WorkingMemory_run-1_eventstemp.tsv\n",
-      "sub-007_ses-01_run-2: sub-007_ses-01_task-WorkingMemory_run-2_eventstemp.tsv\n",
-      "sub-007_ses-01_run-3: sub-007_ses-01_task-WorkingMemory_run-3_eventstemp.tsv\n",
-      "sub-007_ses-01_run-4: sub-007_ses-01_task-WorkingMemory_run-4_eventstemp.tsv\n",
-      "sub-008_ses-01_run-1: sub-008_ses-01_task-WorkingMemory_run-1_eventstemp.tsv\n",
-      "sub-008_ses-01_run-2: sub-008_ses-01_task-WorkingMemory_run-2_eventstemp.tsv\n",
-      "sub-008_ses-01_run-3: sub-008_ses-01_task-WorkingMemory_run-3_eventstemp.tsv\n",
-      "sub-008_ses-01_run-4: sub-008_ses-01_task-WorkingMemory_run-4_eventstemp.tsv\n",
-      "sub-009_ses-01_run-1: sub-009_ses-01_task-WorkingMemory_run-1_eventstemp.tsv\n",
-      "sub-009_ses-01_run-2: sub-009_ses-01_task-WorkingMemory_run-2_eventstemp.tsv\n",
-      "sub-009_ses-01_run-3: sub-009_ses-01_task-WorkingMemory_run-3_eventstemp.tsv\n",
-      "sub-009_ses-01_run-4: sub-009_ses-01_task-WorkingMemory_run-4_eventstemp.tsv\n",
-      "sub-010_ses-01_run-1: sub-010_ses-01_task-WorkingMemory_run-1_eventstemp.tsv\n",
-      "sub-010_ses-01_run-2: sub-010_ses-01_task-WorkingMemory_run-2_eventstemp.tsv\n",
-      "sub-010_ses-01_run-3: sub-010_ses-01_task-WorkingMemory_run-3_eventstemp.tsv\n",
-      "sub-010_ses-01_run-4: sub-010_ses-01_task-WorkingMemory_run-4_eventstemp.tsv\n",
-      "sub-011_ses-01_run-1: sub-011_ses-01_task-WorkingMemory_run-1_eventstemp.tsv\n",
-      "sub-011_ses-01_run-2: sub-011_ses-01_task-WorkingMemory_run-2_eventstemp.tsv\n",
-      "sub-011_ses-01_run-3: sub-011_ses-01_task-WorkingMemory_run-3_eventstemp.tsv\n",
-      "sub-011_ses-01_run-4: sub-011_ses-01_task-WorkingMemory_run-4_eventstemp.tsv\n",
-      "sub-012_ses-01_run-1: sub-012_ses-01_task-WorkingMemory_run-1_eventstemp.tsv\n",
-      "sub-012_ses-01_run-2: sub-012_ses-01_task-WorkingMemory_run-2_eventstemp.tsv\n",
-      "sub-012_ses-01_run-3: sub-012_ses-01_task-WorkingMemory_run-3_eventstemp.tsv\n",
-      "sub-014_ses-01_run-1: sub-014_ses-01_task-WorkingMemory_run-1_eventstemp.tsv\n",
-      "sub-014_ses-01_run-2: sub-014_ses-01_task-WorkingMemory_run-2_eventstemp.tsv\n",
-      "sub-014_ses-01_run-3: sub-014_ses-01_task-WorkingMemory_run-3_eventstemp.tsv\n",
-      "sub-015_ses-01_run-1: sub-015_ses-01_task-WorkingMemory_run-1_eventstemp.tsv\n",
-      "sub-015_ses-01_run-2: sub-015_ses-01_task-WorkingMemory_run-2_eventstemp.tsv\n",
-      "sub-015_ses-01_run-3: sub-015_ses-01_task-WorkingMemory_run-3_eventstemp.tsv\n",
-      "sub-016_ses-01_run-1: sub-016_ses-01_task-WorkingMemory_run-1_eventstemp.tsv\n",
-      "sub-016_ses-01_run-2: sub-016_ses-01_task-WorkingMemory_run-2_eventstemp.tsv\n",
-      "sub-016_ses-01_run-3: sub-016_ses-01_task-WorkingMemory_run-3_eventstemp.tsv\n",
-      "sub-017_ses-01_run-1: sub-017_ses-01_task-WorkingMemory_run-1_eventstemp.tsv\n",
-      "sub-017_ses-01_run-2: sub-017_ses-01_task-WorkingMemory_run-2_eventstemp.tsv\n",
-      "sub-017_ses-01_run-3: sub-017_ses-01_task-WorkingMemory_run-3_eventstemp.tsv\n",
-      "sub-018_ses-01_run-1: sub-018_ses-01_task-WorkingMemory_run-1_eventstemp.tsv\n",
-      "sub-018_ses-01_run-2: sub-018_ses-01_task-WorkingMemory_run-2_eventstemp.tsv\n",
-      "sub-018_ses-01_run-3: sub-018_ses-01_task-WorkingMemory_run-3_eventstemp.tsv\n",
-      "sub-019_ses-01_run-1: sub-019_ses-01_task-WorkingMemory_run-1_eventstemp.tsv\n",
-      "sub-019_ses-01_run-2: sub-019_ses-01_task-WorkingMemory_run-2_eventstemp.tsv\n",
-      "sub-019_ses-01_run-3: sub-019_ses-01_task-WorkingMemory_run-3_eventstemp.tsv\n",
-      "sub-020_ses-01_run-1: sub-020_ses-01_task-WorkingMemory_run-1_eventstemp.tsv\n",
-      "sub-020_ses-01_run-2: sub-020_ses-01_task-WorkingMemory_run-2_eventstemp.tsv\n",
-      "sub-020_ses-01_run-3: sub-020_ses-01_task-WorkingMemory_run-3_eventstemp.tsv\n",
-      "sub-021_ses-01_run-1: sub-021_ses-01_task-WorkingMemory_run-1_eventstemp.tsv\n",
-      "sub-021_ses-01_run-2: sub-021_ses-01_task-WorkingMemory_run-2_eventstemp.tsv\n",
-      "sub-021_ses-01_run-3: sub-021_ses-01_task-WorkingMemory_run-3_eventstemp.tsv\n",
-      "sub-022_ses-01_run-1: sub-022_ses-01_task-WorkingMemory_run-1_eventstemp.tsv\n",
-      "sub-022_ses-01_run-2: sub-022_ses-01_task-WorkingMemory_run-2_eventstemp.tsv\n",
-      "sub-022_ses-01_run-3: sub-022_ses-01_task-WorkingMemory_run-3_eventstemp.tsv\n",
-      "sub-022_ses-01_run-4: sub-022_ses-01_task-WorkingMemory_run-4_eventstemp.tsv\n",
-      "sub-022_ses-01_run-5: sub-022_ses-01_task-WorkingMemory_run-5_eventstemp.tsv\n",
-      "sub-022_ses-01_run-6: sub-022_ses-01_task-WorkingMemory_run-6_eventstemp.tsv\n",
-      "sub-023_ses-01_run-1: sub-023_ses-01_task-WorkingMemory_run-1_eventstemp.tsv\n",
-      "sub-023_ses-01_run-2: sub-023_ses-01_task-WorkingMemory_run-2_eventstemp.tsv\n",
-      "sub-023_ses-01_run-3: sub-023_ses-01_task-WorkingMemory_run-3_eventstemp.tsv\n",
-      "sub-023_ses-01_run-4: sub-023_ses-01_task-WorkingMemory_run-4_eventstemp.tsv\n",
-      "sub-023_ses-01_run-5: sub-023_ses-01_task-WorkingMemory_run-5_eventstemp.tsv\n",
-      "sub-024_ses-01_run-1: sub-024_ses-01_task-WorkingMemory_run-1_eventstemp.tsv\n",
-      "sub-024_ses-01_run-2: sub-024_ses-01_task-WorkingMemory_run-2_eventstemp.tsv\n",
-      "sub-024_ses-01_run-3: sub-024_ses-01_task-WorkingMemory_run-3_eventstemp.tsv\n",
-      "\n",
-      "Bids event files event file columns:\n",
-      "Bids event files: [350 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']\n",
-      "Bids event files: [351 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']\n",
-      "Bids event files: [351 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']\n",
-      "Bids event files: [351 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']\n",
-      "Bids event files: [350 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']\n",
-      "Bids event files: [352 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']\n",
-      "Bids event files: [351 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']\n",
-      "Bids event files: [351 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']\n",
-      "Bids event files: [350 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']\n",
-      "Bids event files: [351 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']\n",
-      "Bids event files: [352 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']\n",
-      "Bids event files: [351 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']\n",
-      "Bids event files: [350 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']\n",
-      "Bids event files: [341 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']\n",
-      "Bids event files: [351 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']\n",
-      "Bids event files: [353 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']\n",
-      "Bids event files: [325 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']\n",
-      "Bids event files: [326 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']\n",
-      "Bids event files: [326 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']\n",
-      "Bids event files: [326 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']\n",
-      "Bids event files: [310 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']\n",
-      "Bids event files: [351 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']\n",
-      "Bids event files: [350 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']\n",
-      "Bids event files: [351 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']\n",
-      "Bids event files: [349 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']\n",
-      "Bids event files: [347 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']\n",
-      "Bids event files: [349 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']\n",
-      "Bids event files: [349 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']\n",
-      "Bids event files: [340 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']\n",
-      "Bids event files: [351 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']\n",
-      "Bids event files: [351 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']\n",
-      "Bids event files: [351 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']\n",
-      "Bids event files: [350 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']\n",
-      "Bids event files: [351 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']\n",
-      "Bids event files: [351 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']\n",
-      "Bids event files: [352 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']\n",
-      "Bids event files: [350 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']\n",
-      "Bids event files: [352 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']\n",
-      "Bids event files: [351 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']\n",
-      "Bids event files: [351 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']\n",
-      "Bids event files: [350 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']\n",
-      "Bids event files: [352 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']\n",
-      "Bids event files: [351 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']\n",
-      "Bids event files: [351 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']\n",
-      "Bids event files: [350 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']\n",
-      "Bids event files: [351 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']\n",
-      "Bids event files: [351 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']\n",
-      "Bids event files: [340 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']\n",
-      "Bids event files: [338 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']\n",
-      "Bids event files: [341 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']\n",
-      "Bids event files: [350 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']\n",
-      "Bids event files: [351 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']\n",
-      "Bids event files: [341 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']\n",
-      "Bids event files: [350 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']\n",
-      "Bids event files: [351 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']\n",
-      "Bids event files: [351 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']\n",
-      "Bids event files: [350 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']\n",
-      "Bids event files: [351 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']\n",
-      "Bids event files: [331 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']\n",
-      "Bids event files: [350 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']\n",
-      "Bids event files: [351 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']\n",
-      "Bids event files: [351 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']\n",
-      "Bids event files: [350 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']\n",
-      "Bids event files: [351 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']\n",
-      "Bids event files: [351 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']\n",
-      "Bids event files: [350 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']\n",
-      "Bids event files: [351 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']\n",
-      "Bids event files: [351 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']\n",
-      "Bids event files: [350 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']\n",
-      "Bids event files: [352 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']\n",
-      "Bids event files: [351 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']\n",
-      "Bids event files: [308 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']\n",
-      "Bids event files: [197 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']\n",
-      "Bids event files: [352 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']\n",
-      "Bids event files: [351 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']\n",
-      "Bids event files: [352 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']\n",
-      "Bids event files: [342 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']\n",
-      "Bids event files: [351 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']\n",
-      "Bids event files: [351 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']\n",
-      "Bids event files: [351 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']\n",
-      "Bids event files: [352 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']\n",
-      "Bids event files: [352 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']\n",
-      "Bids event files: [350 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']\n",
-      "Bids event files: [351 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']\n",
-      "Bids event files: [351 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']\n",
-      "EEG event files: [350 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']\n",
-      "EEG event files: [351 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']\n",
-      "EEG event files: [351 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']\n",
-      "EEG event files: [351 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']\n",
-      "EEG event files: [350 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']\n",
-      "EEG event files: [352 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']\n",
-      "EEG event files: [351 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']\n",
-      "EEG event files: [351 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']\n",
-      "EEG event files: [350 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']\n",
-      "EEG event files: [351 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']\n",
-      "EEG event files: [352 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']\n",
-      "EEG event files: [351 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']\n",
-      "EEG event files: [350 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']\n",
-      "EEG event files: [341 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']\n",
-      "EEG event files: [351 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']\n",
-      "EEG event files: [353 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']\n",
-      "EEG event files: [325 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']\n",
-      "EEG event files: [326 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']\n",
-      "EEG event files: [326 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']\n",
-      "EEG event files: [326 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']\n",
-      "EEG event files: [310 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']\n",
-      "EEG event files: [351 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']\n",
-      "EEG event files: [350 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']\n",
-      "EEG event files: [351 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']\n",
-      "EEG event files: [349 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']\n",
-      "EEG event files: [347 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']\n",
-      "EEG event files: [349 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']\n",
-      "EEG event files: [349 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']\n",
-      "EEG event files: [340 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']\n",
-      "EEG event files: [351 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']\n",
-      "EEG event files: [351 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']\n",
-      "EEG event files: [351 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']\n",
-      "EEG event files: [350 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']\n",
-      "EEG event files: [351 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']\n",
-      "EEG event files: [351 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']\n",
-      "EEG event files: [352 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']\n",
-      "EEG event files: [350 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']\n",
-      "EEG event files: [352 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']\n",
-      "EEG event files: [351 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']\n",
-      "EEG event files: [351 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']\n",
-      "EEG event files: [350 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']\n",
-      "EEG event files: [352 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']\n",
-      "EEG event files: [351 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']\n",
-      "EEG event files: [351 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']\n",
-      "EEG event files: [350 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']\n",
-      "EEG event files: [351 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']\n",
-      "EEG event files: [351 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']\n",
-      "EEG event files: [340 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']\n",
-      "EEG event files: [338 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']\n",
-      "EEG event files: [341 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']\n",
-      "EEG event files: [350 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']\n",
-      "EEG event files: [351 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']\n",
-      "EEG event files: [341 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']\n",
-      "EEG event files: [350 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']\n",
-      "EEG event files: [351 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']\n",
-      "EEG event files: [351 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']\n",
-      "EEG event files: [350 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']\n",
-      "EEG event files: [351 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']\n",
-      "EEG event files: [331 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']\n",
-      "EEG event files: [350 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']\n",
-      "EEG event files: [351 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']\n",
-      "EEG event files: [351 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']\n",
-      "EEG event files: [350 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']\n",
-      "EEG event files: [351 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']\n",
-      "EEG event files: [351 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']\n",
-      "EEG event files: [350 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']\n",
-      "EEG event files: [351 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']\n",
-      "EEG event files: [351 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']\n",
-      "EEG event files: [350 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']\n",
-      "EEG event files: [352 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']\n",
-      "EEG event files: [351 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']\n",
-      "EEG event files: [308 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent', 'sample_offset', 'event_code', 'cond_code']\n",
-      "EEG event files: [197 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent', 'sample_offset', 'event_code', 'cond_code']\n",
-      "EEG event files: [352 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent', 'sample_offset', 'event_code', 'cond_code']\n",
-      "EEG event files: [351 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent', 'sample_offset', 'event_code', 'cond_code']\n",
-      "EEG event files: [352 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent', 'sample_offset', 'event_code', 'cond_code']\n",
-      "EEG event files: [342 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent', 'sample_offset', 'event_code', 'cond_code']\n",
-      "EEG event files: [351 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'Trial', 'Event_Type', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']\n",
-      "EEG event files: [351 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'Trial', 'Event_Type', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']\n",
-      "EEG event files: [351 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'Trial', 'Event_Type', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']\n",
-      "EEG event files: [352 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'Trial', 'Event_Type', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']\n",
-      "EEG event files: [352 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'Trial', 'Event_Type', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']\n",
-      "EEG event files: [350 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']\n",
-      "EEG event files: [351 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']\n",
-      "EEG event files: [351 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']\n",
-      "\n",
-      "The Bids event files and EEG event files files have the same number of rows\n",
-      "\n",
-      "\n",
-      "\n",
-      "Summary of all BIDS events files:\n",
-      "Summary for column dictionary :\n",
-      "   Categorical columns (1):\n",
-      "      value (71 distinct values):\n",
-      "         1: 2395\n",
-      "         255: 1831\n",
-      "         B: 333\n",
-      "         C: 438\n",
-      "         D: 594\n",
-      "         F: 461\n",
-      "         G: 533\n",
-      "         H: 502\n",
-      "         J: 428\n",
-      "         K: 604\n",
-      "         L: 566\n",
-      "         M: 626\n",
-      "         N: 441\n",
-      "         P: 404\n",
-      "         Q: 418\n",
-      "         R: 630\n",
-      "         S: 582\n",
-      "         T: 445\n",
-      "         V: 528\n",
-      "         W: 464\n",
-      "         WM: 2097\n",
-      "         X: 408\n",
-      "         Y: 484\n",
-      "         Z: 601\n",
-      "         boundary: 70\n",
-      "         correct: 1868\n",
-      "         empty: 2\n",
-      "         gB: 314\n",
-      "         gC: 505\n",
-      "         gD: 269\n",
-      "         gF: 293\n",
-      "         gG: 336\n",
-      "         gH: 400\n",
-      "         gJ: 327\n",
-      "         gK: 217\n",
-      "         gL: 140\n",
-      "         gM: 436\n",
-      "         gN: 238\n",
-      "         gP: 333\n",
-      "         gQ: 362\n",
-      "         gR: 293\n",
-      "         gS: 204\n",
-      "         gT: 343\n",
-      "         gV: 214\n",
-      "         gW: 305\n",
-      "         gX: 240\n",
-      "         gY: 186\n",
-      "         gZ: 338\n",
-      "         nonWM: 2111\n",
-      "         rB: 179\n",
-      "         rC: 83\n",
-      "         rD: 55\n",
-      "         rF: 82\n",
-      "         rG: 115\n",
-      "         rH: 62\n",
-      "         rJ: 134\n",
-      "         rK: 116\n",
-      "         rL: 177\n",
-      "         rM: 60\n",
-      "         rN: 37\n",
-      "         rP: 94\n",
-      "         rQ: 133\n",
-      "         rR: 152\n",
-      "         rS: 97\n",
-      "         rT: 45\n",
-      "         rV: 114\n",
-      "         rW: 50\n",
-      "         rX: 103\n",
-      "         rY: 82\n",
-      "         rZ: 127\n",
-      "         wrong: 133\n",
-      "   Value columns (0):\n",
-      "\n",
-      "Summary of all EEG.set events files:\n",
-      "Summary for column dictionary :\n",
-      "   Categorical columns (4):\n",
-      "      Event_Type (5 distinct values):\n",
-      "         : 70\n",
-      "         Picture: 23088\n",
-      "         Quit: 2\n",
-      "         Response: 4226\n",
-      "         Sound: 2001\n",
-      "      cond_code (2 distinct values):\n",
-      "         : 518\n",
-      "         0: 3141\n",
-      "      event_code (2 distinct values):\n",
-      "         : 518\n",
-      "         2: 3141\n",
-      "      type (71 distinct values):\n",
-      "         1: 2395\n",
-      "         255: 1831\n",
-      "         B: 333\n",
-      "         C: 438\n",
-      "         D: 594\n",
-      "         F: 461\n",
-      "         G: 533\n",
-      "         H: 502\n",
-      "         J: 428\n",
-      "         K: 604\n",
-      "         L: 566\n",
-      "         M: 626\n",
-      "         N: 441\n",
-      "         P: 404\n",
-      "         Q: 418\n",
-      "         R: 630\n",
-      "         S: 582\n",
-      "         T: 445\n",
-      "         V: 528\n",
-      "         W: 464\n",
-      "         WM: 2097\n",
-      "         X: 408\n",
-      "         Y: 484\n",
-      "         Z: 601\n",
-      "         boundary: 70\n",
-      "         correct: 1868\n",
-      "         empty: 2\n",
-      "         gB: 314\n",
-      "         gC: 505\n",
-      "         gD: 269\n",
-      "         gF: 293\n",
-      "         gG: 336\n",
-      "         gH: 400\n",
-      "         gJ: 327\n",
-      "         gK: 217\n",
-      "         gL: 140\n",
-      "         gM: 436\n",
-      "         gN: 238\n",
-      "         gP: 333\n",
-      "         gQ: 362\n",
-      "         gR: 293\n",
-      "         gS: 204\n",
-      "         gT: 343\n",
-      "         gV: 214\n",
-      "         gW: 305\n",
-      "         gX: 240\n",
-      "         gY: 186\n",
-      "         gZ: 338\n",
-      "         nonWM: 2111\n",
-      "         rB: 179\n",
-      "         rC: 83\n",
-      "         rD: 55\n",
-      "         rF: 82\n",
-      "         rG: 115\n",
-      "         rH: 62\n",
-      "         rJ: 134\n",
-      "         rK: 116\n",
-      "         rL: 177\n",
-      "         rM: 60\n",
-      "         rN: 37\n",
-      "         rP: 94\n",
-      "         rQ: 133\n",
-      "         rR: 152\n",
-      "         rS: 97\n",
-      "         rT: 45\n",
-      "         rV: 114\n",
-      "         rW: 50\n",
-      "         rX: 103\n",
-      "         rY: 82\n",
-      "         rZ: 127\n",
-      "         wrong: 133\n",
-      "   Value columns (0):\n",
-      "\n",
-      "\n",
-      "Log output:\n",
-      "sternberg_01_initial_summary_log: Level None\n",
-      "overall:\n",
-      "\t[ Bids event files has 85 event files]\n",
-      "\t[ EEG event files has 85 event files]\n",
-      "\t[ \n",
-      "The Bids event files and EEG event files files have the same number of rows]\n",
-      "sub-001_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-001_ses-01_task-WorkingMemory_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-001_ses-01_task-WorkingMemory_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [350 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']]\n",
-      "\t[ EEG event files: [350 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']]\n",
-      "sub-001_ses-01_run-2:\n",
-      "\t[ Bids event files: sub-001_ses-01_task-WorkingMemory_run-2_events.tsv]\n",
-      "\t[ EEG event files: sub-001_ses-01_task-WorkingMemory_run-2_eventstemp.tsv]\n",
-      "\t[ Bids event files: [351 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']]\n",
-      "\t[ EEG event files: [351 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']]\n",
-      "sub-001_ses-01_run-3:\n",
-      "\t[ Bids event files: sub-001_ses-01_task-WorkingMemory_run-3_events.tsv]\n",
-      "\t[ EEG event files: sub-001_ses-01_task-WorkingMemory_run-3_eventstemp.tsv]\n",
-      "\t[ Bids event files: [351 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']]\n",
-      "\t[ EEG event files: [351 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']]\n",
-      "sub-001_ses-01_run-4:\n",
-      "\t[ Bids event files: sub-001_ses-01_task-WorkingMemory_run-4_events.tsv]\n",
-      "\t[ EEG event files: sub-001_ses-01_task-WorkingMemory_run-4_eventstemp.tsv]\n",
-      "\t[ Bids event files: [351 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']]\n",
-      "\t[ EEG event files: [351 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']]\n",
-      "sub-002_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-002_ses-01_task-WorkingMemory_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-002_ses-01_task-WorkingMemory_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [350 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']]\n",
-      "\t[ EEG event files: [350 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']]\n",
-      "sub-002_ses-01_run-2:\n",
-      "\t[ Bids event files: sub-002_ses-01_task-WorkingMemory_run-2_events.tsv]\n",
-      "\t[ EEG event files: sub-002_ses-01_task-WorkingMemory_run-2_eventstemp.tsv]\n",
-      "\t[ Bids event files: [352 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']]\n",
-      "\t[ EEG event files: [352 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']]\n",
-      "sub-002_ses-01_run-3:\n",
-      "\t[ Bids event files: sub-002_ses-01_task-WorkingMemory_run-3_events.tsv]\n",
-      "\t[ EEG event files: sub-002_ses-01_task-WorkingMemory_run-3_eventstemp.tsv]\n",
-      "\t[ Bids event files: [351 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']]\n",
-      "\t[ EEG event files: [351 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']]\n",
-      "sub-002_ses-01_run-4:\n",
-      "\t[ Bids event files: sub-002_ses-01_task-WorkingMemory_run-4_events.tsv]\n",
-      "\t[ EEG event files: sub-002_ses-01_task-WorkingMemory_run-4_eventstemp.tsv]\n",
-      "\t[ Bids event files: [351 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']]\n",
-      "\t[ EEG event files: [351 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']]\n",
-      "sub-003_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-003_ses-01_task-WorkingMemory_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-003_ses-01_task-WorkingMemory_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [350 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']]\n",
-      "\t[ EEG event files: [350 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']]\n",
-      "sub-003_ses-01_run-2:\n",
-      "\t[ Bids event files: sub-003_ses-01_task-WorkingMemory_run-2_events.tsv]\n",
-      "\t[ EEG event files: sub-003_ses-01_task-WorkingMemory_run-2_eventstemp.tsv]\n",
-      "\t[ Bids event files: [351 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']]\n",
-      "\t[ EEG event files: [351 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']]\n",
-      "sub-003_ses-01_run-3:\n",
-      "\t[ Bids event files: sub-003_ses-01_task-WorkingMemory_run-3_events.tsv]\n",
-      "\t[ EEG event files: sub-003_ses-01_task-WorkingMemory_run-3_eventstemp.tsv]\n",
-      "\t[ Bids event files: [352 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']]\n",
-      "\t[ EEG event files: [352 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']]\n",
-      "sub-003_ses-01_run-4:\n",
-      "\t[ Bids event files: sub-003_ses-01_task-WorkingMemory_run-4_events.tsv]\n",
-      "\t[ EEG event files: sub-003_ses-01_task-WorkingMemory_run-4_eventstemp.tsv]\n",
-      "\t[ Bids event files: [351 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']]\n",
-      "\t[ EEG event files: [351 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']]\n",
-      "sub-004_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-004_ses-01_task-WorkingMemory_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-004_ses-01_task-WorkingMemory_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [350 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']]\n",
-      "\t[ EEG event files: [350 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']]\n",
-      "sub-004_ses-01_run-2:\n",
-      "\t[ Bids event files: sub-004_ses-01_task-WorkingMemory_run-2_events.tsv]\n",
-      "\t[ EEG event files: sub-004_ses-01_task-WorkingMemory_run-2_eventstemp.tsv]\n",
-      "\t[ Bids event files: [341 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']]\n",
-      "\t[ EEG event files: [341 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']]\n",
-      "sub-004_ses-01_run-3:\n",
-      "\t[ Bids event files: sub-004_ses-01_task-WorkingMemory_run-3_events.tsv]\n",
-      "\t[ EEG event files: sub-004_ses-01_task-WorkingMemory_run-3_eventstemp.tsv]\n",
-      "\t[ Bids event files: [351 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']]\n",
-      "\t[ EEG event files: [351 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']]\n",
-      "sub-004_ses-01_run-4:\n",
-      "\t[ Bids event files: sub-004_ses-01_task-WorkingMemory_run-4_events.tsv]\n",
-      "\t[ EEG event files: sub-004_ses-01_task-WorkingMemory_run-4_eventstemp.tsv]\n",
-      "\t[ Bids event files: [353 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']]\n",
-      "\t[ EEG event files: [353 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']]\n",
-      "sub-005_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-005_ses-01_task-WorkingMemory_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-005_ses-01_task-WorkingMemory_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [325 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']]\n",
-      "\t[ EEG event files: [325 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']]\n",
-      "sub-005_ses-01_run-2:\n",
-      "\t[ Bids event files: sub-005_ses-01_task-WorkingMemory_run-2_events.tsv]\n",
-      "\t[ EEG event files: sub-005_ses-01_task-WorkingMemory_run-2_eventstemp.tsv]\n",
-      "\t[ Bids event files: [326 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']]\n",
-      "\t[ EEG event files: [326 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']]\n",
-      "sub-005_ses-01_run-3:\n",
-      "\t[ Bids event files: sub-005_ses-01_task-WorkingMemory_run-3_events.tsv]\n",
-      "\t[ EEG event files: sub-005_ses-01_task-WorkingMemory_run-3_eventstemp.tsv]\n",
-      "\t[ Bids event files: [326 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']]\n",
-      "\t[ EEG event files: [326 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']]\n",
-      "sub-005_ses-01_run-4:\n",
-      "\t[ Bids event files: sub-005_ses-01_task-WorkingMemory_run-4_events.tsv]\n",
-      "\t[ EEG event files: sub-005_ses-01_task-WorkingMemory_run-4_eventstemp.tsv]\n",
-      "\t[ Bids event files: [326 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']]\n",
-      "\t[ EEG event files: [326 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']]\n",
-      "sub-006_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-006_ses-01_task-WorkingMemory_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-006_ses-01_task-WorkingMemory_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [310 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']]\n",
-      "\t[ EEG event files: [310 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']]\n",
-      "sub-006_ses-01_run-2:\n",
-      "\t[ Bids event files: sub-006_ses-01_task-WorkingMemory_run-2_events.tsv]\n",
-      "\t[ EEG event files: sub-006_ses-01_task-WorkingMemory_run-2_eventstemp.tsv]\n",
-      "\t[ Bids event files: [351 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']]\n",
-      "\t[ EEG event files: [351 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']]\n",
-      "sub-006_ses-01_run-3:\n",
-      "\t[ Bids event files: sub-006_ses-01_task-WorkingMemory_run-3_events.tsv]\n",
-      "\t[ EEG event files: sub-006_ses-01_task-WorkingMemory_run-3_eventstemp.tsv]\n",
-      "\t[ Bids event files: [350 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']]\n",
-      "\t[ EEG event files: [350 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']]\n",
-      "sub-006_ses-01_run-4:\n",
-      "\t[ Bids event files: sub-006_ses-01_task-WorkingMemory_run-4_events.tsv]\n",
-      "\t[ EEG event files: sub-006_ses-01_task-WorkingMemory_run-4_eventstemp.tsv]\n",
-      "\t[ Bids event files: [351 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']]\n",
-      "\t[ EEG event files: [351 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']]\n",
-      "sub-007_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-007_ses-01_task-WorkingMemory_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-007_ses-01_task-WorkingMemory_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [349 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']]\n",
-      "\t[ EEG event files: [349 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']]\n",
-      "sub-007_ses-01_run-2:\n",
-      "\t[ Bids event files: sub-007_ses-01_task-WorkingMemory_run-2_events.tsv]\n",
-      "\t[ EEG event files: sub-007_ses-01_task-WorkingMemory_run-2_eventstemp.tsv]\n",
-      "\t[ Bids event files: [347 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']]\n",
-      "\t[ EEG event files: [347 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']]\n",
-      "sub-007_ses-01_run-3:\n",
-      "\t[ Bids event files: sub-007_ses-01_task-WorkingMemory_run-3_events.tsv]\n",
-      "\t[ EEG event files: sub-007_ses-01_task-WorkingMemory_run-3_eventstemp.tsv]\n",
-      "\t[ Bids event files: [349 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']]\n",
-      "\t[ EEG event files: [349 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']]\n",
-      "sub-007_ses-01_run-4:\n",
-      "\t[ Bids event files: sub-007_ses-01_task-WorkingMemory_run-4_events.tsv]\n",
-      "\t[ EEG event files: sub-007_ses-01_task-WorkingMemory_run-4_eventstemp.tsv]\n",
-      "\t[ Bids event files: [349 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']]\n",
-      "\t[ EEG event files: [349 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']]\n",
-      "sub-008_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-008_ses-01_task-WorkingMemory_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-008_ses-01_task-WorkingMemory_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [340 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']]\n",
-      "\t[ EEG event files: [340 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']]\n",
-      "sub-008_ses-01_run-2:\n",
-      "\t[ Bids event files: sub-008_ses-01_task-WorkingMemory_run-2_events.tsv]\n",
-      "\t[ EEG event files: sub-008_ses-01_task-WorkingMemory_run-2_eventstemp.tsv]\n",
-      "\t[ Bids event files: [351 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']]\n",
-      "\t[ EEG event files: [351 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']]\n",
-      "sub-008_ses-01_run-3:\n",
-      "\t[ Bids event files: sub-008_ses-01_task-WorkingMemory_run-3_events.tsv]\n",
-      "\t[ EEG event files: sub-008_ses-01_task-WorkingMemory_run-3_eventstemp.tsv]\n",
-      "\t[ Bids event files: [351 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']]\n",
-      "\t[ EEG event files: [351 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']]\n",
-      "sub-008_ses-01_run-4:\n",
-      "\t[ Bids event files: sub-008_ses-01_task-WorkingMemory_run-4_events.tsv]\n",
-      "\t[ EEG event files: sub-008_ses-01_task-WorkingMemory_run-4_eventstemp.tsv]\n",
-      "\t[ Bids event files: [351 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']]\n",
-      "\t[ EEG event files: [351 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']]\n",
-      "sub-009_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-009_ses-01_task-WorkingMemory_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-009_ses-01_task-WorkingMemory_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [350 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']]\n",
-      "\t[ EEG event files: [350 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']]\n",
-      "sub-009_ses-01_run-2:\n",
-      "\t[ Bids event files: sub-009_ses-01_task-WorkingMemory_run-2_events.tsv]\n",
-      "\t[ EEG event files: sub-009_ses-01_task-WorkingMemory_run-2_eventstemp.tsv]\n",
-      "\t[ Bids event files: [351 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']]\n",
-      "\t[ EEG event files: [351 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']]\n",
-      "sub-009_ses-01_run-3:\n",
-      "\t[ Bids event files: sub-009_ses-01_task-WorkingMemory_run-3_events.tsv]\n",
-      "\t[ EEG event files: sub-009_ses-01_task-WorkingMemory_run-3_eventstemp.tsv]\n",
-      "\t[ Bids event files: [351 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']]\n",
-      "\t[ EEG event files: [351 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']]\n",
-      "sub-009_ses-01_run-4:\n",
-      "\t[ Bids event files: sub-009_ses-01_task-WorkingMemory_run-4_events.tsv]\n",
-      "\t[ EEG event files: sub-009_ses-01_task-WorkingMemory_run-4_eventstemp.tsv]\n",
-      "\t[ Bids event files: [352 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']]\n",
-      "\t[ EEG event files: [352 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']]\n",
-      "sub-010_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-010_ses-01_task-WorkingMemory_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-010_ses-01_task-WorkingMemory_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [350 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']]\n",
-      "\t[ EEG event files: [350 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']]\n",
-      "sub-010_ses-01_run-2:\n",
-      "\t[ Bids event files: sub-010_ses-01_task-WorkingMemory_run-2_events.tsv]\n",
-      "\t[ EEG event files: sub-010_ses-01_task-WorkingMemory_run-2_eventstemp.tsv]\n",
-      "\t[ Bids event files: [352 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']]\n",
-      "\t[ EEG event files: [352 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']]\n",
-      "sub-010_ses-01_run-3:\n",
-      "\t[ Bids event files: sub-010_ses-01_task-WorkingMemory_run-3_events.tsv]\n",
-      "\t[ EEG event files: sub-010_ses-01_task-WorkingMemory_run-3_eventstemp.tsv]\n",
-      "\t[ Bids event files: [351 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']]\n",
-      "\t[ EEG event files: [351 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']]\n",
-      "sub-010_ses-01_run-4:\n",
-      "\t[ Bids event files: sub-010_ses-01_task-WorkingMemory_run-4_events.tsv]\n",
-      "\t[ EEG event files: sub-010_ses-01_task-WorkingMemory_run-4_eventstemp.tsv]\n",
-      "\t[ Bids event files: [351 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']]\n",
-      "\t[ EEG event files: [351 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']]\n",
-      "sub-011_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-011_ses-01_task-WorkingMemory_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-011_ses-01_task-WorkingMemory_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [350 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']]\n",
-      "\t[ EEG event files: [350 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']]\n",
-      "sub-011_ses-01_run-2:\n",
-      "\t[ Bids event files: sub-011_ses-01_task-WorkingMemory_run-2_events.tsv]\n",
-      "\t[ EEG event files: sub-011_ses-01_task-WorkingMemory_run-2_eventstemp.tsv]\n",
-      "\t[ Bids event files: [352 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']]\n",
-      "\t[ EEG event files: [352 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']]\n",
-      "sub-011_ses-01_run-3:\n",
-      "\t[ Bids event files: sub-011_ses-01_task-WorkingMemory_run-3_events.tsv]\n",
-      "\t[ EEG event files: sub-011_ses-01_task-WorkingMemory_run-3_eventstemp.tsv]\n",
-      "\t[ Bids event files: [351 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']]\n",
-      "\t[ EEG event files: [351 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']]\n",
-      "sub-011_ses-01_run-4:\n",
-      "\t[ Bids event files: sub-011_ses-01_task-WorkingMemory_run-4_events.tsv]\n",
-      "\t[ EEG event files: sub-011_ses-01_task-WorkingMemory_run-4_eventstemp.tsv]\n",
-      "\t[ Bids event files: [351 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']]\n",
-      "\t[ EEG event files: [351 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']]\n",
-      "sub-012_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-012_ses-01_task-WorkingMemory_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-012_ses-01_task-WorkingMemory_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [350 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']]\n",
-      "\t[ EEG event files: [350 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']]\n",
-      "sub-012_ses-01_run-2:\n",
-      "\t[ Bids event files: sub-012_ses-01_task-WorkingMemory_run-2_events.tsv]\n",
-      "\t[ EEG event files: sub-012_ses-01_task-WorkingMemory_run-2_eventstemp.tsv]\n",
-      "\t[ Bids event files: [351 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']]\n",
-      "\t[ EEG event files: [351 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']]\n",
-      "sub-012_ses-01_run-3:\n",
-      "\t[ Bids event files: sub-012_ses-01_task-WorkingMemory_run-3_events.tsv]\n",
-      "\t[ EEG event files: sub-012_ses-01_task-WorkingMemory_run-3_eventstemp.tsv]\n",
-      "\t[ Bids event files: [351 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']]\n",
-      "\t[ EEG event files: [351 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']]\n",
-      "sub-014_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-014_ses-01_task-WorkingMemory_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-014_ses-01_task-WorkingMemory_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [340 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']]\n",
-      "\t[ EEG event files: [340 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']]\n",
-      "sub-014_ses-01_run-2:\n",
-      "\t[ Bids event files: sub-014_ses-01_task-WorkingMemory_run-2_events.tsv]\n",
-      "\t[ EEG event files: sub-014_ses-01_task-WorkingMemory_run-2_eventstemp.tsv]\n",
-      "\t[ Bids event files: [338 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']]\n",
-      "\t[ EEG event files: [338 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']]\n",
-      "sub-014_ses-01_run-3:\n",
-      "\t[ Bids event files: sub-014_ses-01_task-WorkingMemory_run-3_events.tsv]\n",
-      "\t[ EEG event files: sub-014_ses-01_task-WorkingMemory_run-3_eventstemp.tsv]\n",
-      "\t[ Bids event files: [341 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']]\n",
-      "\t[ EEG event files: [341 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']]\n",
-      "sub-015_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-015_ses-01_task-WorkingMemory_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-015_ses-01_task-WorkingMemory_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [350 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']]\n",
-      "\t[ EEG event files: [350 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']]\n",
-      "sub-015_ses-01_run-2:\n",
-      "\t[ Bids event files: sub-015_ses-01_task-WorkingMemory_run-2_events.tsv]\n",
-      "\t[ EEG event files: sub-015_ses-01_task-WorkingMemory_run-2_eventstemp.tsv]\n",
-      "\t[ Bids event files: [351 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']]\n",
-      "\t[ EEG event files: [351 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']]\n",
-      "sub-015_ses-01_run-3:\n",
-      "\t[ Bids event files: sub-015_ses-01_task-WorkingMemory_run-3_events.tsv]\n",
-      "\t[ EEG event files: sub-015_ses-01_task-WorkingMemory_run-3_eventstemp.tsv]\n",
-      "\t[ Bids event files: [341 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']]\n",
-      "\t[ EEG event files: [341 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']]\n",
-      "sub-016_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-016_ses-01_task-WorkingMemory_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-016_ses-01_task-WorkingMemory_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [350 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']]\n",
-      "\t[ EEG event files: [350 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']]\n",
-      "sub-016_ses-01_run-2:\n",
-      "\t[ Bids event files: sub-016_ses-01_task-WorkingMemory_run-2_events.tsv]\n",
-      "\t[ EEG event files: sub-016_ses-01_task-WorkingMemory_run-2_eventstemp.tsv]\n",
-      "\t[ Bids event files: [351 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']]\n",
-      "\t[ EEG event files: [351 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']]\n",
-      "sub-016_ses-01_run-3:\n",
-      "\t[ Bids event files: sub-016_ses-01_task-WorkingMemory_run-3_events.tsv]\n",
-      "\t[ EEG event files: sub-016_ses-01_task-WorkingMemory_run-3_eventstemp.tsv]\n",
-      "\t[ Bids event files: [351 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']]\n",
-      "\t[ EEG event files: [351 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']]\n",
-      "sub-017_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-017_ses-01_task-WorkingMemory_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-017_ses-01_task-WorkingMemory_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [350 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']]\n",
-      "\t[ EEG event files: [350 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']]\n",
-      "sub-017_ses-01_run-2:\n",
-      "\t[ Bids event files: sub-017_ses-01_task-WorkingMemory_run-2_events.tsv]\n",
-      "\t[ EEG event files: sub-017_ses-01_task-WorkingMemory_run-2_eventstemp.tsv]\n",
-      "\t[ Bids event files: [351 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']]\n",
-      "\t[ EEG event files: [351 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']]\n",
-      "sub-017_ses-01_run-3:\n",
-      "\t[ Bids event files: sub-017_ses-01_task-WorkingMemory_run-3_events.tsv]\n",
-      "\t[ EEG event files: sub-017_ses-01_task-WorkingMemory_run-3_eventstemp.tsv]\n",
-      "\t[ Bids event files: [331 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']]\n",
-      "\t[ EEG event files: [331 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']]\n",
-      "sub-018_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-018_ses-01_task-WorkingMemory_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-018_ses-01_task-WorkingMemory_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [350 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']]\n",
-      "\t[ EEG event files: [350 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']]\n",
-      "sub-018_ses-01_run-2:\n",
-      "\t[ Bids event files: sub-018_ses-01_task-WorkingMemory_run-2_events.tsv]\n",
-      "\t[ EEG event files: sub-018_ses-01_task-WorkingMemory_run-2_eventstemp.tsv]\n",
-      "\t[ Bids event files: [351 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']]\n",
-      "\t[ EEG event files: [351 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']]\n",
-      "sub-018_ses-01_run-3:\n",
-      "\t[ Bids event files: sub-018_ses-01_task-WorkingMemory_run-3_events.tsv]\n",
-      "\t[ EEG event files: sub-018_ses-01_task-WorkingMemory_run-3_eventstemp.tsv]\n",
-      "\t[ Bids event files: [351 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']]\n",
-      "\t[ EEG event files: [351 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']]\n",
-      "sub-019_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-019_ses-01_task-WorkingMemory_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-019_ses-01_task-WorkingMemory_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [350 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']]\n",
-      "\t[ EEG event files: [350 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']]\n",
-      "sub-019_ses-01_run-2:\n",
-      "\t[ Bids event files: sub-019_ses-01_task-WorkingMemory_run-2_events.tsv]\n",
-      "\t[ EEG event files: sub-019_ses-01_task-WorkingMemory_run-2_eventstemp.tsv]\n",
-      "\t[ Bids event files: [351 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']]\n",
-      "\t[ EEG event files: [351 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']]\n",
-      "sub-019_ses-01_run-3:\n",
-      "\t[ Bids event files: sub-019_ses-01_task-WorkingMemory_run-3_events.tsv]\n",
-      "\t[ EEG event files: sub-019_ses-01_task-WorkingMemory_run-3_eventstemp.tsv]\n",
-      "\t[ Bids event files: [351 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']]\n",
-      "\t[ EEG event files: [351 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']]\n",
-      "sub-020_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-020_ses-01_task-WorkingMemory_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-020_ses-01_task-WorkingMemory_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [350 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']]\n",
-      "\t[ EEG event files: [350 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']]\n",
-      "sub-020_ses-01_run-2:\n",
-      "\t[ Bids event files: sub-020_ses-01_task-WorkingMemory_run-2_events.tsv]\n",
-      "\t[ EEG event files: sub-020_ses-01_task-WorkingMemory_run-2_eventstemp.tsv]\n",
-      "\t[ Bids event files: [351 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']]\n",
-      "\t[ EEG event files: [351 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']]\n",
-      "sub-020_ses-01_run-3:\n",
-      "\t[ Bids event files: sub-020_ses-01_task-WorkingMemory_run-3_events.tsv]\n",
-      "\t[ EEG event files: sub-020_ses-01_task-WorkingMemory_run-3_eventstemp.tsv]\n",
-      "\t[ Bids event files: [351 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']]\n",
-      "\t[ EEG event files: [351 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']]\n",
-      "sub-021_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-021_ses-01_task-WorkingMemory_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-021_ses-01_task-WorkingMemory_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [350 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']]\n",
-      "\t[ EEG event files: [350 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']]\n",
-      "sub-021_ses-01_run-2:\n",
-      "\t[ Bids event files: sub-021_ses-01_task-WorkingMemory_run-2_events.tsv]\n",
-      "\t[ EEG event files: sub-021_ses-01_task-WorkingMemory_run-2_eventstemp.tsv]\n",
-      "\t[ Bids event files: [352 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']]\n",
-      "\t[ EEG event files: [352 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']]\n",
-      "sub-021_ses-01_run-3:\n",
-      "\t[ Bids event files: sub-021_ses-01_task-WorkingMemory_run-3_events.tsv]\n",
-      "\t[ EEG event files: sub-021_ses-01_task-WorkingMemory_run-3_eventstemp.tsv]\n",
-      "\t[ Bids event files: [351 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']]\n",
-      "\t[ EEG event files: [351 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']]\n",
-      "sub-022_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-022_ses-01_task-WorkingMemory_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-022_ses-01_task-WorkingMemory_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [308 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']]\n",
-      "\t[ EEG event files: [308 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent', 'sample_offset', 'event_code', 'cond_code']]\n",
-      "sub-022_ses-01_run-2:\n",
-      "\t[ Bids event files: sub-022_ses-01_task-WorkingMemory_run-2_events.tsv]\n",
-      "\t[ EEG event files: sub-022_ses-01_task-WorkingMemory_run-2_eventstemp.tsv]\n",
-      "\t[ Bids event files: [197 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']]\n",
-      "\t[ EEG event files: [197 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent', 'sample_offset', 'event_code', 'cond_code']]\n",
-      "sub-022_ses-01_run-3:\n",
-      "\t[ Bids event files: sub-022_ses-01_task-WorkingMemory_run-3_events.tsv]\n",
-      "\t[ EEG event files: sub-022_ses-01_task-WorkingMemory_run-3_eventstemp.tsv]\n",
-      "\t[ Bids event files: [352 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']]\n",
-      "\t[ EEG event files: [352 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent', 'sample_offset', 'event_code', 'cond_code']]\n",
-      "sub-022_ses-01_run-4:\n",
-      "\t[ Bids event files: sub-022_ses-01_task-WorkingMemory_run-4_events.tsv]\n",
-      "\t[ EEG event files: sub-022_ses-01_task-WorkingMemory_run-4_eventstemp.tsv]\n",
-      "\t[ Bids event files: [351 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']]\n",
-      "\t[ EEG event files: [351 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent', 'sample_offset', 'event_code', 'cond_code']]\n",
-      "sub-022_ses-01_run-5:\n",
-      "\t[ Bids event files: sub-022_ses-01_task-WorkingMemory_run-5_events.tsv]\n",
-      "\t[ EEG event files: sub-022_ses-01_task-WorkingMemory_run-5_eventstemp.tsv]\n",
-      "\t[ Bids event files: [352 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']]\n",
-      "\t[ EEG event files: [352 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent', 'sample_offset', 'event_code', 'cond_code']]\n",
-      "sub-022_ses-01_run-6:\n",
-      "\t[ Bids event files: sub-022_ses-01_task-WorkingMemory_run-6_events.tsv]\n",
-      "\t[ EEG event files: sub-022_ses-01_task-WorkingMemory_run-6_eventstemp.tsv]\n",
-      "\t[ Bids event files: [342 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']]\n",
-      "\t[ EEG event files: [342 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent', 'sample_offset', 'event_code', 'cond_code']]\n",
-      "sub-023_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-023_ses-01_task-WorkingMemory_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-023_ses-01_task-WorkingMemory_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [351 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']]\n",
-      "\t[ EEG event files: [351 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'Trial', 'Event_Type', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']]\n",
-      "sub-023_ses-01_run-2:\n",
-      "\t[ Bids event files: sub-023_ses-01_task-WorkingMemory_run-2_events.tsv]\n",
-      "\t[ EEG event files: sub-023_ses-01_task-WorkingMemory_run-2_eventstemp.tsv]\n",
-      "\t[ Bids event files: [351 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']]\n",
-      "\t[ EEG event files: [351 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'Trial', 'Event_Type', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']]\n",
-      "sub-023_ses-01_run-3:\n",
-      "\t[ Bids event files: sub-023_ses-01_task-WorkingMemory_run-3_events.tsv]\n",
-      "\t[ EEG event files: sub-023_ses-01_task-WorkingMemory_run-3_eventstemp.tsv]\n",
-      "\t[ Bids event files: [351 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']]\n",
-      "\t[ EEG event files: [351 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'Trial', 'Event_Type', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']]\n",
-      "sub-023_ses-01_run-4:\n",
-      "\t[ Bids event files: sub-023_ses-01_task-WorkingMemory_run-4_events.tsv]\n",
-      "\t[ EEG event files: sub-023_ses-01_task-WorkingMemory_run-4_eventstemp.tsv]\n",
-      "\t[ Bids event files: [352 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']]\n",
-      "\t[ EEG event files: [352 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'Trial', 'Event_Type', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']]\n",
-      "sub-023_ses-01_run-5:\n",
-      "\t[ Bids event files: sub-023_ses-01_task-WorkingMemory_run-5_events.tsv]\n",
-      "\t[ EEG event files: sub-023_ses-01_task-WorkingMemory_run-5_eventstemp.tsv]\n",
-      "\t[ Bids event files: [352 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']]\n",
-      "\t[ EEG event files: [352 events] ['sample_offset', 'event_code', 'cond_code', 'type', 'latency', 'Trial', 'Event_Type', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']]\n",
-      "sub-024_ses-01_run-1:\n",
-      "\t[ Bids event files: sub-024_ses-01_task-WorkingMemory_run-1_events.tsv]\n",
-      "\t[ EEG event files: sub-024_ses-01_task-WorkingMemory_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event files: [350 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']]\n",
-      "\t[ EEG event files: [350 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']]\n",
-      "sub-024_ses-01_run-2:\n",
-      "\t[ Bids event files: sub-024_ses-01_task-WorkingMemory_run-2_events.tsv]\n",
-      "\t[ EEG event files: sub-024_ses-01_task-WorkingMemory_run-2_eventstemp.tsv]\n",
-      "\t[ Bids event files: [351 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']]\n",
-      "\t[ EEG event files: [351 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']]\n",
-      "sub-024_ses-01_run-3:\n",
-      "\t[ Bids event files: sub-024_ses-01_task-WorkingMemory_run-3_events.tsv]\n",
-      "\t[ EEG event files: sub-024_ses-01_task-WorkingMemory_run-3_eventstemp.tsv]\n",
-      "\t[ Bids event files: [351 events] ['onset', 'duration', 'sample', 'trial_type', 'response_time', 'stim_file', 'value']]\n",
-      "\t[ EEG event files: [351 events] ['Trial', 'Event_Type', 'type', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2', 'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent']]\n",
-      "\n",
-      "\n",
-      "ERROR Summary:\n",
-      "sternberg_01_initial_summary_log: Level ERROR\n",
-      "overall:\n",
-      "sub-001_ses-01_run-1:\n",
-      "sub-001_ses-01_run-2:\n",
-      "sub-001_ses-01_run-3:\n",
-      "sub-001_ses-01_run-4:\n",
-      "sub-002_ses-01_run-1:\n",
-      "sub-002_ses-01_run-2:\n",
-      "sub-002_ses-01_run-3:\n",
-      "sub-002_ses-01_run-4:\n",
-      "sub-003_ses-01_run-1:\n",
-      "sub-003_ses-01_run-2:\n",
-      "sub-003_ses-01_run-3:\n",
-      "sub-003_ses-01_run-4:\n",
-      "sub-004_ses-01_run-1:\n",
-      "sub-004_ses-01_run-2:\n",
-      "sub-004_ses-01_run-3:\n",
-      "sub-004_ses-01_run-4:\n",
-      "sub-005_ses-01_run-1:\n",
-      "sub-005_ses-01_run-2:\n",
-      "sub-005_ses-01_run-3:\n",
-      "sub-005_ses-01_run-4:\n",
-      "sub-006_ses-01_run-1:\n",
-      "sub-006_ses-01_run-2:\n",
-      "sub-006_ses-01_run-3:\n",
-      "sub-006_ses-01_run-4:\n",
-      "sub-007_ses-01_run-1:\n",
-      "sub-007_ses-01_run-2:\n",
-      "sub-007_ses-01_run-3:\n",
-      "sub-007_ses-01_run-4:\n",
-      "sub-008_ses-01_run-1:\n",
-      "sub-008_ses-01_run-2:\n",
-      "sub-008_ses-01_run-3:\n",
-      "sub-008_ses-01_run-4:\n",
-      "sub-009_ses-01_run-1:\n",
-      "sub-009_ses-01_run-2:\n",
-      "sub-009_ses-01_run-3:\n",
-      "sub-009_ses-01_run-4:\n",
-      "sub-010_ses-01_run-1:\n",
-      "sub-010_ses-01_run-2:\n",
-      "sub-010_ses-01_run-3:\n",
-      "sub-010_ses-01_run-4:\n",
-      "sub-011_ses-01_run-1:\n",
-      "sub-011_ses-01_run-2:\n",
-      "sub-011_ses-01_run-3:\n",
-      "sub-011_ses-01_run-4:\n",
-      "sub-012_ses-01_run-1:\n",
-      "sub-012_ses-01_run-2:\n",
-      "sub-012_ses-01_run-3:\n",
-      "sub-014_ses-01_run-1:\n",
-      "sub-014_ses-01_run-2:\n",
-      "sub-014_ses-01_run-3:\n",
-      "sub-015_ses-01_run-1:\n",
-      "sub-015_ses-01_run-2:\n",
-      "sub-015_ses-01_run-3:\n",
-      "sub-016_ses-01_run-1:\n",
-      "sub-016_ses-01_run-2:\n",
-      "sub-016_ses-01_run-3:\n",
-      "sub-017_ses-01_run-1:\n",
-      "sub-017_ses-01_run-2:\n",
-      "sub-017_ses-01_run-3:\n",
-      "sub-018_ses-01_run-1:\n",
-      "sub-018_ses-01_run-2:\n",
-      "sub-018_ses-01_run-3:\n",
-      "sub-019_ses-01_run-1:\n",
-      "sub-019_ses-01_run-2:\n",
-      "sub-019_ses-01_run-3:\n",
-      "sub-020_ses-01_run-1:\n",
-      "sub-020_ses-01_run-2:\n",
-      "sub-020_ses-01_run-3:\n",
-      "sub-021_ses-01_run-1:\n",
-      "sub-021_ses-01_run-2:\n",
-      "sub-021_ses-01_run-3:\n",
-      "sub-022_ses-01_run-1:\n",
-      "sub-022_ses-01_run-2:\n",
-      "sub-022_ses-01_run-3:\n",
-      "sub-022_ses-01_run-4:\n",
-      "sub-022_ses-01_run-5:\n",
-      "sub-022_ses-01_run-6:\n",
-      "sub-023_ses-01_run-1:\n",
-      "sub-023_ses-01_run-2:\n",
-      "sub-023_ses-01_run-3:\n",
-      "sub-023_ses-01_run-4:\n",
-      "sub-023_ses-01_run-5:\n",
-      "sub-024_ses-01_run-1:\n",
-      "sub-024_ses-01_run-2:\n",
-      "sub-024_ses-01_run-3:\n"
-     ]
-    }
-   ],
-   "source": [
-    "import os\n",
-    "import datetime\n",
-    "from hed.tools import BidsTabularDictionary, BidsTabularSummary, HedLogger, report_diffs\n",
-    "from hed.util import get_file_list\n",
-    "\n",
-    "# Variables to set for the specific dataset\n",
-    "bids_root_path = 'G:/Sternberg/SternbergWorking/'\n",
-    "exclude_dirs = ['code', 'stimuli']\n",
-    "entities = ('sub', 'ses', 'run')\n",
-    "bids_skip_columns = ['onset', 'duration', 'sample', 'response_time', 'trial_type', 'stim_file']\n",
-    "eeg_skip_columns = ['Trial', 'latency', 'TTime', 'Uncertainty', 'duration', 'Uncertainty2',\n",
-    "                    'ReqTime', 'ReqDur', 'init_index', 'init_time', 'urevent', 'sample_offset']\n",
-    "log_name = 'sternberg_01_initial_summary_log'\n",
-    "\n",
-    "# Set up the logger\n",
-    "log_file_name = f\"code/curation_logs/{log_name}.txt\"\n",
-    "logger = HedLogger(name=log_name)\n",
-    "\n",
-    "# Construct the event file dictionaries for the BIDS and for EEG.event files\n",
-    "files_bids = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_events\", exclude_dirs=exclude_dirs)\n",
-    "bids_dict = BidsTabularDictionary(\"Bids event files\", files_bids, entities=entities)\n",
-    "files_eeg = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_eventstemp\", exclude_dirs=exclude_dirs)\n",
-    "eeg_dict = BidsTabularDictionary(\"EEG event files\", files_eeg, entities=entities)\n",
-    "\n",
-    "# Output a list of files for the two cases and detect differences\n",
-    "print(f\"\\n{report_diffs(bids_dict, eeg_dict, logger)}\\n\\n\")\n",
-    "\n",
-    "# Create summary dictionaries of the original BIDS events files and output column names\n",
-    "bids_sum_all, bids_sum =  BidsTabularSummary.make_combined_dicts(bids_dict, skip_cols=bids_skip_columns)\n",
-    "print(f\"\\nSummary of all BIDS events files:\\n{bids_sum_all}\")\n",
-    "\n",
-    "eeg_sum_all, eeg_sum =  BidsTabularSummary.make_combined_dicts(eeg_dict, skip_cols=eeg_skip_columns)\n",
-    "print(f\"\\nSummary of all EEG.set events files:\\n{eeg_sum_all}\")\n",
-    "\n",
-    "# Output and save the log\n",
-    "log_string = \"\\n\\nLog output:\\n\" + logger.get_log_string()\n",
-    "error_string = \"\\n\\nERROR Summary:\\n\" + logger.get_log_string(level=\"ERROR\")\n",
-    "print(log_string)\n",
-    "print(error_string)\n",
-    "save_path = os.path.join(bids_root_path, log_file_name)\n",
-    "with open(save_path, \"w\") as fp:\n",
-    "    fp.write(f\"{log_file_name} {datetime.datetime.now()}\\n\")\n",
-    "    fp.write(f\"\\n{bids_sum_all}\\n\")\n",
-    "    fp.write(f\"\\n{eeg_sum_all}\\n\")\n",
-    "    fp.write(log_string)\n",
-    "    fp.write(error_string)\n"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Create dictionaries for the BIDS events files and the EEG.event files\n"
-    }
-   }
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 2
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.6"
-  },
-  "pycharm": {
-   "stem_cell": {
-    "cell_type": "raw",
-    "source": [
-     "## Initial summary of event files\n",
-     "\n",
-     "**Dataset**: Modified Sternberg Working Memory Task [headit Sternberg](https://headit.ucsd.edu/studies/e5e644be-a236-11e2-b5e7-0050563f2612).\n",
-     "\n",
-     "This script does a preliminary summary of the contents of the events files.\n",
-     "The summary includes printing out the column names of each event file so\n",
-     "that they can be manually checked for differences.\n",
-     "\n",
-     "The script assumes that the data is in BIDS format and that each BIDS events\n",
-     "file of the form `_events.tsv` has a corresponding events file with\n",
-     "suffix `_events_temp.tsv` that was previously dumped from the `EEG.set` files.\n",
-     "\n",
-     "Keys are specified by a `entities` tuple lists the BIDS entity names\n",
-     "to include in the key.\n",
-     "BIDS base file names are constructed of entity *name*-*value* pairs separated\n",
-     "by underbars and followed by an ending *_suffix*.\n",
-     "\n",
-     "For a file name `sub-001_ses-3_task-target_run-01_events.tsv`,\n",
-     "the tuple ('sub', 'task') gives a key of `sub-001_task-target`,\n",
-     "while the tuple ('sub', 'ses', 'run) gives a key of `sub-001_ses-3_run-01`.\n",
-     "The use of dictionaries of file names with such keys makes it\n",
-     "easier to associate related files in the BIDS naming structure.\n",
-     "\n",
-     "For a file name `sub-001_ses-3_task-target_run-01_events.tsv`,\n",
-     "the tuple (0, 2) gives a key of `sub-001_task-target`,\n",
-     "while the tuple (0, 3) gives a key of `sub-001_run-01`.\n",
-     "The use of dictionaries of file names with such keys makes it\n",
-     "easier to associate related files in the BIDS naming structure.\n",
-     "\n",
-     "The setup requires the setting of the following variables for your dataset:\n",
-     "\n",
-     "| Variable | Purpose |\n",
-     "| -------- | ------- |\n",
-     "| bids_root_path | Full path to root directory of dataset.|\n",
-     "| exclude_dirs | List of directories to exclude when constructing file lists. |\n",
-     "| entities  | Tuple of entity names used to construct a unique keys representing filenames. <br>(See [Dictionaries of filenames](https://hed-examples.readthedocs.io/en/latest/HedInPython.html#dictionaries-of-filenames-anchor) for examples of how to choose the keys.)|\n",
-     "| bids_skip  |  List of column names in the `events.tsv` files to skip in the analysis. |\n",
-     "| eeg_skip  | List of column names in the `events_temp.tsv` files form EEG.events to skip in analysis.|\n",
-     "| log_name | Name of the log file (saved in the `code/curation_logs` subdirectory). |\n"
-    ],
-    "metadata": {
-     "collapsed": false
-    }
-   }
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
\ No newline at end of file
diff --git a/hedcode/jupyter_notebooks/dataset_specific_processing/sternberg/sternberg_02_initial_combination.ipynb b/hedcode/jupyter_notebooks/dataset_specific_processing/sternberg/sternberg_02_initial_combination.ipynb
deleted file mode 100644
index 83fbf38..0000000
--- a/hedcode/jupyter_notebooks/dataset_specific_processing/sternberg/sternberg_02_initial_combination.ipynb
+++ /dev/null
@@ -1,1536 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "source": [
-    "## Combine columns of Sternberg bids and EEG events for processing\n",
-    "\n",
-    "This script starts with the Sternberg data.\n",
-    "A copy of the EEG.event structure is dumped to the dataset as `_events_temp.tsv` files.\n",
-    "The `sternberg_01_initial_summary.ipynb` has already been run and\n",
-    "indicates that the corresponding versions of the event files have\n",
-    "the same number of events.\n",
-    "\n",
-    "This notebook creates a `_eventstemp1.tsv` for each:\n",
-    "1. Check that the respective event files have the same number of events.\n",
-    "2. Remove the `trial_type`, `response_time`, `stim_file` columns from the bids events file.\n",
-    "3. Save as `_eventstemp1.tsv`."
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   }
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "outputs": [],
-   "source": [
-    "import os\n",
-    "import datetime\n",
-    "from hed.tools import BidsTabularDictionary, HedLogger\n",
-    "from hed.util import get_file_list, get_new_dataframe\n",
-    "\n",
-    "# Set the specific variables for the Attention Shift dataset.\n",
-    "bids_root_path = 'G:\\Sternberg\\SternbergWorking'\n",
-    "exclude_dirs = ['sourcedata', 'stimuli', 'code']\n",
-    "entities = ('sub', 'ses', 'run')\n",
-    "bids_cols_remove = ['trial_type', 'response_time', 'stim_file']\n",
-    "final_cols = ['onset', 'duration', 'sample', 'value']\n",
-    "log_name = 'sternberg_02_initial_combination_log'\n",
-    "\n",
-    "# Set up the logger\n",
-    "log_file_name = f\"code/curation_logs/{log_name}.txt\"\n",
-    "logger = HedLogger(name=log_name)\n",
-    "\n",
-    "#  Create the file lists and dictionaries\n",
-    "bids_files = get_file_list(bids_root_path, extensions=[\".tsv\"], exclude_dirs = ['sourcedata'], name_suffix='_events')\n",
-    "bids_dict = BidsTabularDictionary(\"Bids event files\", bids_files, entities=entities)\n",
-    "eeg_files = get_file_list(bids_root_path, extensions=[\".tsv\"], exclude_dirs = ['sourcedata'],\n",
-    "                          name_suffix=\"_eventstemp\")\n",
-    "eeg_dict = BidsTabularDictionary(\"EEG event files\", eeg_files, entities=entities)\n",
-    "\n",
-    "# Perform the operations to combine the two versions of the event files\n",
-    "for key, file, rowcount, column_count in bids_dict.iter_tsv_info():\n",
-    "    df_bids = get_new_dataframe(file.file_path)\n",
-    "    logger.add(key, f\"Created a dataframe for {os.path.basename(file.file_path)}\")\n",
-    "\n",
-    "    df_eeg = get_new_dataframe(eeg_dict.get_file_path(key))\n",
-    "    logger.add(key, f\"Created a dataframe for {os.path.basename(eeg_dict.get_file_path(key))}\")\n",
-    "\n",
-    "    # Combine the two versions of the events file after verifying they have same number of rows\n",
-    "    if rowcount != eeg_dict.rowcount_dict[key]:\n",
-    "        logger.add(key, f\"The BIDs file has {rowcount} has {rowcount} row and the EEG file has\" +\n",
-    "                   f\"{eeg_dict.rowcount_dict[key]} rows\", level=\"ERROR\", also_print=True)\n",
-    "        continue\n",
-    "    logger.add(key, f\"Bids event file and EEG.set event structure have the same number of events\")\n",
-    "\n",
-    "    # Drop the extra columns\n",
-    "    drop_columns = bids_cols_remove\n",
-    "    df_bids.drop(columns=drop_columns, inplace=True)\n",
-    "    logger.add(key, f\"Dropped {str(drop_columns)} columns\")\n",
-    "\n",
-    "    # Make sure the dataframe has the correct final columns\n",
-    "    extra_cols = set(df_bids.columns).symmetric_difference(set(final_cols))\n",
-    "    if extra_cols:\n",
-    "        logger.add(key, f\"Columns {str(extra_cols)} do not match expected.\", level=\"ERROR\", also_print=True)\n",
-    "        continue\n",
-    "\n",
-    "    # Do a final reordering for uniformity\n",
-    "    df_bids = df_bids[final_cols]\n",
-    "    logger.add(key, f\"Reordered the final columns as {str(final_cols)}\")\n",
-    "\n",
-    "    filename = file.file_path[:-4] + \"temp1.tsv\"\n",
-    "    df_bids.to_csv(filename, sep='\\t', index=False)\n",
-    "    logger.add(key, f\"Saved as {os.path.basename(filename)}\")"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Setup the structure and column names\n"
-    }
-   }
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "sub-001_ses-01_run-2 []: Number of rows 351\n",
-      "sub-001_ses-01_run-2 []: Dropping row 0:\n",
-      "   onset duration  sample     value\n",
-      "0 -0.002      n/a    -0.5  boundary\n",
-      "sub-001_ses-01_run-3 []: Number of rows 351\n",
-      "sub-001_ses-01_run-3 []: Dropping row 0:\n",
-      "   onset duration  sample     value\n",
-      "0 -0.002      n/a    -0.5  boundary\n",
-      "sub-001_ses-01_run-4 []: Number of rows 351\n",
-      "sub-001_ses-01_run-4 []: Dropping row 0:\n",
-      "   onset duration  sample     value\n",
-      "0 -0.002      n/a    -0.5  boundary\n",
-      "sub-002_ses-01_run-2 []: Number of rows 352\n",
-      "sub-002_ses-01_run-2 []: Dropping row 1:\n",
-      "   onset duration  sample     value\n",
-      "1  0.002      n/a     0.5  boundary\n",
-      "sub-002_ses-01_run-2 []: Dropping row 0:\n",
-      "   index  onset           duration  sample     value\n",
-      "0      0 -0.002  181119.0000000000    -0.5  boundary\n",
-      "sub-002_ses-01_run-3 []: Number of rows 351\n",
-      "sub-002_ses-01_run-3 []: Dropping row 0:\n",
-      "   onset duration  sample     value\n",
-      "0 -0.002      n/a    -0.5  boundary\n",
-      "sub-002_ses-01_run-4 []: Number of rows 351\n",
-      "sub-002_ses-01_run-4 []: Dropping row 0:\n",
-      "   onset duration  sample     value\n",
-      "0 -0.002      n/a    -0.5  boundary\n",
-      "sub-003_ses-01_run-2 []: Number of rows 351\n",
-      "sub-003_ses-01_run-2 []: Dropping row 0:\n",
-      "   onset duration  sample     value\n",
-      "0 -0.002      n/a    -0.5  boundary\n",
-      "sub-003_ses-01_run-3 []: Number of rows 352\n",
-      "sub-003_ses-01_run-3 []: Dropping row 0:\n",
-      "   onset duration  sample     value\n",
-      "0 -0.002      n/a    -0.5  boundary\n",
-      "sub-003_ses-01_run-4 []: Number of rows 351\n",
-      "sub-003_ses-01_run-4 []: Dropping row 0:\n",
-      "   onset duration  sample     value\n",
-      "0 -0.002      n/a    -0.5  boundary\n",
-      "sub-004_ses-01_run-2 []: Number of rows 341\n",
-      "sub-004_ses-01_run-2 []: Dropping row 0:\n",
-      "   onset duration  sample     value\n",
-      "0 -0.002      n/a    -0.5  boundary\n",
-      "sub-004_ses-01_run-3 []: Number of rows 351\n",
-      "sub-004_ses-01_run-3 []: Dropping row 0:\n",
-      "   onset duration  sample     value\n",
-      "0 -0.002      n/a    -0.5  boundary\n",
-      "sub-004_ses-01_run-4 []: Number of rows 353\n",
-      "sub-004_ses-01_run-4 []: Dropping row 0:\n",
-      "   onset duration  sample     value\n",
-      "0 -0.002      n/a    -0.5  boundary\n",
-      "sub-005_ses-01_run-2 []: Number of rows 326\n",
-      "sub-005_ses-01_run-2 []: Dropping row 0:\n",
-      "   onset duration  sample     value\n",
-      "0 -0.002      n/a    -0.5  boundary\n",
-      "sub-005_ses-01_run-3 []: Number of rows 326\n",
-      "sub-005_ses-01_run-3 []: Dropping row 0:\n",
-      "   onset duration  sample     value\n",
-      "0 -0.002      n/a    -0.5  boundary\n",
-      "sub-005_ses-01_run-4 []: Number of rows 326\n",
-      "sub-005_ses-01_run-4 []: Dropping row 0:\n",
-      "   onset duration  sample     value\n",
-      "0 -0.002      n/a    -0.5  boundary\n",
-      "sub-006_ses-01_run-2 []: Number of rows 351\n",
-      "sub-006_ses-01_run-2 []: Dropping row 0:\n",
-      "   onset duration  sample     value\n",
-      "0 -0.002      n/a    -0.5  boundary\n",
-      "sub-006_ses-01_run-3 []: Number of rows 350\n",
-      "sub-006_ses-01_run-3 []: Dropping row 0:\n",
-      "   onset duration  sample     value\n",
-      "0 -0.002      n/a    -0.5  boundary\n",
-      "sub-006_ses-01_run-4 []: Number of rows 351\n",
-      "sub-006_ses-01_run-4 []: Dropping row 0:\n",
-      "   onset duration  sample     value\n",
-      "0 -0.002      n/a    -0.5  boundary\n",
-      "sub-007_ses-01_run-2 []: Number of rows 347\n",
-      "sub-007_ses-01_run-2 []: Dropping row 0:\n",
-      "   onset duration  sample     value\n",
-      "0 -0.002      n/a    -0.5  boundary\n",
-      "sub-007_ses-01_run-3 []: Number of rows 349\n",
-      "sub-007_ses-01_run-3 []: Dropping row 0:\n",
-      "   onset duration  sample     value\n",
-      "0 -0.002      n/a    -0.5  boundary\n",
-      "sub-007_ses-01_run-4 []: Number of rows 349\n",
-      "sub-007_ses-01_run-4 []: Dropping row 0:\n",
-      "   onset duration  sample     value\n",
-      "0 -0.002      n/a    -0.5  boundary\n",
-      "sub-008_ses-01_run-2 []: Number of rows 351\n",
-      "sub-008_ses-01_run-2 []: Dropping row 0:\n",
-      "   onset duration  sample     value\n",
-      "0 -0.002      n/a    -0.5  boundary\n",
-      "sub-008_ses-01_run-3 []: Number of rows 351\n",
-      "sub-008_ses-01_run-3 []: Dropping row 0:\n",
-      "   onset duration  sample     value\n",
-      "0 -0.002      n/a    -0.5  boundary\n",
-      "sub-008_ses-01_run-4 []: Number of rows 351\n",
-      "sub-008_ses-01_run-4 []: Dropping row 0:\n",
-      "   onset duration  sample     value\n",
-      "0 -0.002      n/a    -0.5  boundary\n",
-      "sub-009_ses-01_run-2 []: Number of rows 351\n",
-      "sub-009_ses-01_run-2 []: Dropping row 0:\n",
-      "   onset duration  sample     value\n",
-      "0 -0.002      n/a    -0.5  boundary\n",
-      "sub-009_ses-01_run-3 []: Number of rows 351\n",
-      "sub-009_ses-01_run-3 []: Dropping row 0:\n",
-      "   onset duration  sample     value\n",
-      "0 -0.002      n/a    -0.5  boundary\n",
-      "sub-009_ses-01_run-4 []: Number of rows 352\n",
-      "sub-009_ses-01_run-4 []: Dropping row 0:\n",
-      "   onset duration  sample     value\n",
-      "0 -0.002      n/a    -0.5  boundary\n",
-      "sub-010_ses-01_run-2 []: Number of rows 352\n",
-      "sub-010_ses-01_run-2 []: Dropping row 1:\n",
-      "   onset duration  sample     value\n",
-      "1  0.002      n/a     0.5  boundary\n",
-      "sub-010_ses-01_run-2 []: Dropping row 0:\n",
-      "   index  onset           duration  sample     value\n",
-      "0      0 -0.002  154875.0000000000    -0.5  boundary\n",
-      "sub-010_ses-01_run-3 []: Number of rows 351\n",
-      "sub-010_ses-01_run-3 []: Dropping row 0:\n",
-      "   onset duration  sample     value\n",
-      "0 -0.002      n/a    -0.5  boundary\n",
-      "sub-010_ses-01_run-4 []: Number of rows 351\n",
-      "sub-010_ses-01_run-4 []: Dropping row 0:\n",
-      "   onset duration  sample     value\n",
-      "0 -0.002      n/a    -0.5  boundary\n",
-      "sub-011_ses-01_run-2 []: Number of rows 352\n",
-      "sub-011_ses-01_run-2 []: Dropping row 1:\n",
-      "   onset duration  sample     value\n",
-      "1  0.002      n/a     0.5  boundary\n",
-      "sub-011_ses-01_run-2 []: Dropping row 0:\n",
-      "   index  onset           duration  sample     value\n",
-      "0      0 -0.002  187845.0000000000    -0.5  boundary\n",
-      "sub-011_ses-01_run-3 []: Number of rows 351\n",
-      "sub-011_ses-01_run-3 []: Dropping row 0:\n",
-      "   onset duration  sample     value\n",
-      "0 -0.002      n/a    -0.5  boundary\n",
-      "sub-011_ses-01_run-4 []: Number of rows 351\n",
-      "sub-011_ses-01_run-4 []: Dropping row 0:\n",
-      "   onset duration  sample     value\n",
-      "0 -0.002      n/a    -0.5  boundary\n",
-      "sub-012_ses-01_run-2 []: Number of rows 351\n",
-      "sub-012_ses-01_run-2 []: Dropping row 0:\n",
-      "   onset duration  sample     value\n",
-      "0 -0.002      n/a    -0.5  boundary\n",
-      "sub-012_ses-01_run-3 []: Number of rows 351\n",
-      "sub-012_ses-01_run-3 []: Dropping row 0:\n",
-      "   onset duration  sample     value\n",
-      "0 -0.002      n/a    -0.5  boundary\n",
-      "sub-014_ses-01_run-2 []: Number of rows 338\n",
-      "sub-014_ses-01_run-2 []: Dropping row 0:\n",
-      "    onset duration  sample     value\n",
-      "0 -0.0005      n/a    -0.5  boundary\n",
-      "sub-014_ses-01_run-3 []: Number of rows 341\n",
-      "sub-014_ses-01_run-3 []: Dropping row 0:\n",
-      "    onset duration  sample     value\n",
-      "0 -0.0005      n/a    -0.5  boundary\n",
-      "sub-015_ses-01_run-2 []: Number of rows 351\n",
-      "sub-015_ses-01_run-2 []: Dropping row 0:\n",
-      "   onset duration  sample     value\n",
-      "0 -0.001      n/a    -0.5  boundary\n",
-      "sub-015_ses-01_run-3 []: Number of rows 341\n",
-      "sub-015_ses-01_run-3 []: Dropping row 0:\n",
-      "   onset duration  sample     value\n",
-      "0 -0.001      n/a    -0.5  boundary\n",
-      "sub-016_ses-01_run-2 []: Number of rows 351\n",
-      "sub-016_ses-01_run-2 []: Dropping row 0:\n",
-      "   onset duration  sample     value\n",
-      "0 -0.001      n/a    -0.5  boundary\n",
-      "sub-016_ses-01_run-3 []: Number of rows 351\n",
-      "sub-016_ses-01_run-3 []: Dropping row 0:\n",
-      "   onset duration  sample     value\n",
-      "0 -0.001      n/a    -0.5  boundary\n",
-      "sub-017_ses-01_run-2 []: Number of rows 351\n",
-      "sub-017_ses-01_run-2 []: Dropping row 0:\n",
-      "   onset duration  sample     value\n",
-      "0 -0.001      n/a    -0.5  boundary\n",
-      "sub-017_ses-01_run-3 []: Number of rows 331\n",
-      "sub-017_ses-01_run-3 []: Dropping row 0:\n",
-      "   onset duration  sample     value\n",
-      "0 -0.001      n/a    -0.5  boundary\n",
-      "sub-018_ses-01_run-2 []: Number of rows 351\n",
-      "sub-018_ses-01_run-2 []: Dropping row 0:\n",
-      "   onset duration  sample     value\n",
-      "0 -0.001      n/a    -0.5  boundary\n",
-      "sub-018_ses-01_run-3 []: Number of rows 351\n",
-      "sub-018_ses-01_run-3 []: Dropping row 0:\n",
-      "   onset duration  sample     value\n",
-      "0 -0.001      n/a    -0.5  boundary\n",
-      "sub-019_ses-01_run-2 []: Number of rows 351\n",
-      "sub-019_ses-01_run-2 []: Dropping row 0:\n",
-      "   onset duration  sample     value\n",
-      "0 -0.001      n/a    -0.5  boundary\n",
-      "sub-019_ses-01_run-3 []: Number of rows 351\n",
-      "sub-019_ses-01_run-3 []: Dropping row 0:\n",
-      "   onset duration  sample     value\n",
-      "0 -0.001      n/a    -0.5  boundary\n",
-      "sub-020_ses-01_run-2 []: Number of rows 351\n",
-      "sub-020_ses-01_run-2 []: Dropping row 0:\n",
-      "   onset duration  sample     value\n",
-      "0 -0.001      n/a    -0.5  boundary\n",
-      "sub-020_ses-01_run-3 []: Number of rows 351\n",
-      "sub-020_ses-01_run-3 []: Dropping row 0:\n",
-      "   onset duration  sample     value\n",
-      "0 -0.001      n/a    -0.5  boundary\n",
-      "sub-021_ses-01_run-2 []: Number of rows 352\n",
-      "sub-021_ses-01_run-2 []: Dropping row 0:\n",
-      "   onset duration  sample     value\n",
-      "0 -0.001      n/a    -0.5  boundary\n",
-      "sub-021_ses-01_run-3 []: Number of rows 351\n",
-      "sub-021_ses-01_run-3 []: Dropping row 0:\n",
-      "   onset duration  sample     value\n",
-      "0 -0.001      n/a    -0.5  boundary\n",
-      "sub-022_ses-01_run-1 []: Number of rows 308\n",
-      "sub-022_ses-01_run-1 []: Dropping row 307:\n",
-      "          onset  duration       sample  value\n",
-      "307  575.428986       0.0  287748.2564  empty\n",
-      "sub-022_ses-01_run-2 []: Number of rows 197\n",
-      "sub-022_ses-01_run-2 []: Dropping row 196:\n",
-      "          onset      duration       sample  value\n",
-      "196  406.952175  0.0000000000  203499.9658  empty\n",
-      "sub-022_ses-01_run-2 []: Dropping row 0:\n",
-      "   index  onset duration  sample     value\n",
-      "0      0 -0.001      n/a    -0.5  boundary\n",
-      "sub-022_ses-01_run-3 []: Number of rows 352\n",
-      "sub-022_ses-01_run-3 []: Dropping row 1:\n",
-      "   onset duration  sample     value\n",
-      "1  0.001      n/a     0.5  boundary\n",
-      "sub-022_ses-01_run-3 []: Dropping row 0:\n",
-      "   index  onset           duration  sample     value\n",
-      "0      0 -0.001  531711.0000000000    -0.5  boundary\n",
-      "sub-022_ses-01_run-4 []: Number of rows 351\n",
-      "sub-022_ses-01_run-4 []: Dropping row 0:\n",
-      "   onset duration  sample     value\n",
-      "0 -0.001      n/a    -0.5  boundary\n",
-      "sub-022_ses-01_run-5 []: Number of rows 352\n",
-      "sub-022_ses-01_run-5 []: Dropping row 1:\n",
-      "   onset duration  sample     value\n",
-      "1  0.001      n/a     0.5  boundary\n",
-      "sub-022_ses-01_run-5 []: Dropping row 0:\n",
-      "   index  onset            duration  sample     value\n",
-      "0      0 -0.001  1264383.0000000000    -0.5  boundary\n",
-      "sub-022_ses-01_run-6 []: Number of rows 342\n",
-      "sub-022_ses-01_run-6 []: Dropping row 1:\n",
-      "   onset duration  sample     value\n",
-      "1  0.001      n/a     0.5  boundary\n",
-      "sub-022_ses-01_run-6 []: Dropping row 0:\n",
-      "   index  onset            duration  sample     value\n",
-      "0      0 -0.001  1612543.0000000000    -0.5  boundary\n",
-      "sub-023_ses-01_run-2 []: Number of rows 351\n",
-      "sub-023_ses-01_run-2 []: Dropping row 0:\n",
-      "   onset duration  sample     value\n",
-      "0 -0.001      n/a    -0.5  boundary\n",
-      "sub-023_ses-01_run-3 []: Number of rows 351\n",
-      "sub-023_ses-01_run-3 []: Dropping row 0:\n",
-      "   onset duration  sample     value\n",
-      "0 -0.001      n/a    -0.5  boundary\n",
-      "sub-023_ses-01_run-4 []: Number of rows 352\n",
-      "sub-023_ses-01_run-4 []: Dropping row 1:\n",
-      "   onset duration  sample     value\n",
-      "1  0.001      n/a     0.5  boundary\n",
-      "sub-023_ses-01_run-4 []: Dropping row 0:\n",
-      "   index  onset            duration  sample     value\n",
-      "0      0 -0.001  1072127.0000000000    -0.5  boundary\n",
-      "sub-023_ses-01_run-5 []: Number of rows 352\n",
-      "sub-023_ses-01_run-5 []: Dropping row 1:\n",
-      "   onset duration  sample     value\n",
-      "1  0.001      n/a     0.5  boundary\n",
-      "sub-023_ses-01_run-5 []: Dropping row 0:\n",
-      "   index  onset            duration  sample     value\n",
-      "0      0 -0.001  1411327.0000000000    -0.5  boundary\n",
-      "sub-024_ses-01_run-2 []: Number of rows 351\n",
-      "sub-024_ses-01_run-2 []: Dropping row 0:\n",
-      "   onset duration  sample     value\n",
-      "0 -0.001      n/a    -0.5  boundary\n",
-      "sub-024_ses-01_run-3 []: Number of rows 351\n",
-      "sub-024_ses-01_run-3 []: Dropping row 0:\n",
-      "   onset duration  sample     value\n",
-      "0 -0.001      n/a    -0.5  boundary\n",
-      "\n",
-      "\n",
-      "Log output:\n",
-      "sternberg_02_initial_combination_log: Level None\n",
-      "sub-001_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-001_ses-01_task-WorkingMemory_run-1_events.tsv]\n",
-      "\t[ Created a dataframe for sub-001_ses-01_task-WorkingMemory_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event file and EEG.set event structure have the same number of events]\n",
-      "\t[ Dropped ['trial_type', 'response_time', 'stim_file'] columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Saved as sub-001_ses-01_task-WorkingMemory_run-1_eventstemp1.tsv]\n",
-      "sub-001_ses-01_run-2:\n",
-      "\t[ Created a dataframe for sub-001_ses-01_task-WorkingMemory_run-2_events.tsv]\n",
-      "\t[ Created a dataframe for sub-001_ses-01_task-WorkingMemory_run-2_eventstemp.tsv]\n",
-      "\t[ Bids event file and EEG.set event structure have the same number of events]\n",
-      "\t[ Dropped ['trial_type', 'response_time', 'stim_file'] columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Saved as sub-001_ses-01_task-WorkingMemory_run-2_eventstemp1.tsv]\n",
-      "\t[ Number of rows 351]\n",
-      "\t[ Dropping row 0:\n",
-      "   onset duration  sample     value\n",
-      "0 -0.002      n/a    -0.5  boundary]\n",
-      "\t[ Saving sub-001_ses-01_task-WorkingMemory_run-2_eventstemp1.tsv]\n",
-      "sub-001_ses-01_run-3:\n",
-      "\t[ Created a dataframe for sub-001_ses-01_task-WorkingMemory_run-3_events.tsv]\n",
-      "\t[ Created a dataframe for sub-001_ses-01_task-WorkingMemory_run-3_eventstemp.tsv]\n",
-      "\t[ Bids event file and EEG.set event structure have the same number of events]\n",
-      "\t[ Dropped ['trial_type', 'response_time', 'stim_file'] columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Saved as sub-001_ses-01_task-WorkingMemory_run-3_eventstemp1.tsv]\n",
-      "\t[ Number of rows 351]\n",
-      "\t[ Dropping row 0:\n",
-      "   onset duration  sample     value\n",
-      "0 -0.002      n/a    -0.5  boundary]\n",
-      "\t[ Saving sub-001_ses-01_task-WorkingMemory_run-3_eventstemp1.tsv]\n",
-      "sub-001_ses-01_run-4:\n",
-      "\t[ Created a dataframe for sub-001_ses-01_task-WorkingMemory_run-4_events.tsv]\n",
-      "\t[ Created a dataframe for sub-001_ses-01_task-WorkingMemory_run-4_eventstemp.tsv]\n",
-      "\t[ Bids event file and EEG.set event structure have the same number of events]\n",
-      "\t[ Dropped ['trial_type', 'response_time', 'stim_file'] columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Saved as sub-001_ses-01_task-WorkingMemory_run-4_eventstemp1.tsv]\n",
-      "\t[ Number of rows 351]\n",
-      "\t[ Dropping row 0:\n",
-      "   onset duration  sample     value\n",
-      "0 -0.002      n/a    -0.5  boundary]\n",
-      "\t[ Saving sub-001_ses-01_task-WorkingMemory_run-4_eventstemp1.tsv]\n",
-      "sub-002_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-002_ses-01_task-WorkingMemory_run-1_events.tsv]\n",
-      "\t[ Created a dataframe for sub-002_ses-01_task-WorkingMemory_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event file and EEG.set event structure have the same number of events]\n",
-      "\t[ Dropped ['trial_type', 'response_time', 'stim_file'] columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Saved as sub-002_ses-01_task-WorkingMemory_run-1_eventstemp1.tsv]\n",
-      "sub-002_ses-01_run-2:\n",
-      "\t[ Created a dataframe for sub-002_ses-01_task-WorkingMemory_run-2_events.tsv]\n",
-      "\t[ Created a dataframe for sub-002_ses-01_task-WorkingMemory_run-2_eventstemp.tsv]\n",
-      "\t[ Bids event file and EEG.set event structure have the same number of events]\n",
-      "\t[ Dropped ['trial_type', 'response_time', 'stim_file'] columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Saved as sub-002_ses-01_task-WorkingMemory_run-2_eventstemp1.tsv]\n",
-      "\t[ Number of rows 352]\n",
-      "\t[ Dropping row 1:\n",
-      "   onset duration  sample     value\n",
-      "1  0.002      n/a     0.5  boundary]\n",
-      "\t[ Dropping row 0:\n",
-      "   index  onset           duration  sample     value\n",
-      "0      0 -0.002  181119.0000000000    -0.5  boundary]\n",
-      "\t[ Saving sub-002_ses-01_task-WorkingMemory_run-2_eventstemp1.tsv]\n",
-      "sub-002_ses-01_run-3:\n",
-      "\t[ Created a dataframe for sub-002_ses-01_task-WorkingMemory_run-3_events.tsv]\n",
-      "\t[ Created a dataframe for sub-002_ses-01_task-WorkingMemory_run-3_eventstemp.tsv]\n",
-      "\t[ Bids event file and EEG.set event structure have the same number of events]\n",
-      "\t[ Dropped ['trial_type', 'response_time', 'stim_file'] columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Saved as sub-002_ses-01_task-WorkingMemory_run-3_eventstemp1.tsv]\n",
-      "\t[ Number of rows 351]\n",
-      "\t[ Dropping row 0:\n",
-      "   onset duration  sample     value\n",
-      "0 -0.002      n/a    -0.5  boundary]\n",
-      "\t[ Saving sub-002_ses-01_task-WorkingMemory_run-3_eventstemp1.tsv]\n",
-      "sub-002_ses-01_run-4:\n",
-      "\t[ Created a dataframe for sub-002_ses-01_task-WorkingMemory_run-4_events.tsv]\n",
-      "\t[ Created a dataframe for sub-002_ses-01_task-WorkingMemory_run-4_eventstemp.tsv]\n",
-      "\t[ Bids event file and EEG.set event structure have the same number of events]\n",
-      "\t[ Dropped ['trial_type', 'response_time', 'stim_file'] columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Saved as sub-002_ses-01_task-WorkingMemory_run-4_eventstemp1.tsv]\n",
-      "\t[ Number of rows 351]\n",
-      "\t[ Dropping row 0:\n",
-      "   onset duration  sample     value\n",
-      "0 -0.002      n/a    -0.5  boundary]\n",
-      "\t[ Saving sub-002_ses-01_task-WorkingMemory_run-4_eventstemp1.tsv]\n",
-      "sub-003_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-003_ses-01_task-WorkingMemory_run-1_events.tsv]\n",
-      "\t[ Created a dataframe for sub-003_ses-01_task-WorkingMemory_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event file and EEG.set event structure have the same number of events]\n",
-      "\t[ Dropped ['trial_type', 'response_time', 'stim_file'] columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Saved as sub-003_ses-01_task-WorkingMemory_run-1_eventstemp1.tsv]\n",
-      "sub-003_ses-01_run-2:\n",
-      "\t[ Created a dataframe for sub-003_ses-01_task-WorkingMemory_run-2_events.tsv]\n",
-      "\t[ Created a dataframe for sub-003_ses-01_task-WorkingMemory_run-2_eventstemp.tsv]\n",
-      "\t[ Bids event file and EEG.set event structure have the same number of events]\n",
-      "\t[ Dropped ['trial_type', 'response_time', 'stim_file'] columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Saved as sub-003_ses-01_task-WorkingMemory_run-2_eventstemp1.tsv]\n",
-      "\t[ Number of rows 351]\n",
-      "\t[ Dropping row 0:\n",
-      "   onset duration  sample     value\n",
-      "0 -0.002      n/a    -0.5  boundary]\n",
-      "\t[ Saving sub-003_ses-01_task-WorkingMemory_run-2_eventstemp1.tsv]\n",
-      "sub-003_ses-01_run-3:\n",
-      "\t[ Created a dataframe for sub-003_ses-01_task-WorkingMemory_run-3_events.tsv]\n",
-      "\t[ Created a dataframe for sub-003_ses-01_task-WorkingMemory_run-3_eventstemp.tsv]\n",
-      "\t[ Bids event file and EEG.set event structure have the same number of events]\n",
-      "\t[ Dropped ['trial_type', 'response_time', 'stim_file'] columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Saved as sub-003_ses-01_task-WorkingMemory_run-3_eventstemp1.tsv]\n",
-      "\t[ Number of rows 352]\n",
-      "\t[ Dropping row 0:\n",
-      "   onset duration  sample     value\n",
-      "0 -0.002      n/a    -0.5  boundary]\n",
-      "\t[ Saving sub-003_ses-01_task-WorkingMemory_run-3_eventstemp1.tsv]\n",
-      "sub-003_ses-01_run-4:\n",
-      "\t[ Created a dataframe for sub-003_ses-01_task-WorkingMemory_run-4_events.tsv]\n",
-      "\t[ Created a dataframe for sub-003_ses-01_task-WorkingMemory_run-4_eventstemp.tsv]\n",
-      "\t[ Bids event file and EEG.set event structure have the same number of events]\n",
-      "\t[ Dropped ['trial_type', 'response_time', 'stim_file'] columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Saved as sub-003_ses-01_task-WorkingMemory_run-4_eventstemp1.tsv]\n",
-      "\t[ Number of rows 351]\n",
-      "\t[ Dropping row 0:\n",
-      "   onset duration  sample     value\n",
-      "0 -0.002      n/a    -0.5  boundary]\n",
-      "\t[ Saving sub-003_ses-01_task-WorkingMemory_run-4_eventstemp1.tsv]\n",
-      "sub-004_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-004_ses-01_task-WorkingMemory_run-1_events.tsv]\n",
-      "\t[ Created a dataframe for sub-004_ses-01_task-WorkingMemory_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event file and EEG.set event structure have the same number of events]\n",
-      "\t[ Dropped ['trial_type', 'response_time', 'stim_file'] columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Saved as sub-004_ses-01_task-WorkingMemory_run-1_eventstemp1.tsv]\n",
-      "sub-004_ses-01_run-2:\n",
-      "\t[ Created a dataframe for sub-004_ses-01_task-WorkingMemory_run-2_events.tsv]\n",
-      "\t[ Created a dataframe for sub-004_ses-01_task-WorkingMemory_run-2_eventstemp.tsv]\n",
-      "\t[ Bids event file and EEG.set event structure have the same number of events]\n",
-      "\t[ Dropped ['trial_type', 'response_time', 'stim_file'] columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Saved as sub-004_ses-01_task-WorkingMemory_run-2_eventstemp1.tsv]\n",
-      "\t[ Number of rows 341]\n",
-      "\t[ Dropping row 0:\n",
-      "   onset duration  sample     value\n",
-      "0 -0.002      n/a    -0.5  boundary]\n",
-      "\t[ Saving sub-004_ses-01_task-WorkingMemory_run-2_eventstemp1.tsv]\n",
-      "sub-004_ses-01_run-3:\n",
-      "\t[ Created a dataframe for sub-004_ses-01_task-WorkingMemory_run-3_events.tsv]\n",
-      "\t[ Created a dataframe for sub-004_ses-01_task-WorkingMemory_run-3_eventstemp.tsv]\n",
-      "\t[ Bids event file and EEG.set event structure have the same number of events]\n",
-      "\t[ Dropped ['trial_type', 'response_time', 'stim_file'] columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Saved as sub-004_ses-01_task-WorkingMemory_run-3_eventstemp1.tsv]\n",
-      "\t[ Number of rows 351]\n",
-      "\t[ Dropping row 0:\n",
-      "   onset duration  sample     value\n",
-      "0 -0.002      n/a    -0.5  boundary]\n",
-      "\t[ Saving sub-004_ses-01_task-WorkingMemory_run-3_eventstemp1.tsv]\n",
-      "sub-004_ses-01_run-4:\n",
-      "\t[ Created a dataframe for sub-004_ses-01_task-WorkingMemory_run-4_events.tsv]\n",
-      "\t[ Created a dataframe for sub-004_ses-01_task-WorkingMemory_run-4_eventstemp.tsv]\n",
-      "\t[ Bids event file and EEG.set event structure have the same number of events]\n",
-      "\t[ Dropped ['trial_type', 'response_time', 'stim_file'] columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Saved as sub-004_ses-01_task-WorkingMemory_run-4_eventstemp1.tsv]\n",
-      "\t[ Number of rows 353]\n",
-      "\t[ Dropping row 0:\n",
-      "   onset duration  sample     value\n",
-      "0 -0.002      n/a    -0.5  boundary]\n",
-      "\t[ Saving sub-004_ses-01_task-WorkingMemory_run-4_eventstemp1.tsv]\n",
-      "sub-005_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-005_ses-01_task-WorkingMemory_run-1_events.tsv]\n",
-      "\t[ Created a dataframe for sub-005_ses-01_task-WorkingMemory_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event file and EEG.set event structure have the same number of events]\n",
-      "\t[ Dropped ['trial_type', 'response_time', 'stim_file'] columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Saved as sub-005_ses-01_task-WorkingMemory_run-1_eventstemp1.tsv]\n",
-      "sub-005_ses-01_run-2:\n",
-      "\t[ Created a dataframe for sub-005_ses-01_task-WorkingMemory_run-2_events.tsv]\n",
-      "\t[ Created a dataframe for sub-005_ses-01_task-WorkingMemory_run-2_eventstemp.tsv]\n",
-      "\t[ Bids event file and EEG.set event structure have the same number of events]\n",
-      "\t[ Dropped ['trial_type', 'response_time', 'stim_file'] columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Saved as sub-005_ses-01_task-WorkingMemory_run-2_eventstemp1.tsv]\n",
-      "\t[ Number of rows 326]\n",
-      "\t[ Dropping row 0:\n",
-      "   onset duration  sample     value\n",
-      "0 -0.002      n/a    -0.5  boundary]\n",
-      "\t[ Saving sub-005_ses-01_task-WorkingMemory_run-2_eventstemp1.tsv]\n",
-      "sub-005_ses-01_run-3:\n",
-      "\t[ Created a dataframe for sub-005_ses-01_task-WorkingMemory_run-3_events.tsv]\n",
-      "\t[ Created a dataframe for sub-005_ses-01_task-WorkingMemory_run-3_eventstemp.tsv]\n",
-      "\t[ Bids event file and EEG.set event structure have the same number of events]\n",
-      "\t[ Dropped ['trial_type', 'response_time', 'stim_file'] columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Saved as sub-005_ses-01_task-WorkingMemory_run-3_eventstemp1.tsv]\n",
-      "\t[ Number of rows 326]\n",
-      "\t[ Dropping row 0:\n",
-      "   onset duration  sample     value\n",
-      "0 -0.002      n/a    -0.5  boundary]\n",
-      "\t[ Saving sub-005_ses-01_task-WorkingMemory_run-3_eventstemp1.tsv]\n",
-      "sub-005_ses-01_run-4:\n",
-      "\t[ Created a dataframe for sub-005_ses-01_task-WorkingMemory_run-4_events.tsv]\n",
-      "\t[ Created a dataframe for sub-005_ses-01_task-WorkingMemory_run-4_eventstemp.tsv]\n",
-      "\t[ Bids event file and EEG.set event structure have the same number of events]\n",
-      "\t[ Dropped ['trial_type', 'response_time', 'stim_file'] columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Saved as sub-005_ses-01_task-WorkingMemory_run-4_eventstemp1.tsv]\n",
-      "\t[ Number of rows 326]\n",
-      "\t[ Dropping row 0:\n",
-      "   onset duration  sample     value\n",
-      "0 -0.002      n/a    -0.5  boundary]\n",
-      "\t[ Saving sub-005_ses-01_task-WorkingMemory_run-4_eventstemp1.tsv]\n",
-      "sub-006_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-006_ses-01_task-WorkingMemory_run-1_events.tsv]\n",
-      "\t[ Created a dataframe for sub-006_ses-01_task-WorkingMemory_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event file and EEG.set event structure have the same number of events]\n",
-      "\t[ Dropped ['trial_type', 'response_time', 'stim_file'] columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Saved as sub-006_ses-01_task-WorkingMemory_run-1_eventstemp1.tsv]\n",
-      "sub-006_ses-01_run-2:\n",
-      "\t[ Created a dataframe for sub-006_ses-01_task-WorkingMemory_run-2_events.tsv]\n",
-      "\t[ Created a dataframe for sub-006_ses-01_task-WorkingMemory_run-2_eventstemp.tsv]\n",
-      "\t[ Bids event file and EEG.set event structure have the same number of events]\n",
-      "\t[ Dropped ['trial_type', 'response_time', 'stim_file'] columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Saved as sub-006_ses-01_task-WorkingMemory_run-2_eventstemp1.tsv]\n",
-      "\t[ Number of rows 351]\n",
-      "\t[ Dropping row 0:\n",
-      "   onset duration  sample     value\n",
-      "0 -0.002      n/a    -0.5  boundary]\n",
-      "\t[ Saving sub-006_ses-01_task-WorkingMemory_run-2_eventstemp1.tsv]\n",
-      "sub-006_ses-01_run-3:\n",
-      "\t[ Created a dataframe for sub-006_ses-01_task-WorkingMemory_run-3_events.tsv]\n",
-      "\t[ Created a dataframe for sub-006_ses-01_task-WorkingMemory_run-3_eventstemp.tsv]\n",
-      "\t[ Bids event file and EEG.set event structure have the same number of events]\n",
-      "\t[ Dropped ['trial_type', 'response_time', 'stim_file'] columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Saved as sub-006_ses-01_task-WorkingMemory_run-3_eventstemp1.tsv]\n",
-      "\t[ Number of rows 350]\n",
-      "\t[ Dropping row 0:\n",
-      "   onset duration  sample     value\n",
-      "0 -0.002      n/a    -0.5  boundary]\n",
-      "\t[ Saving sub-006_ses-01_task-WorkingMemory_run-3_eventstemp1.tsv]\n",
-      "sub-006_ses-01_run-4:\n",
-      "\t[ Created a dataframe for sub-006_ses-01_task-WorkingMemory_run-4_events.tsv]\n",
-      "\t[ Created a dataframe for sub-006_ses-01_task-WorkingMemory_run-4_eventstemp.tsv]\n",
-      "\t[ Bids event file and EEG.set event structure have the same number of events]\n",
-      "\t[ Dropped ['trial_type', 'response_time', 'stim_file'] columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Saved as sub-006_ses-01_task-WorkingMemory_run-4_eventstemp1.tsv]\n",
-      "\t[ Number of rows 351]\n",
-      "\t[ Dropping row 0:\n",
-      "   onset duration  sample     value\n",
-      "0 -0.002      n/a    -0.5  boundary]\n",
-      "\t[ Saving sub-006_ses-01_task-WorkingMemory_run-4_eventstemp1.tsv]\n",
-      "sub-007_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-007_ses-01_task-WorkingMemory_run-1_events.tsv]\n",
-      "\t[ Created a dataframe for sub-007_ses-01_task-WorkingMemory_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event file and EEG.set event structure have the same number of events]\n",
-      "\t[ Dropped ['trial_type', 'response_time', 'stim_file'] columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Saved as sub-007_ses-01_task-WorkingMemory_run-1_eventstemp1.tsv]\n",
-      "sub-007_ses-01_run-2:\n",
-      "\t[ Created a dataframe for sub-007_ses-01_task-WorkingMemory_run-2_events.tsv]\n",
-      "\t[ Created a dataframe for sub-007_ses-01_task-WorkingMemory_run-2_eventstemp.tsv]\n",
-      "\t[ Bids event file and EEG.set event structure have the same number of events]\n",
-      "\t[ Dropped ['trial_type', 'response_time', 'stim_file'] columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Saved as sub-007_ses-01_task-WorkingMemory_run-2_eventstemp1.tsv]\n",
-      "\t[ Number of rows 347]\n",
-      "\t[ Dropping row 0:\n",
-      "   onset duration  sample     value\n",
-      "0 -0.002      n/a    -0.5  boundary]\n",
-      "\t[ Saving sub-007_ses-01_task-WorkingMemory_run-2_eventstemp1.tsv]\n",
-      "sub-007_ses-01_run-3:\n",
-      "\t[ Created a dataframe for sub-007_ses-01_task-WorkingMemory_run-3_events.tsv]\n",
-      "\t[ Created a dataframe for sub-007_ses-01_task-WorkingMemory_run-3_eventstemp.tsv]\n",
-      "\t[ Bids event file and EEG.set event structure have the same number of events]\n",
-      "\t[ Dropped ['trial_type', 'response_time', 'stim_file'] columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Saved as sub-007_ses-01_task-WorkingMemory_run-3_eventstemp1.tsv]\n",
-      "\t[ Number of rows 349]\n",
-      "\t[ Dropping row 0:\n",
-      "   onset duration  sample     value\n",
-      "0 -0.002      n/a    -0.5  boundary]\n",
-      "\t[ Saving sub-007_ses-01_task-WorkingMemory_run-3_eventstemp1.tsv]\n",
-      "sub-007_ses-01_run-4:\n",
-      "\t[ Created a dataframe for sub-007_ses-01_task-WorkingMemory_run-4_events.tsv]\n",
-      "\t[ Created a dataframe for sub-007_ses-01_task-WorkingMemory_run-4_eventstemp.tsv]\n",
-      "\t[ Bids event file and EEG.set event structure have the same number of events]\n",
-      "\t[ Dropped ['trial_type', 'response_time', 'stim_file'] columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Saved as sub-007_ses-01_task-WorkingMemory_run-4_eventstemp1.tsv]\n",
-      "\t[ Number of rows 349]\n",
-      "\t[ Dropping row 0:\n",
-      "   onset duration  sample     value\n",
-      "0 -0.002      n/a    -0.5  boundary]\n",
-      "\t[ Saving sub-007_ses-01_task-WorkingMemory_run-4_eventstemp1.tsv]\n",
-      "sub-008_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-008_ses-01_task-WorkingMemory_run-1_events.tsv]\n",
-      "\t[ Created a dataframe for sub-008_ses-01_task-WorkingMemory_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event file and EEG.set event structure have the same number of events]\n",
-      "\t[ Dropped ['trial_type', 'response_time', 'stim_file'] columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Saved as sub-008_ses-01_task-WorkingMemory_run-1_eventstemp1.tsv]\n",
-      "sub-008_ses-01_run-2:\n",
-      "\t[ Created a dataframe for sub-008_ses-01_task-WorkingMemory_run-2_events.tsv]\n",
-      "\t[ Created a dataframe for sub-008_ses-01_task-WorkingMemory_run-2_eventstemp.tsv]\n",
-      "\t[ Bids event file and EEG.set event structure have the same number of events]\n",
-      "\t[ Dropped ['trial_type', 'response_time', 'stim_file'] columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Saved as sub-008_ses-01_task-WorkingMemory_run-2_eventstemp1.tsv]\n",
-      "\t[ Number of rows 351]\n",
-      "\t[ Dropping row 0:\n",
-      "   onset duration  sample     value\n",
-      "0 -0.002      n/a    -0.5  boundary]\n",
-      "\t[ Saving sub-008_ses-01_task-WorkingMemory_run-2_eventstemp1.tsv]\n",
-      "sub-008_ses-01_run-3:\n",
-      "\t[ Created a dataframe for sub-008_ses-01_task-WorkingMemory_run-3_events.tsv]\n",
-      "\t[ Created a dataframe for sub-008_ses-01_task-WorkingMemory_run-3_eventstemp.tsv]\n",
-      "\t[ Bids event file and EEG.set event structure have the same number of events]\n",
-      "\t[ Dropped ['trial_type', 'response_time', 'stim_file'] columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Saved as sub-008_ses-01_task-WorkingMemory_run-3_eventstemp1.tsv]\n",
-      "\t[ Number of rows 351]\n",
-      "\t[ Dropping row 0:\n",
-      "   onset duration  sample     value\n",
-      "0 -0.002      n/a    -0.5  boundary]\n",
-      "\t[ Saving sub-008_ses-01_task-WorkingMemory_run-3_eventstemp1.tsv]\n",
-      "sub-008_ses-01_run-4:\n",
-      "\t[ Created a dataframe for sub-008_ses-01_task-WorkingMemory_run-4_events.tsv]\n",
-      "\t[ Created a dataframe for sub-008_ses-01_task-WorkingMemory_run-4_eventstemp.tsv]\n",
-      "\t[ Bids event file and EEG.set event structure have the same number of events]\n",
-      "\t[ Dropped ['trial_type', 'response_time', 'stim_file'] columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Saved as sub-008_ses-01_task-WorkingMemory_run-4_eventstemp1.tsv]\n",
-      "\t[ Number of rows 351]\n",
-      "\t[ Dropping row 0:\n",
-      "   onset duration  sample     value\n",
-      "0 -0.002      n/a    -0.5  boundary]\n",
-      "\t[ Saving sub-008_ses-01_task-WorkingMemory_run-4_eventstemp1.tsv]\n",
-      "sub-009_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-009_ses-01_task-WorkingMemory_run-1_events.tsv]\n",
-      "\t[ Created a dataframe for sub-009_ses-01_task-WorkingMemory_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event file and EEG.set event structure have the same number of events]\n",
-      "\t[ Dropped ['trial_type', 'response_time', 'stim_file'] columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Saved as sub-009_ses-01_task-WorkingMemory_run-1_eventstemp1.tsv]\n",
-      "sub-009_ses-01_run-2:\n",
-      "\t[ Created a dataframe for sub-009_ses-01_task-WorkingMemory_run-2_events.tsv]\n",
-      "\t[ Created a dataframe for sub-009_ses-01_task-WorkingMemory_run-2_eventstemp.tsv]\n",
-      "\t[ Bids event file and EEG.set event structure have the same number of events]\n",
-      "\t[ Dropped ['trial_type', 'response_time', 'stim_file'] columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Saved as sub-009_ses-01_task-WorkingMemory_run-2_eventstemp1.tsv]\n",
-      "\t[ Number of rows 351]\n",
-      "\t[ Dropping row 0:\n",
-      "   onset duration  sample     value\n",
-      "0 -0.002      n/a    -0.5  boundary]\n",
-      "\t[ Saving sub-009_ses-01_task-WorkingMemory_run-2_eventstemp1.tsv]\n",
-      "sub-009_ses-01_run-3:\n",
-      "\t[ Created a dataframe for sub-009_ses-01_task-WorkingMemory_run-3_events.tsv]\n",
-      "\t[ Created a dataframe for sub-009_ses-01_task-WorkingMemory_run-3_eventstemp.tsv]\n",
-      "\t[ Bids event file and EEG.set event structure have the same number of events]\n",
-      "\t[ Dropped ['trial_type', 'response_time', 'stim_file'] columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Saved as sub-009_ses-01_task-WorkingMemory_run-3_eventstemp1.tsv]\n",
-      "\t[ Number of rows 351]\n",
-      "\t[ Dropping row 0:\n",
-      "   onset duration  sample     value\n",
-      "0 -0.002      n/a    -0.5  boundary]\n",
-      "\t[ Saving sub-009_ses-01_task-WorkingMemory_run-3_eventstemp1.tsv]\n",
-      "sub-009_ses-01_run-4:\n",
-      "\t[ Created a dataframe for sub-009_ses-01_task-WorkingMemory_run-4_events.tsv]\n",
-      "\t[ Created a dataframe for sub-009_ses-01_task-WorkingMemory_run-4_eventstemp.tsv]\n",
-      "\t[ Bids event file and EEG.set event structure have the same number of events]\n",
-      "\t[ Dropped ['trial_type', 'response_time', 'stim_file'] columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Saved as sub-009_ses-01_task-WorkingMemory_run-4_eventstemp1.tsv]\n",
-      "\t[ Number of rows 352]\n",
-      "\t[ Dropping row 0:\n",
-      "   onset duration  sample     value\n",
-      "0 -0.002      n/a    -0.5  boundary]\n",
-      "\t[ Saving sub-009_ses-01_task-WorkingMemory_run-4_eventstemp1.tsv]\n",
-      "sub-010_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-010_ses-01_task-WorkingMemory_run-1_events.tsv]\n",
-      "\t[ Created a dataframe for sub-010_ses-01_task-WorkingMemory_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event file and EEG.set event structure have the same number of events]\n",
-      "\t[ Dropped ['trial_type', 'response_time', 'stim_file'] columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Saved as sub-010_ses-01_task-WorkingMemory_run-1_eventstemp1.tsv]\n",
-      "sub-010_ses-01_run-2:\n",
-      "\t[ Created a dataframe for sub-010_ses-01_task-WorkingMemory_run-2_events.tsv]\n",
-      "\t[ Created a dataframe for sub-010_ses-01_task-WorkingMemory_run-2_eventstemp.tsv]\n",
-      "\t[ Bids event file and EEG.set event structure have the same number of events]\n",
-      "\t[ Dropped ['trial_type', 'response_time', 'stim_file'] columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Saved as sub-010_ses-01_task-WorkingMemory_run-2_eventstemp1.tsv]\n",
-      "\t[ Number of rows 352]\n",
-      "\t[ Dropping row 1:\n",
-      "   onset duration  sample     value\n",
-      "1  0.002      n/a     0.5  boundary]\n",
-      "\t[ Dropping row 0:\n",
-      "   index  onset           duration  sample     value\n",
-      "0      0 -0.002  154875.0000000000    -0.5  boundary]\n",
-      "\t[ Saving sub-010_ses-01_task-WorkingMemory_run-2_eventstemp1.tsv]\n",
-      "sub-010_ses-01_run-3:\n",
-      "\t[ Created a dataframe for sub-010_ses-01_task-WorkingMemory_run-3_events.tsv]\n",
-      "\t[ Created a dataframe for sub-010_ses-01_task-WorkingMemory_run-3_eventstemp.tsv]\n",
-      "\t[ Bids event file and EEG.set event structure have the same number of events]\n",
-      "\t[ Dropped ['trial_type', 'response_time', 'stim_file'] columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Saved as sub-010_ses-01_task-WorkingMemory_run-3_eventstemp1.tsv]\n",
-      "\t[ Number of rows 351]\n",
-      "\t[ Dropping row 0:\n",
-      "   onset duration  sample     value\n",
-      "0 -0.002      n/a    -0.5  boundary]\n",
-      "\t[ Saving sub-010_ses-01_task-WorkingMemory_run-3_eventstemp1.tsv]\n",
-      "sub-010_ses-01_run-4:\n",
-      "\t[ Created a dataframe for sub-010_ses-01_task-WorkingMemory_run-4_events.tsv]\n",
-      "\t[ Created a dataframe for sub-010_ses-01_task-WorkingMemory_run-4_eventstemp.tsv]\n",
-      "\t[ Bids event file and EEG.set event structure have the same number of events]\n",
-      "\t[ Dropped ['trial_type', 'response_time', 'stim_file'] columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Saved as sub-010_ses-01_task-WorkingMemory_run-4_eventstemp1.tsv]\n",
-      "\t[ Number of rows 351]\n",
-      "\t[ Dropping row 0:\n",
-      "   onset duration  sample     value\n",
-      "0 -0.002      n/a    -0.5  boundary]\n",
-      "\t[ Saving sub-010_ses-01_task-WorkingMemory_run-4_eventstemp1.tsv]\n",
-      "sub-011_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-011_ses-01_task-WorkingMemory_run-1_events.tsv]\n",
-      "\t[ Created a dataframe for sub-011_ses-01_task-WorkingMemory_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event file and EEG.set event structure have the same number of events]\n",
-      "\t[ Dropped ['trial_type', 'response_time', 'stim_file'] columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Saved as sub-011_ses-01_task-WorkingMemory_run-1_eventstemp1.tsv]\n",
-      "sub-011_ses-01_run-2:\n",
-      "\t[ Created a dataframe for sub-011_ses-01_task-WorkingMemory_run-2_events.tsv]\n",
-      "\t[ Created a dataframe for sub-011_ses-01_task-WorkingMemory_run-2_eventstemp.tsv]\n",
-      "\t[ Bids event file and EEG.set event structure have the same number of events]\n",
-      "\t[ Dropped ['trial_type', 'response_time', 'stim_file'] columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Saved as sub-011_ses-01_task-WorkingMemory_run-2_eventstemp1.tsv]\n",
-      "\t[ Number of rows 352]\n",
-      "\t[ Dropping row 1:\n",
-      "   onset duration  sample     value\n",
-      "1  0.002      n/a     0.5  boundary]\n",
-      "\t[ Dropping row 0:\n",
-      "   index  onset           duration  sample     value\n",
-      "0      0 -0.002  187845.0000000000    -0.5  boundary]\n",
-      "\t[ Saving sub-011_ses-01_task-WorkingMemory_run-2_eventstemp1.tsv]\n",
-      "sub-011_ses-01_run-3:\n",
-      "\t[ Created a dataframe for sub-011_ses-01_task-WorkingMemory_run-3_events.tsv]\n",
-      "\t[ Created a dataframe for sub-011_ses-01_task-WorkingMemory_run-3_eventstemp.tsv]\n",
-      "\t[ Bids event file and EEG.set event structure have the same number of events]\n",
-      "\t[ Dropped ['trial_type', 'response_time', 'stim_file'] columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Saved as sub-011_ses-01_task-WorkingMemory_run-3_eventstemp1.tsv]\n",
-      "\t[ Number of rows 351]\n",
-      "\t[ Dropping row 0:\n",
-      "   onset duration  sample     value\n",
-      "0 -0.002      n/a    -0.5  boundary]\n",
-      "\t[ Saving sub-011_ses-01_task-WorkingMemory_run-3_eventstemp1.tsv]\n",
-      "sub-011_ses-01_run-4:\n",
-      "\t[ Created a dataframe for sub-011_ses-01_task-WorkingMemory_run-4_events.tsv]\n",
-      "\t[ Created a dataframe for sub-011_ses-01_task-WorkingMemory_run-4_eventstemp.tsv]\n",
-      "\t[ Bids event file and EEG.set event structure have the same number of events]\n",
-      "\t[ Dropped ['trial_type', 'response_time', 'stim_file'] columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Saved as sub-011_ses-01_task-WorkingMemory_run-4_eventstemp1.tsv]\n",
-      "\t[ Number of rows 351]\n",
-      "\t[ Dropping row 0:\n",
-      "   onset duration  sample     value\n",
-      "0 -0.002      n/a    -0.5  boundary]\n",
-      "\t[ Saving sub-011_ses-01_task-WorkingMemory_run-4_eventstemp1.tsv]\n",
-      "sub-012_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-012_ses-01_task-WorkingMemory_run-1_events.tsv]\n",
-      "\t[ Created a dataframe for sub-012_ses-01_task-WorkingMemory_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event file and EEG.set event structure have the same number of events]\n",
-      "\t[ Dropped ['trial_type', 'response_time', 'stim_file'] columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Saved as sub-012_ses-01_task-WorkingMemory_run-1_eventstemp1.tsv]\n",
-      "sub-012_ses-01_run-2:\n",
-      "\t[ Created a dataframe for sub-012_ses-01_task-WorkingMemory_run-2_events.tsv]\n",
-      "\t[ Created a dataframe for sub-012_ses-01_task-WorkingMemory_run-2_eventstemp.tsv]\n",
-      "\t[ Bids event file and EEG.set event structure have the same number of events]\n",
-      "\t[ Dropped ['trial_type', 'response_time', 'stim_file'] columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Saved as sub-012_ses-01_task-WorkingMemory_run-2_eventstemp1.tsv]\n",
-      "\t[ Number of rows 351]\n",
-      "\t[ Dropping row 0:\n",
-      "   onset duration  sample     value\n",
-      "0 -0.002      n/a    -0.5  boundary]\n",
-      "\t[ Saving sub-012_ses-01_task-WorkingMemory_run-2_eventstemp1.tsv]\n",
-      "sub-012_ses-01_run-3:\n",
-      "\t[ Created a dataframe for sub-012_ses-01_task-WorkingMemory_run-3_events.tsv]\n",
-      "\t[ Created a dataframe for sub-012_ses-01_task-WorkingMemory_run-3_eventstemp.tsv]\n",
-      "\t[ Bids event file and EEG.set event structure have the same number of events]\n",
-      "\t[ Dropped ['trial_type', 'response_time', 'stim_file'] columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Saved as sub-012_ses-01_task-WorkingMemory_run-3_eventstemp1.tsv]\n",
-      "\t[ Number of rows 351]\n",
-      "\t[ Dropping row 0:\n",
-      "   onset duration  sample     value\n",
-      "0 -0.002      n/a    -0.5  boundary]\n",
-      "\t[ Saving sub-012_ses-01_task-WorkingMemory_run-3_eventstemp1.tsv]\n",
-      "sub-014_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-014_ses-01_task-WorkingMemory_run-1_events.tsv]\n",
-      "\t[ Created a dataframe for sub-014_ses-01_task-WorkingMemory_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event file and EEG.set event structure have the same number of events]\n",
-      "\t[ Dropped ['trial_type', 'response_time', 'stim_file'] columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Saved as sub-014_ses-01_task-WorkingMemory_run-1_eventstemp1.tsv]\n",
-      "sub-014_ses-01_run-2:\n",
-      "\t[ Created a dataframe for sub-014_ses-01_task-WorkingMemory_run-2_events.tsv]\n",
-      "\t[ Created a dataframe for sub-014_ses-01_task-WorkingMemory_run-2_eventstemp.tsv]\n",
-      "\t[ Bids event file and EEG.set event structure have the same number of events]\n",
-      "\t[ Dropped ['trial_type', 'response_time', 'stim_file'] columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Saved as sub-014_ses-01_task-WorkingMemory_run-2_eventstemp1.tsv]\n",
-      "\t[ Number of rows 338]\n",
-      "\t[ Dropping row 0:\n",
-      "    onset duration  sample     value\n",
-      "0 -0.0005      n/a    -0.5  boundary]\n",
-      "\t[ Saving sub-014_ses-01_task-WorkingMemory_run-2_eventstemp1.tsv]\n",
-      "sub-014_ses-01_run-3:\n",
-      "\t[ Created a dataframe for sub-014_ses-01_task-WorkingMemory_run-3_events.tsv]\n",
-      "\t[ Created a dataframe for sub-014_ses-01_task-WorkingMemory_run-3_eventstemp.tsv]\n",
-      "\t[ Bids event file and EEG.set event structure have the same number of events]\n",
-      "\t[ Dropped ['trial_type', 'response_time', 'stim_file'] columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Saved as sub-014_ses-01_task-WorkingMemory_run-3_eventstemp1.tsv]\n",
-      "\t[ Number of rows 341]\n",
-      "\t[ Dropping row 0:\n",
-      "    onset duration  sample     value\n",
-      "0 -0.0005      n/a    -0.5  boundary]\n",
-      "\t[ Saving sub-014_ses-01_task-WorkingMemory_run-3_eventstemp1.tsv]\n",
-      "sub-015_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-015_ses-01_task-WorkingMemory_run-1_events.tsv]\n",
-      "\t[ Created a dataframe for sub-015_ses-01_task-WorkingMemory_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event file and EEG.set event structure have the same number of events]\n",
-      "\t[ Dropped ['trial_type', 'response_time', 'stim_file'] columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Saved as sub-015_ses-01_task-WorkingMemory_run-1_eventstemp1.tsv]\n",
-      "sub-015_ses-01_run-2:\n",
-      "\t[ Created a dataframe for sub-015_ses-01_task-WorkingMemory_run-2_events.tsv]\n",
-      "\t[ Created a dataframe for sub-015_ses-01_task-WorkingMemory_run-2_eventstemp.tsv]\n",
-      "\t[ Bids event file and EEG.set event structure have the same number of events]\n",
-      "\t[ Dropped ['trial_type', 'response_time', 'stim_file'] columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Saved as sub-015_ses-01_task-WorkingMemory_run-2_eventstemp1.tsv]\n",
-      "\t[ Number of rows 351]\n",
-      "\t[ Dropping row 0:\n",
-      "   onset duration  sample     value\n",
-      "0 -0.001      n/a    -0.5  boundary]\n",
-      "\t[ Saving sub-015_ses-01_task-WorkingMemory_run-2_eventstemp1.tsv]\n",
-      "sub-015_ses-01_run-3:\n",
-      "\t[ Created a dataframe for sub-015_ses-01_task-WorkingMemory_run-3_events.tsv]\n",
-      "\t[ Created a dataframe for sub-015_ses-01_task-WorkingMemory_run-3_eventstemp.tsv]\n",
-      "\t[ Bids event file and EEG.set event structure have the same number of events]\n",
-      "\t[ Dropped ['trial_type', 'response_time', 'stim_file'] columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Saved as sub-015_ses-01_task-WorkingMemory_run-3_eventstemp1.tsv]\n",
-      "\t[ Number of rows 341]\n",
-      "\t[ Dropping row 0:\n",
-      "   onset duration  sample     value\n",
-      "0 -0.001      n/a    -0.5  boundary]\n",
-      "\t[ Saving sub-015_ses-01_task-WorkingMemory_run-3_eventstemp1.tsv]\n",
-      "sub-016_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-016_ses-01_task-WorkingMemory_run-1_events.tsv]\n",
-      "\t[ Created a dataframe for sub-016_ses-01_task-WorkingMemory_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event file and EEG.set event structure have the same number of events]\n",
-      "\t[ Dropped ['trial_type', 'response_time', 'stim_file'] columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Saved as sub-016_ses-01_task-WorkingMemory_run-1_eventstemp1.tsv]\n",
-      "sub-016_ses-01_run-2:\n",
-      "\t[ Created a dataframe for sub-016_ses-01_task-WorkingMemory_run-2_events.tsv]\n",
-      "\t[ Created a dataframe for sub-016_ses-01_task-WorkingMemory_run-2_eventstemp.tsv]\n",
-      "\t[ Bids event file and EEG.set event structure have the same number of events]\n",
-      "\t[ Dropped ['trial_type', 'response_time', 'stim_file'] columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Saved as sub-016_ses-01_task-WorkingMemory_run-2_eventstemp1.tsv]\n",
-      "\t[ Number of rows 351]\n",
-      "\t[ Dropping row 0:\n",
-      "   onset duration  sample     value\n",
-      "0 -0.001      n/a    -0.5  boundary]\n",
-      "\t[ Saving sub-016_ses-01_task-WorkingMemory_run-2_eventstemp1.tsv]\n",
-      "sub-016_ses-01_run-3:\n",
-      "\t[ Created a dataframe for sub-016_ses-01_task-WorkingMemory_run-3_events.tsv]\n",
-      "\t[ Created a dataframe for sub-016_ses-01_task-WorkingMemory_run-3_eventstemp.tsv]\n",
-      "\t[ Bids event file and EEG.set event structure have the same number of events]\n",
-      "\t[ Dropped ['trial_type', 'response_time', 'stim_file'] columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Saved as sub-016_ses-01_task-WorkingMemory_run-3_eventstemp1.tsv]\n",
-      "\t[ Number of rows 351]\n",
-      "\t[ Dropping row 0:\n",
-      "   onset duration  sample     value\n",
-      "0 -0.001      n/a    -0.5  boundary]\n",
-      "\t[ Saving sub-016_ses-01_task-WorkingMemory_run-3_eventstemp1.tsv]\n",
-      "sub-017_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-017_ses-01_task-WorkingMemory_run-1_events.tsv]\n",
-      "\t[ Created a dataframe for sub-017_ses-01_task-WorkingMemory_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event file and EEG.set event structure have the same number of events]\n",
-      "\t[ Dropped ['trial_type', 'response_time', 'stim_file'] columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Saved as sub-017_ses-01_task-WorkingMemory_run-1_eventstemp1.tsv]\n",
-      "sub-017_ses-01_run-2:\n",
-      "\t[ Created a dataframe for sub-017_ses-01_task-WorkingMemory_run-2_events.tsv]\n",
-      "\t[ Created a dataframe for sub-017_ses-01_task-WorkingMemory_run-2_eventstemp.tsv]\n",
-      "\t[ Bids event file and EEG.set event structure have the same number of events]\n",
-      "\t[ Dropped ['trial_type', 'response_time', 'stim_file'] columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Saved as sub-017_ses-01_task-WorkingMemory_run-2_eventstemp1.tsv]\n",
-      "\t[ Number of rows 351]\n",
-      "\t[ Dropping row 0:\n",
-      "   onset duration  sample     value\n",
-      "0 -0.001      n/a    -0.5  boundary]\n",
-      "\t[ Saving sub-017_ses-01_task-WorkingMemory_run-2_eventstemp1.tsv]\n",
-      "sub-017_ses-01_run-3:\n",
-      "\t[ Created a dataframe for sub-017_ses-01_task-WorkingMemory_run-3_events.tsv]\n",
-      "\t[ Created a dataframe for sub-017_ses-01_task-WorkingMemory_run-3_eventstemp.tsv]\n",
-      "\t[ Bids event file and EEG.set event structure have the same number of events]\n",
-      "\t[ Dropped ['trial_type', 'response_time', 'stim_file'] columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Saved as sub-017_ses-01_task-WorkingMemory_run-3_eventstemp1.tsv]\n",
-      "\t[ Number of rows 331]\n",
-      "\t[ Dropping row 0:\n",
-      "   onset duration  sample     value\n",
-      "0 -0.001      n/a    -0.5  boundary]\n",
-      "\t[ Saving sub-017_ses-01_task-WorkingMemory_run-3_eventstemp1.tsv]\n",
-      "sub-018_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-018_ses-01_task-WorkingMemory_run-1_events.tsv]\n",
-      "\t[ Created a dataframe for sub-018_ses-01_task-WorkingMemory_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event file and EEG.set event structure have the same number of events]\n",
-      "\t[ Dropped ['trial_type', 'response_time', 'stim_file'] columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Saved as sub-018_ses-01_task-WorkingMemory_run-1_eventstemp1.tsv]\n",
-      "sub-018_ses-01_run-2:\n",
-      "\t[ Created a dataframe for sub-018_ses-01_task-WorkingMemory_run-2_events.tsv]\n",
-      "\t[ Created a dataframe for sub-018_ses-01_task-WorkingMemory_run-2_eventstemp.tsv]\n",
-      "\t[ Bids event file and EEG.set event structure have the same number of events]\n",
-      "\t[ Dropped ['trial_type', 'response_time', 'stim_file'] columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Saved as sub-018_ses-01_task-WorkingMemory_run-2_eventstemp1.tsv]\n",
-      "\t[ Number of rows 351]\n",
-      "\t[ Dropping row 0:\n",
-      "   onset duration  sample     value\n",
-      "0 -0.001      n/a    -0.5  boundary]\n",
-      "\t[ Saving sub-018_ses-01_task-WorkingMemory_run-2_eventstemp1.tsv]\n",
-      "sub-018_ses-01_run-3:\n",
-      "\t[ Created a dataframe for sub-018_ses-01_task-WorkingMemory_run-3_events.tsv]\n",
-      "\t[ Created a dataframe for sub-018_ses-01_task-WorkingMemory_run-3_eventstemp.tsv]\n",
-      "\t[ Bids event file and EEG.set event structure have the same number of events]\n",
-      "\t[ Dropped ['trial_type', 'response_time', 'stim_file'] columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Saved as sub-018_ses-01_task-WorkingMemory_run-3_eventstemp1.tsv]\n",
-      "\t[ Number of rows 351]\n",
-      "\t[ Dropping row 0:\n",
-      "   onset duration  sample     value\n",
-      "0 -0.001      n/a    -0.5  boundary]\n",
-      "\t[ Saving sub-018_ses-01_task-WorkingMemory_run-3_eventstemp1.tsv]\n",
-      "sub-019_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-019_ses-01_task-WorkingMemory_run-1_events.tsv]\n",
-      "\t[ Created a dataframe for sub-019_ses-01_task-WorkingMemory_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event file and EEG.set event structure have the same number of events]\n",
-      "\t[ Dropped ['trial_type', 'response_time', 'stim_file'] columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Saved as sub-019_ses-01_task-WorkingMemory_run-1_eventstemp1.tsv]\n",
-      "sub-019_ses-01_run-2:\n",
-      "\t[ Created a dataframe for sub-019_ses-01_task-WorkingMemory_run-2_events.tsv]\n",
-      "\t[ Created a dataframe for sub-019_ses-01_task-WorkingMemory_run-2_eventstemp.tsv]\n",
-      "\t[ Bids event file and EEG.set event structure have the same number of events]\n",
-      "\t[ Dropped ['trial_type', 'response_time', 'stim_file'] columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Saved as sub-019_ses-01_task-WorkingMemory_run-2_eventstemp1.tsv]\n",
-      "\t[ Number of rows 351]\n",
-      "\t[ Dropping row 0:\n",
-      "   onset duration  sample     value\n",
-      "0 -0.001      n/a    -0.5  boundary]\n",
-      "\t[ Saving sub-019_ses-01_task-WorkingMemory_run-2_eventstemp1.tsv]\n",
-      "sub-019_ses-01_run-3:\n",
-      "\t[ Created a dataframe for sub-019_ses-01_task-WorkingMemory_run-3_events.tsv]\n",
-      "\t[ Created a dataframe for sub-019_ses-01_task-WorkingMemory_run-3_eventstemp.tsv]\n",
-      "\t[ Bids event file and EEG.set event structure have the same number of events]\n",
-      "\t[ Dropped ['trial_type', 'response_time', 'stim_file'] columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Saved as sub-019_ses-01_task-WorkingMemory_run-3_eventstemp1.tsv]\n",
-      "\t[ Number of rows 351]\n",
-      "\t[ Dropping row 0:\n",
-      "   onset duration  sample     value\n",
-      "0 -0.001      n/a    -0.5  boundary]\n",
-      "\t[ Saving sub-019_ses-01_task-WorkingMemory_run-3_eventstemp1.tsv]\n",
-      "sub-020_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-020_ses-01_task-WorkingMemory_run-1_events.tsv]\n",
-      "\t[ Created a dataframe for sub-020_ses-01_task-WorkingMemory_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event file and EEG.set event structure have the same number of events]\n",
-      "\t[ Dropped ['trial_type', 'response_time', 'stim_file'] columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Saved as sub-020_ses-01_task-WorkingMemory_run-1_eventstemp1.tsv]\n",
-      "sub-020_ses-01_run-2:\n",
-      "\t[ Created a dataframe for sub-020_ses-01_task-WorkingMemory_run-2_events.tsv]\n",
-      "\t[ Created a dataframe for sub-020_ses-01_task-WorkingMemory_run-2_eventstemp.tsv]\n",
-      "\t[ Bids event file and EEG.set event structure have the same number of events]\n",
-      "\t[ Dropped ['trial_type', 'response_time', 'stim_file'] columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Saved as sub-020_ses-01_task-WorkingMemory_run-2_eventstemp1.tsv]\n",
-      "\t[ Number of rows 351]\n",
-      "\t[ Dropping row 0:\n",
-      "   onset duration  sample     value\n",
-      "0 -0.001      n/a    -0.5  boundary]\n",
-      "\t[ Saving sub-020_ses-01_task-WorkingMemory_run-2_eventstemp1.tsv]\n",
-      "sub-020_ses-01_run-3:\n",
-      "\t[ Created a dataframe for sub-020_ses-01_task-WorkingMemory_run-3_events.tsv]\n",
-      "\t[ Created a dataframe for sub-020_ses-01_task-WorkingMemory_run-3_eventstemp.tsv]\n",
-      "\t[ Bids event file and EEG.set event structure have the same number of events]\n",
-      "\t[ Dropped ['trial_type', 'response_time', 'stim_file'] columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Saved as sub-020_ses-01_task-WorkingMemory_run-3_eventstemp1.tsv]\n",
-      "\t[ Number of rows 351]\n",
-      "\t[ Dropping row 0:\n",
-      "   onset duration  sample     value\n",
-      "0 -0.001      n/a    -0.5  boundary]\n",
-      "\t[ Saving sub-020_ses-01_task-WorkingMemory_run-3_eventstemp1.tsv]\n",
-      "sub-021_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-021_ses-01_task-WorkingMemory_run-1_events.tsv]\n",
-      "\t[ Created a dataframe for sub-021_ses-01_task-WorkingMemory_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event file and EEG.set event structure have the same number of events]\n",
-      "\t[ Dropped ['trial_type', 'response_time', 'stim_file'] columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Saved as sub-021_ses-01_task-WorkingMemory_run-1_eventstemp1.tsv]\n",
-      "sub-021_ses-01_run-2:\n",
-      "\t[ Created a dataframe for sub-021_ses-01_task-WorkingMemory_run-2_events.tsv]\n",
-      "\t[ Created a dataframe for sub-021_ses-01_task-WorkingMemory_run-2_eventstemp.tsv]\n",
-      "\t[ Bids event file and EEG.set event structure have the same number of events]\n",
-      "\t[ Dropped ['trial_type', 'response_time', 'stim_file'] columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Saved as sub-021_ses-01_task-WorkingMemory_run-2_eventstemp1.tsv]\n",
-      "\t[ Number of rows 352]\n",
-      "\t[ Dropping row 0:\n",
-      "   onset duration  sample     value\n",
-      "0 -0.001      n/a    -0.5  boundary]\n",
-      "\t[ Saving sub-021_ses-01_task-WorkingMemory_run-2_eventstemp1.tsv]\n",
-      "sub-021_ses-01_run-3:\n",
-      "\t[ Created a dataframe for sub-021_ses-01_task-WorkingMemory_run-3_events.tsv]\n",
-      "\t[ Created a dataframe for sub-021_ses-01_task-WorkingMemory_run-3_eventstemp.tsv]\n",
-      "\t[ Bids event file and EEG.set event structure have the same number of events]\n",
-      "\t[ Dropped ['trial_type', 'response_time', 'stim_file'] columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Saved as sub-021_ses-01_task-WorkingMemory_run-3_eventstemp1.tsv]\n",
-      "\t[ Number of rows 351]\n",
-      "\t[ Dropping row 0:\n",
-      "   onset duration  sample     value\n",
-      "0 -0.001      n/a    -0.5  boundary]\n",
-      "\t[ Saving sub-021_ses-01_task-WorkingMemory_run-3_eventstemp1.tsv]\n",
-      "sub-022_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-022_ses-01_task-WorkingMemory_run-1_events.tsv]\n",
-      "\t[ Created a dataframe for sub-022_ses-01_task-WorkingMemory_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event file and EEG.set event structure have the same number of events]\n",
-      "\t[ Dropped ['trial_type', 'response_time', 'stim_file'] columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Saved as sub-022_ses-01_task-WorkingMemory_run-1_eventstemp1.tsv]\n",
-      "\t[ Number of rows 308]\n",
-      "\t[ Dropping row 307:\n",
-      "          onset  duration       sample  value\n",
-      "307  575.428986       0.0  287748.2564  empty]\n",
-      "\t[ Saving sub-022_ses-01_task-WorkingMemory_run-1_eventstemp1.tsv]\n",
-      "sub-022_ses-01_run-2:\n",
-      "\t[ Created a dataframe for sub-022_ses-01_task-WorkingMemory_run-2_events.tsv]\n",
-      "\t[ Created a dataframe for sub-022_ses-01_task-WorkingMemory_run-2_eventstemp.tsv]\n",
-      "\t[ Bids event file and EEG.set event structure have the same number of events]\n",
-      "\t[ Dropped ['trial_type', 'response_time', 'stim_file'] columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Saved as sub-022_ses-01_task-WorkingMemory_run-2_eventstemp1.tsv]\n",
-      "\t[ Number of rows 197]\n",
-      "\t[ Dropping row 196:\n",
-      "          onset      duration       sample  value\n",
-      "196  406.952175  0.0000000000  203499.9658  empty]\n",
-      "\t[ Dropping row 0:\n",
-      "   index  onset duration  sample     value\n",
-      "0      0 -0.001      n/a    -0.5  boundary]\n",
-      "\t[ Saving sub-022_ses-01_task-WorkingMemory_run-2_eventstemp1.tsv]\n",
-      "sub-022_ses-01_run-3:\n",
-      "\t[ Created a dataframe for sub-022_ses-01_task-WorkingMemory_run-3_events.tsv]\n",
-      "\t[ Created a dataframe for sub-022_ses-01_task-WorkingMemory_run-3_eventstemp.tsv]\n",
-      "\t[ Bids event file and EEG.set event structure have the same number of events]\n",
-      "\t[ Dropped ['trial_type', 'response_time', 'stim_file'] columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Saved as sub-022_ses-01_task-WorkingMemory_run-3_eventstemp1.tsv]\n",
-      "\t[ Number of rows 352]\n",
-      "\t[ Dropping row 1:\n",
-      "   onset duration  sample     value\n",
-      "1  0.001      n/a     0.5  boundary]\n",
-      "\t[ Dropping row 0:\n",
-      "   index  onset           duration  sample     value\n",
-      "0      0 -0.001  531711.0000000000    -0.5  boundary]\n",
-      "\t[ Saving sub-022_ses-01_task-WorkingMemory_run-3_eventstemp1.tsv]\n",
-      "sub-022_ses-01_run-4:\n",
-      "\t[ Created a dataframe for sub-022_ses-01_task-WorkingMemory_run-4_events.tsv]\n",
-      "\t[ Created a dataframe for sub-022_ses-01_task-WorkingMemory_run-4_eventstemp.tsv]\n",
-      "\t[ Bids event file and EEG.set event structure have the same number of events]\n",
-      "\t[ Dropped ['trial_type', 'response_time', 'stim_file'] columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Saved as sub-022_ses-01_task-WorkingMemory_run-4_eventstemp1.tsv]\n",
-      "\t[ Number of rows 351]\n",
-      "\t[ Dropping row 0:\n",
-      "   onset duration  sample     value\n",
-      "0 -0.001      n/a    -0.5  boundary]\n",
-      "\t[ Saving sub-022_ses-01_task-WorkingMemory_run-4_eventstemp1.tsv]\n",
-      "sub-022_ses-01_run-5:\n",
-      "\t[ Created a dataframe for sub-022_ses-01_task-WorkingMemory_run-5_events.tsv]\n",
-      "\t[ Created a dataframe for sub-022_ses-01_task-WorkingMemory_run-5_eventstemp.tsv]\n",
-      "\t[ Bids event file and EEG.set event structure have the same number of events]\n",
-      "\t[ Dropped ['trial_type', 'response_time', 'stim_file'] columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Saved as sub-022_ses-01_task-WorkingMemory_run-5_eventstemp1.tsv]\n",
-      "\t[ Number of rows 352]\n",
-      "\t[ Dropping row 1:\n",
-      "   onset duration  sample     value\n",
-      "1  0.001      n/a     0.5  boundary]\n",
-      "\t[ Dropping row 0:\n",
-      "   index  onset            duration  sample     value\n",
-      "0      0 -0.001  1264383.0000000000    -0.5  boundary]\n",
-      "\t[ Saving sub-022_ses-01_task-WorkingMemory_run-5_eventstemp1.tsv]\n",
-      "sub-022_ses-01_run-6:\n",
-      "\t[ Created a dataframe for sub-022_ses-01_task-WorkingMemory_run-6_events.tsv]\n",
-      "\t[ Created a dataframe for sub-022_ses-01_task-WorkingMemory_run-6_eventstemp.tsv]\n",
-      "\t[ Bids event file and EEG.set event structure have the same number of events]\n",
-      "\t[ Dropped ['trial_type', 'response_time', 'stim_file'] columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Saved as sub-022_ses-01_task-WorkingMemory_run-6_eventstemp1.tsv]\n",
-      "\t[ Number of rows 342]\n",
-      "\t[ Dropping row 1:\n",
-      "   onset duration  sample     value\n",
-      "1  0.001      n/a     0.5  boundary]\n",
-      "\t[ Dropping row 0:\n",
-      "   index  onset            duration  sample     value\n",
-      "0      0 -0.001  1612543.0000000000    -0.5  boundary]\n",
-      "\t[ Saving sub-022_ses-01_task-WorkingMemory_run-6_eventstemp1.tsv]\n",
-      "sub-023_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-023_ses-01_task-WorkingMemory_run-1_events.tsv]\n",
-      "\t[ Created a dataframe for sub-023_ses-01_task-WorkingMemory_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event file and EEG.set event structure have the same number of events]\n",
-      "\t[ Dropped ['trial_type', 'response_time', 'stim_file'] columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Saved as sub-023_ses-01_task-WorkingMemory_run-1_eventstemp1.tsv]\n",
-      "sub-023_ses-01_run-2:\n",
-      "\t[ Created a dataframe for sub-023_ses-01_task-WorkingMemory_run-2_events.tsv]\n",
-      "\t[ Created a dataframe for sub-023_ses-01_task-WorkingMemory_run-2_eventstemp.tsv]\n",
-      "\t[ Bids event file and EEG.set event structure have the same number of events]\n",
-      "\t[ Dropped ['trial_type', 'response_time', 'stim_file'] columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Saved as sub-023_ses-01_task-WorkingMemory_run-2_eventstemp1.tsv]\n",
-      "\t[ Number of rows 351]\n",
-      "\t[ Dropping row 0:\n",
-      "   onset duration  sample     value\n",
-      "0 -0.001      n/a    -0.5  boundary]\n",
-      "\t[ Saving sub-023_ses-01_task-WorkingMemory_run-2_eventstemp1.tsv]\n",
-      "sub-023_ses-01_run-3:\n",
-      "\t[ Created a dataframe for sub-023_ses-01_task-WorkingMemory_run-3_events.tsv]\n",
-      "\t[ Created a dataframe for sub-023_ses-01_task-WorkingMemory_run-3_eventstemp.tsv]\n",
-      "\t[ Bids event file and EEG.set event structure have the same number of events]\n",
-      "\t[ Dropped ['trial_type', 'response_time', 'stim_file'] columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Saved as sub-023_ses-01_task-WorkingMemory_run-3_eventstemp1.tsv]\n",
-      "\t[ Number of rows 351]\n",
-      "\t[ Dropping row 0:\n",
-      "   onset duration  sample     value\n",
-      "0 -0.001      n/a    -0.5  boundary]\n",
-      "\t[ Saving sub-023_ses-01_task-WorkingMemory_run-3_eventstemp1.tsv]\n",
-      "sub-023_ses-01_run-4:\n",
-      "\t[ Created a dataframe for sub-023_ses-01_task-WorkingMemory_run-4_events.tsv]\n",
-      "\t[ Created a dataframe for sub-023_ses-01_task-WorkingMemory_run-4_eventstemp.tsv]\n",
-      "\t[ Bids event file and EEG.set event structure have the same number of events]\n",
-      "\t[ Dropped ['trial_type', 'response_time', 'stim_file'] columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Saved as sub-023_ses-01_task-WorkingMemory_run-4_eventstemp1.tsv]\n",
-      "\t[ Number of rows 352]\n",
-      "\t[ Dropping row 1:\n",
-      "   onset duration  sample     value\n",
-      "1  0.001      n/a     0.5  boundary]\n",
-      "\t[ Dropping row 0:\n",
-      "   index  onset            duration  sample     value\n",
-      "0      0 -0.001  1072127.0000000000    -0.5  boundary]\n",
-      "\t[ Saving sub-023_ses-01_task-WorkingMemory_run-4_eventstemp1.tsv]\n",
-      "sub-023_ses-01_run-5:\n",
-      "\t[ Created a dataframe for sub-023_ses-01_task-WorkingMemory_run-5_events.tsv]\n",
-      "\t[ Created a dataframe for sub-023_ses-01_task-WorkingMemory_run-5_eventstemp.tsv]\n",
-      "\t[ Bids event file and EEG.set event structure have the same number of events]\n",
-      "\t[ Dropped ['trial_type', 'response_time', 'stim_file'] columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Saved as sub-023_ses-01_task-WorkingMemory_run-5_eventstemp1.tsv]\n",
-      "\t[ Number of rows 352]\n",
-      "\t[ Dropping row 1:\n",
-      "   onset duration  sample     value\n",
-      "1  0.001      n/a     0.5  boundary]\n",
-      "\t[ Dropping row 0:\n",
-      "   index  onset            duration  sample     value\n",
-      "0      0 -0.001  1411327.0000000000    -0.5  boundary]\n",
-      "\t[ Saving sub-023_ses-01_task-WorkingMemory_run-5_eventstemp1.tsv]\n",
-      "sub-024_ses-01_run-1:\n",
-      "\t[ Created a dataframe for sub-024_ses-01_task-WorkingMemory_run-1_events.tsv]\n",
-      "\t[ Created a dataframe for sub-024_ses-01_task-WorkingMemory_run-1_eventstemp.tsv]\n",
-      "\t[ Bids event file and EEG.set event structure have the same number of events]\n",
-      "\t[ Dropped ['trial_type', 'response_time', 'stim_file'] columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Saved as sub-024_ses-01_task-WorkingMemory_run-1_eventstemp1.tsv]\n",
-      "sub-024_ses-01_run-2:\n",
-      "\t[ Created a dataframe for sub-024_ses-01_task-WorkingMemory_run-2_events.tsv]\n",
-      "\t[ Created a dataframe for sub-024_ses-01_task-WorkingMemory_run-2_eventstemp.tsv]\n",
-      "\t[ Bids event file and EEG.set event structure have the same number of events]\n",
-      "\t[ Dropped ['trial_type', 'response_time', 'stim_file'] columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Saved as sub-024_ses-01_task-WorkingMemory_run-2_eventstemp1.tsv]\n",
-      "\t[ Number of rows 351]\n",
-      "\t[ Dropping row 0:\n",
-      "   onset duration  sample     value\n",
-      "0 -0.001      n/a    -0.5  boundary]\n",
-      "\t[ Saving sub-024_ses-01_task-WorkingMemory_run-2_eventstemp1.tsv]\n",
-      "sub-024_ses-01_run-3:\n",
-      "\t[ Created a dataframe for sub-024_ses-01_task-WorkingMemory_run-3_events.tsv]\n",
-      "\t[ Created a dataframe for sub-024_ses-01_task-WorkingMemory_run-3_eventstemp.tsv]\n",
-      "\t[ Bids event file and EEG.set event structure have the same number of events]\n",
-      "\t[ Dropped ['trial_type', 'response_time', 'stim_file'] columns]\n",
-      "\t[ Reordered the final columns as ['onset', 'duration', 'sample', 'value']]\n",
-      "\t[ Saved as sub-024_ses-01_task-WorkingMemory_run-3_eventstemp1.tsv]\n",
-      "\t[ Number of rows 351]\n",
-      "\t[ Dropping row 0:\n",
-      "   onset duration  sample     value\n",
-      "0 -0.001      n/a    -0.5  boundary]\n",
-      "\t[ Saving sub-024_ses-01_task-WorkingMemory_run-3_eventstemp1.tsv]\n",
-      "\n",
-      "\n",
-      "ERROR Summary:\n",
-      "sternberg_02_initial_combination_log: Level ERROR\n",
-      "sub-001_ses-01_run-1:\n",
-      "sub-001_ses-01_run-2:\n",
-      "sub-001_ses-01_run-3:\n",
-      "sub-001_ses-01_run-4:\n",
-      "sub-002_ses-01_run-1:\n",
-      "sub-002_ses-01_run-2:\n",
-      "sub-002_ses-01_run-3:\n",
-      "sub-002_ses-01_run-4:\n",
-      "sub-003_ses-01_run-1:\n",
-      "sub-003_ses-01_run-2:\n",
-      "sub-003_ses-01_run-3:\n",
-      "sub-003_ses-01_run-4:\n",
-      "sub-004_ses-01_run-1:\n",
-      "sub-004_ses-01_run-2:\n",
-      "sub-004_ses-01_run-3:\n",
-      "sub-004_ses-01_run-4:\n",
-      "sub-005_ses-01_run-1:\n",
-      "sub-005_ses-01_run-2:\n",
-      "sub-005_ses-01_run-3:\n",
-      "sub-005_ses-01_run-4:\n",
-      "sub-006_ses-01_run-1:\n",
-      "sub-006_ses-01_run-2:\n",
-      "sub-006_ses-01_run-3:\n",
-      "sub-006_ses-01_run-4:\n",
-      "sub-007_ses-01_run-1:\n",
-      "sub-007_ses-01_run-2:\n",
-      "sub-007_ses-01_run-3:\n",
-      "sub-007_ses-01_run-4:\n",
-      "sub-008_ses-01_run-1:\n",
-      "sub-008_ses-01_run-2:\n",
-      "sub-008_ses-01_run-3:\n",
-      "sub-008_ses-01_run-4:\n",
-      "sub-009_ses-01_run-1:\n",
-      "sub-009_ses-01_run-2:\n",
-      "sub-009_ses-01_run-3:\n",
-      "sub-009_ses-01_run-4:\n",
-      "sub-010_ses-01_run-1:\n",
-      "sub-010_ses-01_run-2:\n",
-      "sub-010_ses-01_run-3:\n",
-      "sub-010_ses-01_run-4:\n",
-      "sub-011_ses-01_run-1:\n",
-      "sub-011_ses-01_run-2:\n",
-      "sub-011_ses-01_run-3:\n",
-      "sub-011_ses-01_run-4:\n",
-      "sub-012_ses-01_run-1:\n",
-      "sub-012_ses-01_run-2:\n",
-      "sub-012_ses-01_run-3:\n",
-      "sub-014_ses-01_run-1:\n",
-      "sub-014_ses-01_run-2:\n",
-      "sub-014_ses-01_run-3:\n",
-      "sub-015_ses-01_run-1:\n",
-      "sub-015_ses-01_run-2:\n",
-      "sub-015_ses-01_run-3:\n",
-      "sub-016_ses-01_run-1:\n",
-      "sub-016_ses-01_run-2:\n",
-      "sub-016_ses-01_run-3:\n",
-      "sub-017_ses-01_run-1:\n",
-      "sub-017_ses-01_run-2:\n",
-      "sub-017_ses-01_run-3:\n",
-      "sub-018_ses-01_run-1:\n",
-      "sub-018_ses-01_run-2:\n",
-      "sub-018_ses-01_run-3:\n",
-      "sub-019_ses-01_run-1:\n",
-      "sub-019_ses-01_run-2:\n",
-      "sub-019_ses-01_run-3:\n",
-      "sub-020_ses-01_run-1:\n",
-      "sub-020_ses-01_run-2:\n",
-      "sub-020_ses-01_run-3:\n",
-      "sub-021_ses-01_run-1:\n",
-      "sub-021_ses-01_run-2:\n",
-      "sub-021_ses-01_run-3:\n",
-      "sub-022_ses-01_run-1:\n",
-      "sub-022_ses-01_run-2:\n",
-      "sub-022_ses-01_run-3:\n",
-      "sub-022_ses-01_run-4:\n",
-      "sub-022_ses-01_run-5:\n",
-      "sub-022_ses-01_run-6:\n",
-      "sub-023_ses-01_run-1:\n",
-      "sub-023_ses-01_run-2:\n",
-      "sub-023_ses-01_run-3:\n",
-      "sub-023_ses-01_run-4:\n",
-      "sub-023_ses-01_run-5:\n",
-      "sub-024_ses-01_run-1:\n",
-      "sub-024_ses-01_run-2:\n",
-      "sub-024_ses-01_run-3:\n"
-     ]
-    }
-   ],
-   "source": [
-    "key_dict = {\n",
-    "    'sub-001_ses-01_run-2': [0],\n",
-    "    'sub-001_ses-01_run-3': [0],\n",
-    "    'sub-001_ses-01_run-4': [0],\n",
-    "    'sub-002_ses-01_run-2': [1, 0],\n",
-    "    'sub-002_ses-01_run-3': [0],\n",
-    "    'sub-002_ses-01_run-4': [0],\n",
-    "    'sub-003_ses-01_run-2': [0],\n",
-    "    'sub-003_ses-01_run-3': [0],\n",
-    "    'sub-003_ses-01_run-4': [0],\n",
-    "    'sub-004_ses-01_run-2': [0],\n",
-    "    'sub-004_ses-01_run-3': [0],\n",
-    "    'sub-004_ses-01_run-4': [0],\n",
-    "    'sub-005_ses-01_run-2': [0],\n",
-    "    'sub-005_ses-01_run-3': [0],\n",
-    "    'sub-005_ses-01_run-4': [0],\n",
-    "    'sub-006_ses-01_run-2': [0],\n",
-    "    'sub-006_ses-01_run-3': [0],\n",
-    "    'sub-006_ses-01_run-4': [0],\n",
-    "    'sub-007_ses-01_run-2': [0],\n",
-    "    'sub-007_ses-01_run-3': [0],\n",
-    "    'sub-007_ses-01_run-4': [0],\n",
-    "    'sub-008_ses-01_run-2': [0],\n",
-    "    'sub-008_ses-01_run-3': [0],\n",
-    "    'sub-008_ses-01_run-4': [0],\n",
-    "    'sub-009_ses-01_run-2': [0],\n",
-    "    'sub-009_ses-01_run-3': [0],\n",
-    "    'sub-009_ses-01_run-4': [0],\n",
-    "    'sub-010_ses-01_run-2': [1, 0],\n",
-    "    'sub-010_ses-01_run-3': [0],\n",
-    "    'sub-010_ses-01_run-4': [0],\n",
-    "    'sub-011_ses-01_run-2': [1, 0],\n",
-    "    'sub-011_ses-01_run-3': [0],\n",
-    "    'sub-011_ses-01_run-4': [0],\n",
-    "    'sub-012_ses-01_run-2': [0],\n",
-    "    'sub-012_ses-01_run-3': [0],\n",
-    "    'sub-014_ses-01_run-2': [0],\n",
-    "    'sub-014_ses-01_run-3': [0],\n",
-    "    'sub-015_ses-01_run-2': [0],\n",
-    "    'sub-015_ses-01_run-3': [0],\n",
-    "    'sub-016_ses-01_run-2': [0],\n",
-    "    'sub-016_ses-01_run-3': [0],\n",
-    "    'sub-017_ses-01_run-2': [0],\n",
-    "    'sub-017_ses-01_run-3': [0],\n",
-    "    'sub-018_ses-01_run-2': [0],\n",
-    "    'sub-018_ses-01_run-3': [0],\n",
-    "    'sub-019_ses-01_run-2': [0],\n",
-    "    'sub-019_ses-01_run-3': [0],\n",
-    "    'sub-020_ses-01_run-2': [0],\n",
-    "    'sub-020_ses-01_run-3': [0],\n",
-    "    'sub-021_ses-01_run-2': [0],\n",
-    "    'sub-021_ses-01_run-3': [0],\n",
-    "    'sub-022_ses-01_run-1': [307],\n",
-    "    'sub-022_ses-01_run-2': [196, 0],\n",
-    "    'sub-022_ses-01_run-3': [1, 0],\n",
-    "    'sub-022_ses-01_run-4': [0],\n",
-    "    'sub-022_ses-01_run-5': [1, 0],\n",
-    "    'sub-022_ses-01_run-6': [1, 0],\n",
-    "    'sub-023_ses-01_run-2': [0],\n",
-    "    'sub-023_ses-01_run-3': [0],\n",
-    "    'sub-023_ses-01_run-4': [1, 0],\n",
-    "    'sub-023_ses-01_run-5': [1, 0],\n",
-    "    'sub-024_ses-01_run-2': [0],\n",
-    "    'sub-024_ses-01_run-3': [0]\n",
-    "}\n",
-    "\n",
-    "# Fix boundary and empty events for several runs\n",
-    "for key, values in key_dict.items():\n",
-    "    file = bids_dict.get_file_path(key)\n",
-    "    filename = file[:-4] + \"temp1.tsv\"\n",
-    "    df = get_new_dataframe(filename)\n",
-    "    logger.add(key, f\"Number of rows {len(df.index)}\", also_print=True)\n",
-    "    for val in values:\n",
-    "        logger.add(key, f\"Dropping row {str(val)}:\\n{df.loc[[val]]}\", also_print=True)\n",
-    "        df.drop(axis=0, index=val, inplace=True)\n",
-    "        df.reset_index(inplace=True)\n",
-    "    logger.add(key, f\"Saving {os.path.basename(filename)}\")\n",
-    "    df.to_csv(filename, sep='\\t', index=False)\n",
-    "\n",
-    "# Print the log\n",
-    "log_string = \"\\n\\nLog output:\\n\" + logger.get_log_string()\n",
-    "error_string = \"\\n\\nERROR Summary:\\n\" + logger.get_log_string(level=\"ERROR\")\n",
-    "print(log_string)\n",
-    "print(error_string)\n",
-    "save_path = os.path.join(bids_root_path, log_file_name)\n",
-    "with open(save_path, \"w\") as fp:\n",
-    "    fp.write(f\"{log_file_name} {datetime.datetime.now()}\\n\")\n",
-    "    fp.write(log_string)\n",
-    "    fp.write(error_string)"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Fix the extraneous codes at beginning and end of certain runs\n"
-    }
-   }
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 2
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
\ No newline at end of file
diff --git a/hedcode/jupyter_notebooks/dataset_specific_processing/sternberg/sternberg_03_create_remap_template.ipynb b/hedcode/jupyter_notebooks/dataset_specific_processing/sternberg/sternberg_03_create_remap_template.ipynb
deleted file mode 100644
index 58e0991..0000000
--- a/hedcode/jupyter_notebooks/dataset_specific_processing/sternberg/sternberg_03_create_remap_template.ipynb
+++ /dev/null
@@ -1,199 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "collapsed": true,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   },
-   "source": [
-    "## Create a template for event remapping for the Sternberg data\n",
-    "\n",
-    "This notebook works through the process analyzing the contents of the event files in\n",
-    "a BIDS dataset and creating a template for remapping event codes. The goal of such\n",
-    "a remapping is to orthogonalize event design and make the meanings of contents\n",
-    "of the event file more clear."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      " counts for key [['value']]:\n",
-      "['1']\t2395\n",
-      "['255']\t1831\n",
-      "['B']\t333\n",
-      "['C']\t438\n",
-      "['D']\t594\n",
-      "['F']\t461\n",
-      "['G']\t533\n",
-      "['H']\t502\n",
-      "['J']\t428\n",
-      "['K']\t604\n",
-      "['L']\t566\n",
-      "['M']\t626\n",
-      "['N']\t441\n",
-      "['P']\t404\n",
-      "['Q']\t418\n",
-      "['R']\t630\n",
-      "['S']\t582\n",
-      "['T']\t445\n",
-      "['V']\t528\n",
-      "['W']\t464\n",
-      "['WM']\t2097\n",
-      "['X']\t408\n",
-      "['Y']\t484\n",
-      "['Z']\t601\n",
-      "['correct']\t1868\n",
-      "['gB']\t314\n",
-      "['gC']\t505\n",
-      "['gD']\t269\n",
-      "['gF']\t293\n",
-      "['gG']\t336\n",
-      "['gH']\t400\n",
-      "['gJ']\t327\n",
-      "['gK']\t217\n",
-      "['gL']\t140\n",
-      "['gM']\t436\n",
-      "['gN']\t238\n",
-      "['gP']\t333\n",
-      "['gQ']\t362\n",
-      "['gR']\t293\n",
-      "['gS']\t204\n",
-      "['gT']\t343\n",
-      "['gV']\t214\n",
-      "['gW']\t305\n",
-      "['gX']\t240\n",
-      "['gY']\t186\n",
-      "['gZ']\t338\n",
-      "['nonWM']\t2111\n",
-      "['rB']\t179\n",
-      "['rC']\t83\n",
-      "['rD']\t55\n",
-      "['rF']\t82\n",
-      "['rG']\t115\n",
-      "['rH']\t62\n",
-      "['rJ']\t134\n",
-      "['rK']\t116\n",
-      "['rL']\t177\n",
-      "['rM']\t60\n",
-      "['rN']\t37\n",
-      "['rP']\t94\n",
-      "['rQ']\t133\n",
-      "['rR']\t152\n",
-      "['rS']\t97\n",
-      "['rT']\t45\n",
-      "['rV']\t114\n",
-      "['rW']\t50\n",
-      "['rX']\t103\n",
-      "['rY']\t82\n",
-      "['rZ']\t127\n",
-      "['wrong']\t133\n",
-      "\n",
-      "\n",
-      "\n",
-      "\n",
-      "Log output:\n",
-      "sternberg_03_create_remap_template_log: Level None\n",
-      "overall:\n",
-      "\t[ Creating a key template with key_columns ['value']]\n",
-      "\t[ Adding information from 85 event files]\n",
-      "\t[ Adding ['event_type', 'task_role', 'letter'] additional columns to template]\n",
-      "\t[ Saving the template to G:\\Sternberg\\SternbergWorking\\code/sternberg_remap_event_template.tsv]\n",
-      "\n",
-      "\n",
-      "\n",
-      "\n",
-      "ERROR Summary:\n",
-      "sternberg_03_create_remap_template_log: Level ERROR\n",
-      "overall:\n",
-      "\n"
-     ]
-    }
-   ],
-   "source": [
-    "import os\n",
-    "import datetime\n",
-    "from hed.tools import KeyMap, HedLogger\n",
-    "from hed.util import get_file_list\n",
-    "\n",
-    "# Variables to set for the specific dataset\n",
-    "bids_root_path = 'G:\\Sternberg\\SternbergWorking'\n",
-    "exclude_dirs = ['sourcedata', 'stimuli', 'code']\n",
-    "entities = ('sub', 'ses', 'run')\n",
-    "key_columns = [\"value\"]\n",
-    "target_columns = [\"event_type\", \"task_role\", \"letter\"]\n",
-    "template_file = os.path.join(bids_root_path, \"code/sternberg_remap_event_template.tsv\")\n",
-    "log_name = 'sternberg_03_create_remap_template_log'\n",
-    "\n",
-    "# Set up the logger\n",
-    "log_file_name = f\"code/curation_logs/{log_name}.txt\"\n",
-    "logger = HedLogger(name=log_name)\n",
-    "\n",
-    "# Make the file list for _eventstemp1\n",
-    "bids_files = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_eventstemp1\", exclude_dirs=exclude_dirs)\n",
-    "\n",
-    "# Create the template\n",
-    "logger.add(\"overall\", f\"Creating a key template with key_columns {str(key_columns)}\")\n",
-    "template = KeyMap(key_columns)\n",
-    "logger.add(\"overall\", f\"Adding information from {len(bids_files)} event files\")\n",
-    "for file in bids_files:\n",
-    "    template.update(file)\n",
-    "template.resort()\n",
-    "\n",
-    "logger.add(\"overall\", f\"Adding {str(target_columns)} additional columns to template\")\n",
-    "df = template.make_template(additional_cols=target_columns)\n",
-    "df.to_csv(template_file, sep='\\t', index=False)\n",
-    "logger.add(\"overall\", f\"Saving the template to {template_file}\")\n",
-    "\n",
-    "# Print the log\n",
-    "log_string = \"\\n\\nLog output:\\n\" + logger.get_log_string()\n",
-    "error_string = \"\\n\\nERROR Summary:\\n\" + logger.get_log_string(level=\"ERROR\")\n",
-    "print(f\"\\n{template}\\n\")\n",
-    "print(f\"\\n{log_string}\\n\")\n",
-    "print(f\"\\n{error_string}\\n\")\n",
-    "\n",
-    "# Save the log\n",
-    "save_path = os.path.join(bids_root_path, log_file_name)\n",
-    "with open(save_path, \"w\") as fp:\n",
-    "    fp.write(f\"{log_file_name} {datetime.datetime.now()}\\n\")\n",
-    "    fp.write(log_string)\n",
-    "    fp.write(error_string)\n"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Create the template for the dataset\n"
-    }
-   }
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 2
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
\ No newline at end of file
diff --git a/hedcode/jupyter_notebooks/dataset_specific_processing/sternberg/sternberg_04_remap_events.ipynb b/hedcode/jupyter_notebooks/dataset_specific_processing/sternberg/sternberg_04_remap_events.ipynb
deleted file mode 100644
index d608bd0..0000000
--- a/hedcode/jupyter_notebooks/dataset_specific_processing/sternberg/sternberg_04_remap_events.ipynb
+++ /dev/null
@@ -1,551 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "collapsed": true,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   },
-   "source": [
-    "## Remap events for the Sternberg Data\n",
-    "\n",
-    "This notebook assumes that you have already created a remapped template"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "\n",
-      "Log output:\n",
-      "sternberg_04_remap_events_log: Level None\n",
-      "overall:\n",
-      "\t[ Creating a key map with key_columns ['value'] and target_columns ['event_type', 'task_role', 'letter']]\n",
-      "\t[ Read the template from sternberg_remap_event_template_filled.tsv]\n",
-      "sub-001_ses-01_run-1:\n",
-      "\t[ Remapping sub-001_ses-01_task-WorkingMemory_run-1_eventstemp1.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'value']]\n",
-      "\t[ Writing sub-001_ses-01_task-WorkingMemory_run-1_eventstemp2.tsv)]\n",
-      "sub-001_ses-01_run-2:\n",
-      "\t[ Remapping sub-001_ses-01_task-WorkingMemory_run-2_eventstemp1.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'value']]\n",
-      "\t[ Writing sub-001_ses-01_task-WorkingMemory_run-2_eventstemp2.tsv)]\n",
-      "sub-001_ses-01_run-3:\n",
-      "\t[ Remapping sub-001_ses-01_task-WorkingMemory_run-3_eventstemp1.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'value']]\n",
-      "\t[ Writing sub-001_ses-01_task-WorkingMemory_run-3_eventstemp2.tsv)]\n",
-      "sub-001_ses-01_run-4:\n",
-      "\t[ Remapping sub-001_ses-01_task-WorkingMemory_run-4_eventstemp1.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'value']]\n",
-      "\t[ Writing sub-001_ses-01_task-WorkingMemory_run-4_eventstemp2.tsv)]\n",
-      "sub-002_ses-01_run-1:\n",
-      "\t[ Remapping sub-002_ses-01_task-WorkingMemory_run-1_eventstemp1.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'value']]\n",
-      "\t[ Writing sub-002_ses-01_task-WorkingMemory_run-1_eventstemp2.tsv)]\n",
-      "sub-002_ses-01_run-2:\n",
-      "\t[ Remapping sub-002_ses-01_task-WorkingMemory_run-2_eventstemp1.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'value']]\n",
-      "\t[ Writing sub-002_ses-01_task-WorkingMemory_run-2_eventstemp2.tsv)]\n",
-      "sub-002_ses-01_run-3:\n",
-      "\t[ Remapping sub-002_ses-01_task-WorkingMemory_run-3_eventstemp1.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'value']]\n",
-      "\t[ Writing sub-002_ses-01_task-WorkingMemory_run-3_eventstemp2.tsv)]\n",
-      "sub-002_ses-01_run-4:\n",
-      "\t[ Remapping sub-002_ses-01_task-WorkingMemory_run-4_eventstemp1.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'value']]\n",
-      "\t[ Writing sub-002_ses-01_task-WorkingMemory_run-4_eventstemp2.tsv)]\n",
-      "sub-003_ses-01_run-1:\n",
-      "\t[ Remapping sub-003_ses-01_task-WorkingMemory_run-1_eventstemp1.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'value']]\n",
-      "\t[ Writing sub-003_ses-01_task-WorkingMemory_run-1_eventstemp2.tsv)]\n",
-      "sub-003_ses-01_run-2:\n",
-      "\t[ Remapping sub-003_ses-01_task-WorkingMemory_run-2_eventstemp1.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'value']]\n",
-      "\t[ Writing sub-003_ses-01_task-WorkingMemory_run-2_eventstemp2.tsv)]\n",
-      "sub-003_ses-01_run-3:\n",
-      "\t[ Remapping sub-003_ses-01_task-WorkingMemory_run-3_eventstemp1.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'value']]\n",
-      "\t[ Writing sub-003_ses-01_task-WorkingMemory_run-3_eventstemp2.tsv)]\n",
-      "sub-003_ses-01_run-4:\n",
-      "\t[ Remapping sub-003_ses-01_task-WorkingMemory_run-4_eventstemp1.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'value']]\n",
-      "\t[ Writing sub-003_ses-01_task-WorkingMemory_run-4_eventstemp2.tsv)]\n",
-      "sub-004_ses-01_run-1:\n",
-      "\t[ Remapping sub-004_ses-01_task-WorkingMemory_run-1_eventstemp1.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'value']]\n",
-      "\t[ Writing sub-004_ses-01_task-WorkingMemory_run-1_eventstemp2.tsv)]\n",
-      "sub-004_ses-01_run-2:\n",
-      "\t[ Remapping sub-004_ses-01_task-WorkingMemory_run-2_eventstemp1.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'value']]\n",
-      "\t[ Writing sub-004_ses-01_task-WorkingMemory_run-2_eventstemp2.tsv)]\n",
-      "sub-004_ses-01_run-3:\n",
-      "\t[ Remapping sub-004_ses-01_task-WorkingMemory_run-3_eventstemp1.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'value']]\n",
-      "\t[ Writing sub-004_ses-01_task-WorkingMemory_run-3_eventstemp2.tsv)]\n",
-      "sub-004_ses-01_run-4:\n",
-      "\t[ Remapping sub-004_ses-01_task-WorkingMemory_run-4_eventstemp1.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'value']]\n",
-      "\t[ Writing sub-004_ses-01_task-WorkingMemory_run-4_eventstemp2.tsv)]\n",
-      "sub-005_ses-01_run-1:\n",
-      "\t[ Remapping sub-005_ses-01_task-WorkingMemory_run-1_eventstemp1.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'value']]\n",
-      "\t[ Writing sub-005_ses-01_task-WorkingMemory_run-1_eventstemp2.tsv)]\n",
-      "sub-005_ses-01_run-2:\n",
-      "\t[ Remapping sub-005_ses-01_task-WorkingMemory_run-2_eventstemp1.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'value']]\n",
-      "\t[ Writing sub-005_ses-01_task-WorkingMemory_run-2_eventstemp2.tsv)]\n",
-      "sub-005_ses-01_run-3:\n",
-      "\t[ Remapping sub-005_ses-01_task-WorkingMemory_run-3_eventstemp1.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'value']]\n",
-      "\t[ Writing sub-005_ses-01_task-WorkingMemory_run-3_eventstemp2.tsv)]\n",
-      "sub-005_ses-01_run-4:\n",
-      "\t[ Remapping sub-005_ses-01_task-WorkingMemory_run-4_eventstemp1.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'value']]\n",
-      "\t[ Writing sub-005_ses-01_task-WorkingMemory_run-4_eventstemp2.tsv)]\n",
-      "sub-006_ses-01_run-1:\n",
-      "\t[ Remapping sub-006_ses-01_task-WorkingMemory_run-1_eventstemp1.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'value']]\n",
-      "\t[ Writing sub-006_ses-01_task-WorkingMemory_run-1_eventstemp2.tsv)]\n",
-      "sub-006_ses-01_run-2:\n",
-      "\t[ Remapping sub-006_ses-01_task-WorkingMemory_run-2_eventstemp1.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'value']]\n",
-      "\t[ Writing sub-006_ses-01_task-WorkingMemory_run-2_eventstemp2.tsv)]\n",
-      "sub-006_ses-01_run-3:\n",
-      "\t[ Remapping sub-006_ses-01_task-WorkingMemory_run-3_eventstemp1.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'value']]\n",
-      "\t[ Writing sub-006_ses-01_task-WorkingMemory_run-3_eventstemp2.tsv)]\n",
-      "sub-006_ses-01_run-4:\n",
-      "\t[ Remapping sub-006_ses-01_task-WorkingMemory_run-4_eventstemp1.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'value']]\n",
-      "\t[ Writing sub-006_ses-01_task-WorkingMemory_run-4_eventstemp2.tsv)]\n",
-      "sub-007_ses-01_run-1:\n",
-      "\t[ Remapping sub-007_ses-01_task-WorkingMemory_run-1_eventstemp1.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'value']]\n",
-      "\t[ Writing sub-007_ses-01_task-WorkingMemory_run-1_eventstemp2.tsv)]\n",
-      "sub-007_ses-01_run-2:\n",
-      "\t[ Remapping sub-007_ses-01_task-WorkingMemory_run-2_eventstemp1.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'value']]\n",
-      "\t[ Writing sub-007_ses-01_task-WorkingMemory_run-2_eventstemp2.tsv)]\n",
-      "sub-007_ses-01_run-3:\n",
-      "\t[ Remapping sub-007_ses-01_task-WorkingMemory_run-3_eventstemp1.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'value']]\n",
-      "\t[ Writing sub-007_ses-01_task-WorkingMemory_run-3_eventstemp2.tsv)]\n",
-      "sub-007_ses-01_run-4:\n",
-      "\t[ Remapping sub-007_ses-01_task-WorkingMemory_run-4_eventstemp1.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'value']]\n",
-      "\t[ Writing sub-007_ses-01_task-WorkingMemory_run-4_eventstemp2.tsv)]\n",
-      "sub-008_ses-01_run-1:\n",
-      "\t[ Remapping sub-008_ses-01_task-WorkingMemory_run-1_eventstemp1.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'value']]\n",
-      "\t[ Writing sub-008_ses-01_task-WorkingMemory_run-1_eventstemp2.tsv)]\n",
-      "sub-008_ses-01_run-2:\n",
-      "\t[ Remapping sub-008_ses-01_task-WorkingMemory_run-2_eventstemp1.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'value']]\n",
-      "\t[ Writing sub-008_ses-01_task-WorkingMemory_run-2_eventstemp2.tsv)]\n",
-      "sub-008_ses-01_run-3:\n",
-      "\t[ Remapping sub-008_ses-01_task-WorkingMemory_run-3_eventstemp1.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'value']]\n",
-      "\t[ Writing sub-008_ses-01_task-WorkingMemory_run-3_eventstemp2.tsv)]\n",
-      "sub-008_ses-01_run-4:\n",
-      "\t[ Remapping sub-008_ses-01_task-WorkingMemory_run-4_eventstemp1.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'value']]\n",
-      "\t[ Writing sub-008_ses-01_task-WorkingMemory_run-4_eventstemp2.tsv)]\n",
-      "sub-009_ses-01_run-1:\n",
-      "\t[ Remapping sub-009_ses-01_task-WorkingMemory_run-1_eventstemp1.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'value']]\n",
-      "\t[ Writing sub-009_ses-01_task-WorkingMemory_run-1_eventstemp2.tsv)]\n",
-      "sub-009_ses-01_run-2:\n",
-      "\t[ Remapping sub-009_ses-01_task-WorkingMemory_run-2_eventstemp1.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'value']]\n",
-      "\t[ Writing sub-009_ses-01_task-WorkingMemory_run-2_eventstemp2.tsv)]\n",
-      "sub-009_ses-01_run-3:\n",
-      "\t[ Remapping sub-009_ses-01_task-WorkingMemory_run-3_eventstemp1.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'value']]\n",
-      "\t[ Writing sub-009_ses-01_task-WorkingMemory_run-3_eventstemp2.tsv)]\n",
-      "sub-009_ses-01_run-4:\n",
-      "\t[ Remapping sub-009_ses-01_task-WorkingMemory_run-4_eventstemp1.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'value']]\n",
-      "\t[ Writing sub-009_ses-01_task-WorkingMemory_run-4_eventstemp2.tsv)]\n",
-      "sub-010_ses-01_run-1:\n",
-      "\t[ Remapping sub-010_ses-01_task-WorkingMemory_run-1_eventstemp1.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'value']]\n",
-      "\t[ Writing sub-010_ses-01_task-WorkingMemory_run-1_eventstemp2.tsv)]\n",
-      "sub-010_ses-01_run-2:\n",
-      "\t[ Remapping sub-010_ses-01_task-WorkingMemory_run-2_eventstemp1.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'value']]\n",
-      "\t[ Writing sub-010_ses-01_task-WorkingMemory_run-2_eventstemp2.tsv)]\n",
-      "sub-010_ses-01_run-3:\n",
-      "\t[ Remapping sub-010_ses-01_task-WorkingMemory_run-3_eventstemp1.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'value']]\n",
-      "\t[ Writing sub-010_ses-01_task-WorkingMemory_run-3_eventstemp2.tsv)]\n",
-      "sub-010_ses-01_run-4:\n",
-      "\t[ Remapping sub-010_ses-01_task-WorkingMemory_run-4_eventstemp1.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'value']]\n",
-      "\t[ Writing sub-010_ses-01_task-WorkingMemory_run-4_eventstemp2.tsv)]\n",
-      "sub-011_ses-01_run-1:\n",
-      "\t[ Remapping sub-011_ses-01_task-WorkingMemory_run-1_eventstemp1.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'value']]\n",
-      "\t[ Writing sub-011_ses-01_task-WorkingMemory_run-1_eventstemp2.tsv)]\n",
-      "sub-011_ses-01_run-2:\n",
-      "\t[ Remapping sub-011_ses-01_task-WorkingMemory_run-2_eventstemp1.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'value']]\n",
-      "\t[ Writing sub-011_ses-01_task-WorkingMemory_run-2_eventstemp2.tsv)]\n",
-      "sub-011_ses-01_run-3:\n",
-      "\t[ Remapping sub-011_ses-01_task-WorkingMemory_run-3_eventstemp1.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'value']]\n",
-      "\t[ Writing sub-011_ses-01_task-WorkingMemory_run-3_eventstemp2.tsv)]\n",
-      "sub-011_ses-01_run-4:\n",
-      "\t[ Remapping sub-011_ses-01_task-WorkingMemory_run-4_eventstemp1.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'value']]\n",
-      "\t[ Writing sub-011_ses-01_task-WorkingMemory_run-4_eventstemp2.tsv)]\n",
-      "sub-012_ses-01_run-1:\n",
-      "\t[ Remapping sub-012_ses-01_task-WorkingMemory_run-1_eventstemp1.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'value']]\n",
-      "\t[ Writing sub-012_ses-01_task-WorkingMemory_run-1_eventstemp2.tsv)]\n",
-      "sub-012_ses-01_run-2:\n",
-      "\t[ Remapping sub-012_ses-01_task-WorkingMemory_run-2_eventstemp1.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'value']]\n",
-      "\t[ Writing sub-012_ses-01_task-WorkingMemory_run-2_eventstemp2.tsv)]\n",
-      "sub-012_ses-01_run-3:\n",
-      "\t[ Remapping sub-012_ses-01_task-WorkingMemory_run-3_eventstemp1.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'value']]\n",
-      "\t[ Writing sub-012_ses-01_task-WorkingMemory_run-3_eventstemp2.tsv)]\n",
-      "sub-014_ses-01_run-1:\n",
-      "\t[ Remapping sub-014_ses-01_task-WorkingMemory_run-1_eventstemp1.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'value']]\n",
-      "\t[ Writing sub-014_ses-01_task-WorkingMemory_run-1_eventstemp2.tsv)]\n",
-      "sub-014_ses-01_run-2:\n",
-      "\t[ Remapping sub-014_ses-01_task-WorkingMemory_run-2_eventstemp1.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'value']]\n",
-      "\t[ Writing sub-014_ses-01_task-WorkingMemory_run-2_eventstemp2.tsv)]\n",
-      "sub-014_ses-01_run-3:\n",
-      "\t[ Remapping sub-014_ses-01_task-WorkingMemory_run-3_eventstemp1.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'value']]\n",
-      "\t[ Writing sub-014_ses-01_task-WorkingMemory_run-3_eventstemp2.tsv)]\n",
-      "sub-015_ses-01_run-1:\n",
-      "\t[ Remapping sub-015_ses-01_task-WorkingMemory_run-1_eventstemp1.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'value']]\n",
-      "\t[ Writing sub-015_ses-01_task-WorkingMemory_run-1_eventstemp2.tsv)]\n",
-      "sub-015_ses-01_run-2:\n",
-      "\t[ Remapping sub-015_ses-01_task-WorkingMemory_run-2_eventstemp1.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'value']]\n",
-      "\t[ Writing sub-015_ses-01_task-WorkingMemory_run-2_eventstemp2.tsv)]\n",
-      "sub-015_ses-01_run-3:\n",
-      "\t[ Remapping sub-015_ses-01_task-WorkingMemory_run-3_eventstemp1.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'value']]\n",
-      "\t[ Writing sub-015_ses-01_task-WorkingMemory_run-3_eventstemp2.tsv)]\n",
-      "sub-016_ses-01_run-1:\n",
-      "\t[ Remapping sub-016_ses-01_task-WorkingMemory_run-1_eventstemp1.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'value']]\n",
-      "\t[ Writing sub-016_ses-01_task-WorkingMemory_run-1_eventstemp2.tsv)]\n",
-      "sub-016_ses-01_run-2:\n",
-      "\t[ Remapping sub-016_ses-01_task-WorkingMemory_run-2_eventstemp1.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'value']]\n",
-      "\t[ Writing sub-016_ses-01_task-WorkingMemory_run-2_eventstemp2.tsv)]\n",
-      "sub-016_ses-01_run-3:\n",
-      "\t[ Remapping sub-016_ses-01_task-WorkingMemory_run-3_eventstemp1.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'value']]\n",
-      "\t[ Writing sub-016_ses-01_task-WorkingMemory_run-3_eventstemp2.tsv)]\n",
-      "sub-017_ses-01_run-1:\n",
-      "\t[ Remapping sub-017_ses-01_task-WorkingMemory_run-1_eventstemp1.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'value']]\n",
-      "\t[ Writing sub-017_ses-01_task-WorkingMemory_run-1_eventstemp2.tsv)]\n",
-      "sub-017_ses-01_run-2:\n",
-      "\t[ Remapping sub-017_ses-01_task-WorkingMemory_run-2_eventstemp1.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'value']]\n",
-      "\t[ Writing sub-017_ses-01_task-WorkingMemory_run-2_eventstemp2.tsv)]\n",
-      "sub-017_ses-01_run-3:\n",
-      "\t[ Remapping sub-017_ses-01_task-WorkingMemory_run-3_eventstemp1.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'value']]\n",
-      "\t[ Writing sub-017_ses-01_task-WorkingMemory_run-3_eventstemp2.tsv)]\n",
-      "sub-018_ses-01_run-1:\n",
-      "\t[ Remapping sub-018_ses-01_task-WorkingMemory_run-1_eventstemp1.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'value']]\n",
-      "\t[ Writing sub-018_ses-01_task-WorkingMemory_run-1_eventstemp2.tsv)]\n",
-      "sub-018_ses-01_run-2:\n",
-      "\t[ Remapping sub-018_ses-01_task-WorkingMemory_run-2_eventstemp1.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'value']]\n",
-      "\t[ Writing sub-018_ses-01_task-WorkingMemory_run-2_eventstemp2.tsv)]\n",
-      "sub-018_ses-01_run-3:\n",
-      "\t[ Remapping sub-018_ses-01_task-WorkingMemory_run-3_eventstemp1.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'value']]\n",
-      "\t[ Writing sub-018_ses-01_task-WorkingMemory_run-3_eventstemp2.tsv)]\n",
-      "sub-019_ses-01_run-1:\n",
-      "\t[ Remapping sub-019_ses-01_task-WorkingMemory_run-1_eventstemp1.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'value']]\n",
-      "\t[ Writing sub-019_ses-01_task-WorkingMemory_run-1_eventstemp2.tsv)]\n",
-      "sub-019_ses-01_run-2:\n",
-      "\t[ Remapping sub-019_ses-01_task-WorkingMemory_run-2_eventstemp1.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'value']]\n",
-      "\t[ Writing sub-019_ses-01_task-WorkingMemory_run-2_eventstemp2.tsv)]\n",
-      "sub-019_ses-01_run-3:\n",
-      "\t[ Remapping sub-019_ses-01_task-WorkingMemory_run-3_eventstemp1.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'value']]\n",
-      "\t[ Writing sub-019_ses-01_task-WorkingMemory_run-3_eventstemp2.tsv)]\n",
-      "sub-020_ses-01_run-1:\n",
-      "\t[ Remapping sub-020_ses-01_task-WorkingMemory_run-1_eventstemp1.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'value']]\n",
-      "\t[ Writing sub-020_ses-01_task-WorkingMemory_run-1_eventstemp2.tsv)]\n",
-      "sub-020_ses-01_run-2:\n",
-      "\t[ Remapping sub-020_ses-01_task-WorkingMemory_run-2_eventstemp1.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'value']]\n",
-      "\t[ Writing sub-020_ses-01_task-WorkingMemory_run-2_eventstemp2.tsv)]\n",
-      "sub-020_ses-01_run-3:\n",
-      "\t[ Remapping sub-020_ses-01_task-WorkingMemory_run-3_eventstemp1.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'value']]\n",
-      "\t[ Writing sub-020_ses-01_task-WorkingMemory_run-3_eventstemp2.tsv)]\n",
-      "sub-021_ses-01_run-1:\n",
-      "\t[ Remapping sub-021_ses-01_task-WorkingMemory_run-1_eventstemp1.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'value']]\n",
-      "\t[ Writing sub-021_ses-01_task-WorkingMemory_run-1_eventstemp2.tsv)]\n",
-      "sub-021_ses-01_run-2:\n",
-      "\t[ Remapping sub-021_ses-01_task-WorkingMemory_run-2_eventstemp1.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'value']]\n",
-      "\t[ Writing sub-021_ses-01_task-WorkingMemory_run-2_eventstemp2.tsv)]\n",
-      "sub-021_ses-01_run-3:\n",
-      "\t[ Remapping sub-021_ses-01_task-WorkingMemory_run-3_eventstemp1.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'value']]\n",
-      "\t[ Writing sub-021_ses-01_task-WorkingMemory_run-3_eventstemp2.tsv)]\n",
-      "sub-022_ses-01_run-1:\n",
-      "\t[ Remapping sub-022_ses-01_task-WorkingMemory_run-1_eventstemp1.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'value']]\n",
-      "\t[ Writing sub-022_ses-01_task-WorkingMemory_run-1_eventstemp2.tsv)]\n",
-      "sub-022_ses-01_run-2:\n",
-      "\t[ Remapping sub-022_ses-01_task-WorkingMemory_run-2_eventstemp1.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'value']]\n",
-      "\t[ Writing sub-022_ses-01_task-WorkingMemory_run-2_eventstemp2.tsv)]\n",
-      "sub-022_ses-01_run-3:\n",
-      "\t[ Remapping sub-022_ses-01_task-WorkingMemory_run-3_eventstemp1.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'value']]\n",
-      "\t[ Writing sub-022_ses-01_task-WorkingMemory_run-3_eventstemp2.tsv)]\n",
-      "sub-022_ses-01_run-4:\n",
-      "\t[ Remapping sub-022_ses-01_task-WorkingMemory_run-4_eventstemp1.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'value']]\n",
-      "\t[ Writing sub-022_ses-01_task-WorkingMemory_run-4_eventstemp2.tsv)]\n",
-      "sub-022_ses-01_run-5:\n",
-      "\t[ Remapping sub-022_ses-01_task-WorkingMemory_run-5_eventstemp1.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'value']]\n",
-      "\t[ Writing sub-022_ses-01_task-WorkingMemory_run-5_eventstemp2.tsv)]\n",
-      "sub-022_ses-01_run-6:\n",
-      "\t[ Remapping sub-022_ses-01_task-WorkingMemory_run-6_eventstemp1.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'value']]\n",
-      "\t[ Writing sub-022_ses-01_task-WorkingMemory_run-6_eventstemp2.tsv)]\n",
-      "sub-023_ses-01_run-1:\n",
-      "\t[ Remapping sub-023_ses-01_task-WorkingMemory_run-1_eventstemp1.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'value']]\n",
-      "\t[ Writing sub-023_ses-01_task-WorkingMemory_run-1_eventstemp2.tsv)]\n",
-      "sub-023_ses-01_run-2:\n",
-      "\t[ Remapping sub-023_ses-01_task-WorkingMemory_run-2_eventstemp1.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'value']]\n",
-      "\t[ Writing sub-023_ses-01_task-WorkingMemory_run-2_eventstemp2.tsv)]\n",
-      "sub-023_ses-01_run-3:\n",
-      "\t[ Remapping sub-023_ses-01_task-WorkingMemory_run-3_eventstemp1.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'value']]\n",
-      "\t[ Writing sub-023_ses-01_task-WorkingMemory_run-3_eventstemp2.tsv)]\n",
-      "sub-023_ses-01_run-4:\n",
-      "\t[ Remapping sub-023_ses-01_task-WorkingMemory_run-4_eventstemp1.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'value']]\n",
-      "\t[ Writing sub-023_ses-01_task-WorkingMemory_run-4_eventstemp2.tsv)]\n",
-      "sub-023_ses-01_run-5:\n",
-      "\t[ Remapping sub-023_ses-01_task-WorkingMemory_run-5_eventstemp1.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'value']]\n",
-      "\t[ Writing sub-023_ses-01_task-WorkingMemory_run-5_eventstemp2.tsv)]\n",
-      "sub-024_ses-01_run-1:\n",
-      "\t[ Remapping sub-024_ses-01_task-WorkingMemory_run-1_eventstemp1.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'value']]\n",
-      "\t[ Writing sub-024_ses-01_task-WorkingMemory_run-1_eventstemp2.tsv)]\n",
-      "sub-024_ses-01_run-2:\n",
-      "\t[ Remapping sub-024_ses-01_task-WorkingMemory_run-2_eventstemp1.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'value']]\n",
-      "\t[ Writing sub-024_ses-01_task-WorkingMemory_run-2_eventstemp2.tsv)]\n",
-      "sub-024_ses-01_run-3:\n",
-      "\t[ Remapping sub-024_ses-01_task-WorkingMemory_run-3_eventstemp1.tsv]\n",
-      "\t[ Reordered the columns as ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'value']]\n",
-      "\t[ Writing sub-024_ses-01_task-WorkingMemory_run-3_eventstemp2.tsv)]\n",
-      "\n",
-      "\n",
-      "ERROR Summary:\n",
-      "sternberg_04_remap_events_log: Level ERROR\n",
-      "overall:\n",
-      "sub-001_ses-01_run-1:\n",
-      "sub-001_ses-01_run-2:\n",
-      "sub-001_ses-01_run-3:\n",
-      "sub-001_ses-01_run-4:\n",
-      "sub-002_ses-01_run-1:\n",
-      "sub-002_ses-01_run-2:\n",
-      "sub-002_ses-01_run-3:\n",
-      "sub-002_ses-01_run-4:\n",
-      "sub-003_ses-01_run-1:\n",
-      "sub-003_ses-01_run-2:\n",
-      "sub-003_ses-01_run-3:\n",
-      "sub-003_ses-01_run-4:\n",
-      "sub-004_ses-01_run-1:\n",
-      "sub-004_ses-01_run-2:\n",
-      "sub-004_ses-01_run-3:\n",
-      "sub-004_ses-01_run-4:\n",
-      "sub-005_ses-01_run-1:\n",
-      "sub-005_ses-01_run-2:\n",
-      "sub-005_ses-01_run-3:\n",
-      "sub-005_ses-01_run-4:\n",
-      "sub-006_ses-01_run-1:\n",
-      "sub-006_ses-01_run-2:\n",
-      "sub-006_ses-01_run-3:\n",
-      "sub-006_ses-01_run-4:\n",
-      "sub-007_ses-01_run-1:\n",
-      "sub-007_ses-01_run-2:\n",
-      "sub-007_ses-01_run-3:\n",
-      "sub-007_ses-01_run-4:\n",
-      "sub-008_ses-01_run-1:\n",
-      "sub-008_ses-01_run-2:\n",
-      "sub-008_ses-01_run-3:\n",
-      "sub-008_ses-01_run-4:\n",
-      "sub-009_ses-01_run-1:\n",
-      "sub-009_ses-01_run-2:\n",
-      "sub-009_ses-01_run-3:\n",
-      "sub-009_ses-01_run-4:\n",
-      "sub-010_ses-01_run-1:\n",
-      "sub-010_ses-01_run-2:\n",
-      "sub-010_ses-01_run-3:\n",
-      "sub-010_ses-01_run-4:\n",
-      "sub-011_ses-01_run-1:\n",
-      "sub-011_ses-01_run-2:\n",
-      "sub-011_ses-01_run-3:\n",
-      "sub-011_ses-01_run-4:\n",
-      "sub-012_ses-01_run-1:\n",
-      "sub-012_ses-01_run-2:\n",
-      "sub-012_ses-01_run-3:\n",
-      "sub-014_ses-01_run-1:\n",
-      "sub-014_ses-01_run-2:\n",
-      "sub-014_ses-01_run-3:\n",
-      "sub-015_ses-01_run-1:\n",
-      "sub-015_ses-01_run-2:\n",
-      "sub-015_ses-01_run-3:\n",
-      "sub-016_ses-01_run-1:\n",
-      "sub-016_ses-01_run-2:\n",
-      "sub-016_ses-01_run-3:\n",
-      "sub-017_ses-01_run-1:\n",
-      "sub-017_ses-01_run-2:\n",
-      "sub-017_ses-01_run-3:\n",
-      "sub-018_ses-01_run-1:\n",
-      "sub-018_ses-01_run-2:\n",
-      "sub-018_ses-01_run-3:\n",
-      "sub-019_ses-01_run-1:\n",
-      "sub-019_ses-01_run-2:\n",
-      "sub-019_ses-01_run-3:\n",
-      "sub-020_ses-01_run-1:\n",
-      "sub-020_ses-01_run-2:\n",
-      "sub-020_ses-01_run-3:\n",
-      "sub-021_ses-01_run-1:\n",
-      "sub-021_ses-01_run-2:\n",
-      "sub-021_ses-01_run-3:\n",
-      "sub-022_ses-01_run-1:\n",
-      "sub-022_ses-01_run-2:\n",
-      "sub-022_ses-01_run-3:\n",
-      "sub-022_ses-01_run-4:\n",
-      "sub-022_ses-01_run-5:\n",
-      "sub-022_ses-01_run-6:\n",
-      "sub-023_ses-01_run-1:\n",
-      "sub-023_ses-01_run-2:\n",
-      "sub-023_ses-01_run-3:\n",
-      "sub-023_ses-01_run-4:\n",
-      "sub-023_ses-01_run-5:\n",
-      "sub-024_ses-01_run-1:\n",
-      "sub-024_ses-01_run-2:\n",
-      "sub-024_ses-01_run-3:\n"
-     ]
-    }
-   ],
-   "source": [
-    "import os\n",
-    "import datetime\n",
-    "from hed.tools import BidsTabularDictionary, KeyMap,  HedLogger\n",
-    "from hed.util import get_file_list, get_new_dataframe\n",
-    "\n",
-    "# Variables to set for the specific dataset\n",
-    "bids_root_path = 'G:\\Sternberg\\SternbergWorking'\n",
-    "exclude_dirs = ['sourcedata', 'stimuli', 'code']\n",
-    "entities = ('sub', 'ses', 'run')\n",
-    "key_columns = [\"value\"]\n",
-    "target_columns = [\"event_type\", \"task_role\", \"letter\"]\n",
-    "final_column_order = [\"onset\", \"duration\", \"sample\", \"event_type\", \"task_role\", \"letter\", \"value\"]\n",
-    "log_name = 'sternberg_04_remap_events_log'\n",
-    "template_file = os.path.realpath(os.path.join(bids_root_path, \"code/sternberg_remap_event_template_filled.tsv\"))\n",
-    "\n",
-    "# Set up the logger\n",
-    "log_file_name = f\"code/curation_logs/{log_name}.txt\"\n",
-    "logger = HedLogger(name=log_name)\n",
-    "\n",
-    "# Make the file list and dictionary for _events\n",
-    "bids_files = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"eventstemp1\", exclude_dirs=exclude_dirs)\n",
-    "bids_dict = BidsTabularDictionary(\"Event files\", bids_files, entities=entities)\n",
-    "\n",
-    "# Create the template\n",
-    "key_map = KeyMap(key_cols=key_columns, target_cols=target_columns, name='attention_shift_remap')\n",
-    "logger.add(\"overall\",\n",
-    "           f\"Creating a key map with key_columns {str(key_columns)} and target_columns {str(target_columns)}\")\n",
-    "logger.add(\"overall\", f\"Read the template from {os.path.basename(template_file)}\")\n",
-    "duplicates = key_map.update(template_file, allow_missing=False, keep_counts=False)\n",
-    "if duplicates:\n",
-    "    logger.add(\"overall\", f\"This mapping has {len(duplicates)} duplicate key entries\", level=\"ERROR\", also_print=True)\n",
-    "\n",
-    "for key, file, rowcount, columns in bids_dict.iter_tsv_info():\n",
-    "    filename = bids_dict.get_file_path(key)\n",
-    "    df_bids = get_new_dataframe(filename)\n",
-    "    logger.add(key, f\"Remapping {os.path.basename(filename)}\")\n",
-    "    df_new, missing = key_map.remap(filename)\n",
-    "    if missing:\n",
-    "        logger.add(key, f\"The keys {str(missing)} were not in the map\", level=\"ERROR\", also_print=True)\n",
-    "    df_new = df_new.reindex(columns=final_column_order)\n",
-    "    logger.add(key, f\"Reordered the columns as {str(final_column_order)}\")\n",
-    "    filename_new = filename[:-5] + \"2.tsv\"\n",
-    "    df_new.to_csv(filename_new, sep='\\t', index=False)\n",
-    "    logger.add(key, f\"Writing {os.path.basename(filename_new)})\")\n",
-    "\n",
-    "# Output and save the log\n",
-    "log_string = \"\\n\\nLog output:\\n\" + logger.get_log_string()\n",
-    "error_string = \"\\n\\nERROR Summary:\\n\" + logger.get_log_string(level=\"ERROR\")\n",
-    "print(log_string)\n",
-    "print(error_string)\n",
-    "save_path = os.path.join(bids_root_path, log_file_name)\n",
-    "with open(save_path, \"w\") as fp:\n",
-    "    fp.write(f\"{log_file_name} {datetime.datetime.now()}\\n\")\n",
-    "    fp.write(log_string)\n",
-    "    fp.write(error_string)"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Create the template for the dataset\n"
-    }
-   }
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 2
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
\ No newline at end of file
diff --git a/hedcode/jupyter_notebooks/dataset_specific_processing/sternberg/sternberg_05_refactor_remapped.ipynb b/hedcode/jupyter_notebooks/dataset_specific_processing/sternberg/sternberg_05_refactor_remapped.ipynb
deleted file mode 100644
index d757558..0000000
--- a/hedcode/jupyter_notebooks/dataset_specific_processing/sternberg/sternberg_05_refactor_remapped.ipynb
+++ /dev/null
@@ -1,1391 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "collapsed": true,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   },
-   "source": [
-    "## Sternberg remapping of columns\n",
-    "\n",
-    "The purpose of the remapping is to provide a finished event file `_eventstemp3.tsv`\n",
-    "by remapping the corrected BIDS events files `_eventstemp2.tsv'.\n",
-    "\n",
-    "1. Run remapping of `value` to `event_type`, `task_role`, and `letter`.\n",
-    "2. Set the `trial` column based on the `ready` value in the `task_role`.\n",
-    "3. Count the number of targets in each trial and set the `memory_cond`.\n",
-    "4. Change the following `task_role` items based on contents:\n",
-    "  1. `remembered_correct` or `ignored_correct` to `continue` if last item in trial.\n",
-    "  2. `probe_target` to `probe_nontarget` for probes corresponding to letters ignored in that trial.\n",
-    "  3. `probe_target` to `probe_not_shown` for probes corresponding to letters not shown in that trial.\n",
-    "  4. `remembered_correct` to `remembered_incorrect` to indicate right button but should have been left.\n",
-    "  5. `ignored_correct` to `ignored_incorrect` to indicate left button but should have been right.\n",
-    "  6. `bad_trial` if number of events in the trial is not 14 or 13. (Also check that if 13,\n",
-    "it is the feedback event that is missing.)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "sub-004_ses-01_run-2 [WARNING]: The trial 1 does not have a probe letter\n",
-      "sub-006_ses-01_run-1 [WARNING]: The trial 1 does not have a probe letter\n",
-      "sub-006_ses-01_run-1 [WARNING]: The trial 2 does not have a probe letter\n",
-      "sub-006_ses-01_run-1 [WARNING]: The trial 4 does not have a probe letter\n",
-      "sub-006_ses-01_run-1 [WARNING]: The trial 5 does not have a probe letter\n",
-      "sub-008_ses-01_run-1 [WARNING]: The trial 1 does not have a probe letter\n",
-      "sub-014_ses-01_run-1 [WARNING]: The trial 11 does not have a probe letter\n",
-      "sub-014_ses-01_run-2 [WARNING]: The trial 3 does not have a probe letter\n",
-      "sub-014_ses-01_run-2 [WARNING]: The trial 8 does not have a probe letter\n",
-      "sub-014_ses-01_run-3 [WARNING]: The trial 22 does not have a probe letter\n",
-      "sub-015_ses-01_run-3 [WARNING]: The trial 25 does not have a probe letter\n",
-      "sub-017_ses-01_run-3 [WARNING]: The trial 3 does not have a probe letter\n",
-      "sub-017_ses-01_run-3 [WARNING]: The trial 5 does not have a probe letter\n",
-      "sub-022_ses-01_run-6 [WARNING]: The trial 6 does not have a probe letter\n",
-      "\n",
-      "\n",
-      "Log output:\n",
-      "sternberg_05_refactor_remapped_log: Level None\n",
-      "sub-001_ses-01_run-1:\n",
-      "\t[ Add trial number column]\n",
-      "\t[ Set the memory condition column]\n",
-      "\t[ Set the task_role of the probe to one of 'probe_target, probe_nontarget, probe_not_shown]\n",
-      "\t[ Set the last event in each trial to have the task_role of continue]\n",
-      "\t[ Set response indicating correct or incorrect response]\n",
-      "\t[ Reindexed to column order ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'trial', 'memory_cond', 'value']]\n",
-      "\t[ Saved the file to sub-001_ses-01_task-WorkingMemory_run-1_eventstemp3.tsv]\n",
-      "sub-001_ses-01_run-2:\n",
-      "\t[ Add trial number column]\n",
-      "\t[ Set the memory condition column]\n",
-      "\t[ Set the task_role of the probe to one of 'probe_target, probe_nontarget, probe_not_shown]\n",
-      "\t[ Set the last event in each trial to have the task_role of continue]\n",
-      "\t[ Set response indicating correct or incorrect response]\n",
-      "\t[ Reindexed to column order ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'trial', 'memory_cond', 'value']]\n",
-      "\t[ Saved the file to sub-001_ses-01_task-WorkingMemory_run-2_eventstemp3.tsv]\n",
-      "sub-001_ses-01_run-3:\n",
-      "\t[ Add trial number column]\n",
-      "\t[ Set the memory condition column]\n",
-      "\t[ Set the task_role of the probe to one of 'probe_target, probe_nontarget, probe_not_shown]\n",
-      "\t[ Set the last event in each trial to have the task_role of continue]\n",
-      "\t[ Set response indicating correct or incorrect response]\n",
-      "\t[ Reindexed to column order ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'trial', 'memory_cond', 'value']]\n",
-      "\t[ Saved the file to sub-001_ses-01_task-WorkingMemory_run-3_eventstemp3.tsv]\n",
-      "sub-001_ses-01_run-4:\n",
-      "\t[ Add trial number column]\n",
-      "\t[ Set the memory condition column]\n",
-      "\t[ Set the task_role of the probe to one of 'probe_target, probe_nontarget, probe_not_shown]\n",
-      "\t[ Set the last event in each trial to have the task_role of continue]\n",
-      "\t[ Set response indicating correct or incorrect response]\n",
-      "\t[ Reindexed to column order ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'trial', 'memory_cond', 'value']]\n",
-      "\t[ Saved the file to sub-001_ses-01_task-WorkingMemory_run-4_eventstemp3.tsv]\n",
-      "sub-002_ses-01_run-1:\n",
-      "\t[ Add trial number column]\n",
-      "\t[ Set the memory condition column]\n",
-      "\t[ Set the task_role of the probe to one of 'probe_target, probe_nontarget, probe_not_shown]\n",
-      "\t[ Set the last event in each trial to have the task_role of continue]\n",
-      "\t[ Set response indicating correct or incorrect response]\n",
-      "\t[ Reindexed to column order ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'trial', 'memory_cond', 'value']]\n",
-      "\t[ Saved the file to sub-002_ses-01_task-WorkingMemory_run-1_eventstemp3.tsv]\n",
-      "sub-002_ses-01_run-2:\n",
-      "\t[ Add trial number column]\n",
-      "\t[ Set the memory condition column]\n",
-      "\t[ Set the task_role of the probe to one of 'probe_target, probe_nontarget, probe_not_shown]\n",
-      "\t[ Set the last event in each trial to have the task_role of continue]\n",
-      "\t[ Set response indicating correct or incorrect response]\n",
-      "\t[ Reindexed to column order ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'trial', 'memory_cond', 'value']]\n",
-      "\t[ Saved the file to sub-002_ses-01_task-WorkingMemory_run-2_eventstemp3.tsv]\n",
-      "sub-002_ses-01_run-3:\n",
-      "\t[ Add trial number column]\n",
-      "\t[ Set the memory condition column]\n",
-      "\t[ Set the task_role of the probe to one of 'probe_target, probe_nontarget, probe_not_shown]\n",
-      "\t[ Set the last event in each trial to have the task_role of continue]\n",
-      "\t[ Set response indicating correct or incorrect response]\n",
-      "\t[ Reindexed to column order ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'trial', 'memory_cond', 'value']]\n",
-      "\t[ Saved the file to sub-002_ses-01_task-WorkingMemory_run-3_eventstemp3.tsv]\n",
-      "sub-002_ses-01_run-4:\n",
-      "\t[ Add trial number column]\n",
-      "\t[ Set the memory condition column]\n",
-      "\t[ Set the task_role of the probe to one of 'probe_target, probe_nontarget, probe_not_shown]\n",
-      "\t[ Set the last event in each trial to have the task_role of continue]\n",
-      "\t[ Set response indicating correct or incorrect response]\n",
-      "\t[ Reindexed to column order ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'trial', 'memory_cond', 'value']]\n",
-      "\t[ Saved the file to sub-002_ses-01_task-WorkingMemory_run-4_eventstemp3.tsv]\n",
-      "sub-003_ses-01_run-1:\n",
-      "\t[ Add trial number column]\n",
-      "\t[ Set the memory condition column]\n",
-      "\t[ Set the task_role of the probe to one of 'probe_target, probe_nontarget, probe_not_shown]\n",
-      "\t[ Set the last event in each trial to have the task_role of continue]\n",
-      "\t[ Set response indicating correct or incorrect response]\n",
-      "\t[ Reindexed to column order ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'trial', 'memory_cond', 'value']]\n",
-      "\t[ Saved the file to sub-003_ses-01_task-WorkingMemory_run-1_eventstemp3.tsv]\n",
-      "sub-003_ses-01_run-2:\n",
-      "\t[ Add trial number column]\n",
-      "\t[ Set the memory condition column]\n",
-      "\t[ Set the task_role of the probe to one of 'probe_target, probe_nontarget, probe_not_shown]\n",
-      "\t[ Set the last event in each trial to have the task_role of continue]\n",
-      "\t[ Set response indicating correct or incorrect response]\n",
-      "\t[ Reindexed to column order ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'trial', 'memory_cond', 'value']]\n",
-      "\t[ Saved the file to sub-003_ses-01_task-WorkingMemory_run-2_eventstemp3.tsv]\n",
-      "sub-003_ses-01_run-3:\n",
-      "\t[ Add trial number column]\n",
-      "\t[ Set the memory condition column]\n",
-      "\t[ Set the task_role of the probe to one of 'probe_target, probe_nontarget, probe_not_shown]\n",
-      "\t[ Set the last event in each trial to have the task_role of continue]\n",
-      "\t[ Set response indicating correct or incorrect response]\n",
-      "\t[ Reindexed to column order ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'trial', 'memory_cond', 'value']]\n",
-      "\t[ Saved the file to sub-003_ses-01_task-WorkingMemory_run-3_eventstemp3.tsv]\n",
-      "sub-003_ses-01_run-4:\n",
-      "\t[ Add trial number column]\n",
-      "\t[ Set the memory condition column]\n",
-      "\t[ Set the task_role of the probe to one of 'probe_target, probe_nontarget, probe_not_shown]\n",
-      "\t[ Set the last event in each trial to have the task_role of continue]\n",
-      "\t[ Set response indicating correct or incorrect response]\n",
-      "\t[ Reindexed to column order ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'trial', 'memory_cond', 'value']]\n",
-      "\t[ Saved the file to sub-003_ses-01_task-WorkingMemory_run-4_eventstemp3.tsv]\n",
-      "sub-004_ses-01_run-1:\n",
-      "\t[ Add trial number column]\n",
-      "\t[ Set the memory condition column]\n",
-      "\t[ Set the task_role of the probe to one of 'probe_target, probe_nontarget, probe_not_shown]\n",
-      "\t[ Set the last event in each trial to have the task_role of continue]\n",
-      "\t[ Set response indicating correct or incorrect response]\n",
-      "\t[ Reindexed to column order ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'trial', 'memory_cond', 'value']]\n",
-      "\t[ Saved the file to sub-004_ses-01_task-WorkingMemory_run-1_eventstemp3.tsv]\n",
-      "sub-004_ses-01_run-2:\n",
-      "\t[ Add trial number column]\n",
-      "\t[ Set the memory condition column]\n",
-      "\t[WARNING The trial 1 does not have a probe letter]\n",
-      "\t[ Set the task_role of the probe to one of 'probe_target, probe_nontarget, probe_not_shown]\n",
-      "\t[ Set the last event in each trial to have the task_role of continue]\n",
-      "\t[WARNING Trial 1 has only 4 events not 14 -- bad trial]\n",
-      "\t[ Set response indicating correct or incorrect response]\n",
-      "\t[ Reindexed to column order ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'trial', 'memory_cond', 'value']]\n",
-      "\t[ Saved the file to sub-004_ses-01_task-WorkingMemory_run-2_eventstemp3.tsv]\n",
-      "sub-004_ses-01_run-3:\n",
-      "\t[ Add trial number column]\n",
-      "\t[ Set the memory condition column]\n",
-      "\t[ Set the task_role of the probe to one of 'probe_target, probe_nontarget, probe_not_shown]\n",
-      "\t[ Set the last event in each trial to have the task_role of continue]\n",
-      "\t[ Set response indicating correct or incorrect response]\n",
-      "\t[ Reindexed to column order ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'trial', 'memory_cond', 'value']]\n",
-      "\t[ Saved the file to sub-004_ses-01_task-WorkingMemory_run-3_eventstemp3.tsv]\n",
-      "sub-004_ses-01_run-4:\n",
-      "\t[ Add trial number column]\n",
-      "\t[ Set the memory condition column]\n",
-      "\t[ Set the task_role of the probe to one of 'probe_target, probe_nontarget, probe_not_shown]\n",
-      "\t[ Set the last event in each trial to have the task_role of continue]\n",
-      "\t[ Set response indicating correct or incorrect response]\n",
-      "\t[ Reindexed to column order ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'trial', 'memory_cond', 'value']]\n",
-      "\t[ Saved the file to sub-004_ses-01_task-WorkingMemory_run-4_eventstemp3.tsv]\n",
-      "sub-005_ses-01_run-1:\n",
-      "\t[ Add trial number column]\n",
-      "\t[ Set the memory condition column]\n",
-      "\t[ Set the task_role of the probe to one of 'probe_target, probe_nontarget, probe_not_shown]\n",
-      "\t[ Set the last event in each trial to have the task_role of continue]\n",
-      "\t[WARNING Trial 1 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 2 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 3 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 4 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 5 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 6 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 7 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 8 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 9 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 10 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 11 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 12 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 13 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 14 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 15 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 16 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 17 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 18 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 19 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 20 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 21 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 22 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 23 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 24 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 25 has no feedback event -- bad trial]\n",
-      "\t[ Set response indicating correct or incorrect response]\n",
-      "\t[ Reindexed to column order ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'trial', 'memory_cond', 'value']]\n",
-      "\t[ Saved the file to sub-005_ses-01_task-WorkingMemory_run-1_eventstemp3.tsv]\n",
-      "sub-005_ses-01_run-2:\n",
-      "\t[ Add trial number column]\n",
-      "\t[ Set the memory condition column]\n",
-      "\t[ Set the task_role of the probe to one of 'probe_target, probe_nontarget, probe_not_shown]\n",
-      "\t[ Set the last event in each trial to have the task_role of continue]\n",
-      "\t[WARNING Trial 1 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 2 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 3 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 4 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 5 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 6 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 7 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 8 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 9 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 10 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 11 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 12 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 13 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 14 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 15 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 16 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 17 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 18 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 19 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 20 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 21 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 22 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 23 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 24 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 25 has no feedback event -- bad trial]\n",
-      "\t[ Set response indicating correct or incorrect response]\n",
-      "\t[ Reindexed to column order ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'trial', 'memory_cond', 'value']]\n",
-      "\t[ Saved the file to sub-005_ses-01_task-WorkingMemory_run-2_eventstemp3.tsv]\n",
-      "sub-005_ses-01_run-3:\n",
-      "\t[ Add trial number column]\n",
-      "\t[ Set the memory condition column]\n",
-      "\t[ Set the task_role of the probe to one of 'probe_target, probe_nontarget, probe_not_shown]\n",
-      "\t[ Set the last event in each trial to have the task_role of continue]\n",
-      "\t[WARNING Trial 1 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 2 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 3 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 4 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 5 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 6 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 7 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 8 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 9 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 10 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 11 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 12 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 13 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 14 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 15 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 16 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 17 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 18 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 19 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 20 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 21 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 22 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 23 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 24 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 25 has no feedback event -- bad trial]\n",
-      "\t[ Set response indicating correct or incorrect response]\n",
-      "\t[ Reindexed to column order ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'trial', 'memory_cond', 'value']]\n",
-      "\t[ Saved the file to sub-005_ses-01_task-WorkingMemory_run-3_eventstemp3.tsv]\n",
-      "sub-005_ses-01_run-4:\n",
-      "\t[ Add trial number column]\n",
-      "\t[ Set the memory condition column]\n",
-      "\t[ Set the task_role of the probe to one of 'probe_target, probe_nontarget, probe_not_shown]\n",
-      "\t[ Set the last event in each trial to have the task_role of continue]\n",
-      "\t[WARNING Trial 1 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 2 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 3 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 4 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 5 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 6 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 7 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 8 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 9 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 10 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 11 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 12 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 13 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 14 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 15 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 16 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 17 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 18 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 19 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 20 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 21 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 22 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 23 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 24 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 25 has no feedback event -- bad trial]\n",
-      "\t[ Set response indicating correct or incorrect response]\n",
-      "\t[ Reindexed to column order ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'trial', 'memory_cond', 'value']]\n",
-      "\t[ Saved the file to sub-005_ses-01_task-WorkingMemory_run-4_eventstemp3.tsv]\n",
-      "sub-006_ses-01_run-1:\n",
-      "\t[ Add trial number column]\n",
-      "\t[ Set the memory condition column]\n",
-      "\t[WARNING The trial 1 does not have a probe letter]\n",
-      "\t[WARNING The trial 2 does not have a probe letter]\n",
-      "\t[WARNING The trial 4 does not have a probe letter]\n",
-      "\t[WARNING The trial 5 does not have a probe letter]\n",
-      "\t[ Set the task_role of the probe to one of 'probe_target, probe_nontarget, probe_not_shown]\n",
-      "\t[ Set the last event in each trial to have the task_role of continue]\n",
-      "\t[WARNING Trial 1 has only 4 events not 14 -- bad trial]\n",
-      "\t[WARNING Trial 2 has only 4 events not 14 -- bad trial]\n",
-      "\t[WARNING Trial 4 has only 4 events not 14 -- bad trial]\n",
-      "\t[WARNING Trial 5 has only 4 events not 14 -- bad trial]\n",
-      "\t[ Set response indicating correct or incorrect response]\n",
-      "\t[ Reindexed to column order ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'trial', 'memory_cond', 'value']]\n",
-      "\t[ Saved the file to sub-006_ses-01_task-WorkingMemory_run-1_eventstemp3.tsv]\n",
-      "sub-006_ses-01_run-2:\n",
-      "\t[ Add trial number column]\n",
-      "\t[ Set the memory condition column]\n",
-      "\t[ Set the task_role of the probe to one of 'probe_target, probe_nontarget, probe_not_shown]\n",
-      "\t[ Set the last event in each trial to have the task_role of continue]\n",
-      "\t[ Set response indicating correct or incorrect response]\n",
-      "\t[ Reindexed to column order ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'trial', 'memory_cond', 'value']]\n",
-      "\t[ Saved the file to sub-006_ses-01_task-WorkingMemory_run-2_eventstemp3.tsv]\n",
-      "sub-006_ses-01_run-3:\n",
-      "\t[ Add trial number column]\n",
-      "\t[ Set the memory condition column]\n",
-      "\t[ Set the task_role of the probe to one of 'probe_target, probe_nontarget, probe_not_shown]\n",
-      "\t[ Set the last event in each trial to have the task_role of continue]\n",
-      "\t[WARNING Trial 21 has no feedback event -- bad trial]\n",
-      "\t[ Set response indicating correct or incorrect response]\n",
-      "\t[ Reindexed to column order ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'trial', 'memory_cond', 'value']]\n",
-      "\t[ Saved the file to sub-006_ses-01_task-WorkingMemory_run-3_eventstemp3.tsv]\n",
-      "sub-006_ses-01_run-4:\n",
-      "\t[ Add trial number column]\n",
-      "\t[ Set the memory condition column]\n",
-      "\t[ Set the task_role of the probe to one of 'probe_target, probe_nontarget, probe_not_shown]\n",
-      "\t[ Set the last event in each trial to have the task_role of continue]\n",
-      "\t[ Set response indicating correct or incorrect response]\n",
-      "\t[ Reindexed to column order ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'trial', 'memory_cond', 'value']]\n",
-      "\t[ Saved the file to sub-006_ses-01_task-WorkingMemory_run-4_eventstemp3.tsv]\n",
-      "sub-007_ses-01_run-1:\n",
-      "\t[ Add trial number column]\n",
-      "\t[ Set the memory condition column]\n",
-      "\t[ Set the task_role of the probe to one of 'probe_target, probe_nontarget, probe_not_shown]\n",
-      "\t[ Set the last event in each trial to have the task_role of continue]\n",
-      "\t[WARNING Trial 3 has no feedback event -- bad trial]\n",
-      "\t[ Set response indicating correct or incorrect response]\n",
-      "\t[ Reindexed to column order ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'trial', 'memory_cond', 'value']]\n",
-      "\t[ Saved the file to sub-007_ses-01_task-WorkingMemory_run-1_eventstemp3.tsv]\n",
-      "sub-007_ses-01_run-2:\n",
-      "\t[ Add trial number column]\n",
-      "\t[ Set the memory condition column]\n",
-      "\t[ Set the task_role of the probe to one of 'probe_target, probe_nontarget, probe_not_shown]\n",
-      "\t[ Set the last event in each trial to have the task_role of continue]\n",
-      "\t[WARNING Trial 9 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 12 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 13 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 14 has no feedback event -- bad trial]\n",
-      "\t[ Set response indicating correct or incorrect response]\n",
-      "\t[ Reindexed to column order ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'trial', 'memory_cond', 'value']]\n",
-      "\t[ Saved the file to sub-007_ses-01_task-WorkingMemory_run-2_eventstemp3.tsv]\n",
-      "sub-007_ses-01_run-3:\n",
-      "\t[ Add trial number column]\n",
-      "\t[ Set the memory condition column]\n",
-      "\t[ Set the task_role of the probe to one of 'probe_target, probe_nontarget, probe_not_shown]\n",
-      "\t[ Set the last event in each trial to have the task_role of continue]\n",
-      "\t[WARNING Trial 9 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 16 has no feedback event -- bad trial]\n",
-      "\t[ Set response indicating correct or incorrect response]\n",
-      "\t[ Reindexed to column order ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'trial', 'memory_cond', 'value']]\n",
-      "\t[ Saved the file to sub-007_ses-01_task-WorkingMemory_run-3_eventstemp3.tsv]\n",
-      "sub-007_ses-01_run-4:\n",
-      "\t[ Add trial number column]\n",
-      "\t[ Set the memory condition column]\n",
-      "\t[ Set the task_role of the probe to one of 'probe_target, probe_nontarget, probe_not_shown]\n",
-      "\t[ Set the last event in each trial to have the task_role of continue]\n",
-      "\t[WARNING Trial 8 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 13 has no feedback event -- bad trial]\n",
-      "\t[ Set response indicating correct or incorrect response]\n",
-      "\t[ Reindexed to column order ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'trial', 'memory_cond', 'value']]\n",
-      "\t[ Saved the file to sub-007_ses-01_task-WorkingMemory_run-4_eventstemp3.tsv]\n",
-      "sub-008_ses-01_run-1:\n",
-      "\t[ Add trial number column]\n",
-      "\t[ Set the memory condition column]\n",
-      "\t[WARNING The trial 1 does not have a probe letter]\n",
-      "\t[ Set the task_role of the probe to one of 'probe_target, probe_nontarget, probe_not_shown]\n",
-      "\t[ Set the last event in each trial to have the task_role of continue]\n",
-      "\t[WARNING Trial 1 has only 4 events not 14 -- bad trial]\n",
-      "\t[ Set response indicating correct or incorrect response]\n",
-      "\t[ Reindexed to column order ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'trial', 'memory_cond', 'value']]\n",
-      "\t[ Saved the file to sub-008_ses-01_task-WorkingMemory_run-1_eventstemp3.tsv]\n",
-      "sub-008_ses-01_run-2:\n",
-      "\t[ Add trial number column]\n",
-      "\t[ Set the memory condition column]\n",
-      "\t[ Set the task_role of the probe to one of 'probe_target, probe_nontarget, probe_not_shown]\n",
-      "\t[ Set the last event in each trial to have the task_role of continue]\n",
-      "\t[ Set response indicating correct or incorrect response]\n",
-      "\t[ Reindexed to column order ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'trial', 'memory_cond', 'value']]\n",
-      "\t[ Saved the file to sub-008_ses-01_task-WorkingMemory_run-2_eventstemp3.tsv]\n",
-      "sub-008_ses-01_run-3:\n",
-      "\t[ Add trial number column]\n",
-      "\t[ Set the memory condition column]\n",
-      "\t[ Set the task_role of the probe to one of 'probe_target, probe_nontarget, probe_not_shown]\n",
-      "\t[ Set the last event in each trial to have the task_role of continue]\n",
-      "\t[ Set response indicating correct or incorrect response]\n",
-      "\t[ Reindexed to column order ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'trial', 'memory_cond', 'value']]\n",
-      "\t[ Saved the file to sub-008_ses-01_task-WorkingMemory_run-3_eventstemp3.tsv]\n",
-      "sub-008_ses-01_run-4:\n",
-      "\t[ Add trial number column]\n",
-      "\t[ Set the memory condition column]\n",
-      "\t[ Set the task_role of the probe to one of 'probe_target, probe_nontarget, probe_not_shown]\n",
-      "\t[ Set the last event in each trial to have the task_role of continue]\n",
-      "\t[ Set response indicating correct or incorrect response]\n",
-      "\t[ Reindexed to column order ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'trial', 'memory_cond', 'value']]\n",
-      "\t[ Saved the file to sub-008_ses-01_task-WorkingMemory_run-4_eventstemp3.tsv]\n",
-      "sub-009_ses-01_run-1:\n",
-      "\t[ Add trial number column]\n",
-      "\t[ Set the memory condition column]\n",
-      "\t[ Set the task_role of the probe to one of 'probe_target, probe_nontarget, probe_not_shown]\n",
-      "\t[ Set the last event in each trial to have the task_role of continue]\n",
-      "\t[ Set response indicating correct or incorrect response]\n",
-      "\t[ Reindexed to column order ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'trial', 'memory_cond', 'value']]\n",
-      "\t[ Saved the file to sub-009_ses-01_task-WorkingMemory_run-1_eventstemp3.tsv]\n",
-      "sub-009_ses-01_run-2:\n",
-      "\t[ Add trial number column]\n",
-      "\t[ Set the memory condition column]\n",
-      "\t[ Set the task_role of the probe to one of 'probe_target, probe_nontarget, probe_not_shown]\n",
-      "\t[ Set the last event in each trial to have the task_role of continue]\n",
-      "\t[ Set response indicating correct or incorrect response]\n",
-      "\t[ Reindexed to column order ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'trial', 'memory_cond', 'value']]\n",
-      "\t[ Saved the file to sub-009_ses-01_task-WorkingMemory_run-2_eventstemp3.tsv]\n",
-      "sub-009_ses-01_run-3:\n",
-      "\t[ Add trial number column]\n",
-      "\t[ Set the memory condition column]\n",
-      "\t[ Set the task_role of the probe to one of 'probe_target, probe_nontarget, probe_not_shown]\n",
-      "\t[ Set the last event in each trial to have the task_role of continue]\n",
-      "\t[ Set response indicating correct or incorrect response]\n",
-      "\t[ Reindexed to column order ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'trial', 'memory_cond', 'value']]\n",
-      "\t[ Saved the file to sub-009_ses-01_task-WorkingMemory_run-3_eventstemp3.tsv]\n",
-      "sub-009_ses-01_run-4:\n",
-      "\t[ Add trial number column]\n",
-      "\t[ Set the memory condition column]\n",
-      "\t[ Set the task_role of the probe to one of 'probe_target, probe_nontarget, probe_not_shown]\n",
-      "\t[ Set the last event in each trial to have the task_role of continue]\n",
-      "\t[ Set response indicating correct or incorrect response]\n",
-      "\t[ Reindexed to column order ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'trial', 'memory_cond', 'value']]\n",
-      "\t[ Saved the file to sub-009_ses-01_task-WorkingMemory_run-4_eventstemp3.tsv]\n",
-      "sub-010_ses-01_run-1:\n",
-      "\t[ Add trial number column]\n",
-      "\t[ Set the memory condition column]\n",
-      "\t[ Set the task_role of the probe to one of 'probe_target, probe_nontarget, probe_not_shown]\n",
-      "\t[ Set the last event in each trial to have the task_role of continue]\n",
-      "\t[ Set response indicating correct or incorrect response]\n",
-      "\t[ Reindexed to column order ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'trial', 'memory_cond', 'value']]\n",
-      "\t[ Saved the file to sub-010_ses-01_task-WorkingMemory_run-1_eventstemp3.tsv]\n",
-      "sub-010_ses-01_run-2:\n",
-      "\t[ Add trial number column]\n",
-      "\t[ Set the memory condition column]\n",
-      "\t[ Set the task_role of the probe to one of 'probe_target, probe_nontarget, probe_not_shown]\n",
-      "\t[ Set the last event in each trial to have the task_role of continue]\n",
-      "\t[ Set response indicating correct or incorrect response]\n",
-      "\t[ Reindexed to column order ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'trial', 'memory_cond', 'value']]\n",
-      "\t[ Saved the file to sub-010_ses-01_task-WorkingMemory_run-2_eventstemp3.tsv]\n",
-      "sub-010_ses-01_run-3:\n",
-      "\t[ Add trial number column]\n",
-      "\t[ Set the memory condition column]\n",
-      "\t[ Set the task_role of the probe to one of 'probe_target, probe_nontarget, probe_not_shown]\n",
-      "\t[ Set the last event in each trial to have the task_role of continue]\n",
-      "\t[ Set response indicating correct or incorrect response]\n",
-      "\t[ Reindexed to column order ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'trial', 'memory_cond', 'value']]\n",
-      "\t[ Saved the file to sub-010_ses-01_task-WorkingMemory_run-3_eventstemp3.tsv]\n",
-      "sub-010_ses-01_run-4:\n",
-      "\t[ Add trial number column]\n",
-      "\t[ Set the memory condition column]\n",
-      "\t[ Set the task_role of the probe to one of 'probe_target, probe_nontarget, probe_not_shown]\n",
-      "\t[ Set the last event in each trial to have the task_role of continue]\n",
-      "\t[ Set response indicating correct or incorrect response]\n",
-      "\t[ Reindexed to column order ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'trial', 'memory_cond', 'value']]\n",
-      "\t[ Saved the file to sub-010_ses-01_task-WorkingMemory_run-4_eventstemp3.tsv]\n",
-      "sub-011_ses-01_run-1:\n",
-      "\t[ Add trial number column]\n",
-      "\t[ Set the memory condition column]\n",
-      "\t[ Set the task_role of the probe to one of 'probe_target, probe_nontarget, probe_not_shown]\n",
-      "\t[ Set the last event in each trial to have the task_role of continue]\n",
-      "\t[ Set response indicating correct or incorrect response]\n",
-      "\t[ Reindexed to column order ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'trial', 'memory_cond', 'value']]\n",
-      "\t[ Saved the file to sub-011_ses-01_task-WorkingMemory_run-1_eventstemp3.tsv]\n",
-      "sub-011_ses-01_run-2:\n",
-      "\t[ Add trial number column]\n",
-      "\t[ Set the memory condition column]\n",
-      "\t[ Set the task_role of the probe to one of 'probe_target, probe_nontarget, probe_not_shown]\n",
-      "\t[ Set the last event in each trial to have the task_role of continue]\n",
-      "\t[ Set response indicating correct or incorrect response]\n",
-      "\t[ Reindexed to column order ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'trial', 'memory_cond', 'value']]\n",
-      "\t[ Saved the file to sub-011_ses-01_task-WorkingMemory_run-2_eventstemp3.tsv]\n",
-      "sub-011_ses-01_run-3:\n",
-      "\t[ Add trial number column]\n",
-      "\t[ Set the memory condition column]\n",
-      "\t[ Set the task_role of the probe to one of 'probe_target, probe_nontarget, probe_not_shown]\n",
-      "\t[ Set the last event in each trial to have the task_role of continue]\n",
-      "\t[ Set response indicating correct or incorrect response]\n",
-      "\t[ Reindexed to column order ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'trial', 'memory_cond', 'value']]\n",
-      "\t[ Saved the file to sub-011_ses-01_task-WorkingMemory_run-3_eventstemp3.tsv]\n",
-      "sub-011_ses-01_run-4:\n",
-      "\t[ Add trial number column]\n",
-      "\t[ Set the memory condition column]\n",
-      "\t[ Set the task_role of the probe to one of 'probe_target, probe_nontarget, probe_not_shown]\n",
-      "\t[ Set the last event in each trial to have the task_role of continue]\n",
-      "\t[ Set response indicating correct or incorrect response]\n",
-      "\t[ Reindexed to column order ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'trial', 'memory_cond', 'value']]\n",
-      "\t[ Saved the file to sub-011_ses-01_task-WorkingMemory_run-4_eventstemp3.tsv]\n",
-      "sub-012_ses-01_run-1:\n",
-      "\t[ Add trial number column]\n",
-      "\t[ Set the memory condition column]\n",
-      "\t[ Set the task_role of the probe to one of 'probe_target, probe_nontarget, probe_not_shown]\n",
-      "\t[ Set the last event in each trial to have the task_role of continue]\n",
-      "\t[ Set response indicating correct or incorrect response]\n",
-      "\t[ Reindexed to column order ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'trial', 'memory_cond', 'value']]\n",
-      "\t[ Saved the file to sub-012_ses-01_task-WorkingMemory_run-1_eventstemp3.tsv]\n",
-      "sub-012_ses-01_run-2:\n",
-      "\t[ Add trial number column]\n",
-      "\t[ Set the memory condition column]\n",
-      "\t[ Set the task_role of the probe to one of 'probe_target, probe_nontarget, probe_not_shown]\n",
-      "\t[ Set the last event in each trial to have the task_role of continue]\n",
-      "\t[ Set response indicating correct or incorrect response]\n",
-      "\t[ Reindexed to column order ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'trial', 'memory_cond', 'value']]\n",
-      "\t[ Saved the file to sub-012_ses-01_task-WorkingMemory_run-2_eventstemp3.tsv]\n",
-      "sub-012_ses-01_run-3:\n",
-      "\t[ Add trial number column]\n",
-      "\t[ Set the memory condition column]\n",
-      "\t[ Set the task_role of the probe to one of 'probe_target, probe_nontarget, probe_not_shown]\n",
-      "\t[ Set the last event in each trial to have the task_role of continue]\n",
-      "\t[ Set response indicating correct or incorrect response]\n",
-      "\t[ Reindexed to column order ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'trial', 'memory_cond', 'value']]\n",
-      "\t[ Saved the file to sub-012_ses-01_task-WorkingMemory_run-3_eventstemp3.tsv]\n",
-      "sub-014_ses-01_run-1:\n",
-      "\t[ Add trial number column]\n",
-      "\t[ Set the memory condition column]\n",
-      "\t[WARNING The trial 11 does not have a probe letter]\n",
-      "\t[ Set the task_role of the probe to one of 'probe_target, probe_nontarget, probe_not_shown]\n",
-      "\t[ Set the last event in each trial to have the task_role of continue]\n",
-      "\t[WARNING Trial 11 has only 4 events not 14 -- bad trial]\n",
-      "\t[ Set response indicating correct or incorrect response]\n",
-      "\t[ Reindexed to column order ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'trial', 'memory_cond', 'value']]\n",
-      "\t[ Saved the file to sub-014_ses-01_task-WorkingMemory_run-1_eventstemp3.tsv]\n",
-      "sub-014_ses-01_run-2:\n",
-      "\t[ Add trial number column]\n",
-      "\t[ Set the memory condition column]\n",
-      "\t[WARNING The trial 3 does not have a probe letter]\n",
-      "\t[WARNING The trial 8 does not have a probe letter]\n",
-      "\t[ Set the task_role of the probe to one of 'probe_target, probe_nontarget, probe_not_shown]\n",
-      "\t[ Set the last event in each trial to have the task_role of continue]\n",
-      "\t[WARNING Trial 3 has only 11 events not 14 -- bad trial]\n",
-      "\t[WARNING Trial 8 has only 4 events not 14 -- bad trial]\n",
-      "\t[ Set response indicating correct or incorrect response]\n",
-      "\t[ Reindexed to column order ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'trial', 'memory_cond', 'value']]\n",
-      "\t[ Saved the file to sub-014_ses-01_task-WorkingMemory_run-2_eventstemp3.tsv]\n",
-      "sub-014_ses-01_run-3:\n",
-      "\t[ Add trial number column]\n",
-      "\t[ Set the memory condition column]\n",
-      "\t[WARNING The trial 22 does not have a probe letter]\n",
-      "\t[ Set the task_role of the probe to one of 'probe_target, probe_nontarget, probe_not_shown]\n",
-      "\t[ Set the last event in each trial to have the task_role of continue]\n",
-      "\t[WARNING Trial 22 has only 4 events not 14 -- bad trial]\n",
-      "\t[ Set response indicating correct or incorrect response]\n",
-      "\t[ Reindexed to column order ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'trial', 'memory_cond', 'value']]\n",
-      "\t[ Saved the file to sub-014_ses-01_task-WorkingMemory_run-3_eventstemp3.tsv]\n",
-      "sub-015_ses-01_run-1:\n",
-      "\t[ Add trial number column]\n",
-      "\t[ Set the memory condition column]\n",
-      "\t[ Set the task_role of the probe to one of 'probe_target, probe_nontarget, probe_not_shown]\n",
-      "\t[ Set the last event in each trial to have the task_role of continue]\n",
-      "\t[ Set response indicating correct or incorrect response]\n",
-      "\t[ Reindexed to column order ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'trial', 'memory_cond', 'value']]\n",
-      "\t[ Saved the file to sub-015_ses-01_task-WorkingMemory_run-1_eventstemp3.tsv]\n",
-      "sub-015_ses-01_run-2:\n",
-      "\t[ Add trial number column]\n",
-      "\t[ Set the memory condition column]\n",
-      "\t[ Set the task_role of the probe to one of 'probe_target, probe_nontarget, probe_not_shown]\n",
-      "\t[ Set the last event in each trial to have the task_role of continue]\n",
-      "\t[ Set response indicating correct or incorrect response]\n",
-      "\t[ Reindexed to column order ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'trial', 'memory_cond', 'value']]\n",
-      "\t[ Saved the file to sub-015_ses-01_task-WorkingMemory_run-2_eventstemp3.tsv]\n",
-      "sub-015_ses-01_run-3:\n",
-      "\t[ Add trial number column]\n",
-      "\t[ Set the memory condition column]\n",
-      "\t[WARNING The trial 25 does not have a probe letter]\n",
-      "\t[ Set the task_role of the probe to one of 'probe_target, probe_nontarget, probe_not_shown]\n",
-      "\t[ Set the last event in each trial to have the task_role of continue]\n",
-      "\t[WARNING Trial 25 has only 4 events not 14 -- bad trial]\n",
-      "\t[ Set response indicating correct or incorrect response]\n",
-      "\t[ Reindexed to column order ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'trial', 'memory_cond', 'value']]\n",
-      "\t[ Saved the file to sub-015_ses-01_task-WorkingMemory_run-3_eventstemp3.tsv]\n",
-      "sub-016_ses-01_run-1:\n",
-      "\t[ Add trial number column]\n",
-      "\t[ Set the memory condition column]\n",
-      "\t[ Set the task_role of the probe to one of 'probe_target, probe_nontarget, probe_not_shown]\n",
-      "\t[ Set the last event in each trial to have the task_role of continue]\n",
-      "\t[ Set response indicating correct or incorrect response]\n",
-      "\t[ Reindexed to column order ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'trial', 'memory_cond', 'value']]\n",
-      "\t[ Saved the file to sub-016_ses-01_task-WorkingMemory_run-1_eventstemp3.tsv]\n",
-      "sub-016_ses-01_run-2:\n",
-      "\t[ Add trial number column]\n",
-      "\t[ Set the memory condition column]\n",
-      "\t[ Set the task_role of the probe to one of 'probe_target, probe_nontarget, probe_not_shown]\n",
-      "\t[ Set the last event in each trial to have the task_role of continue]\n",
-      "\t[ Set response indicating correct or incorrect response]\n",
-      "\t[ Reindexed to column order ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'trial', 'memory_cond', 'value']]\n",
-      "\t[ Saved the file to sub-016_ses-01_task-WorkingMemory_run-2_eventstemp3.tsv]\n",
-      "sub-016_ses-01_run-3:\n",
-      "\t[ Add trial number column]\n",
-      "\t[ Set the memory condition column]\n",
-      "\t[ Set the task_role of the probe to one of 'probe_target, probe_nontarget, probe_not_shown]\n",
-      "\t[ Set the last event in each trial to have the task_role of continue]\n",
-      "\t[ Set response indicating correct or incorrect response]\n",
-      "\t[ Reindexed to column order ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'trial', 'memory_cond', 'value']]\n",
-      "\t[ Saved the file to sub-016_ses-01_task-WorkingMemory_run-3_eventstemp3.tsv]\n",
-      "sub-017_ses-01_run-1:\n",
-      "\t[ Add trial number column]\n",
-      "\t[ Set the memory condition column]\n",
-      "\t[ Set the task_role of the probe to one of 'probe_target, probe_nontarget, probe_not_shown]\n",
-      "\t[ Set the last event in each trial to have the task_role of continue]\n",
-      "\t[ Set response indicating correct or incorrect response]\n",
-      "\t[ Reindexed to column order ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'trial', 'memory_cond', 'value']]\n",
-      "\t[ Saved the file to sub-017_ses-01_task-WorkingMemory_run-1_eventstemp3.tsv]\n",
-      "sub-017_ses-01_run-2:\n",
-      "\t[ Add trial number column]\n",
-      "\t[ Set the memory condition column]\n",
-      "\t[ Set the task_role of the probe to one of 'probe_target, probe_nontarget, probe_not_shown]\n",
-      "\t[ Set the last event in each trial to have the task_role of continue]\n",
-      "\t[ Set response indicating correct or incorrect response]\n",
-      "\t[ Reindexed to column order ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'trial', 'memory_cond', 'value']]\n",
-      "\t[ Saved the file to sub-017_ses-01_task-WorkingMemory_run-2_eventstemp3.tsv]\n",
-      "sub-017_ses-01_run-3:\n",
-      "\t[ Add trial number column]\n",
-      "\t[ Set the memory condition column]\n",
-      "\t[WARNING The trial 3 does not have a probe letter]\n",
-      "\t[WARNING The trial 5 does not have a probe letter]\n",
-      "\t[ Set the task_role of the probe to one of 'probe_target, probe_nontarget, probe_not_shown]\n",
-      "\t[ Set the last event in each trial to have the task_role of continue]\n",
-      "\t[WARNING Trial 3 has only 4 events not 14 -- bad trial]\n",
-      "\t[WARNING Trial 5 has only 4 events not 14 -- bad trial]\n",
-      "\t[ Set response indicating correct or incorrect response]\n",
-      "\t[ Reindexed to column order ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'trial', 'memory_cond', 'value']]\n",
-      "\t[ Saved the file to sub-017_ses-01_task-WorkingMemory_run-3_eventstemp3.tsv]\n",
-      "sub-018_ses-01_run-1:\n",
-      "\t[ Add trial number column]\n",
-      "\t[ Set the memory condition column]\n",
-      "\t[ Set the task_role of the probe to one of 'probe_target, probe_nontarget, probe_not_shown]\n",
-      "\t[ Set the last event in each trial to have the task_role of continue]\n",
-      "\t[ Set response indicating correct or incorrect response]\n",
-      "\t[ Reindexed to column order ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'trial', 'memory_cond', 'value']]\n",
-      "\t[ Saved the file to sub-018_ses-01_task-WorkingMemory_run-1_eventstemp3.tsv]\n",
-      "sub-018_ses-01_run-2:\n",
-      "\t[ Add trial number column]\n",
-      "\t[ Set the memory condition column]\n",
-      "\t[ Set the task_role of the probe to one of 'probe_target, probe_nontarget, probe_not_shown]\n",
-      "\t[ Set the last event in each trial to have the task_role of continue]\n",
-      "\t[ Set response indicating correct or incorrect response]\n",
-      "\t[ Reindexed to column order ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'trial', 'memory_cond', 'value']]\n",
-      "\t[ Saved the file to sub-018_ses-01_task-WorkingMemory_run-2_eventstemp3.tsv]\n",
-      "sub-018_ses-01_run-3:\n",
-      "\t[ Add trial number column]\n",
-      "\t[ Set the memory condition column]\n",
-      "\t[ Set the task_role of the probe to one of 'probe_target, probe_nontarget, probe_not_shown]\n",
-      "\t[ Set the last event in each trial to have the task_role of continue]\n",
-      "\t[ Set response indicating correct or incorrect response]\n",
-      "\t[ Reindexed to column order ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'trial', 'memory_cond', 'value']]\n",
-      "\t[ Saved the file to sub-018_ses-01_task-WorkingMemory_run-3_eventstemp3.tsv]\n",
-      "sub-019_ses-01_run-1:\n",
-      "\t[ Add trial number column]\n",
-      "\t[ Set the memory condition column]\n",
-      "\t[ Set the task_role of the probe to one of 'probe_target, probe_nontarget, probe_not_shown]\n",
-      "\t[ Set the last event in each trial to have the task_role of continue]\n",
-      "\t[ Set response indicating correct or incorrect response]\n",
-      "\t[ Reindexed to column order ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'trial', 'memory_cond', 'value']]\n",
-      "\t[ Saved the file to sub-019_ses-01_task-WorkingMemory_run-1_eventstemp3.tsv]\n",
-      "sub-019_ses-01_run-2:\n",
-      "\t[ Add trial number column]\n",
-      "\t[ Set the memory condition column]\n",
-      "\t[ Set the task_role of the probe to one of 'probe_target, probe_nontarget, probe_not_shown]\n",
-      "\t[ Set the last event in each trial to have the task_role of continue]\n",
-      "\t[ Set response indicating correct or incorrect response]\n",
-      "\t[ Reindexed to column order ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'trial', 'memory_cond', 'value']]\n",
-      "\t[ Saved the file to sub-019_ses-01_task-WorkingMemory_run-2_eventstemp3.tsv]\n",
-      "sub-019_ses-01_run-3:\n",
-      "\t[ Add trial number column]\n",
-      "\t[ Set the memory condition column]\n",
-      "\t[ Set the task_role of the probe to one of 'probe_target, probe_nontarget, probe_not_shown]\n",
-      "\t[ Set the last event in each trial to have the task_role of continue]\n",
-      "\t[ Set response indicating correct or incorrect response]\n",
-      "\t[ Reindexed to column order ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'trial', 'memory_cond', 'value']]\n",
-      "\t[ Saved the file to sub-019_ses-01_task-WorkingMemory_run-3_eventstemp3.tsv]\n",
-      "sub-020_ses-01_run-1:\n",
-      "\t[ Add trial number column]\n",
-      "\t[ Set the memory condition column]\n",
-      "\t[ Set the task_role of the probe to one of 'probe_target, probe_nontarget, probe_not_shown]\n",
-      "\t[ Set the last event in each trial to have the task_role of continue]\n",
-      "\t[ Set response indicating correct or incorrect response]\n",
-      "\t[ Reindexed to column order ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'trial', 'memory_cond', 'value']]\n",
-      "\t[ Saved the file to sub-020_ses-01_task-WorkingMemory_run-1_eventstemp3.tsv]\n",
-      "sub-020_ses-01_run-2:\n",
-      "\t[ Add trial number column]\n",
-      "\t[ Set the memory condition column]\n",
-      "\t[ Set the task_role of the probe to one of 'probe_target, probe_nontarget, probe_not_shown]\n",
-      "\t[ Set the last event in each trial to have the task_role of continue]\n",
-      "\t[ Set response indicating correct or incorrect response]\n",
-      "\t[ Reindexed to column order ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'trial', 'memory_cond', 'value']]\n",
-      "\t[ Saved the file to sub-020_ses-01_task-WorkingMemory_run-2_eventstemp3.tsv]\n",
-      "sub-020_ses-01_run-3:\n",
-      "\t[ Add trial number column]\n",
-      "\t[ Set the memory condition column]\n",
-      "\t[ Set the task_role of the probe to one of 'probe_target, probe_nontarget, probe_not_shown]\n",
-      "\t[ Set the last event in each trial to have the task_role of continue]\n",
-      "\t[ Set response indicating correct or incorrect response]\n",
-      "\t[ Reindexed to column order ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'trial', 'memory_cond', 'value']]\n",
-      "\t[ Saved the file to sub-020_ses-01_task-WorkingMemory_run-3_eventstemp3.tsv]\n",
-      "sub-021_ses-01_run-1:\n",
-      "\t[ Add trial number column]\n",
-      "\t[ Set the memory condition column]\n",
-      "\t[ Set the task_role of the probe to one of 'probe_target, probe_nontarget, probe_not_shown]\n",
-      "\t[ Set the last event in each trial to have the task_role of continue]\n",
-      "\t[ Set response indicating correct or incorrect response]\n",
-      "\t[ Reindexed to column order ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'trial', 'memory_cond', 'value']]\n",
-      "\t[ Saved the file to sub-021_ses-01_task-WorkingMemory_run-1_eventstemp3.tsv]\n",
-      "sub-021_ses-01_run-2:\n",
-      "\t[ Add trial number column]\n",
-      "\t[ Set the memory condition column]\n",
-      "\t[ Set the task_role of the probe to one of 'probe_target, probe_nontarget, probe_not_shown]\n",
-      "\t[ Set the last event in each trial to have the task_role of continue]\n",
-      "\t[ Set response indicating correct or incorrect response]\n",
-      "\t[ Reindexed to column order ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'trial', 'memory_cond', 'value']]\n",
-      "\t[ Saved the file to sub-021_ses-01_task-WorkingMemory_run-2_eventstemp3.tsv]\n",
-      "sub-021_ses-01_run-3:\n",
-      "\t[ Add trial number column]\n",
-      "\t[ Set the memory condition column]\n",
-      "\t[ Set the task_role of the probe to one of 'probe_target, probe_nontarget, probe_not_shown]\n",
-      "\t[ Set the last event in each trial to have the task_role of continue]\n",
-      "\t[ Set response indicating correct or incorrect response]\n",
-      "\t[ Reindexed to column order ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'trial', 'memory_cond', 'value']]\n",
-      "\t[ Saved the file to sub-021_ses-01_task-WorkingMemory_run-3_eventstemp3.tsv]\n",
-      "sub-022_ses-01_run-1:\n",
-      "\t[ Add trial number column]\n",
-      "\t[ Set the memory condition column]\n",
-      "\t[ Set the task_role of the probe to one of 'probe_target, probe_nontarget, probe_not_shown]\n",
-      "\t[ Set the last event in each trial to have the task_role of continue]\n",
-      "\t[WARNING Trial 22 has only 13 events not 14 -- bad trial]\n",
-      "\t[ Set response indicating correct or incorrect response]\n",
-      "\t[ Reindexed to column order ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'trial', 'memory_cond', 'value']]\n",
-      "\t[ Saved the file to sub-022_ses-01_task-WorkingMemory_run-1_eventstemp3.tsv]\n",
-      "sub-022_ses-01_run-2:\n",
-      "\t[ Add trial number column]\n",
-      "\t[ Set the memory condition column]\n",
-      "\t[ Set the task_role of the probe to one of 'probe_target, probe_nontarget, probe_not_shown]\n",
-      "\t[ Set the last event in each trial to have the task_role of continue]\n",
-      "\t[WARNING Trial 14 has only 13 events not 14 -- bad trial]\n",
-      "\t[ Set response indicating correct or incorrect response]\n",
-      "\t[ Reindexed to column order ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'trial', 'memory_cond', 'value']]\n",
-      "\t[ Saved the file to sub-022_ses-01_task-WorkingMemory_run-2_eventstemp3.tsv]\n",
-      "sub-022_ses-01_run-3:\n",
-      "\t[ Add trial number column]\n",
-      "\t[ Set the memory condition column]\n",
-      "\t[ Set the task_role of the probe to one of 'probe_target, probe_nontarget, probe_not_shown]\n",
-      "\t[ Set the last event in each trial to have the task_role of continue]\n",
-      "\t[ Set response indicating correct or incorrect response]\n",
-      "\t[ Reindexed to column order ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'trial', 'memory_cond', 'value']]\n",
-      "\t[ Saved the file to sub-022_ses-01_task-WorkingMemory_run-3_eventstemp3.tsv]\n",
-      "sub-022_ses-01_run-4:\n",
-      "\t[ Add trial number column]\n",
-      "\t[ Set the memory condition column]\n",
-      "\t[ Set the task_role of the probe to one of 'probe_target, probe_nontarget, probe_not_shown]\n",
-      "\t[ Set the last event in each trial to have the task_role of continue]\n",
-      "\t[ Set response indicating correct or incorrect response]\n",
-      "\t[ Reindexed to column order ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'trial', 'memory_cond', 'value']]\n",
-      "\t[ Saved the file to sub-022_ses-01_task-WorkingMemory_run-4_eventstemp3.tsv]\n",
-      "sub-022_ses-01_run-5:\n",
-      "\t[ Add trial number column]\n",
-      "\t[ Set the memory condition column]\n",
-      "\t[ Set the task_role of the probe to one of 'probe_target, probe_nontarget, probe_not_shown]\n",
-      "\t[ Set the last event in each trial to have the task_role of continue]\n",
-      "\t[ Set response indicating correct or incorrect response]\n",
-      "\t[ Reindexed to column order ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'trial', 'memory_cond', 'value']]\n",
-      "\t[ Saved the file to sub-022_ses-01_task-WorkingMemory_run-5_eventstemp3.tsv]\n",
-      "sub-022_ses-01_run-6:\n",
-      "\t[ Add trial number column]\n",
-      "\t[ Set the memory condition column]\n",
-      "\t[WARNING The trial 6 does not have a probe letter]\n",
-      "\t[ Set the task_role of the probe to one of 'probe_target, probe_nontarget, probe_not_shown]\n",
-      "\t[ Set the last event in each trial to have the task_role of continue]\n",
-      "\t[WARNING Trial 6 has only 4 events not 14 -- bad trial]\n",
-      "\t[ Set response indicating correct or incorrect response]\n",
-      "\t[ Reindexed to column order ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'trial', 'memory_cond', 'value']]\n",
-      "\t[ Saved the file to sub-022_ses-01_task-WorkingMemory_run-6_eventstemp3.tsv]\n",
-      "sub-023_ses-01_run-1:\n",
-      "\t[ Add trial number column]\n",
-      "\t[ Set the memory condition column]\n",
-      "\t[ Set the task_role of the probe to one of 'probe_target, probe_nontarget, probe_not_shown]\n",
-      "\t[ Set the last event in each trial to have the task_role of continue]\n",
-      "\t[ Set response indicating correct or incorrect response]\n",
-      "\t[ Reindexed to column order ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'trial', 'memory_cond', 'value']]\n",
-      "\t[ Saved the file to sub-023_ses-01_task-WorkingMemory_run-1_eventstemp3.tsv]\n",
-      "sub-023_ses-01_run-2:\n",
-      "\t[ Add trial number column]\n",
-      "\t[ Set the memory condition column]\n",
-      "\t[ Set the task_role of the probe to one of 'probe_target, probe_nontarget, probe_not_shown]\n",
-      "\t[ Set the last event in each trial to have the task_role of continue]\n",
-      "\t[ Set response indicating correct or incorrect response]\n",
-      "\t[ Reindexed to column order ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'trial', 'memory_cond', 'value']]\n",
-      "\t[ Saved the file to sub-023_ses-01_task-WorkingMemory_run-2_eventstemp3.tsv]\n",
-      "sub-023_ses-01_run-3:\n",
-      "\t[ Add trial number column]\n",
-      "\t[ Set the memory condition column]\n",
-      "\t[ Set the task_role of the probe to one of 'probe_target, probe_nontarget, probe_not_shown]\n",
-      "\t[ Set the last event in each trial to have the task_role of continue]\n",
-      "\t[ Set response indicating correct or incorrect response]\n",
-      "\t[ Reindexed to column order ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'trial', 'memory_cond', 'value']]\n",
-      "\t[ Saved the file to sub-023_ses-01_task-WorkingMemory_run-3_eventstemp3.tsv]\n",
-      "sub-023_ses-01_run-4:\n",
-      "\t[ Add trial number column]\n",
-      "\t[ Set the memory condition column]\n",
-      "\t[ Set the task_role of the probe to one of 'probe_target, probe_nontarget, probe_not_shown]\n",
-      "\t[ Set the last event in each trial to have the task_role of continue]\n",
-      "\t[ Set response indicating correct or incorrect response]\n",
-      "\t[ Reindexed to column order ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'trial', 'memory_cond', 'value']]\n",
-      "\t[ Saved the file to sub-023_ses-01_task-WorkingMemory_run-4_eventstemp3.tsv]\n",
-      "sub-023_ses-01_run-5:\n",
-      "\t[ Add trial number column]\n",
-      "\t[ Set the memory condition column]\n",
-      "\t[ Set the task_role of the probe to one of 'probe_target, probe_nontarget, probe_not_shown]\n",
-      "\t[ Set the last event in each trial to have the task_role of continue]\n",
-      "\t[ Set response indicating correct or incorrect response]\n",
-      "\t[ Reindexed to column order ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'trial', 'memory_cond', 'value']]\n",
-      "\t[ Saved the file to sub-023_ses-01_task-WorkingMemory_run-5_eventstemp3.tsv]\n",
-      "sub-024_ses-01_run-1:\n",
-      "\t[ Add trial number column]\n",
-      "\t[ Set the memory condition column]\n",
-      "\t[ Set the task_role of the probe to one of 'probe_target, probe_nontarget, probe_not_shown]\n",
-      "\t[ Set the last event in each trial to have the task_role of continue]\n",
-      "\t[ Set response indicating correct or incorrect response]\n",
-      "\t[ Reindexed to column order ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'trial', 'memory_cond', 'value']]\n",
-      "\t[ Saved the file to sub-024_ses-01_task-WorkingMemory_run-1_eventstemp3.tsv]\n",
-      "sub-024_ses-01_run-2:\n",
-      "\t[ Add trial number column]\n",
-      "\t[ Set the memory condition column]\n",
-      "\t[ Set the task_role of the probe to one of 'probe_target, probe_nontarget, probe_not_shown]\n",
-      "\t[ Set the last event in each trial to have the task_role of continue]\n",
-      "\t[ Set response indicating correct or incorrect response]\n",
-      "\t[ Reindexed to column order ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'trial', 'memory_cond', 'value']]\n",
-      "\t[ Saved the file to sub-024_ses-01_task-WorkingMemory_run-2_eventstemp3.tsv]\n",
-      "sub-024_ses-01_run-3:\n",
-      "\t[ Add trial number column]\n",
-      "\t[ Set the memory condition column]\n",
-      "\t[ Set the task_role of the probe to one of 'probe_target, probe_nontarget, probe_not_shown]\n",
-      "\t[ Set the last event in each trial to have the task_role of continue]\n",
-      "\t[ Set response indicating correct or incorrect response]\n",
-      "\t[ Reindexed to column order ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'trial', 'memory_cond', 'value']]\n",
-      "\t[ Saved the file to sub-024_ses-01_task-WorkingMemory_run-3_eventstemp3.tsv]\n",
-      "\n",
-      "\n",
-      "ERROR Summary:\n",
-      "sternberg_05_refactor_remapped_log: Level ERROR\n",
-      "sub-001_ses-01_run-1:\n",
-      "sub-001_ses-01_run-2:\n",
-      "sub-001_ses-01_run-3:\n",
-      "sub-001_ses-01_run-4:\n",
-      "sub-002_ses-01_run-1:\n",
-      "sub-002_ses-01_run-2:\n",
-      "sub-002_ses-01_run-3:\n",
-      "sub-002_ses-01_run-4:\n",
-      "sub-003_ses-01_run-1:\n",
-      "sub-003_ses-01_run-2:\n",
-      "sub-003_ses-01_run-3:\n",
-      "sub-003_ses-01_run-4:\n",
-      "sub-004_ses-01_run-1:\n",
-      "sub-004_ses-01_run-2:\n",
-      "sub-004_ses-01_run-3:\n",
-      "sub-004_ses-01_run-4:\n",
-      "sub-005_ses-01_run-1:\n",
-      "sub-005_ses-01_run-2:\n",
-      "sub-005_ses-01_run-3:\n",
-      "sub-005_ses-01_run-4:\n",
-      "sub-006_ses-01_run-1:\n",
-      "sub-006_ses-01_run-2:\n",
-      "sub-006_ses-01_run-3:\n",
-      "sub-006_ses-01_run-4:\n",
-      "sub-007_ses-01_run-1:\n",
-      "sub-007_ses-01_run-2:\n",
-      "sub-007_ses-01_run-3:\n",
-      "sub-007_ses-01_run-4:\n",
-      "sub-008_ses-01_run-1:\n",
-      "sub-008_ses-01_run-2:\n",
-      "sub-008_ses-01_run-3:\n",
-      "sub-008_ses-01_run-4:\n",
-      "sub-009_ses-01_run-1:\n",
-      "sub-009_ses-01_run-2:\n",
-      "sub-009_ses-01_run-3:\n",
-      "sub-009_ses-01_run-4:\n",
-      "sub-010_ses-01_run-1:\n",
-      "sub-010_ses-01_run-2:\n",
-      "sub-010_ses-01_run-3:\n",
-      "sub-010_ses-01_run-4:\n",
-      "sub-011_ses-01_run-1:\n",
-      "sub-011_ses-01_run-2:\n",
-      "sub-011_ses-01_run-3:\n",
-      "sub-011_ses-01_run-4:\n",
-      "sub-012_ses-01_run-1:\n",
-      "sub-012_ses-01_run-2:\n",
-      "sub-012_ses-01_run-3:\n",
-      "sub-014_ses-01_run-1:\n",
-      "sub-014_ses-01_run-2:\n",
-      "sub-014_ses-01_run-3:\n",
-      "sub-015_ses-01_run-1:\n",
-      "sub-015_ses-01_run-2:\n",
-      "sub-015_ses-01_run-3:\n",
-      "sub-016_ses-01_run-1:\n",
-      "sub-016_ses-01_run-2:\n",
-      "sub-016_ses-01_run-3:\n",
-      "sub-017_ses-01_run-1:\n",
-      "sub-017_ses-01_run-2:\n",
-      "sub-017_ses-01_run-3:\n",
-      "sub-018_ses-01_run-1:\n",
-      "sub-018_ses-01_run-2:\n",
-      "sub-018_ses-01_run-3:\n",
-      "sub-019_ses-01_run-1:\n",
-      "sub-019_ses-01_run-2:\n",
-      "sub-019_ses-01_run-3:\n",
-      "sub-020_ses-01_run-1:\n",
-      "sub-020_ses-01_run-2:\n",
-      "sub-020_ses-01_run-3:\n",
-      "sub-021_ses-01_run-1:\n",
-      "sub-021_ses-01_run-2:\n",
-      "sub-021_ses-01_run-3:\n",
-      "sub-022_ses-01_run-1:\n",
-      "sub-022_ses-01_run-2:\n",
-      "sub-022_ses-01_run-3:\n",
-      "sub-022_ses-01_run-4:\n",
-      "sub-022_ses-01_run-5:\n",
-      "sub-022_ses-01_run-6:\n",
-      "sub-023_ses-01_run-1:\n",
-      "sub-023_ses-01_run-2:\n",
-      "sub-023_ses-01_run-3:\n",
-      "sub-023_ses-01_run-4:\n",
-      "sub-023_ses-01_run-5:\n",
-      "sub-024_ses-01_run-1:\n",
-      "sub-024_ses-01_run-2:\n",
-      "sub-024_ses-01_run-3:\n",
-      "\n",
-      "\n",
-      "WARNING Summary:\n",
-      "sternberg_05_refactor_remapped_log: Level WARNING\n",
-      "sub-001_ses-01_run-1:\n",
-      "sub-001_ses-01_run-2:\n",
-      "sub-001_ses-01_run-3:\n",
-      "sub-001_ses-01_run-4:\n",
-      "sub-002_ses-01_run-1:\n",
-      "sub-002_ses-01_run-2:\n",
-      "sub-002_ses-01_run-3:\n",
-      "sub-002_ses-01_run-4:\n",
-      "sub-003_ses-01_run-1:\n",
-      "sub-003_ses-01_run-2:\n",
-      "sub-003_ses-01_run-3:\n",
-      "sub-003_ses-01_run-4:\n",
-      "sub-004_ses-01_run-1:\n",
-      "sub-004_ses-01_run-2:\n",
-      "\t[WARNING The trial 1 does not have a probe letter]\n",
-      "\t[WARNING Trial 1 has only 4 events not 14 -- bad trial]\n",
-      "sub-004_ses-01_run-3:\n",
-      "sub-004_ses-01_run-4:\n",
-      "sub-005_ses-01_run-1:\n",
-      "\t[WARNING Trial 1 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 2 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 3 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 4 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 5 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 6 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 7 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 8 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 9 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 10 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 11 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 12 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 13 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 14 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 15 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 16 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 17 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 18 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 19 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 20 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 21 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 22 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 23 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 24 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 25 has no feedback event -- bad trial]\n",
-      "sub-005_ses-01_run-2:\n",
-      "\t[WARNING Trial 1 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 2 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 3 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 4 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 5 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 6 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 7 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 8 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 9 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 10 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 11 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 12 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 13 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 14 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 15 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 16 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 17 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 18 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 19 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 20 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 21 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 22 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 23 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 24 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 25 has no feedback event -- bad trial]\n",
-      "sub-005_ses-01_run-3:\n",
-      "\t[WARNING Trial 1 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 2 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 3 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 4 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 5 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 6 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 7 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 8 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 9 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 10 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 11 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 12 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 13 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 14 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 15 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 16 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 17 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 18 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 19 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 20 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 21 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 22 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 23 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 24 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 25 has no feedback event -- bad trial]\n",
-      "sub-005_ses-01_run-4:\n",
-      "\t[WARNING Trial 1 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 2 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 3 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 4 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 5 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 6 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 7 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 8 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 9 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 10 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 11 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 12 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 13 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 14 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 15 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 16 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 17 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 18 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 19 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 20 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 21 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 22 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 23 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 24 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 25 has no feedback event -- bad trial]\n",
-      "sub-006_ses-01_run-1:\n",
-      "\t[WARNING The trial 1 does not have a probe letter]\n",
-      "\t[WARNING The trial 2 does not have a probe letter]\n",
-      "\t[WARNING The trial 4 does not have a probe letter]\n",
-      "\t[WARNING The trial 5 does not have a probe letter]\n",
-      "\t[WARNING Trial 1 has only 4 events not 14 -- bad trial]\n",
-      "\t[WARNING Trial 2 has only 4 events not 14 -- bad trial]\n",
-      "\t[WARNING Trial 4 has only 4 events not 14 -- bad trial]\n",
-      "\t[WARNING Trial 5 has only 4 events not 14 -- bad trial]\n",
-      "sub-006_ses-01_run-2:\n",
-      "sub-006_ses-01_run-3:\n",
-      "\t[WARNING Trial 21 has no feedback event -- bad trial]\n",
-      "sub-006_ses-01_run-4:\n",
-      "sub-007_ses-01_run-1:\n",
-      "\t[WARNING Trial 3 has no feedback event -- bad trial]\n",
-      "sub-007_ses-01_run-2:\n",
-      "\t[WARNING Trial 9 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 12 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 13 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 14 has no feedback event -- bad trial]\n",
-      "sub-007_ses-01_run-3:\n",
-      "\t[WARNING Trial 9 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 16 has no feedback event -- bad trial]\n",
-      "sub-007_ses-01_run-4:\n",
-      "\t[WARNING Trial 8 has no feedback event -- bad trial]\n",
-      "\t[WARNING Trial 13 has no feedback event -- bad trial]\n",
-      "sub-008_ses-01_run-1:\n",
-      "\t[WARNING The trial 1 does not have a probe letter]\n",
-      "\t[WARNING Trial 1 has only 4 events not 14 -- bad trial]\n",
-      "sub-008_ses-01_run-2:\n",
-      "sub-008_ses-01_run-3:\n",
-      "sub-008_ses-01_run-4:\n",
-      "sub-009_ses-01_run-1:\n",
-      "sub-009_ses-01_run-2:\n",
-      "sub-009_ses-01_run-3:\n",
-      "sub-009_ses-01_run-4:\n",
-      "sub-010_ses-01_run-1:\n",
-      "sub-010_ses-01_run-2:\n",
-      "sub-010_ses-01_run-3:\n",
-      "sub-010_ses-01_run-4:\n",
-      "sub-011_ses-01_run-1:\n",
-      "sub-011_ses-01_run-2:\n",
-      "sub-011_ses-01_run-3:\n",
-      "sub-011_ses-01_run-4:\n",
-      "sub-012_ses-01_run-1:\n",
-      "sub-012_ses-01_run-2:\n",
-      "sub-012_ses-01_run-3:\n",
-      "sub-014_ses-01_run-1:\n",
-      "\t[WARNING The trial 11 does not have a probe letter]\n",
-      "\t[WARNING Trial 11 has only 4 events not 14 -- bad trial]\n",
-      "sub-014_ses-01_run-2:\n",
-      "\t[WARNING The trial 3 does not have a probe letter]\n",
-      "\t[WARNING The trial 8 does not have a probe letter]\n",
-      "\t[WARNING Trial 3 has only 11 events not 14 -- bad trial]\n",
-      "\t[WARNING Trial 8 has only 4 events not 14 -- bad trial]\n",
-      "sub-014_ses-01_run-3:\n",
-      "\t[WARNING The trial 22 does not have a probe letter]\n",
-      "\t[WARNING Trial 22 has only 4 events not 14 -- bad trial]\n",
-      "sub-015_ses-01_run-1:\n",
-      "sub-015_ses-01_run-2:\n",
-      "sub-015_ses-01_run-3:\n",
-      "\t[WARNING The trial 25 does not have a probe letter]\n",
-      "\t[WARNING Trial 25 has only 4 events not 14 -- bad trial]\n",
-      "sub-016_ses-01_run-1:\n",
-      "sub-016_ses-01_run-2:\n",
-      "sub-016_ses-01_run-3:\n",
-      "sub-017_ses-01_run-1:\n",
-      "sub-017_ses-01_run-2:\n",
-      "sub-017_ses-01_run-3:\n",
-      "\t[WARNING The trial 3 does not have a probe letter]\n",
-      "\t[WARNING The trial 5 does not have a probe letter]\n",
-      "\t[WARNING Trial 3 has only 4 events not 14 -- bad trial]\n",
-      "\t[WARNING Trial 5 has only 4 events not 14 -- bad trial]\n",
-      "sub-018_ses-01_run-1:\n",
-      "sub-018_ses-01_run-2:\n",
-      "sub-018_ses-01_run-3:\n",
-      "sub-019_ses-01_run-1:\n",
-      "sub-019_ses-01_run-2:\n",
-      "sub-019_ses-01_run-3:\n",
-      "sub-020_ses-01_run-1:\n",
-      "sub-020_ses-01_run-2:\n",
-      "sub-020_ses-01_run-3:\n",
-      "sub-021_ses-01_run-1:\n",
-      "sub-021_ses-01_run-2:\n",
-      "sub-021_ses-01_run-3:\n",
-      "sub-022_ses-01_run-1:\n",
-      "\t[WARNING Trial 22 has only 13 events not 14 -- bad trial]\n",
-      "sub-022_ses-01_run-2:\n",
-      "\t[WARNING Trial 14 has only 13 events not 14 -- bad trial]\n",
-      "sub-022_ses-01_run-3:\n",
-      "sub-022_ses-01_run-4:\n",
-      "sub-022_ses-01_run-5:\n",
-      "sub-022_ses-01_run-6:\n",
-      "\t[WARNING The trial 6 does not have a probe letter]\n",
-      "\t[WARNING Trial 6 has only 4 events not 14 -- bad trial]\n",
-      "sub-023_ses-01_run-1:\n",
-      "sub-023_ses-01_run-2:\n",
-      "sub-023_ses-01_run-3:\n",
-      "sub-023_ses-01_run-4:\n",
-      "sub-023_ses-01_run-5:\n",
-      "sub-024_ses-01_run-1:\n",
-      "sub-024_ses-01_run-2:\n",
-      "sub-024_ses-01_run-3:\n"
-     ]
-    }
-   ],
-   "source": [
-    "import os\n",
-    "import datetime\n",
-    "from hed.tools import BidsTabularDictionary, HedLogger\n",
-    "from hed.util import get_file_list, get_new_dataframe\n",
-    "\n",
-    "def set_trials(df, status_record, file_key):\n",
-    "    # Set the trials column based on start of trial marker value==ready\n",
-    "    df['trial'] = 'n/a'\n",
-    "    trial_num = 0\n",
-    "    for index, value in df['event_type'].iteritems():\n",
-    "        if value == 'show_cross':\n",
-    "            trial_num += 1\n",
-    "        df.loc[index, 'trial'] = trial_num\n",
-    "    status_record.add(file_key, \"Add trial number column\")\n",
-    "\n",
-    "\n",
-    "def set_memory_cond(df, status_record, file_key):\n",
-    "    # Set the memory_cond to number of targets in the trial\n",
-    "    df['memory_cond'] = 0\n",
-    "    max_trial = df['trial'].max()\n",
-    "    target_mask = df['task_role'].map(str) == 'to_remember'\n",
-    "    for index in range(1, max_trial+1):\n",
-    "        trial_mask = (df['trial'] == index)\n",
-    "        df.loc[trial_mask, 'memory_cond'] =  sum(trial_mask & target_mask)\n",
-    "    status_record.add(file_key, f\"Set the memory condition column\")\n",
-    "\n",
-    "\n",
-    "def set_probe(df, status_record, file_key):\n",
-    "    # Set the task_role=probe_nontarget if task_role==probe_target and the letter non-target\n",
-    "    max_trial = df['trial'].max()\n",
-    "    probe_mask = df['task_role'] == 'probe_target'\n",
-    "    target_mask = df['task_role'] == 'to_remember'\n",
-    "    nontarget_mask = df['task_role'] == 'to_ignore'\n",
-    "    index_values = df.index.values\n",
-    "    for index in range(1, max_trial+1):\n",
-    "        trial_mask = (df['trial'] == index)\n",
-    "        target_set = set(df.loc[trial_mask & target_mask, 'letter'])\n",
-    "        nontarget_set = set(df.loc[trial_mask & nontarget_mask, 'letter'])\n",
-    "        next_mask = trial_mask & probe_mask\n",
-    "        if not sum(next_mask):\n",
-    "            status_record.add(file_key, f\"The trial {index} does not have a probe letter\",\n",
-    "                              level=\"WARNING\", also_print=True)\n",
-    "            continue\n",
-    "        probe_letter = df.loc[next_mask, 'letter'].values[0]\n",
-    "        if probe_letter in target_set:\n",
-    "            continue\n",
-    "        probe_index = index_values[next_mask]\n",
-    "        if probe_letter in nontarget_set:\n",
-    "            df.loc[probe_index, 'task_role'] = 'probe_nontarget'\n",
-    "        else:\n",
-    "            df.loc[probe_index, 'task_role'] = 'probe_not_shown'\n",
-    "    status_record.add(file_key,\n",
-    "                      f\"Set the task_role of the probe to one of 'probe_target, probe_nontarget, probe_not_shown\")\n",
-    "\n",
-    "\n",
-    "def set_continue(df, status_record, file_key):\n",
-    "    # Set the last event in each trial to have task_role=continue\n",
-    "    max_trial = df['trial'].max()\n",
-    "    for index in range(1, max_trial+1):\n",
-    "        df_col = df.loc[df['trial'] == index, 'task_role']\n",
-    "        index = df_col.index.values\n",
-    "        df.loc[index[-1], 'task_role'] = 'indicate_ready'\n",
-    "    status_record.add(file_key, f\"Set the last event in each trial to have the task_role of continue\")\n",
-    "\n",
-    "\n",
-    "def set_response(df, status_record, file_key):\n",
-    "    # Set the task_role=in_group_correct if task_role==probe_target and the letter non-target\n",
-    "    max_trial = df['trial'].max()\n",
-    "    probe_target= df['task_role'] == 'probe_target'\n",
-    "    probe_nontarget = (df['task_role'] == 'probe_nontarget')\n",
-    "    probe_not_shown = (df['task_role'] == 'probe_not_shown')\n",
-    "    right_mask = (df['event_type'] == 'right_click')\n",
-    "    left_mask = (df['event_type'] == 'left_click')\n",
-    "\n",
-    "    for index in range(1, max_trial+1):\n",
-    "        trial_mask = (df['trial'] == index)\n",
-    "        target = sum(trial_mask & probe_target)\n",
-    "        not_shown = sum(trial_mask & probe_not_shown)\n",
-    "        nontarget = sum(trial_mask & probe_nontarget)\n",
-    "        not_ready = (df['task_role'] != 'indicate_ready')\n",
-    "        ignored_mask = trial_mask & left_mask & not_ready\n",
-    "        remembered_mask = trial_mask & right_mask & not_ready\n",
-    "        if target > 0 and sum(remembered_mask) > 0:\n",
-    "            df.loc[remembered_mask, 'task_role'] = 'remembered_correct'\n",
-    "        elif target > 0 and sum(ignored_mask) > 0:\n",
-    "            df.loc[ignored_mask, 'task_role'] = 'ignored_incorrect'\n",
-    "        elif (not_shown + nontarget) > 0 and sum(ignored_mask) > 0:\n",
-    "            df.loc[ignored_mask, 'task_role'] = 'ignored_correct'\n",
-    "        else:\n",
-    "            df.loc[remembered_mask, 'task_role'] = 'remembered_incorrect'\n",
-    "        # print(f\"{index}: {role} target:{target} nontarget:{nontarget} notshown:{not_shown} ignored:{ignored} remembered: {remembered}\")\n",
-    "    status_record.add(file_key, f\"Set response indicating correct or incorrect response\")\n",
-    "\n",
-    "def set_bad_trials(df, status_record, file_key):\n",
-    "    # Set the task_role=in_group_correct if task_role==probe_target and the letter non-target\n",
-    "    max_trial = df['trial'].max()\n",
-    "    feedback_mask = (df['event_type'] == 'sound_beep') | (df['event_type'] == 'sound_buzz')\n",
-    "    for index in range(1, max_trial+1):\n",
-    "        trial_mask = df['trial'] == index\n",
-    "        if sum(trial_mask) == 14:\n",
-    "            continue\n",
-    "        elif sum(trial_mask) == 13 and not sum(feedback_mask & trial_mask):\n",
-    "            status_record.add(file_key, f\"Trial {index} has no feedback event -- bad trial\", level=\"WARNING\")\n",
-    "        else:\n",
-    "            df.loc[df['trial'] == index, 'task_role'] = 'bad_trial'\n",
-    "            status_record.add(file_key, f\"Trial {index} has only {sum(df['trial'] == index)} events not 14 -- bad trial\", level=\"WARNING\")\n",
-    "\n",
-    "# Set the specific variables for the Sternberg dataset.\n",
-    "bids_root_path = 'G:\\Sternberg\\SternbergWorking'\n",
-    "exclude_dirs = ['sourcedata', 'stimuli', 'code']\n",
-    "entities = ('sub', 'ses', 'run')\n",
-    "col_order = ['onset', 'duration', 'sample', 'event_type', 'task_role', 'letter', 'trial', 'memory_cond', 'value']\n",
-    "log_name = 'sternberg_05_refactor_remapped_log'\n",
-    "\n",
-    "# Set up the logger\n",
-    "log_file_name = f\"code/curation_logs/{log_name}.txt\"\n",
-    "logger = HedLogger(name=log_name)\n",
-    "\n",
-    "# Create the file dictionaries\n",
-    "bids_files = get_file_list(bids_root_path, extensions=[\".tsv\"], exclude_dirs = exclude_dirs, name_suffix='_eventstemp2')\n",
-    "bids_dict = BidsTabularDictionary(\"Bids event files\", bids_files, entities=entities)\n",
-    "\n",
-    "# Process the data files\n",
-    "for key, file in bids_dict.iter_files():\n",
-    "    this_path = bids_dict.get_file_path(key)\n",
-    "    df_bids = get_new_dataframe(this_path)\n",
-    "\n",
-    "    # Set the trials and  memory_cond columns\n",
-    "    set_trials(df_bids, logger, key)\n",
-    "    set_memory_cond(df_bids, logger, key)\n",
-    "\n",
-    "    # Correct the probe column values to account for non-target or missing probes\n",
-    "    set_probe(df_bids, logger, key)\n",
-    "\n",
-    "    # Set task_role as continue for last click in trial\n",
-    "    set_continue(df_bids, logger, key)\n",
-    "\n",
-    "   # Set bad trails if trial does not have 14 events\n",
-    "    set_bad_trials(df_bids, logger, key)\n",
-    "\n",
-    "    # Set task_role to indicate the correct response\n",
-    "    set_response(df_bids, logger, key)\n",
-    "\n",
-    "    # Save the new events file\n",
-    "    df_bids = df_bids.reindex(columns=col_order)\n",
-    "    logger.add(key, f\"Reindexed to column order {str(col_order)}\")\n",
-    "    filename = this_path[:-5] + \"3.tsv\"\n",
-    "    logger.add(key, f\"Saved the file to {os.path.basename(filename)}\")\n",
-    "    df_bids.to_csv(filename, sep='\\t', index=False)\n",
-    "\n",
-    "# Output and save the log\n",
-    "log_string = \"\\n\\nLog output:\\n\" + logger.get_log_string()\n",
-    "error_string = \"\\n\\nERROR Summary:\\n\" + logger.get_log_string(level=\"ERROR\")\n",
-    "warning_string = \"\\n\\nWARNING Summary:\\n\" + logger.get_log_string(level=\"WARNING\")\n",
-    "print(log_string)\n",
-    "print(error_string)\n",
-    "print(warning_string)\n",
-    "save_path = os.path.join(bids_root_path, log_file_name)\n",
-    "with open(save_path, \"w\") as fp:\n",
-    "    fp.write(f\"{log_file_name} {datetime.datetime.now()}\\n\")\n",
-    "    fp.write(log_string)\n",
-    "    fp.write(error_string)\n",
-    "    fp.write(warning_string)"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Execute the remap\n"
-    }
-   }
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 2
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
\ No newline at end of file
diff --git a/hedcode/jupyter_notebooks/dataset_specific_processing/sternberg/sternberg_06_final_summary.ipynb b/hedcode/jupyter_notebooks/dataset_specific_processing/sternberg/sternberg_06_final_summary.ipynb
deleted file mode 100644
index 4ada7cc..0000000
--- a/hedcode/jupyter_notebooks/dataset_specific_processing/sternberg/sternberg_06_final_summary.ipynb
+++ /dev/null
@@ -1,230 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "Summary of all BIDS events files:\n",
-      "Summary for column dictionary :\n",
-      "   Categorical columns (5):\n",
-      "      event_type (7 distinct values):\n",
-      "         left_click: 1831\n",
-      "         right_click: 2395\n",
-      "         show_cross: 2111\n",
-      "         show_dash: 2097\n",
-      "         show_letter: 18880\n",
-      "         sound_beep: 1868\n",
-      "         sound_buzz: 133\n",
-      "      letter (24 distinct values):\n",
-      "         +: 2111\n",
-      "         -: 2097\n",
-      "         B: 826\n",
-      "         C: 1026\n",
-      "         D: 918\n",
-      "         F: 836\n",
-      "         G: 984\n",
-      "         H: 964\n",
-      "         J: 889\n",
-      "         K: 937\n",
-      "         L: 883\n",
-      "         M: 1122\n",
-      "         N: 716\n",
-      "         P: 831\n",
-      "         Q: 913\n",
-      "         R: 1075\n",
-      "         S: 883\n",
-      "         T: 833\n",
-      "         V: 856\n",
-      "         W: 819\n",
-      "         X: 751\n",
-      "         Y: 752\n",
-      "         Z: 1066\n",
-      "         n/a: 6227\n",
-      "      memory_cond (4 distinct values):\n",
-      "         0: 58\n",
-      "         3: 9713\n",
-      "         5: 9820\n",
-      "         7: 9724\n",
-      "      task_role (14 distinct values):\n",
-      "         bad_trial: 66\n",
-      "         feedback_correct: 1866\n",
-      "         feedback_incorrect: 119\n",
-      "         fixate: 2095\n",
-      "         ignored_correct: 900\n",
-      "         ignored_incorrect: 88\n",
-      "         indicate_ready: 2095\n",
-      "         probe_not_shown: 933\n",
-      "         probe_target: 1162\n",
-      "         remembered_correct: 1078\n",
-      "         remembered_incorrect: 58\n",
-      "         to_ignore: 6283\n",
-      "         to_remember: 10477\n",
-      "         work_memory: 2095\n",
-      "      value (69 distinct values):\n",
-      "         1: 2395\n",
-      "         255: 1831\n",
-      "         B: 333\n",
-      "         C: 438\n",
-      "         D: 594\n",
-      "         F: 461\n",
-      "         G: 533\n",
-      "         H: 502\n",
-      "         J: 428\n",
-      "         K: 604\n",
-      "         L: 566\n",
-      "         M: 626\n",
-      "         N: 441\n",
-      "         P: 404\n",
-      "         Q: 418\n",
-      "         R: 630\n",
-      "         S: 582\n",
-      "         T: 445\n",
-      "         V: 528\n",
-      "         W: 464\n",
-      "         WM: 2097\n",
-      "         X: 408\n",
-      "         Y: 484\n",
-      "         Z: 601\n",
-      "         correct: 1868\n",
-      "         gB: 314\n",
-      "         gC: 505\n",
-      "         gD: 269\n",
-      "         gF: 293\n",
-      "         gG: 336\n",
-      "         gH: 400\n",
-      "         gJ: 327\n",
-      "         gK: 217\n",
-      "         gL: 140\n",
-      "         gM: 436\n",
-      "         gN: 238\n",
-      "         gP: 333\n",
-      "         gQ: 362\n",
-      "         gR: 293\n",
-      "         gS: 204\n",
-      "         gT: 343\n",
-      "         gV: 214\n",
-      "         gW: 305\n",
-      "         gX: 240\n",
-      "         gY: 186\n",
-      "         gZ: 338\n",
-      "         nonWM: 2111\n",
-      "         rB: 179\n",
-      "         rC: 83\n",
-      "         rD: 55\n",
-      "         rF: 82\n",
-      "         rG: 115\n",
-      "         rH: 62\n",
-      "         rJ: 134\n",
-      "         rK: 116\n",
-      "         rL: 177\n",
-      "         rM: 60\n",
-      "         rN: 37\n",
-      "         rP: 94\n",
-      "         rQ: 133\n",
-      "         rR: 152\n",
-      "         rS: 97\n",
-      "         rT: 45\n",
-      "         rV: 114\n",
-      "         rW: 50\n",
-      "         rX: 103\n",
-      "         rY: 82\n",
-      "         rZ: 127\n",
-      "         wrong: 133\n",
-      "   Value columns (0):\n",
-      "\n",
-      "\n",
-      "Log output:\n",
-      "sternberg_06_final_summary_log.json: Level None\n",
-      "\n",
-      "\n",
-      "ERROR Summary:\n",
-      "sternberg_06_final_summary_log.json: Level ERROR\n"
-     ]
-    }
-   ],
-   "source": [
-    "import os\n",
-    "import datetime\n",
-    "from hed.tools import BidsTabularDictionary, BidsTabularSummary, HedLogger\n",
-    "from hed.util import get_file_list\n",
-    "\n",
-    "# Variables to set for the specific dataset\n",
-    "bids_root_path = 'G:/Sternberg/SternbergWorking/'\n",
-    "exclude_dirs = ['code', 'stimuli']\n",
-    "entities = ('sub', 'ses', 'run')\n",
-    "skip_columns = ['onset', 'duration', 'sample', 'trial']\n",
-    "log_name = 'sternberg_06_final_summary_log.json'\n",
-    "\n",
-    "# Set up the logger\n",
-    "log_file_name = f\"code/curation_logs/{log_name}.txt\"\n",
-    "logger = HedLogger(name=log_name)\n",
-    "\n",
-    "# Construct the event file lists and dictionaries for the BIDS and for EEG.event files\n",
-    "files_bids = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_eventstemp3\", exclude_dirs=exclude_dirs)\n",
-    "bids_dict = BidsTabularDictionary(\"Bids event files\", files_bids, entities=entities)\n",
-    "bids_sum_all, bids_sum =  BidsTabularSummary.make_combined_dicts(bids_dict, skip_cols=skip_columns)\n",
-    "\n",
-    "# Output the summary\n",
-    "print(f\"\\nSummary of all BIDS events files:\\n{bids_sum_all}\")\n",
-    "\n",
-    "# Output and save the log\n",
-    "log_string = \"\\n\\nLog output:\\n\" + logger.get_log_string()\n",
-    "error_string = \"\\n\\nERROR Summary:\\n\" + logger.get_log_string(level=\"ERROR\")\n",
-    "print(log_string)\n",
-    "print(error_string)\n",
-    "save_path = os.path.join(bids_root_path, log_file_name)\n",
-    "with open(save_path, \"w\") as fp:\n",
-    "    fp.write(f\"{log_file_name} {datetime.datetime.now()}\\n\")\n",
-    "    fp.write(log_string)\n",
-    "    fp.write(error_string)"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Create dictionaries for the BIDS events files and the EEG.event files\n"
-    }
-   }
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 2
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.6"
-  },
-  "pycharm": {
-   "stem_cell": {
-    "cell_type": "raw",
-    "source": [
-     "## Initial summary of event files\n",
-     "\n",
-     "**Dataset**: Modified Sternberg Working Memory Task [headit Sternberg](https://headit.ucsd.edu/studies/e5e644be-a236-11e2-b5e7-0050563f2612).\n",
-     "\n",
-     "This script does a final summary of the contents of the events files.\n"
-    ],
-    "metadata": {
-     "collapsed": false
-    }
-   }
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
\ No newline at end of file
diff --git a/hedcode/jupyter_notebooks/dataset_specific_processing/sternberg/sternberg_07_remove_files.ipynb b/hedcode/jupyter_notebooks/dataset_specific_processing/sternberg/sternberg_07_remove_files.ipynb
deleted file mode 100644
index 688b56d..0000000
--- a/hedcode/jupyter_notebooks/dataset_specific_processing/sternberg/sternberg_07_remove_files.ipynb
+++ /dev/null
@@ -1,949 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "collapsed": true,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   },
-   "source": [
-    "## Remove the extra files\n",
-    "\n",
-    "This script assumes that you have copied the SternbergWorking directory into\n",
-    "the SternbergWorkingPhaseTwo directory.\n",
-    "\n",
-    "This script removes `_events.tsv` and renames `_eventstemp3.tsv` to `_events.tsv`.\n",
-    "The script then removes `_eventstemp.tsv`, `_eventstemp1.tsv`, and `_eventstemp2.tsv`,"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "outputs": [],
-   "source": [
-    "import os\n",
-    "import datetime\n",
-    "from hed.tools import BidsTabularDictionary, HedLogger\n",
-    "from hed.util import get_file_list\n",
-    "\n",
-    "# Variables to set for the specific dataset\n",
-    "bids_root_path = 'G:/Sternberg/SternbergWorkingPhaseTwo'\n",
-    "exclude_dirs = ['sourcedata', 'stimuli', 'code']\n",
-    "entities = ('sub', 'ses', 'run')\n",
-    "log_name = 'sternberg_07_remove_files_log'\n",
-    "\n",
-    "# Set up the logger\n",
-    "log_file_name = f\"code/curation_logs/{log_name}.txt\"\n",
-    "logger = HedLogger(name=log_name)\n",
-    "\n",
-    "# Make sure that there actually are temp_files to move\n",
-    "temp_files = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_eventstemp\", exclude_dirs=exclude_dirs)\n",
-    "if not temp_files:\n",
-    "    raise Exception(\"There are no eventstemp files to move to events\")\n",
-    "\n",
-    "# Construct the event file dictionaries for the BIDS and for EEG.event files\n",
-    "bids_files = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_events\", exclude_dirs=exclude_dirs)\n",
-    "bids_dict = BidsTabularDictionary(\"BIDS event files\", bids_files, entities=entities)"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Run the script\n"
-    }
-   }
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "\n",
-      "Log output:\n",
-      "sternberg_07_remove_files_log: Level None\n",
-      "sub-001_ses-01_run-1:\n",
-      "\t[ Removed sub-001_ses-01_task-WorkingMemory_run-1_events.tsv]\n",
-      "\t[ Removed sub-001_ses-01_task-WorkingMemory_run-1_eventstemp.tsv]\n",
-      "\t[ Removed sub-001_ses-01_task-WorkingMemory_run-1_eventstemp1.tsv]\n",
-      "\t[ Removed sub-001_ses-01_task-WorkingMemory_run-1_eventstemp2.tsv]\n",
-      "\t[ Renamed sub-001_ses-01_task-WorkingMemory_run-1_eventstemp3.tsv\n",
-      "\t\tto sub-001_ses-01_task-WorkingMemory_run-1_events.tsv]\n",
-      "sub-001_ses-01_run-2:\n",
-      "\t[ Removed sub-001_ses-01_task-WorkingMemory_run-2_events.tsv]\n",
-      "\t[ Removed sub-001_ses-01_task-WorkingMemory_run-2_eventstemp.tsv]\n",
-      "\t[ Removed sub-001_ses-01_task-WorkingMemory_run-2_eventstemp1.tsv]\n",
-      "\t[ Removed sub-001_ses-01_task-WorkingMemory_run-2_eventstemp2.tsv]\n",
-      "\t[ Renamed sub-001_ses-01_task-WorkingMemory_run-2_eventstemp3.tsv\n",
-      "\t\tto sub-001_ses-01_task-WorkingMemory_run-2_events.tsv]\n",
-      "sub-001_ses-01_run-3:\n",
-      "\t[ Removed sub-001_ses-01_task-WorkingMemory_run-3_events.tsv]\n",
-      "\t[ Removed sub-001_ses-01_task-WorkingMemory_run-3_eventstemp.tsv]\n",
-      "\t[ Removed sub-001_ses-01_task-WorkingMemory_run-3_eventstemp1.tsv]\n",
-      "\t[ Removed sub-001_ses-01_task-WorkingMemory_run-3_eventstemp2.tsv]\n",
-      "\t[ Renamed sub-001_ses-01_task-WorkingMemory_run-3_eventstemp3.tsv\n",
-      "\t\tto sub-001_ses-01_task-WorkingMemory_run-3_events.tsv]\n",
-      "sub-001_ses-01_run-4:\n",
-      "\t[ Removed sub-001_ses-01_task-WorkingMemory_run-4_events.tsv]\n",
-      "\t[ Removed sub-001_ses-01_task-WorkingMemory_run-4_eventstemp.tsv]\n",
-      "\t[ Removed sub-001_ses-01_task-WorkingMemory_run-4_eventstemp1.tsv]\n",
-      "\t[ Removed sub-001_ses-01_task-WorkingMemory_run-4_eventstemp2.tsv]\n",
-      "\t[ Renamed sub-001_ses-01_task-WorkingMemory_run-4_eventstemp3.tsv\n",
-      "\t\tto sub-001_ses-01_task-WorkingMemory_run-4_events.tsv]\n",
-      "sub-002_ses-01_run-1:\n",
-      "\t[ Removed sub-002_ses-01_task-WorkingMemory_run-1_events.tsv]\n",
-      "\t[ Removed sub-002_ses-01_task-WorkingMemory_run-1_eventstemp.tsv]\n",
-      "\t[ Removed sub-002_ses-01_task-WorkingMemory_run-1_eventstemp1.tsv]\n",
-      "\t[ Removed sub-002_ses-01_task-WorkingMemory_run-1_eventstemp2.tsv]\n",
-      "\t[ Renamed sub-002_ses-01_task-WorkingMemory_run-1_eventstemp3.tsv\n",
-      "\t\tto sub-002_ses-01_task-WorkingMemory_run-1_events.tsv]\n",
-      "sub-002_ses-01_run-2:\n",
-      "\t[ Removed sub-002_ses-01_task-WorkingMemory_run-2_events.tsv]\n",
-      "\t[ Removed sub-002_ses-01_task-WorkingMemory_run-2_eventstemp.tsv]\n",
-      "\t[ Removed sub-002_ses-01_task-WorkingMemory_run-2_eventstemp1.tsv]\n",
-      "\t[ Removed sub-002_ses-01_task-WorkingMemory_run-2_eventstemp2.tsv]\n",
-      "\t[ Renamed sub-002_ses-01_task-WorkingMemory_run-2_eventstemp3.tsv\n",
-      "\t\tto sub-002_ses-01_task-WorkingMemory_run-2_events.tsv]\n",
-      "sub-002_ses-01_run-3:\n",
-      "\t[ Removed sub-002_ses-01_task-WorkingMemory_run-3_events.tsv]\n",
-      "\t[ Removed sub-002_ses-01_task-WorkingMemory_run-3_eventstemp.tsv]\n",
-      "\t[ Removed sub-002_ses-01_task-WorkingMemory_run-3_eventstemp1.tsv]\n",
-      "\t[ Removed sub-002_ses-01_task-WorkingMemory_run-3_eventstemp2.tsv]\n",
-      "\t[ Renamed sub-002_ses-01_task-WorkingMemory_run-3_eventstemp3.tsv\n",
-      "\t\tto sub-002_ses-01_task-WorkingMemory_run-3_events.tsv]\n",
-      "sub-002_ses-01_run-4:\n",
-      "\t[ Removed sub-002_ses-01_task-WorkingMemory_run-4_events.tsv]\n",
-      "\t[ Removed sub-002_ses-01_task-WorkingMemory_run-4_eventstemp.tsv]\n",
-      "\t[ Removed sub-002_ses-01_task-WorkingMemory_run-4_eventstemp1.tsv]\n",
-      "\t[ Removed sub-002_ses-01_task-WorkingMemory_run-4_eventstemp2.tsv]\n",
-      "\t[ Renamed sub-002_ses-01_task-WorkingMemory_run-4_eventstemp3.tsv\n",
-      "\t\tto sub-002_ses-01_task-WorkingMemory_run-4_events.tsv]\n",
-      "sub-003_ses-01_run-1:\n",
-      "\t[ Removed sub-003_ses-01_task-WorkingMemory_run-1_events.tsv]\n",
-      "\t[ Removed sub-003_ses-01_task-WorkingMemory_run-1_eventstemp.tsv]\n",
-      "\t[ Removed sub-003_ses-01_task-WorkingMemory_run-1_eventstemp1.tsv]\n",
-      "\t[ Removed sub-003_ses-01_task-WorkingMemory_run-1_eventstemp2.tsv]\n",
-      "\t[ Renamed sub-003_ses-01_task-WorkingMemory_run-1_eventstemp3.tsv\n",
-      "\t\tto sub-003_ses-01_task-WorkingMemory_run-1_events.tsv]\n",
-      "sub-003_ses-01_run-2:\n",
-      "\t[ Removed sub-003_ses-01_task-WorkingMemory_run-2_events.tsv]\n",
-      "\t[ Removed sub-003_ses-01_task-WorkingMemory_run-2_eventstemp.tsv]\n",
-      "\t[ Removed sub-003_ses-01_task-WorkingMemory_run-2_eventstemp1.tsv]\n",
-      "\t[ Removed sub-003_ses-01_task-WorkingMemory_run-2_eventstemp2.tsv]\n",
-      "\t[ Renamed sub-003_ses-01_task-WorkingMemory_run-2_eventstemp3.tsv\n",
-      "\t\tto sub-003_ses-01_task-WorkingMemory_run-2_events.tsv]\n",
-      "sub-003_ses-01_run-3:\n",
-      "\t[ Removed sub-003_ses-01_task-WorkingMemory_run-3_events.tsv]\n",
-      "\t[ Removed sub-003_ses-01_task-WorkingMemory_run-3_eventstemp.tsv]\n",
-      "\t[ Removed sub-003_ses-01_task-WorkingMemory_run-3_eventstemp1.tsv]\n",
-      "\t[ Removed sub-003_ses-01_task-WorkingMemory_run-3_eventstemp2.tsv]\n",
-      "\t[ Renamed sub-003_ses-01_task-WorkingMemory_run-3_eventstemp3.tsv\n",
-      "\t\tto sub-003_ses-01_task-WorkingMemory_run-3_events.tsv]\n",
-      "sub-003_ses-01_run-4:\n",
-      "\t[ Removed sub-003_ses-01_task-WorkingMemory_run-4_events.tsv]\n",
-      "\t[ Removed sub-003_ses-01_task-WorkingMemory_run-4_eventstemp.tsv]\n",
-      "\t[ Removed sub-003_ses-01_task-WorkingMemory_run-4_eventstemp1.tsv]\n",
-      "\t[ Removed sub-003_ses-01_task-WorkingMemory_run-4_eventstemp2.tsv]\n",
-      "\t[ Renamed sub-003_ses-01_task-WorkingMemory_run-4_eventstemp3.tsv\n",
-      "\t\tto sub-003_ses-01_task-WorkingMemory_run-4_events.tsv]\n",
-      "sub-004_ses-01_run-1:\n",
-      "\t[ Removed sub-004_ses-01_task-WorkingMemory_run-1_events.tsv]\n",
-      "\t[ Removed sub-004_ses-01_task-WorkingMemory_run-1_eventstemp.tsv]\n",
-      "\t[ Removed sub-004_ses-01_task-WorkingMemory_run-1_eventstemp1.tsv]\n",
-      "\t[ Removed sub-004_ses-01_task-WorkingMemory_run-1_eventstemp2.tsv]\n",
-      "\t[ Renamed sub-004_ses-01_task-WorkingMemory_run-1_eventstemp3.tsv\n",
-      "\t\tto sub-004_ses-01_task-WorkingMemory_run-1_events.tsv]\n",
-      "sub-004_ses-01_run-2:\n",
-      "\t[ Removed sub-004_ses-01_task-WorkingMemory_run-2_events.tsv]\n",
-      "\t[ Removed sub-004_ses-01_task-WorkingMemory_run-2_eventstemp.tsv]\n",
-      "\t[ Removed sub-004_ses-01_task-WorkingMemory_run-2_eventstemp1.tsv]\n",
-      "\t[ Removed sub-004_ses-01_task-WorkingMemory_run-2_eventstemp2.tsv]\n",
-      "\t[ Renamed sub-004_ses-01_task-WorkingMemory_run-2_eventstemp3.tsv\n",
-      "\t\tto sub-004_ses-01_task-WorkingMemory_run-2_events.tsv]\n",
-      "sub-004_ses-01_run-3:\n",
-      "\t[ Removed sub-004_ses-01_task-WorkingMemory_run-3_events.tsv]\n",
-      "\t[ Removed sub-004_ses-01_task-WorkingMemory_run-3_eventstemp.tsv]\n",
-      "\t[ Removed sub-004_ses-01_task-WorkingMemory_run-3_eventstemp1.tsv]\n",
-      "\t[ Removed sub-004_ses-01_task-WorkingMemory_run-3_eventstemp2.tsv]\n",
-      "\t[ Renamed sub-004_ses-01_task-WorkingMemory_run-3_eventstemp3.tsv\n",
-      "\t\tto sub-004_ses-01_task-WorkingMemory_run-3_events.tsv]\n",
-      "sub-004_ses-01_run-4:\n",
-      "\t[ Removed sub-004_ses-01_task-WorkingMemory_run-4_events.tsv]\n",
-      "\t[ Removed sub-004_ses-01_task-WorkingMemory_run-4_eventstemp.tsv]\n",
-      "\t[ Removed sub-004_ses-01_task-WorkingMemory_run-4_eventstemp1.tsv]\n",
-      "\t[ Removed sub-004_ses-01_task-WorkingMemory_run-4_eventstemp2.tsv]\n",
-      "\t[ Renamed sub-004_ses-01_task-WorkingMemory_run-4_eventstemp3.tsv\n",
-      "\t\tto sub-004_ses-01_task-WorkingMemory_run-4_events.tsv]\n",
-      "sub-005_ses-01_run-1:\n",
-      "\t[ Removed sub-005_ses-01_task-WorkingMemory_run-1_events.tsv]\n",
-      "\t[ Removed sub-005_ses-01_task-WorkingMemory_run-1_eventstemp.tsv]\n",
-      "\t[ Removed sub-005_ses-01_task-WorkingMemory_run-1_eventstemp1.tsv]\n",
-      "\t[ Removed sub-005_ses-01_task-WorkingMemory_run-1_eventstemp2.tsv]\n",
-      "\t[ Renamed sub-005_ses-01_task-WorkingMemory_run-1_eventstemp3.tsv\n",
-      "\t\tto sub-005_ses-01_task-WorkingMemory_run-1_events.tsv]\n",
-      "sub-005_ses-01_run-2:\n",
-      "\t[ Removed sub-005_ses-01_task-WorkingMemory_run-2_events.tsv]\n",
-      "\t[ Removed sub-005_ses-01_task-WorkingMemory_run-2_eventstemp.tsv]\n",
-      "\t[ Removed sub-005_ses-01_task-WorkingMemory_run-2_eventstemp1.tsv]\n",
-      "\t[ Removed sub-005_ses-01_task-WorkingMemory_run-2_eventstemp2.tsv]\n",
-      "\t[ Renamed sub-005_ses-01_task-WorkingMemory_run-2_eventstemp3.tsv\n",
-      "\t\tto sub-005_ses-01_task-WorkingMemory_run-2_events.tsv]\n",
-      "sub-005_ses-01_run-3:\n",
-      "\t[ Removed sub-005_ses-01_task-WorkingMemory_run-3_events.tsv]\n",
-      "\t[ Removed sub-005_ses-01_task-WorkingMemory_run-3_eventstemp.tsv]\n",
-      "\t[ Removed sub-005_ses-01_task-WorkingMemory_run-3_eventstemp1.tsv]\n",
-      "\t[ Removed sub-005_ses-01_task-WorkingMemory_run-3_eventstemp2.tsv]\n",
-      "\t[ Renamed sub-005_ses-01_task-WorkingMemory_run-3_eventstemp3.tsv\n",
-      "\t\tto sub-005_ses-01_task-WorkingMemory_run-3_events.tsv]\n",
-      "sub-005_ses-01_run-4:\n",
-      "\t[ Removed sub-005_ses-01_task-WorkingMemory_run-4_events.tsv]\n",
-      "\t[ Removed sub-005_ses-01_task-WorkingMemory_run-4_eventstemp.tsv]\n",
-      "\t[ Removed sub-005_ses-01_task-WorkingMemory_run-4_eventstemp1.tsv]\n",
-      "\t[ Removed sub-005_ses-01_task-WorkingMemory_run-4_eventstemp2.tsv]\n",
-      "\t[ Renamed sub-005_ses-01_task-WorkingMemory_run-4_eventstemp3.tsv\n",
-      "\t\tto sub-005_ses-01_task-WorkingMemory_run-4_events.tsv]\n",
-      "sub-006_ses-01_run-1:\n",
-      "\t[ Removed sub-006_ses-01_task-WorkingMemory_run-1_events.tsv]\n",
-      "\t[ Removed sub-006_ses-01_task-WorkingMemory_run-1_eventstemp.tsv]\n",
-      "\t[ Removed sub-006_ses-01_task-WorkingMemory_run-1_eventstemp1.tsv]\n",
-      "\t[ Removed sub-006_ses-01_task-WorkingMemory_run-1_eventstemp2.tsv]\n",
-      "\t[ Renamed sub-006_ses-01_task-WorkingMemory_run-1_eventstemp3.tsv\n",
-      "\t\tto sub-006_ses-01_task-WorkingMemory_run-1_events.tsv]\n",
-      "sub-006_ses-01_run-2:\n",
-      "\t[ Removed sub-006_ses-01_task-WorkingMemory_run-2_events.tsv]\n",
-      "\t[ Removed sub-006_ses-01_task-WorkingMemory_run-2_eventstemp.tsv]\n",
-      "\t[ Removed sub-006_ses-01_task-WorkingMemory_run-2_eventstemp1.tsv]\n",
-      "\t[ Removed sub-006_ses-01_task-WorkingMemory_run-2_eventstemp2.tsv]\n",
-      "\t[ Renamed sub-006_ses-01_task-WorkingMemory_run-2_eventstemp3.tsv\n",
-      "\t\tto sub-006_ses-01_task-WorkingMemory_run-2_events.tsv]\n",
-      "sub-006_ses-01_run-3:\n",
-      "\t[ Removed sub-006_ses-01_task-WorkingMemory_run-3_events.tsv]\n",
-      "\t[ Removed sub-006_ses-01_task-WorkingMemory_run-3_eventstemp.tsv]\n",
-      "\t[ Removed sub-006_ses-01_task-WorkingMemory_run-3_eventstemp1.tsv]\n",
-      "\t[ Removed sub-006_ses-01_task-WorkingMemory_run-3_eventstemp2.tsv]\n",
-      "\t[ Renamed sub-006_ses-01_task-WorkingMemory_run-3_eventstemp3.tsv\n",
-      "\t\tto sub-006_ses-01_task-WorkingMemory_run-3_events.tsv]\n",
-      "sub-006_ses-01_run-4:\n",
-      "\t[ Removed sub-006_ses-01_task-WorkingMemory_run-4_events.tsv]\n",
-      "\t[ Removed sub-006_ses-01_task-WorkingMemory_run-4_eventstemp.tsv]\n",
-      "\t[ Removed sub-006_ses-01_task-WorkingMemory_run-4_eventstemp1.tsv]\n",
-      "\t[ Removed sub-006_ses-01_task-WorkingMemory_run-4_eventstemp2.tsv]\n",
-      "\t[ Renamed sub-006_ses-01_task-WorkingMemory_run-4_eventstemp3.tsv\n",
-      "\t\tto sub-006_ses-01_task-WorkingMemory_run-4_events.tsv]\n",
-      "sub-007_ses-01_run-1:\n",
-      "\t[ Removed sub-007_ses-01_task-WorkingMemory_run-1_events.tsv]\n",
-      "\t[ Removed sub-007_ses-01_task-WorkingMemory_run-1_eventstemp.tsv]\n",
-      "\t[ Removed sub-007_ses-01_task-WorkingMemory_run-1_eventstemp1.tsv]\n",
-      "\t[ Removed sub-007_ses-01_task-WorkingMemory_run-1_eventstemp2.tsv]\n",
-      "\t[ Renamed sub-007_ses-01_task-WorkingMemory_run-1_eventstemp3.tsv\n",
-      "\t\tto sub-007_ses-01_task-WorkingMemory_run-1_events.tsv]\n",
-      "sub-007_ses-01_run-2:\n",
-      "\t[ Removed sub-007_ses-01_task-WorkingMemory_run-2_events.tsv]\n",
-      "\t[ Removed sub-007_ses-01_task-WorkingMemory_run-2_eventstemp.tsv]\n",
-      "\t[ Removed sub-007_ses-01_task-WorkingMemory_run-2_eventstemp1.tsv]\n",
-      "\t[ Removed sub-007_ses-01_task-WorkingMemory_run-2_eventstemp2.tsv]\n",
-      "\t[ Renamed sub-007_ses-01_task-WorkingMemory_run-2_eventstemp3.tsv\n",
-      "\t\tto sub-007_ses-01_task-WorkingMemory_run-2_events.tsv]\n",
-      "sub-007_ses-01_run-3:\n",
-      "\t[ Removed sub-007_ses-01_task-WorkingMemory_run-3_events.tsv]\n",
-      "\t[ Removed sub-007_ses-01_task-WorkingMemory_run-3_eventstemp.tsv]\n",
-      "\t[ Removed sub-007_ses-01_task-WorkingMemory_run-3_eventstemp1.tsv]\n",
-      "\t[ Removed sub-007_ses-01_task-WorkingMemory_run-3_eventstemp2.tsv]\n",
-      "\t[ Renamed sub-007_ses-01_task-WorkingMemory_run-3_eventstemp3.tsv\n",
-      "\t\tto sub-007_ses-01_task-WorkingMemory_run-3_events.tsv]\n",
-      "sub-007_ses-01_run-4:\n",
-      "\t[ Removed sub-007_ses-01_task-WorkingMemory_run-4_events.tsv]\n",
-      "\t[ Removed sub-007_ses-01_task-WorkingMemory_run-4_eventstemp.tsv]\n",
-      "\t[ Removed sub-007_ses-01_task-WorkingMemory_run-4_eventstemp1.tsv]\n",
-      "\t[ Removed sub-007_ses-01_task-WorkingMemory_run-4_eventstemp2.tsv]\n",
-      "\t[ Renamed sub-007_ses-01_task-WorkingMemory_run-4_eventstemp3.tsv\n",
-      "\t\tto sub-007_ses-01_task-WorkingMemory_run-4_events.tsv]\n",
-      "sub-008_ses-01_run-1:\n",
-      "\t[ Removed sub-008_ses-01_task-WorkingMemory_run-1_events.tsv]\n",
-      "\t[ Removed sub-008_ses-01_task-WorkingMemory_run-1_eventstemp.tsv]\n",
-      "\t[ Removed sub-008_ses-01_task-WorkingMemory_run-1_eventstemp1.tsv]\n",
-      "\t[ Removed sub-008_ses-01_task-WorkingMemory_run-1_eventstemp2.tsv]\n",
-      "\t[ Renamed sub-008_ses-01_task-WorkingMemory_run-1_eventstemp3.tsv\n",
-      "\t\tto sub-008_ses-01_task-WorkingMemory_run-1_events.tsv]\n",
-      "sub-008_ses-01_run-2:\n",
-      "\t[ Removed sub-008_ses-01_task-WorkingMemory_run-2_events.tsv]\n",
-      "\t[ Removed sub-008_ses-01_task-WorkingMemory_run-2_eventstemp.tsv]\n",
-      "\t[ Removed sub-008_ses-01_task-WorkingMemory_run-2_eventstemp1.tsv]\n",
-      "\t[ Removed sub-008_ses-01_task-WorkingMemory_run-2_eventstemp2.tsv]\n",
-      "\t[ Renamed sub-008_ses-01_task-WorkingMemory_run-2_eventstemp3.tsv\n",
-      "\t\tto sub-008_ses-01_task-WorkingMemory_run-2_events.tsv]\n",
-      "sub-008_ses-01_run-3:\n",
-      "\t[ Removed sub-008_ses-01_task-WorkingMemory_run-3_events.tsv]\n",
-      "\t[ Removed sub-008_ses-01_task-WorkingMemory_run-3_eventstemp.tsv]\n",
-      "\t[ Removed sub-008_ses-01_task-WorkingMemory_run-3_eventstemp1.tsv]\n",
-      "\t[ Removed sub-008_ses-01_task-WorkingMemory_run-3_eventstemp2.tsv]\n",
-      "\t[ Renamed sub-008_ses-01_task-WorkingMemory_run-3_eventstemp3.tsv\n",
-      "\t\tto sub-008_ses-01_task-WorkingMemory_run-3_events.tsv]\n",
-      "sub-008_ses-01_run-4:\n",
-      "\t[ Removed sub-008_ses-01_task-WorkingMemory_run-4_events.tsv]\n",
-      "\t[ Removed sub-008_ses-01_task-WorkingMemory_run-4_eventstemp.tsv]\n",
-      "\t[ Removed sub-008_ses-01_task-WorkingMemory_run-4_eventstemp1.tsv]\n",
-      "\t[ Removed sub-008_ses-01_task-WorkingMemory_run-4_eventstemp2.tsv]\n",
-      "\t[ Renamed sub-008_ses-01_task-WorkingMemory_run-4_eventstemp3.tsv\n",
-      "\t\tto sub-008_ses-01_task-WorkingMemory_run-4_events.tsv]\n",
-      "sub-009_ses-01_run-1:\n",
-      "\t[ Removed sub-009_ses-01_task-WorkingMemory_run-1_events.tsv]\n",
-      "\t[ Removed sub-009_ses-01_task-WorkingMemory_run-1_eventstemp.tsv]\n",
-      "\t[ Removed sub-009_ses-01_task-WorkingMemory_run-1_eventstemp1.tsv]\n",
-      "\t[ Removed sub-009_ses-01_task-WorkingMemory_run-1_eventstemp2.tsv]\n",
-      "\t[ Renamed sub-009_ses-01_task-WorkingMemory_run-1_eventstemp3.tsv\n",
-      "\t\tto sub-009_ses-01_task-WorkingMemory_run-1_events.tsv]\n",
-      "sub-009_ses-01_run-2:\n",
-      "\t[ Removed sub-009_ses-01_task-WorkingMemory_run-2_events.tsv]\n",
-      "\t[ Removed sub-009_ses-01_task-WorkingMemory_run-2_eventstemp.tsv]\n",
-      "\t[ Removed sub-009_ses-01_task-WorkingMemory_run-2_eventstemp1.tsv]\n",
-      "\t[ Removed sub-009_ses-01_task-WorkingMemory_run-2_eventstemp2.tsv]\n",
-      "\t[ Renamed sub-009_ses-01_task-WorkingMemory_run-2_eventstemp3.tsv\n",
-      "\t\tto sub-009_ses-01_task-WorkingMemory_run-2_events.tsv]\n",
-      "sub-009_ses-01_run-3:\n",
-      "\t[ Removed sub-009_ses-01_task-WorkingMemory_run-3_events.tsv]\n",
-      "\t[ Removed sub-009_ses-01_task-WorkingMemory_run-3_eventstemp.tsv]\n",
-      "\t[ Removed sub-009_ses-01_task-WorkingMemory_run-3_eventstemp1.tsv]\n",
-      "\t[ Removed sub-009_ses-01_task-WorkingMemory_run-3_eventstemp2.tsv]\n",
-      "\t[ Renamed sub-009_ses-01_task-WorkingMemory_run-3_eventstemp3.tsv\n",
-      "\t\tto sub-009_ses-01_task-WorkingMemory_run-3_events.tsv]\n",
-      "sub-009_ses-01_run-4:\n",
-      "\t[ Removed sub-009_ses-01_task-WorkingMemory_run-4_events.tsv]\n",
-      "\t[ Removed sub-009_ses-01_task-WorkingMemory_run-4_eventstemp.tsv]\n",
-      "\t[ Removed sub-009_ses-01_task-WorkingMemory_run-4_eventstemp1.tsv]\n",
-      "\t[ Removed sub-009_ses-01_task-WorkingMemory_run-4_eventstemp2.tsv]\n",
-      "\t[ Renamed sub-009_ses-01_task-WorkingMemory_run-4_eventstemp3.tsv\n",
-      "\t\tto sub-009_ses-01_task-WorkingMemory_run-4_events.tsv]\n",
-      "sub-010_ses-01_run-1:\n",
-      "\t[ Removed sub-010_ses-01_task-WorkingMemory_run-1_events.tsv]\n",
-      "\t[ Removed sub-010_ses-01_task-WorkingMemory_run-1_eventstemp.tsv]\n",
-      "\t[ Removed sub-010_ses-01_task-WorkingMemory_run-1_eventstemp1.tsv]\n",
-      "\t[ Removed sub-010_ses-01_task-WorkingMemory_run-1_eventstemp2.tsv]\n",
-      "\t[ Renamed sub-010_ses-01_task-WorkingMemory_run-1_eventstemp3.tsv\n",
-      "\t\tto sub-010_ses-01_task-WorkingMemory_run-1_events.tsv]\n",
-      "sub-010_ses-01_run-2:\n",
-      "\t[ Removed sub-010_ses-01_task-WorkingMemory_run-2_events.tsv]\n",
-      "\t[ Removed sub-010_ses-01_task-WorkingMemory_run-2_eventstemp.tsv]\n",
-      "\t[ Removed sub-010_ses-01_task-WorkingMemory_run-2_eventstemp1.tsv]\n",
-      "\t[ Removed sub-010_ses-01_task-WorkingMemory_run-2_eventstemp2.tsv]\n",
-      "\t[ Renamed sub-010_ses-01_task-WorkingMemory_run-2_eventstemp3.tsv\n",
-      "\t\tto sub-010_ses-01_task-WorkingMemory_run-2_events.tsv]\n",
-      "sub-010_ses-01_run-3:\n",
-      "\t[ Removed sub-010_ses-01_task-WorkingMemory_run-3_events.tsv]\n",
-      "\t[ Removed sub-010_ses-01_task-WorkingMemory_run-3_eventstemp.tsv]\n",
-      "\t[ Removed sub-010_ses-01_task-WorkingMemory_run-3_eventstemp1.tsv]\n",
-      "\t[ Removed sub-010_ses-01_task-WorkingMemory_run-3_eventstemp2.tsv]\n",
-      "\t[ Renamed sub-010_ses-01_task-WorkingMemory_run-3_eventstemp3.tsv\n",
-      "\t\tto sub-010_ses-01_task-WorkingMemory_run-3_events.tsv]\n",
-      "sub-010_ses-01_run-4:\n",
-      "\t[ Removed sub-010_ses-01_task-WorkingMemory_run-4_events.tsv]\n",
-      "\t[ Removed sub-010_ses-01_task-WorkingMemory_run-4_eventstemp.tsv]\n",
-      "\t[ Removed sub-010_ses-01_task-WorkingMemory_run-4_eventstemp1.tsv]\n",
-      "\t[ Removed sub-010_ses-01_task-WorkingMemory_run-4_eventstemp2.tsv]\n",
-      "\t[ Renamed sub-010_ses-01_task-WorkingMemory_run-4_eventstemp3.tsv\n",
-      "\t\tto sub-010_ses-01_task-WorkingMemory_run-4_events.tsv]\n",
-      "sub-011_ses-01_run-1:\n",
-      "\t[ Removed sub-011_ses-01_task-WorkingMemory_run-1_events.tsv]\n",
-      "\t[ Removed sub-011_ses-01_task-WorkingMemory_run-1_eventstemp.tsv]\n",
-      "\t[ Removed sub-011_ses-01_task-WorkingMemory_run-1_eventstemp1.tsv]\n",
-      "\t[ Removed sub-011_ses-01_task-WorkingMemory_run-1_eventstemp2.tsv]\n",
-      "\t[ Renamed sub-011_ses-01_task-WorkingMemory_run-1_eventstemp3.tsv\n",
-      "\t\tto sub-011_ses-01_task-WorkingMemory_run-1_events.tsv]\n",
-      "sub-011_ses-01_run-2:\n",
-      "\t[ Removed sub-011_ses-01_task-WorkingMemory_run-2_events.tsv]\n",
-      "\t[ Removed sub-011_ses-01_task-WorkingMemory_run-2_eventstemp.tsv]\n",
-      "\t[ Removed sub-011_ses-01_task-WorkingMemory_run-2_eventstemp1.tsv]\n",
-      "\t[ Removed sub-011_ses-01_task-WorkingMemory_run-2_eventstemp2.tsv]\n",
-      "\t[ Renamed sub-011_ses-01_task-WorkingMemory_run-2_eventstemp3.tsv\n",
-      "\t\tto sub-011_ses-01_task-WorkingMemory_run-2_events.tsv]\n",
-      "sub-011_ses-01_run-3:\n",
-      "\t[ Removed sub-011_ses-01_task-WorkingMemory_run-3_events.tsv]\n",
-      "\t[ Removed sub-011_ses-01_task-WorkingMemory_run-3_eventstemp.tsv]\n",
-      "\t[ Removed sub-011_ses-01_task-WorkingMemory_run-3_eventstemp1.tsv]\n",
-      "\t[ Removed sub-011_ses-01_task-WorkingMemory_run-3_eventstemp2.tsv]\n",
-      "\t[ Renamed sub-011_ses-01_task-WorkingMemory_run-3_eventstemp3.tsv\n",
-      "\t\tto sub-011_ses-01_task-WorkingMemory_run-3_events.tsv]\n",
-      "sub-011_ses-01_run-4:\n",
-      "\t[ Removed sub-011_ses-01_task-WorkingMemory_run-4_events.tsv]\n",
-      "\t[ Removed sub-011_ses-01_task-WorkingMemory_run-4_eventstemp.tsv]\n",
-      "\t[ Removed sub-011_ses-01_task-WorkingMemory_run-4_eventstemp1.tsv]\n",
-      "\t[ Removed sub-011_ses-01_task-WorkingMemory_run-4_eventstemp2.tsv]\n",
-      "\t[ Renamed sub-011_ses-01_task-WorkingMemory_run-4_eventstemp3.tsv\n",
-      "\t\tto sub-011_ses-01_task-WorkingMemory_run-4_events.tsv]\n",
-      "sub-012_ses-01_run-1:\n",
-      "\t[ Removed sub-012_ses-01_task-WorkingMemory_run-1_events.tsv]\n",
-      "\t[ Removed sub-012_ses-01_task-WorkingMemory_run-1_eventstemp.tsv]\n",
-      "\t[ Removed sub-012_ses-01_task-WorkingMemory_run-1_eventstemp1.tsv]\n",
-      "\t[ Removed sub-012_ses-01_task-WorkingMemory_run-1_eventstemp2.tsv]\n",
-      "\t[ Renamed sub-012_ses-01_task-WorkingMemory_run-1_eventstemp3.tsv\n",
-      "\t\tto sub-012_ses-01_task-WorkingMemory_run-1_events.tsv]\n",
-      "sub-012_ses-01_run-2:\n",
-      "\t[ Removed sub-012_ses-01_task-WorkingMemory_run-2_events.tsv]\n",
-      "\t[ Removed sub-012_ses-01_task-WorkingMemory_run-2_eventstemp.tsv]\n",
-      "\t[ Removed sub-012_ses-01_task-WorkingMemory_run-2_eventstemp1.tsv]\n",
-      "\t[ Removed sub-012_ses-01_task-WorkingMemory_run-2_eventstemp2.tsv]\n",
-      "\t[ Renamed sub-012_ses-01_task-WorkingMemory_run-2_eventstemp3.tsv\n",
-      "\t\tto sub-012_ses-01_task-WorkingMemory_run-2_events.tsv]\n",
-      "sub-012_ses-01_run-3:\n",
-      "\t[ Removed sub-012_ses-01_task-WorkingMemory_run-3_events.tsv]\n",
-      "\t[ Removed sub-012_ses-01_task-WorkingMemory_run-3_eventstemp.tsv]\n",
-      "\t[ Removed sub-012_ses-01_task-WorkingMemory_run-3_eventstemp1.tsv]\n",
-      "\t[ Removed sub-012_ses-01_task-WorkingMemory_run-3_eventstemp2.tsv]\n",
-      "\t[ Renamed sub-012_ses-01_task-WorkingMemory_run-3_eventstemp3.tsv\n",
-      "\t\tto sub-012_ses-01_task-WorkingMemory_run-3_events.tsv]\n",
-      "sub-014_ses-01_run-1:\n",
-      "\t[ Removed sub-014_ses-01_task-WorkingMemory_run-1_events.tsv]\n",
-      "\t[ Removed sub-014_ses-01_task-WorkingMemory_run-1_eventstemp.tsv]\n",
-      "\t[ Removed sub-014_ses-01_task-WorkingMemory_run-1_eventstemp1.tsv]\n",
-      "\t[ Removed sub-014_ses-01_task-WorkingMemory_run-1_eventstemp2.tsv]\n",
-      "\t[ Renamed sub-014_ses-01_task-WorkingMemory_run-1_eventstemp3.tsv\n",
-      "\t\tto sub-014_ses-01_task-WorkingMemory_run-1_events.tsv]\n",
-      "sub-014_ses-01_run-2:\n",
-      "\t[ Removed sub-014_ses-01_task-WorkingMemory_run-2_events.tsv]\n",
-      "\t[ Removed sub-014_ses-01_task-WorkingMemory_run-2_eventstemp.tsv]\n",
-      "\t[ Removed sub-014_ses-01_task-WorkingMemory_run-2_eventstemp1.tsv]\n",
-      "\t[ Removed sub-014_ses-01_task-WorkingMemory_run-2_eventstemp2.tsv]\n",
-      "\t[ Renamed sub-014_ses-01_task-WorkingMemory_run-2_eventstemp3.tsv\n",
-      "\t\tto sub-014_ses-01_task-WorkingMemory_run-2_events.tsv]\n",
-      "sub-014_ses-01_run-3:\n",
-      "\t[ Removed sub-014_ses-01_task-WorkingMemory_run-3_events.tsv]\n",
-      "\t[ Removed sub-014_ses-01_task-WorkingMemory_run-3_eventstemp.tsv]\n",
-      "\t[ Removed sub-014_ses-01_task-WorkingMemory_run-3_eventstemp1.tsv]\n",
-      "\t[ Removed sub-014_ses-01_task-WorkingMemory_run-3_eventstemp2.tsv]\n",
-      "\t[ Renamed sub-014_ses-01_task-WorkingMemory_run-3_eventstemp3.tsv\n",
-      "\t\tto sub-014_ses-01_task-WorkingMemory_run-3_events.tsv]\n",
-      "sub-015_ses-01_run-1:\n",
-      "\t[ Removed sub-015_ses-01_task-WorkingMemory_run-1_events.tsv]\n",
-      "\t[ Removed sub-015_ses-01_task-WorkingMemory_run-1_eventstemp.tsv]\n",
-      "\t[ Removed sub-015_ses-01_task-WorkingMemory_run-1_eventstemp1.tsv]\n",
-      "\t[ Removed sub-015_ses-01_task-WorkingMemory_run-1_eventstemp2.tsv]\n",
-      "\t[ Renamed sub-015_ses-01_task-WorkingMemory_run-1_eventstemp3.tsv\n",
-      "\t\tto sub-015_ses-01_task-WorkingMemory_run-1_events.tsv]\n",
-      "sub-015_ses-01_run-2:\n",
-      "\t[ Removed sub-015_ses-01_task-WorkingMemory_run-2_events.tsv]\n",
-      "\t[ Removed sub-015_ses-01_task-WorkingMemory_run-2_eventstemp.tsv]\n",
-      "\t[ Removed sub-015_ses-01_task-WorkingMemory_run-2_eventstemp1.tsv]\n",
-      "\t[ Removed sub-015_ses-01_task-WorkingMemory_run-2_eventstemp2.tsv]\n",
-      "\t[ Renamed sub-015_ses-01_task-WorkingMemory_run-2_eventstemp3.tsv\n",
-      "\t\tto sub-015_ses-01_task-WorkingMemory_run-2_events.tsv]\n",
-      "sub-015_ses-01_run-3:\n",
-      "\t[ Removed sub-015_ses-01_task-WorkingMemory_run-3_events.tsv]\n",
-      "\t[ Removed sub-015_ses-01_task-WorkingMemory_run-3_eventstemp.tsv]\n",
-      "\t[ Removed sub-015_ses-01_task-WorkingMemory_run-3_eventstemp1.tsv]\n",
-      "\t[ Removed sub-015_ses-01_task-WorkingMemory_run-3_eventstemp2.tsv]\n",
-      "\t[ Renamed sub-015_ses-01_task-WorkingMemory_run-3_eventstemp3.tsv\n",
-      "\t\tto sub-015_ses-01_task-WorkingMemory_run-3_events.tsv]\n",
-      "sub-016_ses-01_run-1:\n",
-      "\t[ Removed sub-016_ses-01_task-WorkingMemory_run-1_events.tsv]\n",
-      "\t[ Removed sub-016_ses-01_task-WorkingMemory_run-1_eventstemp.tsv]\n",
-      "\t[ Removed sub-016_ses-01_task-WorkingMemory_run-1_eventstemp1.tsv]\n",
-      "\t[ Removed sub-016_ses-01_task-WorkingMemory_run-1_eventstemp2.tsv]\n",
-      "\t[ Renamed sub-016_ses-01_task-WorkingMemory_run-1_eventstemp3.tsv\n",
-      "\t\tto sub-016_ses-01_task-WorkingMemory_run-1_events.tsv]\n",
-      "sub-016_ses-01_run-2:\n",
-      "\t[ Removed sub-016_ses-01_task-WorkingMemory_run-2_events.tsv]\n",
-      "\t[ Removed sub-016_ses-01_task-WorkingMemory_run-2_eventstemp.tsv]\n",
-      "\t[ Removed sub-016_ses-01_task-WorkingMemory_run-2_eventstemp1.tsv]\n",
-      "\t[ Removed sub-016_ses-01_task-WorkingMemory_run-2_eventstemp2.tsv]\n",
-      "\t[ Renamed sub-016_ses-01_task-WorkingMemory_run-2_eventstemp3.tsv\n",
-      "\t\tto sub-016_ses-01_task-WorkingMemory_run-2_events.tsv]\n",
-      "sub-016_ses-01_run-3:\n",
-      "\t[ Removed sub-016_ses-01_task-WorkingMemory_run-3_events.tsv]\n",
-      "\t[ Removed sub-016_ses-01_task-WorkingMemory_run-3_eventstemp.tsv]\n",
-      "\t[ Removed sub-016_ses-01_task-WorkingMemory_run-3_eventstemp1.tsv]\n",
-      "\t[ Removed sub-016_ses-01_task-WorkingMemory_run-3_eventstemp2.tsv]\n",
-      "\t[ Renamed sub-016_ses-01_task-WorkingMemory_run-3_eventstemp3.tsv\n",
-      "\t\tto sub-016_ses-01_task-WorkingMemory_run-3_events.tsv]\n",
-      "sub-017_ses-01_run-1:\n",
-      "\t[ Removed sub-017_ses-01_task-WorkingMemory_run-1_events.tsv]\n",
-      "\t[ Removed sub-017_ses-01_task-WorkingMemory_run-1_eventstemp.tsv]\n",
-      "\t[ Removed sub-017_ses-01_task-WorkingMemory_run-1_eventstemp1.tsv]\n",
-      "\t[ Removed sub-017_ses-01_task-WorkingMemory_run-1_eventstemp2.tsv]\n",
-      "\t[ Renamed sub-017_ses-01_task-WorkingMemory_run-1_eventstemp3.tsv\n",
-      "\t\tto sub-017_ses-01_task-WorkingMemory_run-1_events.tsv]\n",
-      "sub-017_ses-01_run-2:\n",
-      "\t[ Removed sub-017_ses-01_task-WorkingMemory_run-2_events.tsv]\n",
-      "\t[ Removed sub-017_ses-01_task-WorkingMemory_run-2_eventstemp.tsv]\n",
-      "\t[ Removed sub-017_ses-01_task-WorkingMemory_run-2_eventstemp1.tsv]\n",
-      "\t[ Removed sub-017_ses-01_task-WorkingMemory_run-2_eventstemp2.tsv]\n",
-      "\t[ Renamed sub-017_ses-01_task-WorkingMemory_run-2_eventstemp3.tsv\n",
-      "\t\tto sub-017_ses-01_task-WorkingMemory_run-2_events.tsv]\n",
-      "sub-017_ses-01_run-3:\n",
-      "\t[ Removed sub-017_ses-01_task-WorkingMemory_run-3_events.tsv]\n",
-      "\t[ Removed sub-017_ses-01_task-WorkingMemory_run-3_eventstemp.tsv]\n",
-      "\t[ Removed sub-017_ses-01_task-WorkingMemory_run-3_eventstemp1.tsv]\n",
-      "\t[ Removed sub-017_ses-01_task-WorkingMemory_run-3_eventstemp2.tsv]\n",
-      "\t[ Renamed sub-017_ses-01_task-WorkingMemory_run-3_eventstemp3.tsv\n",
-      "\t\tto sub-017_ses-01_task-WorkingMemory_run-3_events.tsv]\n",
-      "sub-018_ses-01_run-1:\n",
-      "\t[ Removed sub-018_ses-01_task-WorkingMemory_run-1_events.tsv]\n",
-      "\t[ Removed sub-018_ses-01_task-WorkingMemory_run-1_eventstemp.tsv]\n",
-      "\t[ Removed sub-018_ses-01_task-WorkingMemory_run-1_eventstemp1.tsv]\n",
-      "\t[ Removed sub-018_ses-01_task-WorkingMemory_run-1_eventstemp2.tsv]\n",
-      "\t[ Renamed sub-018_ses-01_task-WorkingMemory_run-1_eventstemp3.tsv\n",
-      "\t\tto sub-018_ses-01_task-WorkingMemory_run-1_events.tsv]\n",
-      "sub-018_ses-01_run-2:\n",
-      "\t[ Removed sub-018_ses-01_task-WorkingMemory_run-2_events.tsv]\n",
-      "\t[ Removed sub-018_ses-01_task-WorkingMemory_run-2_eventstemp.tsv]\n",
-      "\t[ Removed sub-018_ses-01_task-WorkingMemory_run-2_eventstemp1.tsv]\n",
-      "\t[ Removed sub-018_ses-01_task-WorkingMemory_run-2_eventstemp2.tsv]\n",
-      "\t[ Renamed sub-018_ses-01_task-WorkingMemory_run-2_eventstemp3.tsv\n",
-      "\t\tto sub-018_ses-01_task-WorkingMemory_run-2_events.tsv]\n",
-      "sub-018_ses-01_run-3:\n",
-      "\t[ Removed sub-018_ses-01_task-WorkingMemory_run-3_events.tsv]\n",
-      "\t[ Removed sub-018_ses-01_task-WorkingMemory_run-3_eventstemp.tsv]\n",
-      "\t[ Removed sub-018_ses-01_task-WorkingMemory_run-3_eventstemp1.tsv]\n",
-      "\t[ Removed sub-018_ses-01_task-WorkingMemory_run-3_eventstemp2.tsv]\n",
-      "\t[ Renamed sub-018_ses-01_task-WorkingMemory_run-3_eventstemp3.tsv\n",
-      "\t\tto sub-018_ses-01_task-WorkingMemory_run-3_events.tsv]\n",
-      "sub-019_ses-01_run-1:\n",
-      "\t[ Removed sub-019_ses-01_task-WorkingMemory_run-1_events.tsv]\n",
-      "\t[ Removed sub-019_ses-01_task-WorkingMemory_run-1_eventstemp.tsv]\n",
-      "\t[ Removed sub-019_ses-01_task-WorkingMemory_run-1_eventstemp1.tsv]\n",
-      "\t[ Removed sub-019_ses-01_task-WorkingMemory_run-1_eventstemp2.tsv]\n",
-      "\t[ Renamed sub-019_ses-01_task-WorkingMemory_run-1_eventstemp3.tsv\n",
-      "\t\tto sub-019_ses-01_task-WorkingMemory_run-1_events.tsv]\n",
-      "sub-019_ses-01_run-2:\n",
-      "\t[ Removed sub-019_ses-01_task-WorkingMemory_run-2_events.tsv]\n",
-      "\t[ Removed sub-019_ses-01_task-WorkingMemory_run-2_eventstemp.tsv]\n",
-      "\t[ Removed sub-019_ses-01_task-WorkingMemory_run-2_eventstemp1.tsv]\n",
-      "\t[ Removed sub-019_ses-01_task-WorkingMemory_run-2_eventstemp2.tsv]\n",
-      "\t[ Renamed sub-019_ses-01_task-WorkingMemory_run-2_eventstemp3.tsv\n",
-      "\t\tto sub-019_ses-01_task-WorkingMemory_run-2_events.tsv]\n",
-      "sub-019_ses-01_run-3:\n",
-      "\t[ Removed sub-019_ses-01_task-WorkingMemory_run-3_events.tsv]\n",
-      "\t[ Removed sub-019_ses-01_task-WorkingMemory_run-3_eventstemp.tsv]\n",
-      "\t[ Removed sub-019_ses-01_task-WorkingMemory_run-3_eventstemp1.tsv]\n",
-      "\t[ Removed sub-019_ses-01_task-WorkingMemory_run-3_eventstemp2.tsv]\n",
-      "\t[ Renamed sub-019_ses-01_task-WorkingMemory_run-3_eventstemp3.tsv\n",
-      "\t\tto sub-019_ses-01_task-WorkingMemory_run-3_events.tsv]\n",
-      "sub-020_ses-01_run-1:\n",
-      "\t[ Removed sub-020_ses-01_task-WorkingMemory_run-1_events.tsv]\n",
-      "\t[ Removed sub-020_ses-01_task-WorkingMemory_run-1_eventstemp.tsv]\n",
-      "\t[ Removed sub-020_ses-01_task-WorkingMemory_run-1_eventstemp1.tsv]\n",
-      "\t[ Removed sub-020_ses-01_task-WorkingMemory_run-1_eventstemp2.tsv]\n",
-      "\t[ Renamed sub-020_ses-01_task-WorkingMemory_run-1_eventstemp3.tsv\n",
-      "\t\tto sub-020_ses-01_task-WorkingMemory_run-1_events.tsv]\n",
-      "sub-020_ses-01_run-2:\n",
-      "\t[ Removed sub-020_ses-01_task-WorkingMemory_run-2_events.tsv]\n",
-      "\t[ Removed sub-020_ses-01_task-WorkingMemory_run-2_eventstemp.tsv]\n",
-      "\t[ Removed sub-020_ses-01_task-WorkingMemory_run-2_eventstemp1.tsv]\n",
-      "\t[ Removed sub-020_ses-01_task-WorkingMemory_run-2_eventstemp2.tsv]\n",
-      "\t[ Renamed sub-020_ses-01_task-WorkingMemory_run-2_eventstemp3.tsv\n",
-      "\t\tto sub-020_ses-01_task-WorkingMemory_run-2_events.tsv]\n",
-      "sub-020_ses-01_run-3:\n",
-      "\t[ Removed sub-020_ses-01_task-WorkingMemory_run-3_events.tsv]\n",
-      "\t[ Removed sub-020_ses-01_task-WorkingMemory_run-3_eventstemp.tsv]\n",
-      "\t[ Removed sub-020_ses-01_task-WorkingMemory_run-3_eventstemp1.tsv]\n",
-      "\t[ Removed sub-020_ses-01_task-WorkingMemory_run-3_eventstemp2.tsv]\n",
-      "\t[ Renamed sub-020_ses-01_task-WorkingMemory_run-3_eventstemp3.tsv\n",
-      "\t\tto sub-020_ses-01_task-WorkingMemory_run-3_events.tsv]\n",
-      "sub-021_ses-01_run-1:\n",
-      "\t[ Removed sub-021_ses-01_task-WorkingMemory_run-1_events.tsv]\n",
-      "\t[ Removed sub-021_ses-01_task-WorkingMemory_run-1_eventstemp.tsv]\n",
-      "\t[ Removed sub-021_ses-01_task-WorkingMemory_run-1_eventstemp1.tsv]\n",
-      "\t[ Removed sub-021_ses-01_task-WorkingMemory_run-1_eventstemp2.tsv]\n",
-      "\t[ Renamed sub-021_ses-01_task-WorkingMemory_run-1_eventstemp3.tsv\n",
-      "\t\tto sub-021_ses-01_task-WorkingMemory_run-1_events.tsv]\n",
-      "sub-021_ses-01_run-2:\n",
-      "\t[ Removed sub-021_ses-01_task-WorkingMemory_run-2_events.tsv]\n",
-      "\t[ Removed sub-021_ses-01_task-WorkingMemory_run-2_eventstemp.tsv]\n",
-      "\t[ Removed sub-021_ses-01_task-WorkingMemory_run-2_eventstemp1.tsv]\n",
-      "\t[ Removed sub-021_ses-01_task-WorkingMemory_run-2_eventstemp2.tsv]\n",
-      "\t[ Renamed sub-021_ses-01_task-WorkingMemory_run-2_eventstemp3.tsv\n",
-      "\t\tto sub-021_ses-01_task-WorkingMemory_run-2_events.tsv]\n",
-      "sub-021_ses-01_run-3:\n",
-      "\t[ Removed sub-021_ses-01_task-WorkingMemory_run-3_events.tsv]\n",
-      "\t[ Removed sub-021_ses-01_task-WorkingMemory_run-3_eventstemp.tsv]\n",
-      "\t[ Removed sub-021_ses-01_task-WorkingMemory_run-3_eventstemp1.tsv]\n",
-      "\t[ Removed sub-021_ses-01_task-WorkingMemory_run-3_eventstemp2.tsv]\n",
-      "\t[ Renamed sub-021_ses-01_task-WorkingMemory_run-3_eventstemp3.tsv\n",
-      "\t\tto sub-021_ses-01_task-WorkingMemory_run-3_events.tsv]\n",
-      "sub-022_ses-01_run-1:\n",
-      "\t[ Removed sub-022_ses-01_task-WorkingMemory_run-1_events.tsv]\n",
-      "\t[ Removed sub-022_ses-01_task-WorkingMemory_run-1_eventstemp.tsv]\n",
-      "\t[ Removed sub-022_ses-01_task-WorkingMemory_run-1_eventstemp1.tsv]\n",
-      "\t[ Removed sub-022_ses-01_task-WorkingMemory_run-1_eventstemp2.tsv]\n",
-      "\t[ Renamed sub-022_ses-01_task-WorkingMemory_run-1_eventstemp3.tsv\n",
-      "\t\tto sub-022_ses-01_task-WorkingMemory_run-1_events.tsv]\n",
-      "sub-022_ses-01_run-2:\n",
-      "\t[ Removed sub-022_ses-01_task-WorkingMemory_run-2_events.tsv]\n",
-      "\t[ Removed sub-022_ses-01_task-WorkingMemory_run-2_eventstemp.tsv]\n",
-      "\t[ Removed sub-022_ses-01_task-WorkingMemory_run-2_eventstemp1.tsv]\n",
-      "\t[ Removed sub-022_ses-01_task-WorkingMemory_run-2_eventstemp2.tsv]\n",
-      "\t[ Renamed sub-022_ses-01_task-WorkingMemory_run-2_eventstemp3.tsv\n",
-      "\t\tto sub-022_ses-01_task-WorkingMemory_run-2_events.tsv]\n",
-      "sub-022_ses-01_run-3:\n",
-      "\t[ Removed sub-022_ses-01_task-WorkingMemory_run-3_events.tsv]\n",
-      "\t[ Removed sub-022_ses-01_task-WorkingMemory_run-3_eventstemp.tsv]\n",
-      "\t[ Removed sub-022_ses-01_task-WorkingMemory_run-3_eventstemp1.tsv]\n",
-      "\t[ Removed sub-022_ses-01_task-WorkingMemory_run-3_eventstemp2.tsv]\n",
-      "\t[ Renamed sub-022_ses-01_task-WorkingMemory_run-3_eventstemp3.tsv\n",
-      "\t\tto sub-022_ses-01_task-WorkingMemory_run-3_events.tsv]\n",
-      "sub-022_ses-01_run-4:\n",
-      "\t[ Removed sub-022_ses-01_task-WorkingMemory_run-4_events.tsv]\n",
-      "\t[ Removed sub-022_ses-01_task-WorkingMemory_run-4_eventstemp.tsv]\n",
-      "\t[ Removed sub-022_ses-01_task-WorkingMemory_run-4_eventstemp1.tsv]\n",
-      "\t[ Removed sub-022_ses-01_task-WorkingMemory_run-4_eventstemp2.tsv]\n",
-      "\t[ Renamed sub-022_ses-01_task-WorkingMemory_run-4_eventstemp3.tsv\n",
-      "\t\tto sub-022_ses-01_task-WorkingMemory_run-4_events.tsv]\n",
-      "sub-022_ses-01_run-5:\n",
-      "\t[ Removed sub-022_ses-01_task-WorkingMemory_run-5_events.tsv]\n",
-      "\t[ Removed sub-022_ses-01_task-WorkingMemory_run-5_eventstemp.tsv]\n",
-      "\t[ Removed sub-022_ses-01_task-WorkingMemory_run-5_eventstemp1.tsv]\n",
-      "\t[ Removed sub-022_ses-01_task-WorkingMemory_run-5_eventstemp2.tsv]\n",
-      "\t[ Renamed sub-022_ses-01_task-WorkingMemory_run-5_eventstemp3.tsv\n",
-      "\t\tto sub-022_ses-01_task-WorkingMemory_run-5_events.tsv]\n",
-      "sub-022_ses-01_run-6:\n",
-      "\t[ Removed sub-022_ses-01_task-WorkingMemory_run-6_events.tsv]\n",
-      "\t[ Removed sub-022_ses-01_task-WorkingMemory_run-6_eventstemp.tsv]\n",
-      "\t[ Removed sub-022_ses-01_task-WorkingMemory_run-6_eventstemp1.tsv]\n",
-      "\t[ Removed sub-022_ses-01_task-WorkingMemory_run-6_eventstemp2.tsv]\n",
-      "\t[ Renamed sub-022_ses-01_task-WorkingMemory_run-6_eventstemp3.tsv\n",
-      "\t\tto sub-022_ses-01_task-WorkingMemory_run-6_events.tsv]\n",
-      "sub-023_ses-01_run-1:\n",
-      "\t[ Removed sub-023_ses-01_task-WorkingMemory_run-1_events.tsv]\n",
-      "\t[ Removed sub-023_ses-01_task-WorkingMemory_run-1_eventstemp.tsv]\n",
-      "\t[ Removed sub-023_ses-01_task-WorkingMemory_run-1_eventstemp1.tsv]\n",
-      "\t[ Removed sub-023_ses-01_task-WorkingMemory_run-1_eventstemp2.tsv]\n",
-      "\t[ Renamed sub-023_ses-01_task-WorkingMemory_run-1_eventstemp3.tsv\n",
-      "\t\tto sub-023_ses-01_task-WorkingMemory_run-1_events.tsv]\n",
-      "sub-023_ses-01_run-2:\n",
-      "\t[ Removed sub-023_ses-01_task-WorkingMemory_run-2_events.tsv]\n",
-      "\t[ Removed sub-023_ses-01_task-WorkingMemory_run-2_eventstemp.tsv]\n",
-      "\t[ Removed sub-023_ses-01_task-WorkingMemory_run-2_eventstemp1.tsv]\n",
-      "\t[ Removed sub-023_ses-01_task-WorkingMemory_run-2_eventstemp2.tsv]\n",
-      "\t[ Renamed sub-023_ses-01_task-WorkingMemory_run-2_eventstemp3.tsv\n",
-      "\t\tto sub-023_ses-01_task-WorkingMemory_run-2_events.tsv]\n",
-      "sub-023_ses-01_run-3:\n",
-      "\t[ Removed sub-023_ses-01_task-WorkingMemory_run-3_events.tsv]\n",
-      "\t[ Removed sub-023_ses-01_task-WorkingMemory_run-3_eventstemp.tsv]\n",
-      "\t[ Removed sub-023_ses-01_task-WorkingMemory_run-3_eventstemp1.tsv]\n",
-      "\t[ Removed sub-023_ses-01_task-WorkingMemory_run-3_eventstemp2.tsv]\n",
-      "\t[ Renamed sub-023_ses-01_task-WorkingMemory_run-3_eventstemp3.tsv\n",
-      "\t\tto sub-023_ses-01_task-WorkingMemory_run-3_events.tsv]\n",
-      "sub-023_ses-01_run-4:\n",
-      "\t[ Removed sub-023_ses-01_task-WorkingMemory_run-4_events.tsv]\n",
-      "\t[ Removed sub-023_ses-01_task-WorkingMemory_run-4_eventstemp.tsv]\n",
-      "\t[ Removed sub-023_ses-01_task-WorkingMemory_run-4_eventstemp1.tsv]\n",
-      "\t[ Removed sub-023_ses-01_task-WorkingMemory_run-4_eventstemp2.tsv]\n",
-      "\t[ Renamed sub-023_ses-01_task-WorkingMemory_run-4_eventstemp3.tsv\n",
-      "\t\tto sub-023_ses-01_task-WorkingMemory_run-4_events.tsv]\n",
-      "sub-023_ses-01_run-5:\n",
-      "\t[ Removed sub-023_ses-01_task-WorkingMemory_run-5_events.tsv]\n",
-      "\t[ Removed sub-023_ses-01_task-WorkingMemory_run-5_eventstemp.tsv]\n",
-      "\t[ Removed sub-023_ses-01_task-WorkingMemory_run-5_eventstemp1.tsv]\n",
-      "\t[ Removed sub-023_ses-01_task-WorkingMemory_run-5_eventstemp2.tsv]\n",
-      "\t[ Renamed sub-023_ses-01_task-WorkingMemory_run-5_eventstemp3.tsv\n",
-      "\t\tto sub-023_ses-01_task-WorkingMemory_run-5_events.tsv]\n",
-      "sub-024_ses-01_run-1:\n",
-      "\t[ Removed sub-024_ses-01_task-WorkingMemory_run-1_events.tsv]\n",
-      "\t[ Removed sub-024_ses-01_task-WorkingMemory_run-1_eventstemp.tsv]\n",
-      "\t[ Removed sub-024_ses-01_task-WorkingMemory_run-1_eventstemp1.tsv]\n",
-      "\t[ Removed sub-024_ses-01_task-WorkingMemory_run-1_eventstemp2.tsv]\n",
-      "\t[ Renamed sub-024_ses-01_task-WorkingMemory_run-1_eventstemp3.tsv\n",
-      "\t\tto sub-024_ses-01_task-WorkingMemory_run-1_events.tsv]\n",
-      "sub-024_ses-01_run-2:\n",
-      "\t[ Removed sub-024_ses-01_task-WorkingMemory_run-2_events.tsv]\n",
-      "\t[ Removed sub-024_ses-01_task-WorkingMemory_run-2_eventstemp.tsv]\n",
-      "\t[ Removed sub-024_ses-01_task-WorkingMemory_run-2_eventstemp1.tsv]\n",
-      "\t[ Removed sub-024_ses-01_task-WorkingMemory_run-2_eventstemp2.tsv]\n",
-      "\t[ Renamed sub-024_ses-01_task-WorkingMemory_run-2_eventstemp3.tsv\n",
-      "\t\tto sub-024_ses-01_task-WorkingMemory_run-2_events.tsv]\n",
-      "sub-024_ses-01_run-3:\n",
-      "\t[ Removed sub-024_ses-01_task-WorkingMemory_run-3_events.tsv]\n",
-      "\t[ Removed sub-024_ses-01_task-WorkingMemory_run-3_eventstemp.tsv]\n",
-      "\t[ Removed sub-024_ses-01_task-WorkingMemory_run-3_eventstemp1.tsv]\n",
-      "\t[ Removed sub-024_ses-01_task-WorkingMemory_run-3_eventstemp2.tsv]\n",
-      "\t[ Renamed sub-024_ses-01_task-WorkingMemory_run-3_eventstemp3.tsv\n",
-      "\t\tto sub-024_ses-01_task-WorkingMemory_run-3_events.tsv]\n",
-      "\n",
-      "\n",
-      "ERROR Summary:\n",
-      "sternberg_07_remove_files_log: Level ERROR\n",
-      "sub-001_ses-01_run-1:\n",
-      "sub-001_ses-01_run-2:\n",
-      "sub-001_ses-01_run-3:\n",
-      "sub-001_ses-01_run-4:\n",
-      "sub-002_ses-01_run-1:\n",
-      "sub-002_ses-01_run-2:\n",
-      "sub-002_ses-01_run-3:\n",
-      "sub-002_ses-01_run-4:\n",
-      "sub-003_ses-01_run-1:\n",
-      "sub-003_ses-01_run-2:\n",
-      "sub-003_ses-01_run-3:\n",
-      "sub-003_ses-01_run-4:\n",
-      "sub-004_ses-01_run-1:\n",
-      "sub-004_ses-01_run-2:\n",
-      "sub-004_ses-01_run-3:\n",
-      "sub-004_ses-01_run-4:\n",
-      "sub-005_ses-01_run-1:\n",
-      "sub-005_ses-01_run-2:\n",
-      "sub-005_ses-01_run-3:\n",
-      "sub-005_ses-01_run-4:\n",
-      "sub-006_ses-01_run-1:\n",
-      "sub-006_ses-01_run-2:\n",
-      "sub-006_ses-01_run-3:\n",
-      "sub-006_ses-01_run-4:\n",
-      "sub-007_ses-01_run-1:\n",
-      "sub-007_ses-01_run-2:\n",
-      "sub-007_ses-01_run-3:\n",
-      "sub-007_ses-01_run-4:\n",
-      "sub-008_ses-01_run-1:\n",
-      "sub-008_ses-01_run-2:\n",
-      "sub-008_ses-01_run-3:\n",
-      "sub-008_ses-01_run-4:\n",
-      "sub-009_ses-01_run-1:\n",
-      "sub-009_ses-01_run-2:\n",
-      "sub-009_ses-01_run-3:\n",
-      "sub-009_ses-01_run-4:\n",
-      "sub-010_ses-01_run-1:\n",
-      "sub-010_ses-01_run-2:\n",
-      "sub-010_ses-01_run-3:\n",
-      "sub-010_ses-01_run-4:\n",
-      "sub-011_ses-01_run-1:\n",
-      "sub-011_ses-01_run-2:\n",
-      "sub-011_ses-01_run-3:\n",
-      "sub-011_ses-01_run-4:\n",
-      "sub-012_ses-01_run-1:\n",
-      "sub-012_ses-01_run-2:\n",
-      "sub-012_ses-01_run-3:\n",
-      "sub-014_ses-01_run-1:\n",
-      "sub-014_ses-01_run-2:\n",
-      "sub-014_ses-01_run-3:\n",
-      "sub-015_ses-01_run-1:\n",
-      "sub-015_ses-01_run-2:\n",
-      "sub-015_ses-01_run-3:\n",
-      "sub-016_ses-01_run-1:\n",
-      "sub-016_ses-01_run-2:\n",
-      "sub-016_ses-01_run-3:\n",
-      "sub-017_ses-01_run-1:\n",
-      "sub-017_ses-01_run-2:\n",
-      "sub-017_ses-01_run-3:\n",
-      "sub-018_ses-01_run-1:\n",
-      "sub-018_ses-01_run-2:\n",
-      "sub-018_ses-01_run-3:\n",
-      "sub-019_ses-01_run-1:\n",
-      "sub-019_ses-01_run-2:\n",
-      "sub-019_ses-01_run-3:\n",
-      "sub-020_ses-01_run-1:\n",
-      "sub-020_ses-01_run-2:\n",
-      "sub-020_ses-01_run-3:\n",
-      "sub-021_ses-01_run-1:\n",
-      "sub-021_ses-01_run-2:\n",
-      "sub-021_ses-01_run-3:\n",
-      "sub-022_ses-01_run-1:\n",
-      "sub-022_ses-01_run-2:\n",
-      "sub-022_ses-01_run-3:\n",
-      "sub-022_ses-01_run-4:\n",
-      "sub-022_ses-01_run-5:\n",
-      "sub-022_ses-01_run-6:\n",
-      "sub-023_ses-01_run-1:\n",
-      "sub-023_ses-01_run-2:\n",
-      "sub-023_ses-01_run-3:\n",
-      "sub-023_ses-01_run-4:\n",
-      "sub-023_ses-01_run-5:\n",
-      "sub-024_ses-01_run-1:\n",
-      "sub-024_ses-01_run-2:\n",
-      "sub-024_ses-01_run-3:\n",
-      "\n",
-      "\n",
-      "WARNING Summary:\n",
-      "sternberg_07_remove_files_log: Level WARNING\n",
-      "sub-001_ses-01_run-1:\n",
-      "sub-001_ses-01_run-2:\n",
-      "sub-001_ses-01_run-3:\n",
-      "sub-001_ses-01_run-4:\n",
-      "sub-002_ses-01_run-1:\n",
-      "sub-002_ses-01_run-2:\n",
-      "sub-002_ses-01_run-3:\n",
-      "sub-002_ses-01_run-4:\n",
-      "sub-003_ses-01_run-1:\n",
-      "sub-003_ses-01_run-2:\n",
-      "sub-003_ses-01_run-3:\n",
-      "sub-003_ses-01_run-4:\n",
-      "sub-004_ses-01_run-1:\n",
-      "sub-004_ses-01_run-2:\n",
-      "sub-004_ses-01_run-3:\n",
-      "sub-004_ses-01_run-4:\n",
-      "sub-005_ses-01_run-1:\n",
-      "sub-005_ses-01_run-2:\n",
-      "sub-005_ses-01_run-3:\n",
-      "sub-005_ses-01_run-4:\n",
-      "sub-006_ses-01_run-1:\n",
-      "sub-006_ses-01_run-2:\n",
-      "sub-006_ses-01_run-3:\n",
-      "sub-006_ses-01_run-4:\n",
-      "sub-007_ses-01_run-1:\n",
-      "sub-007_ses-01_run-2:\n",
-      "sub-007_ses-01_run-3:\n",
-      "sub-007_ses-01_run-4:\n",
-      "sub-008_ses-01_run-1:\n",
-      "sub-008_ses-01_run-2:\n",
-      "sub-008_ses-01_run-3:\n",
-      "sub-008_ses-01_run-4:\n",
-      "sub-009_ses-01_run-1:\n",
-      "sub-009_ses-01_run-2:\n",
-      "sub-009_ses-01_run-3:\n",
-      "sub-009_ses-01_run-4:\n",
-      "sub-010_ses-01_run-1:\n",
-      "sub-010_ses-01_run-2:\n",
-      "sub-010_ses-01_run-3:\n",
-      "sub-010_ses-01_run-4:\n",
-      "sub-011_ses-01_run-1:\n",
-      "sub-011_ses-01_run-2:\n",
-      "sub-011_ses-01_run-3:\n",
-      "sub-011_ses-01_run-4:\n",
-      "sub-012_ses-01_run-1:\n",
-      "sub-012_ses-01_run-2:\n",
-      "sub-012_ses-01_run-3:\n",
-      "sub-014_ses-01_run-1:\n",
-      "sub-014_ses-01_run-2:\n",
-      "sub-014_ses-01_run-3:\n",
-      "sub-015_ses-01_run-1:\n",
-      "sub-015_ses-01_run-2:\n",
-      "sub-015_ses-01_run-3:\n",
-      "sub-016_ses-01_run-1:\n",
-      "sub-016_ses-01_run-2:\n",
-      "sub-016_ses-01_run-3:\n",
-      "sub-017_ses-01_run-1:\n",
-      "sub-017_ses-01_run-2:\n",
-      "sub-017_ses-01_run-3:\n",
-      "sub-018_ses-01_run-1:\n",
-      "sub-018_ses-01_run-2:\n",
-      "sub-018_ses-01_run-3:\n",
-      "sub-019_ses-01_run-1:\n",
-      "sub-019_ses-01_run-2:\n",
-      "sub-019_ses-01_run-3:\n",
-      "sub-020_ses-01_run-1:\n",
-      "sub-020_ses-01_run-2:\n",
-      "sub-020_ses-01_run-3:\n",
-      "sub-021_ses-01_run-1:\n",
-      "sub-021_ses-01_run-2:\n",
-      "sub-021_ses-01_run-3:\n",
-      "sub-022_ses-01_run-1:\n",
-      "sub-022_ses-01_run-2:\n",
-      "sub-022_ses-01_run-3:\n",
-      "sub-022_ses-01_run-4:\n",
-      "sub-022_ses-01_run-5:\n",
-      "sub-022_ses-01_run-6:\n",
-      "sub-023_ses-01_run-1:\n",
-      "sub-023_ses-01_run-2:\n",
-      "sub-023_ses-01_run-3:\n",
-      "sub-023_ses-01_run-4:\n",
-      "sub-023_ses-01_run-5:\n",
-      "sub-024_ses-01_run-1:\n",
-      "sub-024_ses-01_run-2:\n",
-      "sub-024_ses-01_run-3:\n"
-     ]
-    }
-   ],
-   "source": [
-    "for key, file in bids_dict.iter_files():\n",
-    "    # Remove events.tsv\n",
-    "    filename = bids_dict.get_file_path(key)\n",
-    "    os.remove(filename)\n",
-    "    logger.add(key, f\"Removed {os.path.basename(filename)}\")\n",
-    "\n",
-    "    # Remove eventstemp.tsv\n",
-    "    filename_temp = filename[:-4] + \"temp.tsv\"\n",
-    "    if os.path.isfile(filename_temp):\n",
-    "        os.remove(filename_temp)\n",
-    "        logger.add(key, f\"Removed {os.path.basename(filename_temp)}\")\n",
-    "    else:\n",
-    "        logger.add(key, f\"{os.path.basename(filename_temp)} does not exist and could not be removed\", level=\"WARNING\")\n",
-    "\n",
-    "    # Remove eventstemp1.tsv\n",
-    "    filename_temp1 = filename[:-4] + \"temp1.tsv\"\n",
-    "    if os.path.isfile(filename_temp1):\n",
-    "        os.remove(filename_temp1)\n",
-    "        logger.add(key, f\"Removed {os.path.basename(filename_temp1)}\")\n",
-    "    else:\n",
-    "        logger.add(key, f\"{os.path.basename(filename_temp1)} does not exist and could not be removed\", level=\"WARNING\")\n",
-    "\n",
-    "    # Remove eventstemp2.tsv\n",
-    "    filename_temp2 = filename[:-4] + \"temp2.tsv\"\n",
-    "    if os.path.isfile(filename_temp2):\n",
-    "        os.remove(filename_temp2)\n",
-    "        logger.add(key, f\"Removed {os.path.basename(filename_temp2)}\")\n",
-    "    else:\n",
-    "        logger.add(key, f\"{os.path.basename(filename_temp2)} does not exist and could not be removed\", level=\"WARNING\")\n",
-    "\n",
-    "    # Move eventstemp3.tsv to events.tsv\n",
-    "    filename_temp3 = filename[:-4] + \"temp3.tsv\"\n",
-    "    if os.path.isfile(filename_temp3):\n",
-    "        os.rename(filename_temp3, filename)\n",
-    "        logger.add(key, f\"Renamed {os.path.basename(filename_temp3)}\\n\\t\\tto {os.path.basename(filename)}\")\n",
-    "    else:\n",
-    "        logger.add(key, f\"{os.path.basename(filename_temp3)} does not exist and could not be moved\", level=\"ERROR\")\n",
-    "\n",
-    "\n",
-    "# Now make sure there aren't any unexpected leftovers\n",
-    "temp_files = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_eventstemp\", exclude_dirs=exclude_dirs)\n",
-    "if temp_files:\n",
-    "    for file in temp_files:\n",
-    "        logger.add('', f\"{os.path.basename(file)} is unexpectedly leftover\", level=\"WARNING\")\n",
-    "\n",
-    "temp1_files = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_eventstemp1\", exclude_dirs=exclude_dirs)\n",
-    "if temp1_files:\n",
-    "    for file in temp1_files:\n",
-    "        logger.add('', f\"{os.path.basename(file)} is unexpectedly leftover\", level=\"WARNING\")\n",
-    "\n",
-    "temp2_files = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_eventstemp2\", exclude_dirs=exclude_dirs)\n",
-    "if temp2_files:\n",
-    "    for file in temp2_files:\n",
-    "        logger.add('', f\"{os.path.basename(file)} is unexpectedly leftover\", level=\"WARNING\")\n",
-    "\n",
-    "temp3_files = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_eventstemp3\", exclude_dirs=exclude_dirs)\n",
-    "if temp3_files:\n",
-    "    for file in temp3_files:\n",
-    "        logger.add('', f\"{os.path.basename(file)} is unexpectedly leftover\", level=\"WARNING\")\n",
-    "\n",
-    "# Output and save the log\n",
-    "log_string = \"\\n\\nLog output:\\n\" + logger.get_log_string()\n",
-    "error_string = \"\\n\\nERROR Summary:\\n\" + logger.get_log_string(level=\"ERROR\")\n",
-    "warning_string = \"\\n\\nWARNING Summary:\\n\" + logger.get_log_string(level=\"WARNING\")\n",
-    "print(log_string)\n",
-    "print(error_string)\n",
-    "print(warning_string)\n",
-    "save_path = os.path.join(bids_root_path, log_file_name)\n",
-    "with open(save_path, \"w\") as fp:\n",
-    "    fp.write(f\"{log_file_name} {datetime.datetime.now()}\\n\")\n",
-    "    fp.write(log_string)\n",
-    "    fp.write(error_string)\n",
-    "    fp.write(warning_string)"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Set up the logger and do the file moving/removal\n"
-    }
-   }
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 2
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
\ No newline at end of file
diff --git a/hedcode/jupyter_notebooks/dataset_specific_processing/sternberg/sternberg_08_generate_sidecar.ipynb b/hedcode/jupyter_notebooks/dataset_specific_processing/sternberg/sternberg_08_generate_sidecar.ipynb
deleted file mode 100644
index 431cc5c..0000000
--- a/hedcode/jupyter_notebooks/dataset_specific_processing/sternberg/sternberg_08_generate_sidecar.ipynb
+++ /dev/null
@@ -1,123 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "collapsed": true,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   },
-   "source": [
-    "## Generate a JSON events sidecar template and spreadsheet from a BIDS dataset\n",
-    "\n",
-    "This generates a JSON events sidecar template and a corresponding 4-column spreadsheet\n",
-    "for the SternbergWorkingPhaseTwo data.\n",
-    "\n",
-    "For tutorial examples of this process see the Jupyter notebooks:\n",
-    "- [`bids_generate_sidecar.ipynb`](https://github.com/hed-standard/hed-examples/blob/main/hedcode/jupyter_notebooks/bids_processing/bids_generate_sidecar.ipynb)\n",
-    "- [`bids_sidecar_to_spreadsheet.ipynb`](https://github.com/hed-standard/hed-examples/blob/main/hedcode/jupyter_notebooks/bids_processing/bids_sidecar_to_spreadsheet.ipynb)\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "source": [
-    "import os\n",
-    "import json\n",
-    "import datetime\n",
-    "from hed.tools import hed_to_df, BidsTabularSummary, HedLogger\n",
-    "from hed.util import get_file_list\n",
-    "\n",
-    "# Variables to set for the specific dataset\n",
-    "bids_root_path = 'G:/Sternberg/SternbergWorkingPhaseTwo'\n",
-    "json_path = os.path.realpath(os.path.join(bids_root_path, 'task-WorkingMemory_events.json'))\n",
-    "spreadsheet_path = os.path.realpath(os.path.join(bids_root_path, 'code/task-WorkingMemory_hed_spreadsheet.tsv'))\n",
-    "exclude_dirs = ['sourcedata', 'stimuli', 'code']\n",
-    "skip_columns = ['onset', 'duration', 'sample', 'value']\n",
-    "value_columns = ['trial', 'letter', 'memory_cond']\n",
-    "log_name = 'sternberg_08_generate_sidecar_log'\n",
-    "\n",
-    "# Set up the logger\n",
-    "log_file_name = f\"code/curation_logs/{log_name}.txt\"\n",
-    "logger = HedLogger(name=log_name)\n",
-    "\n",
-    "# Construct the event file dictionaries for the BIDS and for EEG.event files\n",
-    "bids_files = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_events\", exclude_dirs=exclude_dirs)\n",
-    "\n",
-    "# Construct the event file value summary and generate a sidecar template representing dataset\n",
-    "logger.add(\"overall\", f\"Summarizing {len(bids_files)}\")\n",
-    "value_summary = BidsTabularSummary(skip_cols=skip_columns, value_cols=value_columns, name=\"Sternberg\")\n",
-    "value_summary.update(bids_files)\n",
-    "\n",
-    "sidecar_template = value_summary.extract_sidecar_template()\n",
-    "with open(json_path, 'w') as fp:\n",
-    "   json.dump(sidecar_template, fp, indent=4)\n",
-    "logger.add(\"overall\", f\"Saving a JSON sidecar template to {os.path.basename(json_path)}\")\n",
-    "\n",
-    "hed_spreadsheet = hed_to_df(sidecar_template)\n",
-    "logger.add(\"overall\", f\"Creating a spreadsheet template and saving to {os.path.basename(spreadsheet_path)}\")\n",
-    "hed_spreadsheet.to_csv(spreadsheet_path, sep='\\t', index=False,)\n",
-    "\n",
-    "# Output and save the log\n",
-    "log_string = \"\\n\\nLog output:\\n\" + logger.get_log_string()\n",
-    "error_string = \"\\n\\nERROR Summary:\\n\" + logger.get_log_string(level=\"ERROR\")\n",
-    "print(log_string)\n",
-    "print(error_string)\n",
-    "save_path = os.path.join(bids_root_path, log_file_name)\n",
-    "with open(save_path, \"w\") as fp:\n",
-    "    fp.write(f\"{log_file_name} {datetime.datetime.now()}\\n\")\n",
-    "    fp.write(log_string)\n",
-    "    fp.write(error_string)"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Set up the directories and create a dictionary for events.tsv files\n"
-    }
-   },
-   "execution_count": 1,
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "\n",
-      "Log output:\n",
-      "sternberg_08_generate_sidecar_log: Level None\n",
-      "overall:\n",
-      "\t[ Summarizing 85]\n",
-      "\t[ Saving a JSON sidecar template to task-WorkingMemory_events.json]\n",
-      "\t[ Creating a spreadsheet template and saving to task-WorkingMemory_hed_spreadsheet.tsv]\n",
-      "\n",
-      "\n",
-      "ERROR Summary:\n",
-      "sternberg_08_generate_sidecar_log: Level ERROR\n",
-      "overall:\n"
-     ]
-    }
-   ]
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 2
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
\ No newline at end of file
diff --git a/hedcode/jupyter_notebooks/dataset_specific_processing/sternberg/sternberg_09_analyze_channels.ipynb b/hedcode/jupyter_notebooks/dataset_specific_processing/sternberg/sternberg_09_analyze_channels.ipynb
deleted file mode 100644
index a94dc10..0000000
--- a/hedcode/jupyter_notebooks/dataset_specific_processing/sternberg/sternberg_09_analyze_channels.ipynb
+++ /dev/null
@@ -1,146 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "collapsed": true,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   },
-   "source": [
-    "## Analyze the channels for the Sternberg Data\n",
-    "\n",
-    "This notebook assumes that a JSON dictionary called `originalChannels.json`\n",
-    "has been created in the `\\code` subdirectory of the dataset."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "\n",
-      "Log output:\n",
-      "sternberg_09_analyze_channnels_log: Level None\n",
-      "sub-001_ses-01_task-WorkingMemory_run-1_eeg.set:\n",
-      "\t[ This key has 47 files with the same 71 channels]\n",
-      "\t[ The channels are ['LEYE', 'REYE', 'OZ', 'O2', 'FP1', 'FPZ', 'FP2', 'AF7', 'AF3', 'AFZ', 'AF4', 'AF8', 'F9', 'F7', 'F5', 'F3', 'F1', 'FZ', 'F2', 'F4', 'F6', 'F8', 'F10', 'FT9', 'FT7', 'FC5', 'FC3', 'FC1', 'FCZ', 'FC2', 'FC4', 'FC6', 'FT8', 'FT10', 'T7', 'C5', 'C3', 'C1', 'CZ', 'C2', 'C4', 'C6', 'T8', 'TP9', 'TP7', 'CP5', 'CP3', 'CP1', 'CPZ', 'CP2', 'CP4', 'CP6', 'TP8', 'TP10', 'P7', 'P5', 'P3', 'P1', 'PZ', 'P2', 'P4', 'P6', 'P8', 'PO9', 'PO7', 'PO3', 'POZ', 'PO4', 'PO8', 'PO10', 'O1']]\n",
-      "sub-014_ses-01_task-WorkingMemory_run-1_eeg.set:\n",
-      "\t[ This key has 38 files with the same 71 channels]\n",
-      "\t[ The channels are ['LEYE', 'REYE', 'FP1', 'FPZ', 'FP2', 'AF7', 'AF3', 'AFZ', 'AF4', 'AF8', 'F9', 'F7', 'F5', 'F3', 'F1', 'FZ', 'F2', 'F4', 'F6', 'F8', 'F10', 'FT9', 'FT7', 'FC5', 'FC3', 'FC1', 'FCZ', 'FC2', 'FC4', 'FC6', 'FT8', 'FT10', 'T7', 'C5', 'C3', 'C1', 'CZ', 'C2', 'C4', 'C6', 'T8', 'TP9', 'TP7', 'CP5', 'CP3', 'CP1', 'CPZ', 'CP2', 'CP4', 'CP6', 'TP8', 'TP10', 'P7', 'P5', 'P3', 'P1', 'PZ', 'P2', 'P4', 'P6', 'P8', 'PO9', 'PO7', 'PO3', 'POZ', 'PO4', 'PO8', 'PO10', 'O1', 'OZ', 'O2']]\n",
-      "Overall:\n",
-      "\t[ Dataset has 71 unique channels]\n",
-      "\t[ {'F1', 'P3', 'T7', 'P6', 'POZ', 'PO9', 'AFZ', 'F10', 'P4', 'F2', 'FZ', 'O2', 'FP1', 'FC2', 'FP2', 'PO7', 'TP8', 'FC1', 'TP10', 'PO8', 'FCZ', 'FPZ', 'FC5', 'F3', 'AF3', 'FT7', 'CP2', 'FC6', 'F5', 'TP7', 'CP6', 'PO3', 'PO10', 'CP5', 'P1', 'CPZ', 'F7', 'F4', 'FC3', 'CZ', 'FT9', 'C2', 'P5', 'LEYE', 'AF7', 'C6', 'O1', 'F6', 'FC4', 'AF4', 'CP3', 'C4', 'C1', 'T8', 'CP4', 'PZ', 'AF8', 'P2', 'FT10', 'FT8', 'F9', 'C5', 'REYE', 'OZ', 'F8', 'TP9', 'P8', 'CP1', 'PO4', 'P7', 'C3'}]\n",
-      "\n",
-      "\n",
-      "ERROR Summary:\n",
-      "sternberg_09_analyze_channnels_log: Level ERROR\n",
-      "sub-001_ses-01_task-WorkingMemory_run-1_eeg.set:\n",
-      "sub-014_ses-01_task-WorkingMemory_run-1_eeg.set:\n",
-      "Overall:\n"
-     ]
-    }
-   ],
-   "source": [
-    "import os\n",
-    "import datetime\n",
-    "import json\n",
-    "from hed.tools import HedLogger\n",
-    "from hed.util import get_file_list\n",
-    "\n",
-    "# Variables to set for the specific dataset\n",
-    "bids_root_path = 'G:\\Sternberg\\SternbergWorkingPhaseTwo'\n",
-    "exclude_dirs = ['sourcedata', 'stimuli', 'code']\n",
-    "entities = ('sub', 'ses', 'run')\n",
-    "log_name = 'sternberg_09_analyze_channels_log'\n",
-    "channel_file = os.path.realpath(os.path.join(bids_root_path, \"code/channelsOriginal.json\"))\n",
-    "\n",
-    "# Set up the logger\n",
-    "log_file_name = f\"code/curation_logs/{log_name}.txt\"\n",
-    "logger = HedLogger(name=log_name)\n",
-    "\n",
-    "# Load the channels file\n",
-    "with open(channel_file, 'r') as fp:\n",
-    "    channel_info = json.load(fp)\n",
-    "\n",
-    "# Make the file list and dictionary for _events\n",
-    "eeg_files = get_file_list(bids_root_path, extensions=[\".set\"], name_suffix=\"_eeg\", exclude_dirs=exclude_dirs)\n",
-    "\n",
-    "# Create the dictionaries of channels\n",
-    "key_list = list(channel_info.keys())\n",
-    "unique_dict = {}\n",
-    "name_dict = {}\n",
-    "for file_key, item in channel_info.items():\n",
-    "    search_key = None\n",
-    "    for skey in name_dict.keys():\n",
-    "        if item == channel_info[skey]:\n",
-    "            search_key = skey\n",
-    "            break\n",
-    "    if search_key:\n",
-    "        search_values = name_dict[search_key]\n",
-    "        name_dict[search_key].append(file_key)\n",
-    "    else:\n",
-    "        name_dict[file_key] = [file_key]\n",
-    "\n",
-    "# Now check the order of the elements in the list:\n",
-    "all_channels = set\n",
-    "for file_key, file_list in name_dict.items():\n",
-    "    logger.add(file_key, f\"This key has {len(file_list)} files with the same {len(channel_info[file_key])} channels\")\n",
-    "    logger.add(file_key, f\"The channels are {str(channel_info[file_key])}\")\n",
-    "\n",
-    "\n",
-    "key_list = list(name_dict.keys())\n",
-    "union_channels = set()\n",
-    "inter_channels = set(channel_info[key_list[0]])\n",
-    "for file_key in key_list:\n",
-    "    union_channels = union_channels.union(set(channel_info[file_key]))\n",
-    "    inter_channels = inter_channels.intersection(set(channel_info[file_key]))\n",
-    "logger.add(\"Overall\", f\"Dataset has {len(union_channels)} unique channels\")\n",
-    "logger.add(\"Overall\", f\"{str(union_channels)}\")\n",
-    "\n",
-    "# Output and save the log\n",
-    "log_string = \"\\n\\nLog output:\\n\" + logger.get_log_string()\n",
-    "error_string = \"\\n\\nERROR Summary:\\n\" + logger.get_log_string(level=\"ERROR\")\n",
-    "print(log_string)\n",
-    "print(error_string)\n",
-    "save_path = os.path.join(bids_root_path, log_file_name)\n",
-    "with open(save_path, \"w\") as fp:\n",
-    "    fp.write(f\"{log_file_name} {datetime.datetime.now()}\\n\")\n",
-    "    fp.write(log_string)\n",
-    "    fp.write(error_string)"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Create the template for the dataset\n"
-    }
-   }
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 2
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
\ No newline at end of file
diff --git a/hedcode/jupyter_notebooks/dataset_specific_processing/sternberg/sternberg_10_fix_channels.ipynb b/hedcode/jupyter_notebooks/dataset_specific_processing/sternberg/sternberg_10_fix_channels.ipynb
deleted file mode 100644
index 864238e..0000000
--- a/hedcode/jupyter_notebooks/dataset_specific_processing/sternberg/sternberg_10_fix_channels.ipynb
+++ /dev/null
@@ -1,688 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "collapsed": true,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   },
-   "source": [
-    "## Add channel files based on the EEG with fixes.\n",
-    "\n",
-    "This notebook replaces the `channels.tsv` files with a manually generated set for\n",
-    "Sternberg Working Memory dataset.\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "source": [
-    "import os\n",
-    "import json\n",
-    "import datetime\n",
-    "import pandas as pd\n",
-    "from hed.tools import HedLogger\n",
-    "from hed.util import get_file_list, get_value_dict\n",
-    "\n",
-    "# Variables to set for the specific dataset\n",
-    "bids_root_path = 'g:Sternberg/SternbergWorkingPhaseTwo'\n",
-    "exclude_dirs = ['sourcedata', 'stimuli', 'code']\n",
-    "entities = ('sub', 'ses', 'run')\n",
-    "log_name = 'sternberg_10_fix_channels_log'\n",
-    "sampling_rate_file = os.path.realpath(os.path.join(bids_root_path, 'code/samplingRates.tsv'))\n",
-    "channel_file = os.path.realpath(os.path.join(bids_root_path, \"code/channelsOriginal.json\"))\n",
-    "\n",
-    "# Set up the logger\n",
-    "log_file_name = f\"code/curation_logs/{log_name}.txt\"\n",
-    "logger = HedLogger(name=log_name)\n",
-    "\n",
-    "# Load the channels file\n",
-    "with open(channel_file, 'r') as fp:\n",
-    "    channel_info = json.load(fp)\n",
-    "\n",
-    "# Construct the lists of the EEG files\n",
-    "eeg_files = get_file_list(bids_root_path, extensions=[\".set\"], name_suffix=\"_eeg\", exclude_dirs=exclude_dirs)\n",
-    "\n",
-    "eeg_json_template = {\n",
-    "  \"TaskName\": \"WorkingMemory\",\n",
-    "  \"EEGReference\": \"common\",\n",
-    "  \"RecordingType\": \"continuous\",\n",
-    "  \"RecordingDuration\": 617.984,\n",
-    "  \"SamplingFrequency\": 500,\n",
-    "  \"EEGChannelCount\": 69,\n",
-    "  \"EOGChannelCount\": 2,\n",
-    "  \"PowerLineFrequency\": 60,\n",
-    "  \"SoftwareFilters\": \"n/a\"\n",
-    "}\n",
-    "\n",
-    "# Get the sample rate dictionary\n",
-    "sampling_dict = get_value_dict(sampling_rate_file)\n",
-    "channel_names = ['FP1', 'FPZ', 'FP2', 'AF7', 'AF3', 'AFZ', 'AF4', 'AF8',\n",
-    "            'F9', 'F7', 'F5', 'F3', 'F1', 'FZ', 'F2', 'F4', 'F6', 'F8', 'F10',\n",
-    "            'FT9', 'FT7', 'FC5', 'FC3', 'FC1', 'FCZ', 'FC2', 'FC4', 'FC6',\n",
-    "            'FT8', 'FT10', 'T7', 'C5', 'C3', 'C1', 'CZ', 'C2', 'C4', 'C6',\n",
-    "            'T8', 'TP9', 'TP7', 'CP5', 'CP3', 'CP1', 'CPZ', 'CP2', 'CP4', 'CP6', 'TP8', 'TP10',\n",
-    "            'P7', 'P5', 'P3', 'P1', 'PZ', 'P2', 'P4', 'P6', 'P8',\n",
-    "            'PO9', 'PO7', 'PO3', 'POZ', 'PO4', 'PO8', 'PO10',\n",
-    "            'O1','OZ', 'O2', 'LEYE', 'REYE']\n",
-    "\n",
-    "chan_dict = {'REYE': ('REYE', 'EOG', 'microV'),\n",
-    "             'LEYE': ('LEYE', 'EOG', 'microV')\n",
-    "             }\n",
-    "\n",
-    "coordsystem_template = {\"EEGCoordinateUnits\": \"n/a\",\n",
-    "                        \"EEGCoordinateSystem\":\"CTF\",\n",
-    "                        \"EEGCoordinateSystemDescription\":\"EEGLAB\"}\n",
-    "\n",
-    "\n",
-    "for file_name in eeg_files:\n",
-    "    basename = os.path.basename(file_name)\n",
-    "    channels = channel_info[basename]\n",
-    "    logger.add(basename, f\"EEG has {len(channels)} channels\")\n",
-    "    sampling_key = basename[:-8].replace(\"WorkingMemory\", \"Experiment\")\n",
-    "    sampling_rate = sampling_dict[sampling_key]\n",
-    "    data = {'name': channel_names}\n",
-    "    df = pd.DataFrame(data)\n",
-    "    df[['type', 'units']] = 'n/a'\n",
-    "    names = df['name']\n",
-    "    for index, name in names.iteritems():\n",
-    "        row = chan_dict.get(name, None)\n",
-    "        if not row:\n",
-    "            row = (name, 'EEG', 'microV')\n",
-    "        df.loc[index, 'name'] = row[0]\n",
-    "        df.loc[index, 'type'] = row[1]\n",
-    "        df.loc[index, 'units'] = row[2]\n",
-    "    EEG = sum(df['type'].map(str) == 'EEG')\n",
-    "    EOG = sum(df['type'].map(str) == 'EOG')\n",
-    "    OTHER = sum(df['type'].map(str) == 'OTHER')\n",
-    "    MISC = sum(df['type'].map(str) == 'MISC')\n",
-    "    logger.add(basename, f\"{EEG} EEG channels, {EOG} EOG channels, {OTHER} OTHER channels {MISC} MISC channels\")\n",
-    "    file_new = file_name[:-7] + \"channels.tsv\"\n",
-    "    df.to_csv(file_new, sep='\\t', index=False)\n",
-    "    logger.add(basename, f\"Saved as {os.path.basename(file_new)}\")\n",
-    "    eeg_json_file = file_name[:-4] + \".json\"\n",
-    "    with open(eeg_json_file, 'r') as fp:\n",
-    "        eeg_json_input = json.load(fp)\n",
-    "    eeg_json = {}\n",
-    "    for key, value in eeg_json_template.items():\n",
-    "        eeg_json[key] = value\n",
-    "    eeg_json[\"RecordingDuration\"] = eeg_json_input[\"RecordingDuration\"]\n",
-    "    eeg_json[\"SamplingFrequency\"] = sampling_rate\n",
-    "    json_new = file_name[:-7] + \"coordsystem.json\"\n",
-    "    with open(json_new, 'w') as fp:\n",
-    "        json.dump(coordsystem_template, fp)\n",
-    "    logger.add(basename, f\"Saving the {os.path.basename(json_new)} coordinate system file\")\n",
-    "\n",
-    "    with open(eeg_json_file, 'w') as fp:\n",
-    "        json.dump(eeg_json, fp, indent=4)\n",
-    "\n",
-    "# Output and save the log\n",
-    "log_string = \"\\n\\nLog output:\\n\" + logger.get_log_string()\n",
-    "error_string = \"\\n\\nERROR Summary:\\n\" + logger.get_log_string(level=\"ERROR\")\n",
-    "print(log_string)\n",
-    "print(error_string)\n",
-    "\n",
-    "save_path = os.path.join(bids_root_path, log_file_name)\n",
-    "with open(save_path, \"w\") as fp:\n",
-    "    fp.write(f\"{log_file_name} {datetime.datetime.now()}\\n\")\n",
-    "    fp.write(log_string)\n",
-    "    fp.write(error_string)"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Perform the calculation\n"
-    }
-   },
-   "execution_count": 1,
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "\n",
-      "Log output:\n",
-      "sternberg_10_fix_channels_log: Level None\n",
-      "sub-001_ses-01_task-WorkingMemory_run-1_eeg.set:\n",
-      "\t[ EEG has 71 channels]\n",
-      "\t[ 69 EEG channels, 2 EOG channels, 0 OTHER channels 0 MISC channels]\n",
-      "\t[ Saved as sub-001_ses-01_task-WorkingMemory_run-1_channels.tsv]\n",
-      "\t[ Saving the sub-001_ses-01_task-WorkingMemory_run-1_coordsystem.json coordinate system file]\n",
-      "sub-001_ses-01_task-WorkingMemory_run-2_eeg.set:\n",
-      "\t[ EEG has 71 channels]\n",
-      "\t[ 69 EEG channels, 2 EOG channels, 0 OTHER channels 0 MISC channels]\n",
-      "\t[ Saved as sub-001_ses-01_task-WorkingMemory_run-2_channels.tsv]\n",
-      "\t[ Saving the sub-001_ses-01_task-WorkingMemory_run-2_coordsystem.json coordinate system file]\n",
-      "sub-001_ses-01_task-WorkingMemory_run-3_eeg.set:\n",
-      "\t[ EEG has 71 channels]\n",
-      "\t[ 69 EEG channels, 2 EOG channels, 0 OTHER channels 0 MISC channels]\n",
-      "\t[ Saved as sub-001_ses-01_task-WorkingMemory_run-3_channels.tsv]\n",
-      "\t[ Saving the sub-001_ses-01_task-WorkingMemory_run-3_coordsystem.json coordinate system file]\n",
-      "sub-001_ses-01_task-WorkingMemory_run-4_eeg.set:\n",
-      "\t[ EEG has 71 channels]\n",
-      "\t[ 69 EEG channels, 2 EOG channels, 0 OTHER channels 0 MISC channels]\n",
-      "\t[ Saved as sub-001_ses-01_task-WorkingMemory_run-4_channels.tsv]\n",
-      "\t[ Saving the sub-001_ses-01_task-WorkingMemory_run-4_coordsystem.json coordinate system file]\n",
-      "sub-002_ses-01_task-WorkingMemory_run-1_eeg.set:\n",
-      "\t[ EEG has 71 channels]\n",
-      "\t[ 69 EEG channels, 2 EOG channels, 0 OTHER channels 0 MISC channels]\n",
-      "\t[ Saved as sub-002_ses-01_task-WorkingMemory_run-1_channels.tsv]\n",
-      "\t[ Saving the sub-002_ses-01_task-WorkingMemory_run-1_coordsystem.json coordinate system file]\n",
-      "sub-002_ses-01_task-WorkingMemory_run-2_eeg.set:\n",
-      "\t[ EEG has 71 channels]\n",
-      "\t[ 69 EEG channels, 2 EOG channels, 0 OTHER channels 0 MISC channels]\n",
-      "\t[ Saved as sub-002_ses-01_task-WorkingMemory_run-2_channels.tsv]\n",
-      "\t[ Saving the sub-002_ses-01_task-WorkingMemory_run-2_coordsystem.json coordinate system file]\n",
-      "sub-002_ses-01_task-WorkingMemory_run-3_eeg.set:\n",
-      "\t[ EEG has 71 channels]\n",
-      "\t[ 69 EEG channels, 2 EOG channels, 0 OTHER channels 0 MISC channels]\n",
-      "\t[ Saved as sub-002_ses-01_task-WorkingMemory_run-3_channels.tsv]\n",
-      "\t[ Saving the sub-002_ses-01_task-WorkingMemory_run-3_coordsystem.json coordinate system file]\n",
-      "sub-002_ses-01_task-WorkingMemory_run-4_eeg.set:\n",
-      "\t[ EEG has 71 channels]\n",
-      "\t[ 69 EEG channels, 2 EOG channels, 0 OTHER channels 0 MISC channels]\n",
-      "\t[ Saved as sub-002_ses-01_task-WorkingMemory_run-4_channels.tsv]\n",
-      "\t[ Saving the sub-002_ses-01_task-WorkingMemory_run-4_coordsystem.json coordinate system file]\n",
-      "sub-003_ses-01_task-WorkingMemory_run-1_eeg.set:\n",
-      "\t[ EEG has 71 channels]\n",
-      "\t[ 69 EEG channels, 2 EOG channels, 0 OTHER channels 0 MISC channels]\n",
-      "\t[ Saved as sub-003_ses-01_task-WorkingMemory_run-1_channels.tsv]\n",
-      "\t[ Saving the sub-003_ses-01_task-WorkingMemory_run-1_coordsystem.json coordinate system file]\n",
-      "sub-003_ses-01_task-WorkingMemory_run-2_eeg.set:\n",
-      "\t[ EEG has 71 channels]\n",
-      "\t[ 69 EEG channels, 2 EOG channels, 0 OTHER channels 0 MISC channels]\n",
-      "\t[ Saved as sub-003_ses-01_task-WorkingMemory_run-2_channels.tsv]\n",
-      "\t[ Saving the sub-003_ses-01_task-WorkingMemory_run-2_coordsystem.json coordinate system file]\n",
-      "sub-003_ses-01_task-WorkingMemory_run-3_eeg.set:\n",
-      "\t[ EEG has 71 channels]\n",
-      "\t[ 69 EEG channels, 2 EOG channels, 0 OTHER channels 0 MISC channels]\n",
-      "\t[ Saved as sub-003_ses-01_task-WorkingMemory_run-3_channels.tsv]\n",
-      "\t[ Saving the sub-003_ses-01_task-WorkingMemory_run-3_coordsystem.json coordinate system file]\n",
-      "sub-003_ses-01_task-WorkingMemory_run-4_eeg.set:\n",
-      "\t[ EEG has 71 channels]\n",
-      "\t[ 69 EEG channels, 2 EOG channels, 0 OTHER channels 0 MISC channels]\n",
-      "\t[ Saved as sub-003_ses-01_task-WorkingMemory_run-4_channels.tsv]\n",
-      "\t[ Saving the sub-003_ses-01_task-WorkingMemory_run-4_coordsystem.json coordinate system file]\n",
-      "sub-004_ses-01_task-WorkingMemory_run-1_eeg.set:\n",
-      "\t[ EEG has 71 channels]\n",
-      "\t[ 69 EEG channels, 2 EOG channels, 0 OTHER channels 0 MISC channels]\n",
-      "\t[ Saved as sub-004_ses-01_task-WorkingMemory_run-1_channels.tsv]\n",
-      "\t[ Saving the sub-004_ses-01_task-WorkingMemory_run-1_coordsystem.json coordinate system file]\n",
-      "sub-004_ses-01_task-WorkingMemory_run-2_eeg.set:\n",
-      "\t[ EEG has 71 channels]\n",
-      "\t[ 69 EEG channels, 2 EOG channels, 0 OTHER channels 0 MISC channels]\n",
-      "\t[ Saved as sub-004_ses-01_task-WorkingMemory_run-2_channels.tsv]\n",
-      "\t[ Saving the sub-004_ses-01_task-WorkingMemory_run-2_coordsystem.json coordinate system file]\n",
-      "sub-004_ses-01_task-WorkingMemory_run-3_eeg.set:\n",
-      "\t[ EEG has 71 channels]\n",
-      "\t[ 69 EEG channels, 2 EOG channels, 0 OTHER channels 0 MISC channels]\n",
-      "\t[ Saved as sub-004_ses-01_task-WorkingMemory_run-3_channels.tsv]\n",
-      "\t[ Saving the sub-004_ses-01_task-WorkingMemory_run-3_coordsystem.json coordinate system file]\n",
-      "sub-004_ses-01_task-WorkingMemory_run-4_eeg.set:\n",
-      "\t[ EEG has 71 channels]\n",
-      "\t[ 69 EEG channels, 2 EOG channels, 0 OTHER channels 0 MISC channels]\n",
-      "\t[ Saved as sub-004_ses-01_task-WorkingMemory_run-4_channels.tsv]\n",
-      "\t[ Saving the sub-004_ses-01_task-WorkingMemory_run-4_coordsystem.json coordinate system file]\n",
-      "sub-005_ses-01_task-WorkingMemory_run-1_eeg.set:\n",
-      "\t[ EEG has 71 channels]\n",
-      "\t[ 69 EEG channels, 2 EOG channels, 0 OTHER channels 0 MISC channels]\n",
-      "\t[ Saved as sub-005_ses-01_task-WorkingMemory_run-1_channels.tsv]\n",
-      "\t[ Saving the sub-005_ses-01_task-WorkingMemory_run-1_coordsystem.json coordinate system file]\n",
-      "sub-005_ses-01_task-WorkingMemory_run-2_eeg.set:\n",
-      "\t[ EEG has 71 channels]\n",
-      "\t[ 69 EEG channels, 2 EOG channels, 0 OTHER channels 0 MISC channels]\n",
-      "\t[ Saved as sub-005_ses-01_task-WorkingMemory_run-2_channels.tsv]\n",
-      "\t[ Saving the sub-005_ses-01_task-WorkingMemory_run-2_coordsystem.json coordinate system file]\n",
-      "sub-005_ses-01_task-WorkingMemory_run-3_eeg.set:\n",
-      "\t[ EEG has 71 channels]\n",
-      "\t[ 69 EEG channels, 2 EOG channels, 0 OTHER channels 0 MISC channels]\n",
-      "\t[ Saved as sub-005_ses-01_task-WorkingMemory_run-3_channels.tsv]\n",
-      "\t[ Saving the sub-005_ses-01_task-WorkingMemory_run-3_coordsystem.json coordinate system file]\n",
-      "sub-005_ses-01_task-WorkingMemory_run-4_eeg.set:\n",
-      "\t[ EEG has 71 channels]\n",
-      "\t[ 69 EEG channels, 2 EOG channels, 0 OTHER channels 0 MISC channels]\n",
-      "\t[ Saved as sub-005_ses-01_task-WorkingMemory_run-4_channels.tsv]\n",
-      "\t[ Saving the sub-005_ses-01_task-WorkingMemory_run-4_coordsystem.json coordinate system file]\n",
-      "sub-006_ses-01_task-WorkingMemory_run-1_eeg.set:\n",
-      "\t[ EEG has 71 channels]\n",
-      "\t[ 69 EEG channels, 2 EOG channels, 0 OTHER channels 0 MISC channels]\n",
-      "\t[ Saved as sub-006_ses-01_task-WorkingMemory_run-1_channels.tsv]\n",
-      "\t[ Saving the sub-006_ses-01_task-WorkingMemory_run-1_coordsystem.json coordinate system file]\n",
-      "sub-006_ses-01_task-WorkingMemory_run-2_eeg.set:\n",
-      "\t[ EEG has 71 channels]\n",
-      "\t[ 69 EEG channels, 2 EOG channels, 0 OTHER channels 0 MISC channels]\n",
-      "\t[ Saved as sub-006_ses-01_task-WorkingMemory_run-2_channels.tsv]\n",
-      "\t[ Saving the sub-006_ses-01_task-WorkingMemory_run-2_coordsystem.json coordinate system file]\n",
-      "sub-006_ses-01_task-WorkingMemory_run-3_eeg.set:\n",
-      "\t[ EEG has 71 channels]\n",
-      "\t[ 69 EEG channels, 2 EOG channels, 0 OTHER channels 0 MISC channels]\n",
-      "\t[ Saved as sub-006_ses-01_task-WorkingMemory_run-3_channels.tsv]\n",
-      "\t[ Saving the sub-006_ses-01_task-WorkingMemory_run-3_coordsystem.json coordinate system file]\n",
-      "sub-006_ses-01_task-WorkingMemory_run-4_eeg.set:\n",
-      "\t[ EEG has 71 channels]\n",
-      "\t[ 69 EEG channels, 2 EOG channels, 0 OTHER channels 0 MISC channels]\n",
-      "\t[ Saved as sub-006_ses-01_task-WorkingMemory_run-4_channels.tsv]\n",
-      "\t[ Saving the sub-006_ses-01_task-WorkingMemory_run-4_coordsystem.json coordinate system file]\n",
-      "sub-007_ses-01_task-WorkingMemory_run-1_eeg.set:\n",
-      "\t[ EEG has 71 channels]\n",
-      "\t[ 69 EEG channels, 2 EOG channels, 0 OTHER channels 0 MISC channels]\n",
-      "\t[ Saved as sub-007_ses-01_task-WorkingMemory_run-1_channels.tsv]\n",
-      "\t[ Saving the sub-007_ses-01_task-WorkingMemory_run-1_coordsystem.json coordinate system file]\n",
-      "sub-007_ses-01_task-WorkingMemory_run-2_eeg.set:\n",
-      "\t[ EEG has 71 channels]\n",
-      "\t[ 69 EEG channels, 2 EOG channels, 0 OTHER channels 0 MISC channels]\n",
-      "\t[ Saved as sub-007_ses-01_task-WorkingMemory_run-2_channels.tsv]\n",
-      "\t[ Saving the sub-007_ses-01_task-WorkingMemory_run-2_coordsystem.json coordinate system file]\n",
-      "sub-007_ses-01_task-WorkingMemory_run-3_eeg.set:\n",
-      "\t[ EEG has 71 channels]\n",
-      "\t[ 69 EEG channels, 2 EOG channels, 0 OTHER channels 0 MISC channels]\n",
-      "\t[ Saved as sub-007_ses-01_task-WorkingMemory_run-3_channels.tsv]\n",
-      "\t[ Saving the sub-007_ses-01_task-WorkingMemory_run-3_coordsystem.json coordinate system file]\n",
-      "sub-007_ses-01_task-WorkingMemory_run-4_eeg.set:\n",
-      "\t[ EEG has 71 channels]\n",
-      "\t[ 69 EEG channels, 2 EOG channels, 0 OTHER channels 0 MISC channels]\n",
-      "\t[ Saved as sub-007_ses-01_task-WorkingMemory_run-4_channels.tsv]\n",
-      "\t[ Saving the sub-007_ses-01_task-WorkingMemory_run-4_coordsystem.json coordinate system file]\n",
-      "sub-008_ses-01_task-WorkingMemory_run-1_eeg.set:\n",
-      "\t[ EEG has 71 channels]\n",
-      "\t[ 69 EEG channels, 2 EOG channels, 0 OTHER channels 0 MISC channels]\n",
-      "\t[ Saved as sub-008_ses-01_task-WorkingMemory_run-1_channels.tsv]\n",
-      "\t[ Saving the sub-008_ses-01_task-WorkingMemory_run-1_coordsystem.json coordinate system file]\n",
-      "sub-008_ses-01_task-WorkingMemory_run-2_eeg.set:\n",
-      "\t[ EEG has 71 channels]\n",
-      "\t[ 69 EEG channels, 2 EOG channels, 0 OTHER channels 0 MISC channels]\n",
-      "\t[ Saved as sub-008_ses-01_task-WorkingMemory_run-2_channels.tsv]\n",
-      "\t[ Saving the sub-008_ses-01_task-WorkingMemory_run-2_coordsystem.json coordinate system file]\n",
-      "sub-008_ses-01_task-WorkingMemory_run-3_eeg.set:\n",
-      "\t[ EEG has 71 channels]\n",
-      "\t[ 69 EEG channels, 2 EOG channels, 0 OTHER channels 0 MISC channels]\n",
-      "\t[ Saved as sub-008_ses-01_task-WorkingMemory_run-3_channels.tsv]\n",
-      "\t[ Saving the sub-008_ses-01_task-WorkingMemory_run-3_coordsystem.json coordinate system file]\n",
-      "sub-008_ses-01_task-WorkingMemory_run-4_eeg.set:\n",
-      "\t[ EEG has 71 channels]\n",
-      "\t[ 69 EEG channels, 2 EOG channels, 0 OTHER channels 0 MISC channels]\n",
-      "\t[ Saved as sub-008_ses-01_task-WorkingMemory_run-4_channels.tsv]\n",
-      "\t[ Saving the sub-008_ses-01_task-WorkingMemory_run-4_coordsystem.json coordinate system file]\n",
-      "sub-009_ses-01_task-WorkingMemory_run-1_eeg.set:\n",
-      "\t[ EEG has 71 channels]\n",
-      "\t[ 69 EEG channels, 2 EOG channels, 0 OTHER channels 0 MISC channels]\n",
-      "\t[ Saved as sub-009_ses-01_task-WorkingMemory_run-1_channels.tsv]\n",
-      "\t[ Saving the sub-009_ses-01_task-WorkingMemory_run-1_coordsystem.json coordinate system file]\n",
-      "sub-009_ses-01_task-WorkingMemory_run-2_eeg.set:\n",
-      "\t[ EEG has 71 channels]\n",
-      "\t[ 69 EEG channels, 2 EOG channels, 0 OTHER channels 0 MISC channels]\n",
-      "\t[ Saved as sub-009_ses-01_task-WorkingMemory_run-2_channels.tsv]\n",
-      "\t[ Saving the sub-009_ses-01_task-WorkingMemory_run-2_coordsystem.json coordinate system file]\n",
-      "sub-009_ses-01_task-WorkingMemory_run-3_eeg.set:\n",
-      "\t[ EEG has 71 channels]\n",
-      "\t[ 69 EEG channels, 2 EOG channels, 0 OTHER channels 0 MISC channels]\n",
-      "\t[ Saved as sub-009_ses-01_task-WorkingMemory_run-3_channels.tsv]\n",
-      "\t[ Saving the sub-009_ses-01_task-WorkingMemory_run-3_coordsystem.json coordinate system file]\n",
-      "sub-009_ses-01_task-WorkingMemory_run-4_eeg.set:\n",
-      "\t[ EEG has 71 channels]\n",
-      "\t[ 69 EEG channels, 2 EOG channels, 0 OTHER channels 0 MISC channels]\n",
-      "\t[ Saved as sub-009_ses-01_task-WorkingMemory_run-4_channels.tsv]\n",
-      "\t[ Saving the sub-009_ses-01_task-WorkingMemory_run-4_coordsystem.json coordinate system file]\n",
-      "sub-010_ses-01_task-WorkingMemory_run-1_eeg.set:\n",
-      "\t[ EEG has 71 channels]\n",
-      "\t[ 69 EEG channels, 2 EOG channels, 0 OTHER channels 0 MISC channels]\n",
-      "\t[ Saved as sub-010_ses-01_task-WorkingMemory_run-1_channels.tsv]\n",
-      "\t[ Saving the sub-010_ses-01_task-WorkingMemory_run-1_coordsystem.json coordinate system file]\n",
-      "sub-010_ses-01_task-WorkingMemory_run-2_eeg.set:\n",
-      "\t[ EEG has 71 channels]\n",
-      "\t[ 69 EEG channels, 2 EOG channels, 0 OTHER channels 0 MISC channels]\n",
-      "\t[ Saved as sub-010_ses-01_task-WorkingMemory_run-2_channels.tsv]\n",
-      "\t[ Saving the sub-010_ses-01_task-WorkingMemory_run-2_coordsystem.json coordinate system file]\n",
-      "sub-010_ses-01_task-WorkingMemory_run-3_eeg.set:\n",
-      "\t[ EEG has 71 channels]\n",
-      "\t[ 69 EEG channels, 2 EOG channels, 0 OTHER channels 0 MISC channels]\n",
-      "\t[ Saved as sub-010_ses-01_task-WorkingMemory_run-3_channels.tsv]\n",
-      "\t[ Saving the sub-010_ses-01_task-WorkingMemory_run-3_coordsystem.json coordinate system file]\n",
-      "sub-010_ses-01_task-WorkingMemory_run-4_eeg.set:\n",
-      "\t[ EEG has 71 channels]\n",
-      "\t[ 69 EEG channels, 2 EOG channels, 0 OTHER channels 0 MISC channels]\n",
-      "\t[ Saved as sub-010_ses-01_task-WorkingMemory_run-4_channels.tsv]\n",
-      "\t[ Saving the sub-010_ses-01_task-WorkingMemory_run-4_coordsystem.json coordinate system file]\n",
-      "sub-011_ses-01_task-WorkingMemory_run-1_eeg.set:\n",
-      "\t[ EEG has 71 channels]\n",
-      "\t[ 69 EEG channels, 2 EOG channels, 0 OTHER channels 0 MISC channels]\n",
-      "\t[ Saved as sub-011_ses-01_task-WorkingMemory_run-1_channels.tsv]\n",
-      "\t[ Saving the sub-011_ses-01_task-WorkingMemory_run-1_coordsystem.json coordinate system file]\n",
-      "sub-011_ses-01_task-WorkingMemory_run-2_eeg.set:\n",
-      "\t[ EEG has 71 channels]\n",
-      "\t[ 69 EEG channels, 2 EOG channels, 0 OTHER channels 0 MISC channels]\n",
-      "\t[ Saved as sub-011_ses-01_task-WorkingMemory_run-2_channels.tsv]\n",
-      "\t[ Saving the sub-011_ses-01_task-WorkingMemory_run-2_coordsystem.json coordinate system file]\n",
-      "sub-011_ses-01_task-WorkingMemory_run-3_eeg.set:\n",
-      "\t[ EEG has 71 channels]\n",
-      "\t[ 69 EEG channels, 2 EOG channels, 0 OTHER channels 0 MISC channels]\n",
-      "\t[ Saved as sub-011_ses-01_task-WorkingMemory_run-3_channels.tsv]\n",
-      "\t[ Saving the sub-011_ses-01_task-WorkingMemory_run-3_coordsystem.json coordinate system file]\n",
-      "sub-011_ses-01_task-WorkingMemory_run-4_eeg.set:\n",
-      "\t[ EEG has 71 channels]\n",
-      "\t[ 69 EEG channels, 2 EOG channels, 0 OTHER channels 0 MISC channels]\n",
-      "\t[ Saved as sub-011_ses-01_task-WorkingMemory_run-4_channels.tsv]\n",
-      "\t[ Saving the sub-011_ses-01_task-WorkingMemory_run-4_coordsystem.json coordinate system file]\n",
-      "sub-012_ses-01_task-WorkingMemory_run-1_eeg.set:\n",
-      "\t[ EEG has 71 channels]\n",
-      "\t[ 69 EEG channels, 2 EOG channels, 0 OTHER channels 0 MISC channels]\n",
-      "\t[ Saved as sub-012_ses-01_task-WorkingMemory_run-1_channels.tsv]\n",
-      "\t[ Saving the sub-012_ses-01_task-WorkingMemory_run-1_coordsystem.json coordinate system file]\n",
-      "sub-012_ses-01_task-WorkingMemory_run-2_eeg.set:\n",
-      "\t[ EEG has 71 channels]\n",
-      "\t[ 69 EEG channels, 2 EOG channels, 0 OTHER channels 0 MISC channels]\n",
-      "\t[ Saved as sub-012_ses-01_task-WorkingMemory_run-2_channels.tsv]\n",
-      "\t[ Saving the sub-012_ses-01_task-WorkingMemory_run-2_coordsystem.json coordinate system file]\n",
-      "sub-012_ses-01_task-WorkingMemory_run-3_eeg.set:\n",
-      "\t[ EEG has 71 channels]\n",
-      "\t[ 69 EEG channels, 2 EOG channels, 0 OTHER channels 0 MISC channels]\n",
-      "\t[ Saved as sub-012_ses-01_task-WorkingMemory_run-3_channels.tsv]\n",
-      "\t[ Saving the sub-012_ses-01_task-WorkingMemory_run-3_coordsystem.json coordinate system file]\n",
-      "sub-014_ses-01_task-WorkingMemory_run-1_eeg.set:\n",
-      "\t[ EEG has 71 channels]\n",
-      "\t[ 69 EEG channels, 2 EOG channels, 0 OTHER channels 0 MISC channels]\n",
-      "\t[ Saved as sub-014_ses-01_task-WorkingMemory_run-1_channels.tsv]\n",
-      "\t[ Saving the sub-014_ses-01_task-WorkingMemory_run-1_coordsystem.json coordinate system file]\n",
-      "sub-014_ses-01_task-WorkingMemory_run-2_eeg.set:\n",
-      "\t[ EEG has 71 channels]\n",
-      "\t[ 69 EEG channels, 2 EOG channels, 0 OTHER channels 0 MISC channels]\n",
-      "\t[ Saved as sub-014_ses-01_task-WorkingMemory_run-2_channels.tsv]\n",
-      "\t[ Saving the sub-014_ses-01_task-WorkingMemory_run-2_coordsystem.json coordinate system file]\n",
-      "sub-014_ses-01_task-WorkingMemory_run-3_eeg.set:\n",
-      "\t[ EEG has 71 channels]\n",
-      "\t[ 69 EEG channels, 2 EOG channels, 0 OTHER channels 0 MISC channels]\n",
-      "\t[ Saved as sub-014_ses-01_task-WorkingMemory_run-3_channels.tsv]\n",
-      "\t[ Saving the sub-014_ses-01_task-WorkingMemory_run-3_coordsystem.json coordinate system file]\n",
-      "sub-015_ses-01_task-WorkingMemory_run-1_eeg.set:\n",
-      "\t[ EEG has 71 channels]\n",
-      "\t[ 69 EEG channels, 2 EOG channels, 0 OTHER channels 0 MISC channels]\n",
-      "\t[ Saved as sub-015_ses-01_task-WorkingMemory_run-1_channels.tsv]\n",
-      "\t[ Saving the sub-015_ses-01_task-WorkingMemory_run-1_coordsystem.json coordinate system file]\n",
-      "sub-015_ses-01_task-WorkingMemory_run-2_eeg.set:\n",
-      "\t[ EEG has 71 channels]\n",
-      "\t[ 69 EEG channels, 2 EOG channels, 0 OTHER channels 0 MISC channels]\n",
-      "\t[ Saved as sub-015_ses-01_task-WorkingMemory_run-2_channels.tsv]\n",
-      "\t[ Saving the sub-015_ses-01_task-WorkingMemory_run-2_coordsystem.json coordinate system file]\n",
-      "sub-015_ses-01_task-WorkingMemory_run-3_eeg.set:\n",
-      "\t[ EEG has 71 channels]\n",
-      "\t[ 69 EEG channels, 2 EOG channels, 0 OTHER channels 0 MISC channels]\n",
-      "\t[ Saved as sub-015_ses-01_task-WorkingMemory_run-3_channels.tsv]\n",
-      "\t[ Saving the sub-015_ses-01_task-WorkingMemory_run-3_coordsystem.json coordinate system file]\n",
-      "sub-016_ses-01_task-WorkingMemory_run-1_eeg.set:\n",
-      "\t[ EEG has 71 channels]\n",
-      "\t[ 69 EEG channels, 2 EOG channels, 0 OTHER channels 0 MISC channels]\n",
-      "\t[ Saved as sub-016_ses-01_task-WorkingMemory_run-1_channels.tsv]\n",
-      "\t[ Saving the sub-016_ses-01_task-WorkingMemory_run-1_coordsystem.json coordinate system file]\n",
-      "sub-016_ses-01_task-WorkingMemory_run-2_eeg.set:\n",
-      "\t[ EEG has 71 channels]\n",
-      "\t[ 69 EEG channels, 2 EOG channels, 0 OTHER channels 0 MISC channels]\n",
-      "\t[ Saved as sub-016_ses-01_task-WorkingMemory_run-2_channels.tsv]\n",
-      "\t[ Saving the sub-016_ses-01_task-WorkingMemory_run-2_coordsystem.json coordinate system file]\n",
-      "sub-016_ses-01_task-WorkingMemory_run-3_eeg.set:\n",
-      "\t[ EEG has 71 channels]\n",
-      "\t[ 69 EEG channels, 2 EOG channels, 0 OTHER channels 0 MISC channels]\n",
-      "\t[ Saved as sub-016_ses-01_task-WorkingMemory_run-3_channels.tsv]\n",
-      "\t[ Saving the sub-016_ses-01_task-WorkingMemory_run-3_coordsystem.json coordinate system file]\n",
-      "sub-017_ses-01_task-WorkingMemory_run-1_eeg.set:\n",
-      "\t[ EEG has 71 channels]\n",
-      "\t[ 69 EEG channels, 2 EOG channels, 0 OTHER channels 0 MISC channels]\n",
-      "\t[ Saved as sub-017_ses-01_task-WorkingMemory_run-1_channels.tsv]\n",
-      "\t[ Saving the sub-017_ses-01_task-WorkingMemory_run-1_coordsystem.json coordinate system file]\n",
-      "sub-017_ses-01_task-WorkingMemory_run-2_eeg.set:\n",
-      "\t[ EEG has 71 channels]\n",
-      "\t[ 69 EEG channels, 2 EOG channels, 0 OTHER channels 0 MISC channels]\n",
-      "\t[ Saved as sub-017_ses-01_task-WorkingMemory_run-2_channels.tsv]\n",
-      "\t[ Saving the sub-017_ses-01_task-WorkingMemory_run-2_coordsystem.json coordinate system file]\n",
-      "sub-017_ses-01_task-WorkingMemory_run-3_eeg.set:\n",
-      "\t[ EEG has 71 channels]\n",
-      "\t[ 69 EEG channels, 2 EOG channels, 0 OTHER channels 0 MISC channels]\n",
-      "\t[ Saved as sub-017_ses-01_task-WorkingMemory_run-3_channels.tsv]\n",
-      "\t[ Saving the sub-017_ses-01_task-WorkingMemory_run-3_coordsystem.json coordinate system file]\n",
-      "sub-018_ses-01_task-WorkingMemory_run-1_eeg.set:\n",
-      "\t[ EEG has 71 channels]\n",
-      "\t[ 69 EEG channels, 2 EOG channels, 0 OTHER channels 0 MISC channels]\n",
-      "\t[ Saved as sub-018_ses-01_task-WorkingMemory_run-1_channels.tsv]\n",
-      "\t[ Saving the sub-018_ses-01_task-WorkingMemory_run-1_coordsystem.json coordinate system file]\n",
-      "sub-018_ses-01_task-WorkingMemory_run-2_eeg.set:\n",
-      "\t[ EEG has 71 channels]\n",
-      "\t[ 69 EEG channels, 2 EOG channels, 0 OTHER channels 0 MISC channels]\n",
-      "\t[ Saved as sub-018_ses-01_task-WorkingMemory_run-2_channels.tsv]\n",
-      "\t[ Saving the sub-018_ses-01_task-WorkingMemory_run-2_coordsystem.json coordinate system file]\n",
-      "sub-018_ses-01_task-WorkingMemory_run-3_eeg.set:\n",
-      "\t[ EEG has 71 channels]\n",
-      "\t[ 69 EEG channels, 2 EOG channels, 0 OTHER channels 0 MISC channels]\n",
-      "\t[ Saved as sub-018_ses-01_task-WorkingMemory_run-3_channels.tsv]\n",
-      "\t[ Saving the sub-018_ses-01_task-WorkingMemory_run-3_coordsystem.json coordinate system file]\n",
-      "sub-019_ses-01_task-WorkingMemory_run-1_eeg.set:\n",
-      "\t[ EEG has 71 channels]\n",
-      "\t[ 69 EEG channels, 2 EOG channels, 0 OTHER channels 0 MISC channels]\n",
-      "\t[ Saved as sub-019_ses-01_task-WorkingMemory_run-1_channels.tsv]\n",
-      "\t[ Saving the sub-019_ses-01_task-WorkingMemory_run-1_coordsystem.json coordinate system file]\n",
-      "sub-019_ses-01_task-WorkingMemory_run-2_eeg.set:\n",
-      "\t[ EEG has 71 channels]\n",
-      "\t[ 69 EEG channels, 2 EOG channels, 0 OTHER channels 0 MISC channels]\n",
-      "\t[ Saved as sub-019_ses-01_task-WorkingMemory_run-2_channels.tsv]\n",
-      "\t[ Saving the sub-019_ses-01_task-WorkingMemory_run-2_coordsystem.json coordinate system file]\n",
-      "sub-019_ses-01_task-WorkingMemory_run-3_eeg.set:\n",
-      "\t[ EEG has 71 channels]\n",
-      "\t[ 69 EEG channels, 2 EOG channels, 0 OTHER channels 0 MISC channels]\n",
-      "\t[ Saved as sub-019_ses-01_task-WorkingMemory_run-3_channels.tsv]\n",
-      "\t[ Saving the sub-019_ses-01_task-WorkingMemory_run-3_coordsystem.json coordinate system file]\n",
-      "sub-020_ses-01_task-WorkingMemory_run-1_eeg.set:\n",
-      "\t[ EEG has 71 channels]\n",
-      "\t[ 69 EEG channels, 2 EOG channels, 0 OTHER channels 0 MISC channels]\n",
-      "\t[ Saved as sub-020_ses-01_task-WorkingMemory_run-1_channels.tsv]\n",
-      "\t[ Saving the sub-020_ses-01_task-WorkingMemory_run-1_coordsystem.json coordinate system file]\n",
-      "sub-020_ses-01_task-WorkingMemory_run-2_eeg.set:\n",
-      "\t[ EEG has 71 channels]\n",
-      "\t[ 69 EEG channels, 2 EOG channels, 0 OTHER channels 0 MISC channels]\n",
-      "\t[ Saved as sub-020_ses-01_task-WorkingMemory_run-2_channels.tsv]\n",
-      "\t[ Saving the sub-020_ses-01_task-WorkingMemory_run-2_coordsystem.json coordinate system file]\n",
-      "sub-020_ses-01_task-WorkingMemory_run-3_eeg.set:\n",
-      "\t[ EEG has 71 channels]\n",
-      "\t[ 69 EEG channels, 2 EOG channels, 0 OTHER channels 0 MISC channels]\n",
-      "\t[ Saved as sub-020_ses-01_task-WorkingMemory_run-3_channels.tsv]\n",
-      "\t[ Saving the sub-020_ses-01_task-WorkingMemory_run-3_coordsystem.json coordinate system file]\n",
-      "sub-021_ses-01_task-WorkingMemory_run-1_eeg.set:\n",
-      "\t[ EEG has 71 channels]\n",
-      "\t[ 69 EEG channels, 2 EOG channels, 0 OTHER channels 0 MISC channels]\n",
-      "\t[ Saved as sub-021_ses-01_task-WorkingMemory_run-1_channels.tsv]\n",
-      "\t[ Saving the sub-021_ses-01_task-WorkingMemory_run-1_coordsystem.json coordinate system file]\n",
-      "sub-021_ses-01_task-WorkingMemory_run-2_eeg.set:\n",
-      "\t[ EEG has 71 channels]\n",
-      "\t[ 69 EEG channels, 2 EOG channels, 0 OTHER channels 0 MISC channels]\n",
-      "\t[ Saved as sub-021_ses-01_task-WorkingMemory_run-2_channels.tsv]\n",
-      "\t[ Saving the sub-021_ses-01_task-WorkingMemory_run-2_coordsystem.json coordinate system file]\n",
-      "sub-021_ses-01_task-WorkingMemory_run-3_eeg.set:\n",
-      "\t[ EEG has 71 channels]\n",
-      "\t[ 69 EEG channels, 2 EOG channels, 0 OTHER channels 0 MISC channels]\n",
-      "\t[ Saved as sub-021_ses-01_task-WorkingMemory_run-3_channels.tsv]\n",
-      "\t[ Saving the sub-021_ses-01_task-WorkingMemory_run-3_coordsystem.json coordinate system file]\n",
-      "sub-022_ses-01_task-WorkingMemory_run-1_eeg.set:\n",
-      "\t[ EEG has 71 channels]\n",
-      "\t[ 69 EEG channels, 2 EOG channels, 0 OTHER channels 0 MISC channels]\n",
-      "\t[ Saved as sub-022_ses-01_task-WorkingMemory_run-1_channels.tsv]\n",
-      "\t[ Saving the sub-022_ses-01_task-WorkingMemory_run-1_coordsystem.json coordinate system file]\n",
-      "sub-022_ses-01_task-WorkingMemory_run-2_eeg.set:\n",
-      "\t[ EEG has 71 channels]\n",
-      "\t[ 69 EEG channels, 2 EOG channels, 0 OTHER channels 0 MISC channels]\n",
-      "\t[ Saved as sub-022_ses-01_task-WorkingMemory_run-2_channels.tsv]\n",
-      "\t[ Saving the sub-022_ses-01_task-WorkingMemory_run-2_coordsystem.json coordinate system file]\n",
-      "sub-022_ses-01_task-WorkingMemory_run-3_eeg.set:\n",
-      "\t[ EEG has 71 channels]\n",
-      "\t[ 69 EEG channels, 2 EOG channels, 0 OTHER channels 0 MISC channels]\n",
-      "\t[ Saved as sub-022_ses-01_task-WorkingMemory_run-3_channels.tsv]\n",
-      "\t[ Saving the sub-022_ses-01_task-WorkingMemory_run-3_coordsystem.json coordinate system file]\n",
-      "sub-022_ses-01_task-WorkingMemory_run-4_eeg.set:\n",
-      "\t[ EEG has 71 channels]\n",
-      "\t[ 69 EEG channels, 2 EOG channels, 0 OTHER channels 0 MISC channels]\n",
-      "\t[ Saved as sub-022_ses-01_task-WorkingMemory_run-4_channels.tsv]\n",
-      "\t[ Saving the sub-022_ses-01_task-WorkingMemory_run-4_coordsystem.json coordinate system file]\n",
-      "sub-022_ses-01_task-WorkingMemory_run-5_eeg.set:\n",
-      "\t[ EEG has 71 channels]\n",
-      "\t[ 69 EEG channels, 2 EOG channels, 0 OTHER channels 0 MISC channels]\n",
-      "\t[ Saved as sub-022_ses-01_task-WorkingMemory_run-5_channels.tsv]\n",
-      "\t[ Saving the sub-022_ses-01_task-WorkingMemory_run-5_coordsystem.json coordinate system file]\n",
-      "sub-022_ses-01_task-WorkingMemory_run-6_eeg.set:\n",
-      "\t[ EEG has 71 channels]\n",
-      "\t[ 69 EEG channels, 2 EOG channels, 0 OTHER channels 0 MISC channels]\n",
-      "\t[ Saved as sub-022_ses-01_task-WorkingMemory_run-6_channels.tsv]\n",
-      "\t[ Saving the sub-022_ses-01_task-WorkingMemory_run-6_coordsystem.json coordinate system file]\n",
-      "sub-023_ses-01_task-WorkingMemory_run-1_eeg.set:\n",
-      "\t[ EEG has 71 channels]\n",
-      "\t[ 69 EEG channels, 2 EOG channels, 0 OTHER channels 0 MISC channels]\n",
-      "\t[ Saved as sub-023_ses-01_task-WorkingMemory_run-1_channels.tsv]\n",
-      "\t[ Saving the sub-023_ses-01_task-WorkingMemory_run-1_coordsystem.json coordinate system file]\n",
-      "sub-023_ses-01_task-WorkingMemory_run-2_eeg.set:\n",
-      "\t[ EEG has 71 channels]\n",
-      "\t[ 69 EEG channels, 2 EOG channels, 0 OTHER channels 0 MISC channels]\n",
-      "\t[ Saved as sub-023_ses-01_task-WorkingMemory_run-2_channels.tsv]\n",
-      "\t[ Saving the sub-023_ses-01_task-WorkingMemory_run-2_coordsystem.json coordinate system file]\n",
-      "sub-023_ses-01_task-WorkingMemory_run-3_eeg.set:\n",
-      "\t[ EEG has 71 channels]\n",
-      "\t[ 69 EEG channels, 2 EOG channels, 0 OTHER channels 0 MISC channels]\n",
-      "\t[ Saved as sub-023_ses-01_task-WorkingMemory_run-3_channels.tsv]\n",
-      "\t[ Saving the sub-023_ses-01_task-WorkingMemory_run-3_coordsystem.json coordinate system file]\n",
-      "sub-023_ses-01_task-WorkingMemory_run-4_eeg.set:\n",
-      "\t[ EEG has 71 channels]\n",
-      "\t[ 69 EEG channels, 2 EOG channels, 0 OTHER channels 0 MISC channels]\n",
-      "\t[ Saved as sub-023_ses-01_task-WorkingMemory_run-4_channels.tsv]\n",
-      "\t[ Saving the sub-023_ses-01_task-WorkingMemory_run-4_coordsystem.json coordinate system file]\n",
-      "sub-023_ses-01_task-WorkingMemory_run-5_eeg.set:\n",
-      "\t[ EEG has 71 channels]\n",
-      "\t[ 69 EEG channels, 2 EOG channels, 0 OTHER channels 0 MISC channels]\n",
-      "\t[ Saved as sub-023_ses-01_task-WorkingMemory_run-5_channels.tsv]\n",
-      "\t[ Saving the sub-023_ses-01_task-WorkingMemory_run-5_coordsystem.json coordinate system file]\n",
-      "sub-024_ses-01_task-WorkingMemory_run-1_eeg.set:\n",
-      "\t[ EEG has 71 channels]\n",
-      "\t[ 69 EEG channels, 2 EOG channels, 0 OTHER channels 0 MISC channels]\n",
-      "\t[ Saved as sub-024_ses-01_task-WorkingMemory_run-1_channels.tsv]\n",
-      "\t[ Saving the sub-024_ses-01_task-WorkingMemory_run-1_coordsystem.json coordinate system file]\n",
-      "sub-024_ses-01_task-WorkingMemory_run-2_eeg.set:\n",
-      "\t[ EEG has 71 channels]\n",
-      "\t[ 69 EEG channels, 2 EOG channels, 0 OTHER channels 0 MISC channels]\n",
-      "\t[ Saved as sub-024_ses-01_task-WorkingMemory_run-2_channels.tsv]\n",
-      "\t[ Saving the sub-024_ses-01_task-WorkingMemory_run-2_coordsystem.json coordinate system file]\n",
-      "sub-024_ses-01_task-WorkingMemory_run-3_eeg.set:\n",
-      "\t[ EEG has 71 channels]\n",
-      "\t[ 69 EEG channels, 2 EOG channels, 0 OTHER channels 0 MISC channels]\n",
-      "\t[ Saved as sub-024_ses-01_task-WorkingMemory_run-3_channels.tsv]\n",
-      "\t[ Saving the sub-024_ses-01_task-WorkingMemory_run-3_coordsystem.json coordinate system file]\n",
-      "\n",
-      "\n",
-      "ERROR Summary:\n",
-      "sternberg_10_fix_channels_log: Level ERROR\n",
-      "sub-001_ses-01_task-WorkingMemory_run-1_eeg.set:\n",
-      "sub-001_ses-01_task-WorkingMemory_run-2_eeg.set:\n",
-      "sub-001_ses-01_task-WorkingMemory_run-3_eeg.set:\n",
-      "sub-001_ses-01_task-WorkingMemory_run-4_eeg.set:\n",
-      "sub-002_ses-01_task-WorkingMemory_run-1_eeg.set:\n",
-      "sub-002_ses-01_task-WorkingMemory_run-2_eeg.set:\n",
-      "sub-002_ses-01_task-WorkingMemory_run-3_eeg.set:\n",
-      "sub-002_ses-01_task-WorkingMemory_run-4_eeg.set:\n",
-      "sub-003_ses-01_task-WorkingMemory_run-1_eeg.set:\n",
-      "sub-003_ses-01_task-WorkingMemory_run-2_eeg.set:\n",
-      "sub-003_ses-01_task-WorkingMemory_run-3_eeg.set:\n",
-      "sub-003_ses-01_task-WorkingMemory_run-4_eeg.set:\n",
-      "sub-004_ses-01_task-WorkingMemory_run-1_eeg.set:\n",
-      "sub-004_ses-01_task-WorkingMemory_run-2_eeg.set:\n",
-      "sub-004_ses-01_task-WorkingMemory_run-3_eeg.set:\n",
-      "sub-004_ses-01_task-WorkingMemory_run-4_eeg.set:\n",
-      "sub-005_ses-01_task-WorkingMemory_run-1_eeg.set:\n",
-      "sub-005_ses-01_task-WorkingMemory_run-2_eeg.set:\n",
-      "sub-005_ses-01_task-WorkingMemory_run-3_eeg.set:\n",
-      "sub-005_ses-01_task-WorkingMemory_run-4_eeg.set:\n",
-      "sub-006_ses-01_task-WorkingMemory_run-1_eeg.set:\n",
-      "sub-006_ses-01_task-WorkingMemory_run-2_eeg.set:\n",
-      "sub-006_ses-01_task-WorkingMemory_run-3_eeg.set:\n",
-      "sub-006_ses-01_task-WorkingMemory_run-4_eeg.set:\n",
-      "sub-007_ses-01_task-WorkingMemory_run-1_eeg.set:\n",
-      "sub-007_ses-01_task-WorkingMemory_run-2_eeg.set:\n",
-      "sub-007_ses-01_task-WorkingMemory_run-3_eeg.set:\n",
-      "sub-007_ses-01_task-WorkingMemory_run-4_eeg.set:\n",
-      "sub-008_ses-01_task-WorkingMemory_run-1_eeg.set:\n",
-      "sub-008_ses-01_task-WorkingMemory_run-2_eeg.set:\n",
-      "sub-008_ses-01_task-WorkingMemory_run-3_eeg.set:\n",
-      "sub-008_ses-01_task-WorkingMemory_run-4_eeg.set:\n",
-      "sub-009_ses-01_task-WorkingMemory_run-1_eeg.set:\n",
-      "sub-009_ses-01_task-WorkingMemory_run-2_eeg.set:\n",
-      "sub-009_ses-01_task-WorkingMemory_run-3_eeg.set:\n",
-      "sub-009_ses-01_task-WorkingMemory_run-4_eeg.set:\n",
-      "sub-010_ses-01_task-WorkingMemory_run-1_eeg.set:\n",
-      "sub-010_ses-01_task-WorkingMemory_run-2_eeg.set:\n",
-      "sub-010_ses-01_task-WorkingMemory_run-3_eeg.set:\n",
-      "sub-010_ses-01_task-WorkingMemory_run-4_eeg.set:\n",
-      "sub-011_ses-01_task-WorkingMemory_run-1_eeg.set:\n",
-      "sub-011_ses-01_task-WorkingMemory_run-2_eeg.set:\n",
-      "sub-011_ses-01_task-WorkingMemory_run-3_eeg.set:\n",
-      "sub-011_ses-01_task-WorkingMemory_run-4_eeg.set:\n",
-      "sub-012_ses-01_task-WorkingMemory_run-1_eeg.set:\n",
-      "sub-012_ses-01_task-WorkingMemory_run-2_eeg.set:\n",
-      "sub-012_ses-01_task-WorkingMemory_run-3_eeg.set:\n",
-      "sub-014_ses-01_task-WorkingMemory_run-1_eeg.set:\n",
-      "sub-014_ses-01_task-WorkingMemory_run-2_eeg.set:\n",
-      "sub-014_ses-01_task-WorkingMemory_run-3_eeg.set:\n",
-      "sub-015_ses-01_task-WorkingMemory_run-1_eeg.set:\n",
-      "sub-015_ses-01_task-WorkingMemory_run-2_eeg.set:\n",
-      "sub-015_ses-01_task-WorkingMemory_run-3_eeg.set:\n",
-      "sub-016_ses-01_task-WorkingMemory_run-1_eeg.set:\n",
-      "sub-016_ses-01_task-WorkingMemory_run-2_eeg.set:\n",
-      "sub-016_ses-01_task-WorkingMemory_run-3_eeg.set:\n",
-      "sub-017_ses-01_task-WorkingMemory_run-1_eeg.set:\n",
-      "sub-017_ses-01_task-WorkingMemory_run-2_eeg.set:\n",
-      "sub-017_ses-01_task-WorkingMemory_run-3_eeg.set:\n",
-      "sub-018_ses-01_task-WorkingMemory_run-1_eeg.set:\n",
-      "sub-018_ses-01_task-WorkingMemory_run-2_eeg.set:\n",
-      "sub-018_ses-01_task-WorkingMemory_run-3_eeg.set:\n",
-      "sub-019_ses-01_task-WorkingMemory_run-1_eeg.set:\n",
-      "sub-019_ses-01_task-WorkingMemory_run-2_eeg.set:\n",
-      "sub-019_ses-01_task-WorkingMemory_run-3_eeg.set:\n",
-      "sub-020_ses-01_task-WorkingMemory_run-1_eeg.set:\n",
-      "sub-020_ses-01_task-WorkingMemory_run-2_eeg.set:\n",
-      "sub-020_ses-01_task-WorkingMemory_run-3_eeg.set:\n",
-      "sub-021_ses-01_task-WorkingMemory_run-1_eeg.set:\n",
-      "sub-021_ses-01_task-WorkingMemory_run-2_eeg.set:\n",
-      "sub-021_ses-01_task-WorkingMemory_run-3_eeg.set:\n",
-      "sub-022_ses-01_task-WorkingMemory_run-1_eeg.set:\n",
-      "sub-022_ses-01_task-WorkingMemory_run-2_eeg.set:\n",
-      "sub-022_ses-01_task-WorkingMemory_run-3_eeg.set:\n",
-      "sub-022_ses-01_task-WorkingMemory_run-4_eeg.set:\n",
-      "sub-022_ses-01_task-WorkingMemory_run-5_eeg.set:\n",
-      "sub-022_ses-01_task-WorkingMemory_run-6_eeg.set:\n",
-      "sub-023_ses-01_task-WorkingMemory_run-1_eeg.set:\n",
-      "sub-023_ses-01_task-WorkingMemory_run-2_eeg.set:\n",
-      "sub-023_ses-01_task-WorkingMemory_run-3_eeg.set:\n",
-      "sub-023_ses-01_task-WorkingMemory_run-4_eeg.set:\n",
-      "sub-023_ses-01_task-WorkingMemory_run-5_eeg.set:\n",
-      "sub-024_ses-01_task-WorkingMemory_run-1_eeg.set:\n",
-      "sub-024_ses-01_task-WorkingMemory_run-2_eeg.set:\n",
-      "sub-024_ses-01_task-WorkingMemory_run-3_eeg.set:\n"
-     ]
-    }
-   ]
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 2
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
\ No newline at end of file
diff --git a/hedcode/jupyter_notebooks/dataset_specific_processing/sternberg/sternberg_11_fix_miscellaneous.ipynb b/hedcode/jupyter_notebooks/dataset_specific_processing/sternberg/sternberg_11_fix_miscellaneous.ipynb
deleted file mode 100644
index 58c5300..0000000
--- a/hedcode/jupyter_notebooks/dataset_specific_processing/sternberg/sternberg_11_fix_miscellaneous.ipynb
+++ /dev/null
@@ -1,898 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "collapsed": true,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   },
-   "source": [
-    "## Sternberg sample numbers are integers starting at 1.\n",
-    "\n",
-    "The purpose this script is to fix the sample numbers so that they are\n",
-    "integers starting at 1.  This script also handles some particular issues\n",
-    "with the Sternberg including the presence of unwanted events.json files\n",
-    "and unwanted .DS_store files."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "\n",
-      "Log output:\n",
-      "sternberg_11_fix_miscellaneous_log: Level None\n",
-      "task-WorkingMemory_events.json:\n",
-      "\t[ Removed task-WorkingMemory_events.json]\n",
-      "sub-001_ses-01_task-WorkingMemory_run-1_events.json:\n",
-      "\t[ Removed sub-001_ses-01_task-WorkingMemory_run-1_events.json]\n",
-      "sub-001_ses-01_task-WorkingMemory_run-2_events.json:\n",
-      "\t[ Removed sub-001_ses-01_task-WorkingMemory_run-2_events.json]\n",
-      "sub-001_ses-01_task-WorkingMemory_run-3_events.json:\n",
-      "\t[ Removed sub-001_ses-01_task-WorkingMemory_run-3_events.json]\n",
-      "sub-001_ses-01_task-WorkingMemory_run-4_events.json:\n",
-      "\t[ Removed sub-001_ses-01_task-WorkingMemory_run-4_events.json]\n",
-      "sub-002_ses-01_task-WorkingMemory_run-1_events.json:\n",
-      "\t[ Removed sub-002_ses-01_task-WorkingMemory_run-1_events.json]\n",
-      "sub-002_ses-01_task-WorkingMemory_run-2_events.json:\n",
-      "\t[ Removed sub-002_ses-01_task-WorkingMemory_run-2_events.json]\n",
-      "sub-002_ses-01_task-WorkingMemory_run-3_events.json:\n",
-      "\t[ Removed sub-002_ses-01_task-WorkingMemory_run-3_events.json]\n",
-      "sub-002_ses-01_task-WorkingMemory_run-4_events.json:\n",
-      "\t[ Removed sub-002_ses-01_task-WorkingMemory_run-4_events.json]\n",
-      "sub-003_ses-01_task-WorkingMemory_run-1_events.json:\n",
-      "\t[ Removed sub-003_ses-01_task-WorkingMemory_run-1_events.json]\n",
-      "sub-003_ses-01_task-WorkingMemory_run-2_events.json:\n",
-      "\t[ Removed sub-003_ses-01_task-WorkingMemory_run-2_events.json]\n",
-      "sub-003_ses-01_task-WorkingMemory_run-3_events.json:\n",
-      "\t[ Removed sub-003_ses-01_task-WorkingMemory_run-3_events.json]\n",
-      "sub-003_ses-01_task-WorkingMemory_run-4_events.json:\n",
-      "\t[ Removed sub-003_ses-01_task-WorkingMemory_run-4_events.json]\n",
-      "sub-004_ses-01_task-WorkingMemory_run-1_events.json:\n",
-      "\t[ Removed sub-004_ses-01_task-WorkingMemory_run-1_events.json]\n",
-      "sub-004_ses-01_task-WorkingMemory_run-2_events.json:\n",
-      "\t[ Removed sub-004_ses-01_task-WorkingMemory_run-2_events.json]\n",
-      "sub-004_ses-01_task-WorkingMemory_run-3_events.json:\n",
-      "\t[ Removed sub-004_ses-01_task-WorkingMemory_run-3_events.json]\n",
-      "sub-004_ses-01_task-WorkingMemory_run-4_events.json:\n",
-      "\t[ Removed sub-004_ses-01_task-WorkingMemory_run-4_events.json]\n",
-      "sub-005_ses-01_task-WorkingMemory_run-1_events.json:\n",
-      "\t[ Removed sub-005_ses-01_task-WorkingMemory_run-1_events.json]\n",
-      "sub-005_ses-01_task-WorkingMemory_run-2_events.json:\n",
-      "\t[ Removed sub-005_ses-01_task-WorkingMemory_run-2_events.json]\n",
-      "sub-005_ses-01_task-WorkingMemory_run-3_events.json:\n",
-      "\t[ Removed sub-005_ses-01_task-WorkingMemory_run-3_events.json]\n",
-      "sub-005_ses-01_task-WorkingMemory_run-4_events.json:\n",
-      "\t[ Removed sub-005_ses-01_task-WorkingMemory_run-4_events.json]\n",
-      "sub-006_ses-01_task-WorkingMemory_run-1_events.json:\n",
-      "\t[ Removed sub-006_ses-01_task-WorkingMemory_run-1_events.json]\n",
-      "sub-006_ses-01_task-WorkingMemory_run-2_events.json:\n",
-      "\t[ Removed sub-006_ses-01_task-WorkingMemory_run-2_events.json]\n",
-      "sub-006_ses-01_task-WorkingMemory_run-3_events.json:\n",
-      "\t[ Removed sub-006_ses-01_task-WorkingMemory_run-3_events.json]\n",
-      "sub-006_ses-01_task-WorkingMemory_run-4_events.json:\n",
-      "\t[ Removed sub-006_ses-01_task-WorkingMemory_run-4_events.json]\n",
-      "sub-007_ses-01_task-WorkingMemory_run-1_events.json:\n",
-      "\t[ Removed sub-007_ses-01_task-WorkingMemory_run-1_events.json]\n",
-      "sub-007_ses-01_task-WorkingMemory_run-2_events.json:\n",
-      "\t[ Removed sub-007_ses-01_task-WorkingMemory_run-2_events.json]\n",
-      "sub-007_ses-01_task-WorkingMemory_run-3_events.json:\n",
-      "\t[ Removed sub-007_ses-01_task-WorkingMemory_run-3_events.json]\n",
-      "sub-007_ses-01_task-WorkingMemory_run-4_events.json:\n",
-      "\t[ Removed sub-007_ses-01_task-WorkingMemory_run-4_events.json]\n",
-      "sub-008_ses-01_task-WorkingMemory_run-1_events.json:\n",
-      "\t[ Removed sub-008_ses-01_task-WorkingMemory_run-1_events.json]\n",
-      "sub-008_ses-01_task-WorkingMemory_run-2_events.json:\n",
-      "\t[ Removed sub-008_ses-01_task-WorkingMemory_run-2_events.json]\n",
-      "sub-008_ses-01_task-WorkingMemory_run-3_events.json:\n",
-      "\t[ Removed sub-008_ses-01_task-WorkingMemory_run-3_events.json]\n",
-      "sub-008_ses-01_task-WorkingMemory_run-4_events.json:\n",
-      "\t[ Removed sub-008_ses-01_task-WorkingMemory_run-4_events.json]\n",
-      "sub-009_ses-01_task-WorkingMemory_run-1_events.json:\n",
-      "\t[ Removed sub-009_ses-01_task-WorkingMemory_run-1_events.json]\n",
-      "sub-009_ses-01_task-WorkingMemory_run-2_events.json:\n",
-      "\t[ Removed sub-009_ses-01_task-WorkingMemory_run-2_events.json]\n",
-      "sub-009_ses-01_task-WorkingMemory_run-3_events.json:\n",
-      "\t[ Removed sub-009_ses-01_task-WorkingMemory_run-3_events.json]\n",
-      "sub-009_ses-01_task-WorkingMemory_run-4_events.json:\n",
-      "\t[ Removed sub-009_ses-01_task-WorkingMemory_run-4_events.json]\n",
-      "sub-010_ses-01_task-WorkingMemory_run-1_events.json:\n",
-      "\t[ Removed sub-010_ses-01_task-WorkingMemory_run-1_events.json]\n",
-      "sub-010_ses-01_task-WorkingMemory_run-2_events.json:\n",
-      "\t[ Removed sub-010_ses-01_task-WorkingMemory_run-2_events.json]\n",
-      "sub-010_ses-01_task-WorkingMemory_run-3_events.json:\n",
-      "\t[ Removed sub-010_ses-01_task-WorkingMemory_run-3_events.json]\n",
-      "sub-010_ses-01_task-WorkingMemory_run-4_events.json:\n",
-      "\t[ Removed sub-010_ses-01_task-WorkingMemory_run-4_events.json]\n",
-      "sub-011_ses-01_task-WorkingMemory_run-1_events.json:\n",
-      "\t[ Removed sub-011_ses-01_task-WorkingMemory_run-1_events.json]\n",
-      "sub-011_ses-01_task-WorkingMemory_run-2_events.json:\n",
-      "\t[ Removed sub-011_ses-01_task-WorkingMemory_run-2_events.json]\n",
-      "sub-011_ses-01_task-WorkingMemory_run-3_events.json:\n",
-      "\t[ Removed sub-011_ses-01_task-WorkingMemory_run-3_events.json]\n",
-      "sub-011_ses-01_task-WorkingMemory_run-4_events.json:\n",
-      "\t[ Removed sub-011_ses-01_task-WorkingMemory_run-4_events.json]\n",
-      "sub-012_ses-01_task-WorkingMemory_run-1_events.json:\n",
-      "\t[ Removed sub-012_ses-01_task-WorkingMemory_run-1_events.json]\n",
-      "sub-012_ses-01_task-WorkingMemory_run-2_events.json:\n",
-      "\t[ Removed sub-012_ses-01_task-WorkingMemory_run-2_events.json]\n",
-      "sub-012_ses-01_task-WorkingMemory_run-3_events.json:\n",
-      "\t[ Removed sub-012_ses-01_task-WorkingMemory_run-3_events.json]\n",
-      "sub-014_ses-01_task-WorkingMemory_run-1_events.json:\n",
-      "\t[ Removed sub-014_ses-01_task-WorkingMemory_run-1_events.json]\n",
-      "sub-014_ses-01_task-WorkingMemory_run-2_events.json:\n",
-      "\t[ Removed sub-014_ses-01_task-WorkingMemory_run-2_events.json]\n",
-      "sub-014_ses-01_task-WorkingMemory_run-3_events.json:\n",
-      "\t[ Removed sub-014_ses-01_task-WorkingMemory_run-3_events.json]\n",
-      "sub-015_ses-01_task-WorkingMemory_run-1_events.json:\n",
-      "\t[ Removed sub-015_ses-01_task-WorkingMemory_run-1_events.json]\n",
-      "sub-015_ses-01_task-WorkingMemory_run-2_events.json:\n",
-      "\t[ Removed sub-015_ses-01_task-WorkingMemory_run-2_events.json]\n",
-      "sub-015_ses-01_task-WorkingMemory_run-3_events.json:\n",
-      "\t[ Removed sub-015_ses-01_task-WorkingMemory_run-3_events.json]\n",
-      "sub-016_ses-01_task-WorkingMemory_run-1_events.json:\n",
-      "\t[ Removed sub-016_ses-01_task-WorkingMemory_run-1_events.json]\n",
-      "sub-016_ses-01_task-WorkingMemory_run-2_events.json:\n",
-      "\t[ Removed sub-016_ses-01_task-WorkingMemory_run-2_events.json]\n",
-      "sub-016_ses-01_task-WorkingMemory_run-3_events.json:\n",
-      "\t[ Removed sub-016_ses-01_task-WorkingMemory_run-3_events.json]\n",
-      "sub-017_ses-01_task-WorkingMemory_run-1_events.json:\n",
-      "\t[ Removed sub-017_ses-01_task-WorkingMemory_run-1_events.json]\n",
-      "sub-017_ses-01_task-WorkingMemory_run-2_events.json:\n",
-      "\t[ Removed sub-017_ses-01_task-WorkingMemory_run-2_events.json]\n",
-      "sub-017_ses-01_task-WorkingMemory_run-3_events.json:\n",
-      "\t[ Removed sub-017_ses-01_task-WorkingMemory_run-3_events.json]\n",
-      "sub-018_ses-01_task-WorkingMemory_run-1_events.json:\n",
-      "\t[ Removed sub-018_ses-01_task-WorkingMemory_run-1_events.json]\n",
-      "sub-018_ses-01_task-WorkingMemory_run-2_events.json:\n",
-      "\t[ Removed sub-018_ses-01_task-WorkingMemory_run-2_events.json]\n",
-      "sub-018_ses-01_task-WorkingMemory_run-3_events.json:\n",
-      "\t[ Removed sub-018_ses-01_task-WorkingMemory_run-3_events.json]\n",
-      "sub-019_ses-01_task-WorkingMemory_run-1_events.json:\n",
-      "\t[ Removed sub-019_ses-01_task-WorkingMemory_run-1_events.json]\n",
-      "sub-019_ses-01_task-WorkingMemory_run-2_events.json:\n",
-      "\t[ Removed sub-019_ses-01_task-WorkingMemory_run-2_events.json]\n",
-      "sub-019_ses-01_task-WorkingMemory_run-3_events.json:\n",
-      "\t[ Removed sub-019_ses-01_task-WorkingMemory_run-3_events.json]\n",
-      "sub-020_ses-01_task-WorkingMemory_run-1_events.json:\n",
-      "\t[ Removed sub-020_ses-01_task-WorkingMemory_run-1_events.json]\n",
-      "sub-020_ses-01_task-WorkingMemory_run-2_events.json:\n",
-      "\t[ Removed sub-020_ses-01_task-WorkingMemory_run-2_events.json]\n",
-      "sub-020_ses-01_task-WorkingMemory_run-3_events.json:\n",
-      "\t[ Removed sub-020_ses-01_task-WorkingMemory_run-3_events.json]\n",
-      "sub-021_ses-01_task-WorkingMemory_run-1_events.json:\n",
-      "\t[ Removed sub-021_ses-01_task-WorkingMemory_run-1_events.json]\n",
-      "sub-021_ses-01_task-WorkingMemory_run-2_events.json:\n",
-      "\t[ Removed sub-021_ses-01_task-WorkingMemory_run-2_events.json]\n",
-      "sub-021_ses-01_task-WorkingMemory_run-3_events.json:\n",
-      "\t[ Removed sub-021_ses-01_task-WorkingMemory_run-3_events.json]\n",
-      "sub-022_ses-01_task-WorkingMemory_run-1_events.json:\n",
-      "\t[ Removed sub-022_ses-01_task-WorkingMemory_run-1_events.json]\n",
-      "sub-022_ses-01_task-WorkingMemory_run-2_events.json:\n",
-      "\t[ Removed sub-022_ses-01_task-WorkingMemory_run-2_events.json]\n",
-      "sub-022_ses-01_task-WorkingMemory_run-3_events.json:\n",
-      "\t[ Removed sub-022_ses-01_task-WorkingMemory_run-3_events.json]\n",
-      "sub-022_ses-01_task-WorkingMemory_run-4_events.json:\n",
-      "\t[ Removed sub-022_ses-01_task-WorkingMemory_run-4_events.json]\n",
-      "sub-022_ses-01_task-WorkingMemory_run-5_events.json:\n",
-      "\t[ Removed sub-022_ses-01_task-WorkingMemory_run-5_events.json]\n",
-      "sub-022_ses-01_task-WorkingMemory_run-6_events.json:\n",
-      "\t[ Removed sub-022_ses-01_task-WorkingMemory_run-6_events.json]\n",
-      "sub-023_ses-01_task-WorkingMemory_run-1_events.json:\n",
-      "\t[ Removed sub-023_ses-01_task-WorkingMemory_run-1_events.json]\n",
-      "sub-023_ses-01_task-WorkingMemory_run-2_events.json:\n",
-      "\t[ Removed sub-023_ses-01_task-WorkingMemory_run-2_events.json]\n",
-      "sub-023_ses-01_task-WorkingMemory_run-3_events.json:\n",
-      "\t[ Removed sub-023_ses-01_task-WorkingMemory_run-3_events.json]\n",
-      "sub-023_ses-01_task-WorkingMemory_run-4_events.json:\n",
-      "\t[ Removed sub-023_ses-01_task-WorkingMemory_run-4_events.json]\n",
-      "sub-023_ses-01_task-WorkingMemory_run-5_events.json:\n",
-      "\t[ Removed sub-023_ses-01_task-WorkingMemory_run-5_events.json]\n",
-      "sub-024_ses-01_task-WorkingMemory_run-1_events.json:\n",
-      "\t[ Removed sub-024_ses-01_task-WorkingMemory_run-1_events.json]\n",
-      "sub-024_ses-01_task-WorkingMemory_run-2_events.json:\n",
-      "\t[ Removed sub-024_ses-01_task-WorkingMemory_run-2_events.json]\n",
-      "sub-024_ses-01_task-WorkingMemory_run-3_events.json:\n",
-      "\t[ Removed sub-024_ses-01_task-WorkingMemory_run-3_events.json]\n",
-      "sub-001_ses-01_task-WorkingMemory_run-1_events.tsv:\n",
-      "\t[ Made sample numbers start at 1]\n",
-      "\t[ Saved the file to sub-001_ses-01_task-WorkingMemory_run-1_events.tsv]\n",
-      "sub-001_ses-01_task-WorkingMemory_run-2_events.tsv:\n",
-      "\t[ Made sample numbers start at 1]\n",
-      "\t[ Saved the file to sub-001_ses-01_task-WorkingMemory_run-2_events.tsv]\n",
-      "sub-001_ses-01_task-WorkingMemory_run-3_events.tsv:\n",
-      "\t[ Made sample numbers start at 1]\n",
-      "\t[ Saved the file to sub-001_ses-01_task-WorkingMemory_run-3_events.tsv]\n",
-      "sub-001_ses-01_task-WorkingMemory_run-4_events.tsv:\n",
-      "\t[ Made sample numbers start at 1]\n",
-      "\t[ Saved the file to sub-001_ses-01_task-WorkingMemory_run-4_events.tsv]\n",
-      "sub-002_ses-01_task-WorkingMemory_run-1_events.tsv:\n",
-      "\t[ Made sample numbers start at 1]\n",
-      "\t[ Saved the file to sub-002_ses-01_task-WorkingMemory_run-1_events.tsv]\n",
-      "sub-002_ses-01_task-WorkingMemory_run-2_events.tsv:\n",
-      "\t[ Made sample numbers start at 1]\n",
-      "\t[ Saved the file to sub-002_ses-01_task-WorkingMemory_run-2_events.tsv]\n",
-      "sub-002_ses-01_task-WorkingMemory_run-3_events.tsv:\n",
-      "\t[ Made sample numbers start at 1]\n",
-      "\t[ Saved the file to sub-002_ses-01_task-WorkingMemory_run-3_events.tsv]\n",
-      "sub-002_ses-01_task-WorkingMemory_run-4_events.tsv:\n",
-      "\t[ Made sample numbers start at 1]\n",
-      "\t[ Saved the file to sub-002_ses-01_task-WorkingMemory_run-4_events.tsv]\n",
-      "sub-003_ses-01_task-WorkingMemory_run-1_events.tsv:\n",
-      "\t[ Made sample numbers start at 1]\n",
-      "\t[ Saved the file to sub-003_ses-01_task-WorkingMemory_run-1_events.tsv]\n",
-      "sub-003_ses-01_task-WorkingMemory_run-2_events.tsv:\n",
-      "\t[ Made sample numbers start at 1]\n",
-      "\t[ Saved the file to sub-003_ses-01_task-WorkingMemory_run-2_events.tsv]\n",
-      "sub-003_ses-01_task-WorkingMemory_run-3_events.tsv:\n",
-      "\t[ Made sample numbers start at 1]\n",
-      "\t[ Saved the file to sub-003_ses-01_task-WorkingMemory_run-3_events.tsv]\n",
-      "sub-003_ses-01_task-WorkingMemory_run-4_events.tsv:\n",
-      "\t[ Made sample numbers start at 1]\n",
-      "\t[ Saved the file to sub-003_ses-01_task-WorkingMemory_run-4_events.tsv]\n",
-      "sub-004_ses-01_task-WorkingMemory_run-1_events.tsv:\n",
-      "\t[ Made sample numbers start at 1]\n",
-      "\t[ Saved the file to sub-004_ses-01_task-WorkingMemory_run-1_events.tsv]\n",
-      "sub-004_ses-01_task-WorkingMemory_run-2_events.tsv:\n",
-      "\t[ Made sample numbers start at 1]\n",
-      "\t[ Saved the file to sub-004_ses-01_task-WorkingMemory_run-2_events.tsv]\n",
-      "sub-004_ses-01_task-WorkingMemory_run-3_events.tsv:\n",
-      "\t[ Made sample numbers start at 1]\n",
-      "\t[ Saved the file to sub-004_ses-01_task-WorkingMemory_run-3_events.tsv]\n",
-      "sub-004_ses-01_task-WorkingMemory_run-4_events.tsv:\n",
-      "\t[ Made sample numbers start at 1]\n",
-      "\t[ Saved the file to sub-004_ses-01_task-WorkingMemory_run-4_events.tsv]\n",
-      "sub-005_ses-01_task-WorkingMemory_run-1_events.tsv:\n",
-      "\t[ Made sample numbers start at 1]\n",
-      "\t[ Saved the file to sub-005_ses-01_task-WorkingMemory_run-1_events.tsv]\n",
-      "sub-005_ses-01_task-WorkingMemory_run-2_events.tsv:\n",
-      "\t[ Made sample numbers start at 1]\n",
-      "\t[ Saved the file to sub-005_ses-01_task-WorkingMemory_run-2_events.tsv]\n",
-      "sub-005_ses-01_task-WorkingMemory_run-3_events.tsv:\n",
-      "\t[ Made sample numbers start at 1]\n",
-      "\t[ Saved the file to sub-005_ses-01_task-WorkingMemory_run-3_events.tsv]\n",
-      "sub-005_ses-01_task-WorkingMemory_run-4_events.tsv:\n",
-      "\t[ Made sample numbers start at 1]\n",
-      "\t[ Saved the file to sub-005_ses-01_task-WorkingMemory_run-4_events.tsv]\n",
-      "sub-006_ses-01_task-WorkingMemory_run-1_events.tsv:\n",
-      "\t[ Made sample numbers start at 1]\n",
-      "\t[ Saved the file to sub-006_ses-01_task-WorkingMemory_run-1_events.tsv]\n",
-      "sub-006_ses-01_task-WorkingMemory_run-2_events.tsv:\n",
-      "\t[ Made sample numbers start at 1]\n",
-      "\t[ Saved the file to sub-006_ses-01_task-WorkingMemory_run-2_events.tsv]\n",
-      "sub-006_ses-01_task-WorkingMemory_run-3_events.tsv:\n",
-      "\t[ Made sample numbers start at 1]\n",
-      "\t[ Saved the file to sub-006_ses-01_task-WorkingMemory_run-3_events.tsv]\n",
-      "sub-006_ses-01_task-WorkingMemory_run-4_events.tsv:\n",
-      "\t[ Made sample numbers start at 1]\n",
-      "\t[ Saved the file to sub-006_ses-01_task-WorkingMemory_run-4_events.tsv]\n",
-      "sub-007_ses-01_task-WorkingMemory_run-1_events.tsv:\n",
-      "\t[ Made sample numbers start at 1]\n",
-      "\t[ Saved the file to sub-007_ses-01_task-WorkingMemory_run-1_events.tsv]\n",
-      "sub-007_ses-01_task-WorkingMemory_run-2_events.tsv:\n",
-      "\t[ Made sample numbers start at 1]\n",
-      "\t[ Saved the file to sub-007_ses-01_task-WorkingMemory_run-2_events.tsv]\n",
-      "sub-007_ses-01_task-WorkingMemory_run-3_events.tsv:\n",
-      "\t[ Made sample numbers start at 1]\n",
-      "\t[ Saved the file to sub-007_ses-01_task-WorkingMemory_run-3_events.tsv]\n",
-      "sub-007_ses-01_task-WorkingMemory_run-4_events.tsv:\n",
-      "\t[ Made sample numbers start at 1]\n",
-      "\t[ Saved the file to sub-007_ses-01_task-WorkingMemory_run-4_events.tsv]\n",
-      "sub-008_ses-01_task-WorkingMemory_run-1_events.tsv:\n",
-      "\t[ Made sample numbers start at 1]\n",
-      "\t[ Saved the file to sub-008_ses-01_task-WorkingMemory_run-1_events.tsv]\n",
-      "sub-008_ses-01_task-WorkingMemory_run-2_events.tsv:\n",
-      "\t[ Made sample numbers start at 1]\n",
-      "\t[ Saved the file to sub-008_ses-01_task-WorkingMemory_run-2_events.tsv]\n",
-      "sub-008_ses-01_task-WorkingMemory_run-3_events.tsv:\n",
-      "\t[ Made sample numbers start at 1]\n",
-      "\t[ Saved the file to sub-008_ses-01_task-WorkingMemory_run-3_events.tsv]\n",
-      "sub-008_ses-01_task-WorkingMemory_run-4_events.tsv:\n",
-      "\t[ Made sample numbers start at 1]\n",
-      "\t[ Saved the file to sub-008_ses-01_task-WorkingMemory_run-4_events.tsv]\n",
-      "sub-009_ses-01_task-WorkingMemory_run-1_events.tsv:\n",
-      "\t[ Made sample numbers start at 1]\n",
-      "\t[ Saved the file to sub-009_ses-01_task-WorkingMemory_run-1_events.tsv]\n",
-      "sub-009_ses-01_task-WorkingMemory_run-2_events.tsv:\n",
-      "\t[ Made sample numbers start at 1]\n",
-      "\t[ Saved the file to sub-009_ses-01_task-WorkingMemory_run-2_events.tsv]\n",
-      "sub-009_ses-01_task-WorkingMemory_run-3_events.tsv:\n",
-      "\t[ Made sample numbers start at 1]\n",
-      "\t[ Saved the file to sub-009_ses-01_task-WorkingMemory_run-3_events.tsv]\n",
-      "sub-009_ses-01_task-WorkingMemory_run-4_events.tsv:\n",
-      "\t[ Made sample numbers start at 1]\n",
-      "\t[ Saved the file to sub-009_ses-01_task-WorkingMemory_run-4_events.tsv]\n",
-      "sub-010_ses-01_task-WorkingMemory_run-1_events.tsv:\n",
-      "\t[ Made sample numbers start at 1]\n",
-      "\t[ Saved the file to sub-010_ses-01_task-WorkingMemory_run-1_events.tsv]\n",
-      "sub-010_ses-01_task-WorkingMemory_run-2_events.tsv:\n",
-      "\t[ Made sample numbers start at 1]\n",
-      "\t[ Saved the file to sub-010_ses-01_task-WorkingMemory_run-2_events.tsv]\n",
-      "sub-010_ses-01_task-WorkingMemory_run-3_events.tsv:\n",
-      "\t[ Made sample numbers start at 1]\n",
-      "\t[ Saved the file to sub-010_ses-01_task-WorkingMemory_run-3_events.tsv]\n",
-      "sub-010_ses-01_task-WorkingMemory_run-4_events.tsv:\n",
-      "\t[ Made sample numbers start at 1]\n",
-      "\t[ Saved the file to sub-010_ses-01_task-WorkingMemory_run-4_events.tsv]\n",
-      "sub-011_ses-01_task-WorkingMemory_run-1_events.tsv:\n",
-      "\t[ Made sample numbers start at 1]\n",
-      "\t[ Saved the file to sub-011_ses-01_task-WorkingMemory_run-1_events.tsv]\n",
-      "sub-011_ses-01_task-WorkingMemory_run-2_events.tsv:\n",
-      "\t[ Made sample numbers start at 1]\n",
-      "\t[ Saved the file to sub-011_ses-01_task-WorkingMemory_run-2_events.tsv]\n",
-      "sub-011_ses-01_task-WorkingMemory_run-3_events.tsv:\n",
-      "\t[ Made sample numbers start at 1]\n",
-      "\t[ Saved the file to sub-011_ses-01_task-WorkingMemory_run-3_events.tsv]\n",
-      "sub-011_ses-01_task-WorkingMemory_run-4_events.tsv:\n",
-      "\t[ Made sample numbers start at 1]\n",
-      "\t[ Saved the file to sub-011_ses-01_task-WorkingMemory_run-4_events.tsv]\n",
-      "sub-012_ses-01_task-WorkingMemory_run-1_events.tsv:\n",
-      "\t[ Made sample numbers start at 1]\n",
-      "\t[ Saved the file to sub-012_ses-01_task-WorkingMemory_run-1_events.tsv]\n",
-      "sub-012_ses-01_task-WorkingMemory_run-2_events.tsv:\n",
-      "\t[ Made sample numbers start at 1]\n",
-      "\t[ Saved the file to sub-012_ses-01_task-WorkingMemory_run-2_events.tsv]\n",
-      "sub-012_ses-01_task-WorkingMemory_run-3_events.tsv:\n",
-      "\t[ Made sample numbers start at 1]\n",
-      "\t[ Saved the file to sub-012_ses-01_task-WorkingMemory_run-3_events.tsv]\n",
-      "sub-014_ses-01_task-WorkingMemory_run-1_events.tsv:\n",
-      "\t[ Made sample numbers start at 1]\n",
-      "\t[ Saved the file to sub-014_ses-01_task-WorkingMemory_run-1_events.tsv]\n",
-      "sub-014_ses-01_task-WorkingMemory_run-2_events.tsv:\n",
-      "\t[ Made sample numbers start at 1]\n",
-      "\t[ Saved the file to sub-014_ses-01_task-WorkingMemory_run-2_events.tsv]\n",
-      "sub-014_ses-01_task-WorkingMemory_run-3_events.tsv:\n",
-      "\t[ Made sample numbers start at 1]\n",
-      "\t[ Saved the file to sub-014_ses-01_task-WorkingMemory_run-3_events.tsv]\n",
-      "sub-015_ses-01_task-WorkingMemory_run-1_events.tsv:\n",
-      "\t[ Made sample numbers start at 1]\n",
-      "\t[ Saved the file to sub-015_ses-01_task-WorkingMemory_run-1_events.tsv]\n",
-      "sub-015_ses-01_task-WorkingMemory_run-2_events.tsv:\n",
-      "\t[ Made sample numbers start at 1]\n",
-      "\t[ Saved the file to sub-015_ses-01_task-WorkingMemory_run-2_events.tsv]\n",
-      "sub-015_ses-01_task-WorkingMemory_run-3_events.tsv:\n",
-      "\t[ Made sample numbers start at 1]\n",
-      "\t[ Saved the file to sub-015_ses-01_task-WorkingMemory_run-3_events.tsv]\n",
-      "sub-016_ses-01_task-WorkingMemory_run-1_events.tsv:\n",
-      "\t[ Made sample numbers start at 1]\n",
-      "\t[ Saved the file to sub-016_ses-01_task-WorkingMemory_run-1_events.tsv]\n",
-      "sub-016_ses-01_task-WorkingMemory_run-2_events.tsv:\n",
-      "\t[ Made sample numbers start at 1]\n",
-      "\t[ Saved the file to sub-016_ses-01_task-WorkingMemory_run-2_events.tsv]\n",
-      "sub-016_ses-01_task-WorkingMemory_run-3_events.tsv:\n",
-      "\t[ Made sample numbers start at 1]\n",
-      "\t[ Saved the file to sub-016_ses-01_task-WorkingMemory_run-3_events.tsv]\n",
-      "sub-017_ses-01_task-WorkingMemory_run-1_events.tsv:\n",
-      "\t[ Made sample numbers start at 1]\n",
-      "\t[ Saved the file to sub-017_ses-01_task-WorkingMemory_run-1_events.tsv]\n",
-      "sub-017_ses-01_task-WorkingMemory_run-2_events.tsv:\n",
-      "\t[ Made sample numbers start at 1]\n",
-      "\t[ Saved the file to sub-017_ses-01_task-WorkingMemory_run-2_events.tsv]\n",
-      "sub-017_ses-01_task-WorkingMemory_run-3_events.tsv:\n",
-      "\t[ Made sample numbers start at 1]\n",
-      "\t[ Saved the file to sub-017_ses-01_task-WorkingMemory_run-3_events.tsv]\n",
-      "sub-018_ses-01_task-WorkingMemory_run-1_events.tsv:\n",
-      "\t[ Made sample numbers start at 1]\n",
-      "\t[ Saved the file to sub-018_ses-01_task-WorkingMemory_run-1_events.tsv]\n",
-      "sub-018_ses-01_task-WorkingMemory_run-2_events.tsv:\n",
-      "\t[ Made sample numbers start at 1]\n",
-      "\t[ Saved the file to sub-018_ses-01_task-WorkingMemory_run-2_events.tsv]\n",
-      "sub-018_ses-01_task-WorkingMemory_run-3_events.tsv:\n",
-      "\t[ Made sample numbers start at 1]\n",
-      "\t[ Saved the file to sub-018_ses-01_task-WorkingMemory_run-3_events.tsv]\n",
-      "sub-019_ses-01_task-WorkingMemory_run-1_events.tsv:\n",
-      "\t[ Made sample numbers start at 1]\n",
-      "\t[ Saved the file to sub-019_ses-01_task-WorkingMemory_run-1_events.tsv]\n",
-      "sub-019_ses-01_task-WorkingMemory_run-2_events.tsv:\n",
-      "\t[ Made sample numbers start at 1]\n",
-      "\t[ Saved the file to sub-019_ses-01_task-WorkingMemory_run-2_events.tsv]\n",
-      "sub-019_ses-01_task-WorkingMemory_run-3_events.tsv:\n",
-      "\t[ Made sample numbers start at 1]\n",
-      "\t[ Saved the file to sub-019_ses-01_task-WorkingMemory_run-3_events.tsv]\n",
-      "sub-020_ses-01_task-WorkingMemory_run-1_events.tsv:\n",
-      "\t[ Made sample numbers start at 1]\n",
-      "\t[ Saved the file to sub-020_ses-01_task-WorkingMemory_run-1_events.tsv]\n",
-      "sub-020_ses-01_task-WorkingMemory_run-2_events.tsv:\n",
-      "\t[ Made sample numbers start at 1]\n",
-      "\t[ Saved the file to sub-020_ses-01_task-WorkingMemory_run-2_events.tsv]\n",
-      "sub-020_ses-01_task-WorkingMemory_run-3_events.tsv:\n",
-      "\t[ Made sample numbers start at 1]\n",
-      "\t[ Saved the file to sub-020_ses-01_task-WorkingMemory_run-3_events.tsv]\n",
-      "sub-021_ses-01_task-WorkingMemory_run-1_events.tsv:\n",
-      "\t[ Made sample numbers start at 1]\n",
-      "\t[ Saved the file to sub-021_ses-01_task-WorkingMemory_run-1_events.tsv]\n",
-      "sub-021_ses-01_task-WorkingMemory_run-2_events.tsv:\n",
-      "\t[ Made sample numbers start at 1]\n",
-      "\t[ Saved the file to sub-021_ses-01_task-WorkingMemory_run-2_events.tsv]\n",
-      "sub-021_ses-01_task-WorkingMemory_run-3_events.tsv:\n",
-      "\t[ Made sample numbers start at 1]\n",
-      "\t[ Saved the file to sub-021_ses-01_task-WorkingMemory_run-3_events.tsv]\n",
-      "sub-022_ses-01_task-WorkingMemory_run-1_events.tsv:\n",
-      "\t[ Made sample numbers start at 1]\n",
-      "\t[ Saved the file to sub-022_ses-01_task-WorkingMemory_run-1_events.tsv]\n",
-      "sub-022_ses-01_task-WorkingMemory_run-2_events.tsv:\n",
-      "\t[ Made sample numbers start at 1]\n",
-      "\t[ Saved the file to sub-022_ses-01_task-WorkingMemory_run-2_events.tsv]\n",
-      "sub-022_ses-01_task-WorkingMemory_run-3_events.tsv:\n",
-      "\t[ Made sample numbers start at 1]\n",
-      "\t[ Saved the file to sub-022_ses-01_task-WorkingMemory_run-3_events.tsv]\n",
-      "sub-022_ses-01_task-WorkingMemory_run-4_events.tsv:\n",
-      "\t[ Made sample numbers start at 1]\n",
-      "\t[ Saved the file to sub-022_ses-01_task-WorkingMemory_run-4_events.tsv]\n",
-      "sub-022_ses-01_task-WorkingMemory_run-5_events.tsv:\n",
-      "\t[ Made sample numbers start at 1]\n",
-      "\t[ Saved the file to sub-022_ses-01_task-WorkingMemory_run-5_events.tsv]\n",
-      "sub-022_ses-01_task-WorkingMemory_run-6_events.tsv:\n",
-      "\t[ Made sample numbers start at 1]\n",
-      "\t[ Saved the file to sub-022_ses-01_task-WorkingMemory_run-6_events.tsv]\n",
-      "sub-023_ses-01_task-WorkingMemory_run-1_events.tsv:\n",
-      "\t[ Made sample numbers start at 1]\n",
-      "\t[ Saved the file to sub-023_ses-01_task-WorkingMemory_run-1_events.tsv]\n",
-      "sub-023_ses-01_task-WorkingMemory_run-2_events.tsv:\n",
-      "\t[ Made sample numbers start at 1]\n",
-      "\t[ Saved the file to sub-023_ses-01_task-WorkingMemory_run-2_events.tsv]\n",
-      "sub-023_ses-01_task-WorkingMemory_run-3_events.tsv:\n",
-      "\t[ Made sample numbers start at 1]\n",
-      "\t[ Saved the file to sub-023_ses-01_task-WorkingMemory_run-3_events.tsv]\n",
-      "sub-023_ses-01_task-WorkingMemory_run-4_events.tsv:\n",
-      "\t[ Made sample numbers start at 1]\n",
-      "\t[ Saved the file to sub-023_ses-01_task-WorkingMemory_run-4_events.tsv]\n",
-      "sub-023_ses-01_task-WorkingMemory_run-5_events.tsv:\n",
-      "\t[ Made sample numbers start at 1]\n",
-      "\t[ Saved the file to sub-023_ses-01_task-WorkingMemory_run-5_events.tsv]\n",
-      "sub-024_ses-01_task-WorkingMemory_run-1_events.tsv:\n",
-      "\t[ Made sample numbers start at 1]\n",
-      "\t[ Saved the file to sub-024_ses-01_task-WorkingMemory_run-1_events.tsv]\n",
-      "sub-024_ses-01_task-WorkingMemory_run-2_events.tsv:\n",
-      "\t[ Made sample numbers start at 1]\n",
-      "\t[ Saved the file to sub-024_ses-01_task-WorkingMemory_run-2_events.tsv]\n",
-      "sub-024_ses-01_task-WorkingMemory_run-3_events.tsv:\n",
-      "\t[ Made sample numbers start at 1]\n",
-      "\t[ Saved the file to sub-024_ses-01_task-WorkingMemory_run-3_events.tsv]\n",
-      "\n",
-      "\n",
-      "ERROR Summary:\n",
-      "sternberg_11_fix_miscellaneous_log: Level ERROR\n",
-      "task-WorkingMemory_events.json:\n",
-      "sub-001_ses-01_task-WorkingMemory_run-1_events.json:\n",
-      "sub-001_ses-01_task-WorkingMemory_run-2_events.json:\n",
-      "sub-001_ses-01_task-WorkingMemory_run-3_events.json:\n",
-      "sub-001_ses-01_task-WorkingMemory_run-4_events.json:\n",
-      "sub-002_ses-01_task-WorkingMemory_run-1_events.json:\n",
-      "sub-002_ses-01_task-WorkingMemory_run-2_events.json:\n",
-      "sub-002_ses-01_task-WorkingMemory_run-3_events.json:\n",
-      "sub-002_ses-01_task-WorkingMemory_run-4_events.json:\n",
-      "sub-003_ses-01_task-WorkingMemory_run-1_events.json:\n",
-      "sub-003_ses-01_task-WorkingMemory_run-2_events.json:\n",
-      "sub-003_ses-01_task-WorkingMemory_run-3_events.json:\n",
-      "sub-003_ses-01_task-WorkingMemory_run-4_events.json:\n",
-      "sub-004_ses-01_task-WorkingMemory_run-1_events.json:\n",
-      "sub-004_ses-01_task-WorkingMemory_run-2_events.json:\n",
-      "sub-004_ses-01_task-WorkingMemory_run-3_events.json:\n",
-      "sub-004_ses-01_task-WorkingMemory_run-4_events.json:\n",
-      "sub-005_ses-01_task-WorkingMemory_run-1_events.json:\n",
-      "sub-005_ses-01_task-WorkingMemory_run-2_events.json:\n",
-      "sub-005_ses-01_task-WorkingMemory_run-3_events.json:\n",
-      "sub-005_ses-01_task-WorkingMemory_run-4_events.json:\n",
-      "sub-006_ses-01_task-WorkingMemory_run-1_events.json:\n",
-      "sub-006_ses-01_task-WorkingMemory_run-2_events.json:\n",
-      "sub-006_ses-01_task-WorkingMemory_run-3_events.json:\n",
-      "sub-006_ses-01_task-WorkingMemory_run-4_events.json:\n",
-      "sub-007_ses-01_task-WorkingMemory_run-1_events.json:\n",
-      "sub-007_ses-01_task-WorkingMemory_run-2_events.json:\n",
-      "sub-007_ses-01_task-WorkingMemory_run-3_events.json:\n",
-      "sub-007_ses-01_task-WorkingMemory_run-4_events.json:\n",
-      "sub-008_ses-01_task-WorkingMemory_run-1_events.json:\n",
-      "sub-008_ses-01_task-WorkingMemory_run-2_events.json:\n",
-      "sub-008_ses-01_task-WorkingMemory_run-3_events.json:\n",
-      "sub-008_ses-01_task-WorkingMemory_run-4_events.json:\n",
-      "sub-009_ses-01_task-WorkingMemory_run-1_events.json:\n",
-      "sub-009_ses-01_task-WorkingMemory_run-2_events.json:\n",
-      "sub-009_ses-01_task-WorkingMemory_run-3_events.json:\n",
-      "sub-009_ses-01_task-WorkingMemory_run-4_events.json:\n",
-      "sub-010_ses-01_task-WorkingMemory_run-1_events.json:\n",
-      "sub-010_ses-01_task-WorkingMemory_run-2_events.json:\n",
-      "sub-010_ses-01_task-WorkingMemory_run-3_events.json:\n",
-      "sub-010_ses-01_task-WorkingMemory_run-4_events.json:\n",
-      "sub-011_ses-01_task-WorkingMemory_run-1_events.json:\n",
-      "sub-011_ses-01_task-WorkingMemory_run-2_events.json:\n",
-      "sub-011_ses-01_task-WorkingMemory_run-3_events.json:\n",
-      "sub-011_ses-01_task-WorkingMemory_run-4_events.json:\n",
-      "sub-012_ses-01_task-WorkingMemory_run-1_events.json:\n",
-      "sub-012_ses-01_task-WorkingMemory_run-2_events.json:\n",
-      "sub-012_ses-01_task-WorkingMemory_run-3_events.json:\n",
-      "sub-014_ses-01_task-WorkingMemory_run-1_events.json:\n",
-      "sub-014_ses-01_task-WorkingMemory_run-2_events.json:\n",
-      "sub-014_ses-01_task-WorkingMemory_run-3_events.json:\n",
-      "sub-015_ses-01_task-WorkingMemory_run-1_events.json:\n",
-      "sub-015_ses-01_task-WorkingMemory_run-2_events.json:\n",
-      "sub-015_ses-01_task-WorkingMemory_run-3_events.json:\n",
-      "sub-016_ses-01_task-WorkingMemory_run-1_events.json:\n",
-      "sub-016_ses-01_task-WorkingMemory_run-2_events.json:\n",
-      "sub-016_ses-01_task-WorkingMemory_run-3_events.json:\n",
-      "sub-017_ses-01_task-WorkingMemory_run-1_events.json:\n",
-      "sub-017_ses-01_task-WorkingMemory_run-2_events.json:\n",
-      "sub-017_ses-01_task-WorkingMemory_run-3_events.json:\n",
-      "sub-018_ses-01_task-WorkingMemory_run-1_events.json:\n",
-      "sub-018_ses-01_task-WorkingMemory_run-2_events.json:\n",
-      "sub-018_ses-01_task-WorkingMemory_run-3_events.json:\n",
-      "sub-019_ses-01_task-WorkingMemory_run-1_events.json:\n",
-      "sub-019_ses-01_task-WorkingMemory_run-2_events.json:\n",
-      "sub-019_ses-01_task-WorkingMemory_run-3_events.json:\n",
-      "sub-020_ses-01_task-WorkingMemory_run-1_events.json:\n",
-      "sub-020_ses-01_task-WorkingMemory_run-2_events.json:\n",
-      "sub-020_ses-01_task-WorkingMemory_run-3_events.json:\n",
-      "sub-021_ses-01_task-WorkingMemory_run-1_events.json:\n",
-      "sub-021_ses-01_task-WorkingMemory_run-2_events.json:\n",
-      "sub-021_ses-01_task-WorkingMemory_run-3_events.json:\n",
-      "sub-022_ses-01_task-WorkingMemory_run-1_events.json:\n",
-      "sub-022_ses-01_task-WorkingMemory_run-2_events.json:\n",
-      "sub-022_ses-01_task-WorkingMemory_run-3_events.json:\n",
-      "sub-022_ses-01_task-WorkingMemory_run-4_events.json:\n",
-      "sub-022_ses-01_task-WorkingMemory_run-5_events.json:\n",
-      "sub-022_ses-01_task-WorkingMemory_run-6_events.json:\n",
-      "sub-023_ses-01_task-WorkingMemory_run-1_events.json:\n",
-      "sub-023_ses-01_task-WorkingMemory_run-2_events.json:\n",
-      "sub-023_ses-01_task-WorkingMemory_run-3_events.json:\n",
-      "sub-023_ses-01_task-WorkingMemory_run-4_events.json:\n",
-      "sub-023_ses-01_task-WorkingMemory_run-5_events.json:\n",
-      "sub-024_ses-01_task-WorkingMemory_run-1_events.json:\n",
-      "sub-024_ses-01_task-WorkingMemory_run-2_events.json:\n",
-      "sub-024_ses-01_task-WorkingMemory_run-3_events.json:\n",
-      "sub-001_ses-01_task-WorkingMemory_run-1_events.tsv:\n",
-      "sub-001_ses-01_task-WorkingMemory_run-2_events.tsv:\n",
-      "sub-001_ses-01_task-WorkingMemory_run-3_events.tsv:\n",
-      "sub-001_ses-01_task-WorkingMemory_run-4_events.tsv:\n",
-      "sub-002_ses-01_task-WorkingMemory_run-1_events.tsv:\n",
-      "sub-002_ses-01_task-WorkingMemory_run-2_events.tsv:\n",
-      "sub-002_ses-01_task-WorkingMemory_run-3_events.tsv:\n",
-      "sub-002_ses-01_task-WorkingMemory_run-4_events.tsv:\n",
-      "sub-003_ses-01_task-WorkingMemory_run-1_events.tsv:\n",
-      "sub-003_ses-01_task-WorkingMemory_run-2_events.tsv:\n",
-      "sub-003_ses-01_task-WorkingMemory_run-3_events.tsv:\n",
-      "sub-003_ses-01_task-WorkingMemory_run-4_events.tsv:\n",
-      "sub-004_ses-01_task-WorkingMemory_run-1_events.tsv:\n",
-      "sub-004_ses-01_task-WorkingMemory_run-2_events.tsv:\n",
-      "sub-004_ses-01_task-WorkingMemory_run-3_events.tsv:\n",
-      "sub-004_ses-01_task-WorkingMemory_run-4_events.tsv:\n",
-      "sub-005_ses-01_task-WorkingMemory_run-1_events.tsv:\n",
-      "sub-005_ses-01_task-WorkingMemory_run-2_events.tsv:\n",
-      "sub-005_ses-01_task-WorkingMemory_run-3_events.tsv:\n",
-      "sub-005_ses-01_task-WorkingMemory_run-4_events.tsv:\n",
-      "sub-006_ses-01_task-WorkingMemory_run-1_events.tsv:\n",
-      "sub-006_ses-01_task-WorkingMemory_run-2_events.tsv:\n",
-      "sub-006_ses-01_task-WorkingMemory_run-3_events.tsv:\n",
-      "sub-006_ses-01_task-WorkingMemory_run-4_events.tsv:\n",
-      "sub-007_ses-01_task-WorkingMemory_run-1_events.tsv:\n",
-      "sub-007_ses-01_task-WorkingMemory_run-2_events.tsv:\n",
-      "sub-007_ses-01_task-WorkingMemory_run-3_events.tsv:\n",
-      "sub-007_ses-01_task-WorkingMemory_run-4_events.tsv:\n",
-      "sub-008_ses-01_task-WorkingMemory_run-1_events.tsv:\n",
-      "sub-008_ses-01_task-WorkingMemory_run-2_events.tsv:\n",
-      "sub-008_ses-01_task-WorkingMemory_run-3_events.tsv:\n",
-      "sub-008_ses-01_task-WorkingMemory_run-4_events.tsv:\n",
-      "sub-009_ses-01_task-WorkingMemory_run-1_events.tsv:\n",
-      "sub-009_ses-01_task-WorkingMemory_run-2_events.tsv:\n",
-      "sub-009_ses-01_task-WorkingMemory_run-3_events.tsv:\n",
-      "sub-009_ses-01_task-WorkingMemory_run-4_events.tsv:\n",
-      "sub-010_ses-01_task-WorkingMemory_run-1_events.tsv:\n",
-      "sub-010_ses-01_task-WorkingMemory_run-2_events.tsv:\n",
-      "sub-010_ses-01_task-WorkingMemory_run-3_events.tsv:\n",
-      "sub-010_ses-01_task-WorkingMemory_run-4_events.tsv:\n",
-      "sub-011_ses-01_task-WorkingMemory_run-1_events.tsv:\n",
-      "sub-011_ses-01_task-WorkingMemory_run-2_events.tsv:\n",
-      "sub-011_ses-01_task-WorkingMemory_run-3_events.tsv:\n",
-      "sub-011_ses-01_task-WorkingMemory_run-4_events.tsv:\n",
-      "sub-012_ses-01_task-WorkingMemory_run-1_events.tsv:\n",
-      "sub-012_ses-01_task-WorkingMemory_run-2_events.tsv:\n",
-      "sub-012_ses-01_task-WorkingMemory_run-3_events.tsv:\n",
-      "sub-014_ses-01_task-WorkingMemory_run-1_events.tsv:\n",
-      "sub-014_ses-01_task-WorkingMemory_run-2_events.tsv:\n",
-      "sub-014_ses-01_task-WorkingMemory_run-3_events.tsv:\n",
-      "sub-015_ses-01_task-WorkingMemory_run-1_events.tsv:\n",
-      "sub-015_ses-01_task-WorkingMemory_run-2_events.tsv:\n",
-      "sub-015_ses-01_task-WorkingMemory_run-3_events.tsv:\n",
-      "sub-016_ses-01_task-WorkingMemory_run-1_events.tsv:\n",
-      "sub-016_ses-01_task-WorkingMemory_run-2_events.tsv:\n",
-      "sub-016_ses-01_task-WorkingMemory_run-3_events.tsv:\n",
-      "sub-017_ses-01_task-WorkingMemory_run-1_events.tsv:\n",
-      "sub-017_ses-01_task-WorkingMemory_run-2_events.tsv:\n",
-      "sub-017_ses-01_task-WorkingMemory_run-3_events.tsv:\n",
-      "sub-018_ses-01_task-WorkingMemory_run-1_events.tsv:\n",
-      "sub-018_ses-01_task-WorkingMemory_run-2_events.tsv:\n",
-      "sub-018_ses-01_task-WorkingMemory_run-3_events.tsv:\n",
-      "sub-019_ses-01_task-WorkingMemory_run-1_events.tsv:\n",
-      "sub-019_ses-01_task-WorkingMemory_run-2_events.tsv:\n",
-      "sub-019_ses-01_task-WorkingMemory_run-3_events.tsv:\n",
-      "sub-020_ses-01_task-WorkingMemory_run-1_events.tsv:\n",
-      "sub-020_ses-01_task-WorkingMemory_run-2_events.tsv:\n",
-      "sub-020_ses-01_task-WorkingMemory_run-3_events.tsv:\n",
-      "sub-021_ses-01_task-WorkingMemory_run-1_events.tsv:\n",
-      "sub-021_ses-01_task-WorkingMemory_run-2_events.tsv:\n",
-      "sub-021_ses-01_task-WorkingMemory_run-3_events.tsv:\n",
-      "sub-022_ses-01_task-WorkingMemory_run-1_events.tsv:\n",
-      "sub-022_ses-01_task-WorkingMemory_run-2_events.tsv:\n",
-      "sub-022_ses-01_task-WorkingMemory_run-3_events.tsv:\n",
-      "sub-022_ses-01_task-WorkingMemory_run-4_events.tsv:\n",
-      "sub-022_ses-01_task-WorkingMemory_run-5_events.tsv:\n",
-      "sub-022_ses-01_task-WorkingMemory_run-6_events.tsv:\n",
-      "sub-023_ses-01_task-WorkingMemory_run-1_events.tsv:\n",
-      "sub-023_ses-01_task-WorkingMemory_run-2_events.tsv:\n",
-      "sub-023_ses-01_task-WorkingMemory_run-3_events.tsv:\n",
-      "sub-023_ses-01_task-WorkingMemory_run-4_events.tsv:\n",
-      "sub-023_ses-01_task-WorkingMemory_run-5_events.tsv:\n",
-      "sub-024_ses-01_task-WorkingMemory_run-1_events.tsv:\n",
-      "sub-024_ses-01_task-WorkingMemory_run-2_events.tsv:\n",
-      "sub-024_ses-01_task-WorkingMemory_run-3_events.tsv:\n",
-      "\n",
-      "\n",
-      "WARNING Summary:\n",
-      "sternberg_11_fix_miscellaneous_log: Level WARNING\n",
-      "task-WorkingMemory_events.json:\n",
-      "sub-001_ses-01_task-WorkingMemory_run-1_events.json:\n",
-      "sub-001_ses-01_task-WorkingMemory_run-2_events.json:\n",
-      "sub-001_ses-01_task-WorkingMemory_run-3_events.json:\n",
-      "sub-001_ses-01_task-WorkingMemory_run-4_events.json:\n",
-      "sub-002_ses-01_task-WorkingMemory_run-1_events.json:\n",
-      "sub-002_ses-01_task-WorkingMemory_run-2_events.json:\n",
-      "sub-002_ses-01_task-WorkingMemory_run-3_events.json:\n",
-      "sub-002_ses-01_task-WorkingMemory_run-4_events.json:\n",
-      "sub-003_ses-01_task-WorkingMemory_run-1_events.json:\n",
-      "sub-003_ses-01_task-WorkingMemory_run-2_events.json:\n",
-      "sub-003_ses-01_task-WorkingMemory_run-3_events.json:\n",
-      "sub-003_ses-01_task-WorkingMemory_run-4_events.json:\n",
-      "sub-004_ses-01_task-WorkingMemory_run-1_events.json:\n",
-      "sub-004_ses-01_task-WorkingMemory_run-2_events.json:\n",
-      "sub-004_ses-01_task-WorkingMemory_run-3_events.json:\n",
-      "sub-004_ses-01_task-WorkingMemory_run-4_events.json:\n",
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-      "sub-005_ses-01_task-WorkingMemory_run-2_events.json:\n",
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-      "sub-001_ses-01_task-WorkingMemory_run-1_events.tsv:\n",
-      "sub-001_ses-01_task-WorkingMemory_run-2_events.tsv:\n",
-      "sub-001_ses-01_task-WorkingMemory_run-3_events.tsv:\n",
-      "sub-001_ses-01_task-WorkingMemory_run-4_events.tsv:\n",
-      "sub-002_ses-01_task-WorkingMemory_run-1_events.tsv:\n",
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-      "sub-003_ses-01_task-WorkingMemory_run-1_events.tsv:\n",
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-      "sub-006_ses-01_task-WorkingMemory_run-1_events.tsv:\n",
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-      "sub-007_ses-01_task-WorkingMemory_run-3_events.tsv:\n",
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-      "sub-010_ses-01_task-WorkingMemory_run-1_events.tsv:\n",
-      "sub-010_ses-01_task-WorkingMemory_run-2_events.tsv:\n",
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-      "sub-010_ses-01_task-WorkingMemory_run-4_events.tsv:\n",
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-      "sub-016_ses-01_task-WorkingMemory_run-1_events.tsv:\n",
-      "sub-016_ses-01_task-WorkingMemory_run-2_events.tsv:\n",
-      "sub-016_ses-01_task-WorkingMemory_run-3_events.tsv:\n",
-      "sub-017_ses-01_task-WorkingMemory_run-1_events.tsv:\n",
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-      "sub-018_ses-01_task-WorkingMemory_run-1_events.tsv:\n",
-      "sub-018_ses-01_task-WorkingMemory_run-2_events.tsv:\n",
-      "sub-018_ses-01_task-WorkingMemory_run-3_events.tsv:\n",
-      "sub-019_ses-01_task-WorkingMemory_run-1_events.tsv:\n",
-      "sub-019_ses-01_task-WorkingMemory_run-2_events.tsv:\n",
-      "sub-019_ses-01_task-WorkingMemory_run-3_events.tsv:\n",
-      "sub-020_ses-01_task-WorkingMemory_run-1_events.tsv:\n",
-      "sub-020_ses-01_task-WorkingMemory_run-2_events.tsv:\n",
-      "sub-020_ses-01_task-WorkingMemory_run-3_events.tsv:\n",
-      "sub-021_ses-01_task-WorkingMemory_run-1_events.tsv:\n",
-      "sub-021_ses-01_task-WorkingMemory_run-2_events.tsv:\n",
-      "sub-021_ses-01_task-WorkingMemory_run-3_events.tsv:\n",
-      "sub-022_ses-01_task-WorkingMemory_run-1_events.tsv:\n",
-      "sub-022_ses-01_task-WorkingMemory_run-2_events.tsv:\n",
-      "sub-022_ses-01_task-WorkingMemory_run-3_events.tsv:\n",
-      "sub-022_ses-01_task-WorkingMemory_run-4_events.tsv:\n",
-      "sub-022_ses-01_task-WorkingMemory_run-5_events.tsv:\n",
-      "sub-022_ses-01_task-WorkingMemory_run-6_events.tsv:\n",
-      "sub-023_ses-01_task-WorkingMemory_run-1_events.tsv:\n",
-      "sub-023_ses-01_task-WorkingMemory_run-2_events.tsv:\n",
-      "sub-023_ses-01_task-WorkingMemory_run-3_events.tsv:\n",
-      "sub-023_ses-01_task-WorkingMemory_run-4_events.tsv:\n",
-      "sub-023_ses-01_task-WorkingMemory_run-5_events.tsv:\n",
-      "sub-024_ses-01_task-WorkingMemory_run-1_events.tsv:\n",
-      "sub-024_ses-01_task-WorkingMemory_run-2_events.tsv:\n",
-      "sub-024_ses-01_task-WorkingMemory_run-3_events.tsv:\n"
-     ]
-    }
-   ],
-   "source": [
-    "import os\n",
-    "import datetime\n",
-    "from hed.tools import HedLogger\n",
-    "from hed.util import get_file_list, get_new_dataframe, get_value_dict\n",
-    "\n",
-    "# Set the specific variables for the Sternberg dataset.\n",
-    "bids_root_path = 'G:\\Sternberg\\SternbergWorkingPhaseTwo'\n",
-    "exclude_dirs = ['sourcedata', 'stimuli', 'code']\n",
-    "entities = ('sub', 'ses', 'run')\n",
-    "sampling_rate_file = os.path.realpath(os.path.join(bids_root_path, 'code/samplingRates.tsv'))\n",
-    "log_name = 'sternberg_11_fix_miscellaneous_log'\n",
-    "\n",
-    "# Set up the logger\n",
-    "log_file_name = f\"code/curation_logs/{log_name}.txt\"\n",
-    "logger = HedLogger(name=log_name)\n",
-    "\n",
-    "# Create the file dictionaries\n",
-    "json_files = get_file_list(bids_root_path, extensions=[\".json\"], exclude_dirs = exclude_dirs, name_suffix='_events')\n",
-    "event_files = get_file_list(bids_root_path, extensions=[\".tsv\"], exclude_dirs = exclude_dirs, name_suffix='_events')\n",
-    "\n",
-    "# Get the sampling rates\n",
-    "sampling_dict = get_value_dict(sampling_rate_file)\n",
-    "\n",
-    "# Remove the events.json files\n",
-    "for filename in json_files:\n",
-    "    basename = os.path.basename(filename)\n",
-    "    os.remove(filename)\n",
-    "    logger.add(basename, f\"Removed {os.path.basename(filename)}\")\n",
-    "\n",
-    "# Update the samples\n",
-    "for filename in event_files:\n",
-    "    df = get_new_dataframe(filename)\n",
-    "    basename = os.path.basename(filename)\n",
-    "    sampling_key = basename[:-11].replace(\"WorkingMemory\", \"Experiment\")\n",
-    "    sampling_rate = sampling_dict[sampling_key]\n",
-    "    for index, value in df['onset'].iteritems():\n",
-    "        df.loc[index, 'sample'] = round(value*sampling_rate) + 1\n",
-    "    df =df.astype({\"sample\": int})\n",
-    "    logger.add(basename, \"Made sample numbers start at 1\")\n",
-    "    logger.add(basename, f\"Saved the file to {os.path.basename(filename)}\")\n",
-    "    df.to_csv(filename, sep='\\t', index=False)\n",
-    "\n",
-    "# Output and save the log\n",
-    "log_string = \"\\n\\nLog output:\\n\" + logger.get_log_string()\n",
-    "error_string = \"\\n\\nERROR Summary:\\n\" + logger.get_log_string(level=\"ERROR\")\n",
-    "warning_string = \"\\n\\nWARNING Summary:\\n\" + logger.get_log_string(level=\"WARNING\")\n",
-    "print(log_string)\n",
-    "print(error_string)\n",
-    "print(warning_string)\n",
-    "save_path = os.path.join(bids_root_path, log_file_name)\n",
-    "with open(save_path, \"w\") as fp:\n",
-    "    fp.write(f\"{log_file_name} {datetime.datetime.now()}\\n\")\n",
-    "    fp.write(log_string)\n",
-    "    fp.write(error_string)\n",
-    "    fp.write(warning_string)"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Execute the script.\n"
-    }
-   }
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 2
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
\ No newline at end of file
diff --git a/hedcode/jupyter_notebooks/dataset_specific_processing/wakeman_henson/README.md b/hedcode/jupyter_notebooks/dataset_specific_processing/wakeman_henson/README.md
deleted file mode 100644
index 1705eea..0000000
--- a/hedcode/jupyter_notebooks/dataset_specific_processing/wakeman_henson/README.md
+++ /dev/null
@@ -1,10 +0,0 @@
-## Summary of processing changes for Wakeman-Henson
-
-Order of script execution:
-
-| Script                              | Output | Description  |
-| ----------------------------------- | ------ | ------------ |
-| [wh_1_fix_initial_events.ipynb](needs_refactoring/wh_1_fix_initial_events.ipynb)  | `_temp1` | Fix setup and initial face events. |
-| [wh_2_restructure.ipynb](needs_refactoring/wh_2_restructure.ipynb) | `_temp2` | Add and remove columns and events. |
-| [wh_3_check.ipynb](needs_refactoring/wh_3_check.ipynb) | | Summarize events and do additional checks. |
-| [wh_4_cleanup.ipynb](needs_refactoring/wh_4_cleanup.ipynb) | | Remove and rename files on a copy of dataset. |
diff --git a/hedcode/jupyter_notebooks/dataset_specific_processing/wakeman_henson/needs_refactoring/wh_1_fix_initial_events.ipynb b/hedcode/jupyter_notebooks/dataset_specific_processing/wakeman_henson/needs_refactoring/wh_1_fix_initial_events.ipynb
deleted file mode 100644
index 61e2845..0000000
--- a/hedcode/jupyter_notebooks/dataset_specific_processing/wakeman_henson/needs_refactoring/wh_1_fix_initial_events.ipynb
+++ /dev/null
@@ -1,690 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "collapsed": true,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   },
-   "source": [
-    "## Check initial WH events\n",
-    "This script checks the initial setup and show face events and modifies. The result from\n",
-    "`*_events.tsv` is stored in a file of the form `*_events_temp1.tsv`.\n",
-    "\n",
-    "**Initial checks and actions:**\n",
-    "\n",
-    "1. An initial `setup` event should be removed if present.\n",
-    "2. The initial setup event in the file should be either `setup_left_sym` (`trigger` 101) or\n",
-    "`setup_right_sym` (`trigger` 102).  It should be the first event.\n",
-    "3. The initial setup event should have sample number 1 and onset 1/srate.  (The srate = 1100).\n",
-    "4. The initial face event has `event_type` equal to `show_face_initial`.\n",
-    "It should be the second event in the file.\n",
-    "5. The `trigger` values for the `show_face_initial` depend on `face_type`:\n",
-    "    1. `famous_face`: 2\n",
-    "    2. `unfamiliar_face`: 3\n",
-    "    3. `scrambled_face`: 4\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "BIDS form of the events: 108\n"
-     ]
-    }
-   ],
-   "source": [
-    "from hed.util.io_util import get_file_list, make_file_dict\n",
-    "from hed.util.data_util import get_new_dataframe\n",
-    "from hed.tools.hed_logger import HedLogger\n",
-    "\n",
-    "bids_root_path = 'G:/WH_working2'\n",
-    "bids_files = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_events\")\n",
-    "file_dict = make_file_dict(bids_files, indices=(0, -2))\n",
-    "srate = 1100\n",
-    "\n",
-    "print(f\"\\nBIDS form of the events: {len(file_dict)}\")\n",
-    "status = HedLogger()\n",
-    "for key, file in file_dict.items():\n",
-    "    df = get_new_dataframe(file)\n",
-    "    # Handle the setup event\n",
-    "    if df.loc[df.index[0], 'event_type'] == 'setup':\n",
-    "        df.drop([0], inplace=True)\n",
-    "        status.add(key, 'Dropped initial setup event')\n",
-    "    if df.loc[df.index[0], 'event_type'] == 'left_sym':\n",
-    "        df.loc[df.index[0], 'event_type'] = 'setup_left_sym'\n",
-    "        df.loc[df.index[0], 'trigger'] = 101\n",
-    "        status.add(key, 'Replaced left_sym with setup_left_sym and trigger 101')\n",
-    "    elif df.loc[df.index[0], 'event_type'] == 'right_sym':\n",
-    "        df.loc[df.index[0], 'event_type'] = 'setup_right_sym'\n",
-    "        df.loc[df.index[0], 'trigger'] = 102\n",
-    "        status.add(key, 'Replaced right_sym with setup_right_sym and trigger 102')\n",
-    "    else:\n",
-    "        status.add(key, f\"ERROR {key}: no initial setup event in file\", also_print=True)\n",
-    "        continue\n",
-    "    df.loc[df.index[0], 'sample'] = 1.0\n",
-    "    df.loc[df.index[0], 'onset'] = 1.0/srate\n",
-    "\n",
-    "    # Now handle the initial face events\n",
-    "    if df.loc[df.index[1], 'event_type'] == 'show_face':\n",
-    "        df.loc[df.index[1], 'event_type'] = 'show_face_initial'\n",
-    "        status.add(key, 'Replaced event 2 show_face with show_face_initial')\n",
-    "    if df.loc[df.index[1], 'event_type'] != 'show_face_initial':\n",
-    "\n",
-    "        status.add(key, f\"ERROR {key}: missing initial show face event\", also_print=True)\n",
-    "        continue\n",
-    "    if df.loc[df.index[1], 'face_type'] == 'famous_face':\n",
-    "        df.loc[df.index[1], 'trigger'] = 2\n",
-    "        status.add(key, 'Set trigger for initial famous face to 2')\n",
-    "    elif df.loc[df.index[1], 'face_type'] == 'unfamiliar_face':\n",
-    "        df.loc[df.index[1], 'trigger'] = 3\n",
-    "        status.add(key, 'Set trigger for initial unfamiliar face to 3')\n",
-    "    elif df.loc[df.index[1], 'face_type'] == 'scrambled_face':\n",
-    "        df.loc[df.index[1], 'trigger'] = 4\n",
-    "        status.add(key, 'Set trigger for initial scrambled face to 4')\n",
-    "    else:\n",
-    "        status.add(key, f\"ERROR {key}: initial show face event has wrong face type {df.loc[df.index[1], 'face_type']}\",\n",
-    "                   also_print=True)\n",
-    "        continue\n",
-    "\n",
-    "    filename = file[:-4] + \"_temp1.tsv\"\n",
-    "    df.to_csv(filename, sep='\\t', index=False)"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Get list of BIDS event files\n"
-    }
-   }
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "sub-002_run-1\n",
-      "\tDropped initial setup event\n",
-      "\tReplaced right_sym with setup_right_sym and trigger 102\n",
-      "\tReplaced event 2 show_face with show_face_initial\n",
-      "\tSet trigger for initial unfamiliar face to 3\n",
-      "sub-002_run-2\n",
-      "\tDropped initial setup event\n",
-      "\tReplaced right_sym with setup_right_sym and trigger 102\n",
-      "\tReplaced event 2 show_face with show_face_initial\n",
-      "\tSet trigger for initial scrambled face to 4\n",
-      "sub-002_run-3\n",
-      "\tDropped initial setup event\n",
-      "\tReplaced right_sym with setup_right_sym and trigger 102\n",
-      "\tReplaced event 2 show_face with show_face_initial\n",
-      "\tSet trigger for initial unfamiliar face to 3\n",
-      "sub-002_run-4\n",
-      "\tDropped initial setup event\n",
-      "\tReplaced right_sym with setup_right_sym and trigger 102\n",
-      "\tReplaced event 2 show_face with show_face_initial\n",
-      "\tSet trigger for initial unfamiliar face to 3\n",
-      "sub-002_run-5\n",
-      "\tDropped initial setup event\n",
-      "\tReplaced right_sym with setup_right_sym and trigger 102\n",
-      "\tReplaced event 2 show_face with show_face_initial\n",
-      "\tSet trigger for initial unfamiliar face to 3\n",
-      "sub-002_run-6\n",
-      "\tDropped initial setup event\n",
-      "\tReplaced right_sym with setup_right_sym and trigger 102\n",
-      "\tReplaced event 2 show_face with show_face_initial\n",
-      "\tSet trigger for initial famous face to 2\n",
-      "sub-003_run-1\n",
-      "\tDropped initial setup event\n",
-      "\tReplaced right_sym with setup_right_sym and trigger 102\n",
-      "\tReplaced event 2 show_face with show_face_initial\n",
-      "\tSet trigger for initial famous face to 2\n",
-      "sub-003_run-2\n",
-      "\tDropped initial setup event\n",
-      "\tReplaced right_sym with setup_right_sym and trigger 102\n",
-      "\tReplaced event 2 show_face with show_face_initial\n",
-      "\tSet trigger for initial famous face to 2\n",
-      "sub-003_run-3\n",
-      "\tDropped initial setup event\n",
-      "\tReplaced right_sym with setup_right_sym and trigger 102\n",
-      "\tReplaced event 2 show_face with show_face_initial\n",
-      "\tSet trigger for initial scrambled face to 4\n",
-      "sub-003_run-4\n",
-      "\tDropped initial setup event\n",
-      "\tReplaced right_sym with setup_right_sym and trigger 102\n",
-      "\tReplaced event 2 show_face with show_face_initial\n",
-      "\tSet trigger for initial unfamiliar face to 3\n",
-      "sub-003_run-5\n",
-      "\tDropped initial setup event\n",
-      "\tReplaced right_sym with setup_right_sym and trigger 102\n",
-      "\tReplaced event 2 show_face with show_face_initial\n",
-      "\tSet trigger for initial unfamiliar face to 3\n",
-      "sub-003_run-6\n",
-      "\tDropped initial setup event\n",
-      "\tReplaced right_sym with setup_right_sym and trigger 102\n",
-      "\tReplaced event 2 show_face with show_face_initial\n",
-      "\tSet trigger for initial famous face to 2\n",
-      "sub-004_run-1\n",
-      "\tDropped initial setup event\n",
-      "\tReplaced left_sym with setup_left_sym and trigger 101\n",
-      "\tReplaced event 2 show_face with show_face_initial\n",
-      "\tSet trigger for initial scrambled face to 4\n",
-      "sub-004_run-2\n",
-      "\tDropped initial setup event\n",
-      "\tReplaced left_sym with setup_left_sym and trigger 101\n",
-      "\tReplaced event 2 show_face with show_face_initial\n",
-      "\tSet trigger for initial famous face to 2\n",
-      "sub-004_run-3\n",
-      "\tDropped initial setup event\n",
-      "\tReplaced left_sym with setup_left_sym and trigger 101\n",
-      "\tReplaced event 2 show_face with show_face_initial\n",
-      "\tSet trigger for initial unfamiliar face to 3\n",
-      "sub-004_run-4\n",
-      "\tDropped initial setup event\n",
-      "\tReplaced left_sym with setup_left_sym and trigger 101\n",
-      "\tReplaced event 2 show_face with show_face_initial\n",
-      "\tSet trigger for initial unfamiliar face to 3\n",
-      "sub-004_run-5\n",
-      "\tDropped initial setup event\n",
-      "\tReplaced left_sym with setup_left_sym and trigger 101\n",
-      "\tReplaced event 2 show_face with show_face_initial\n",
-      "\tSet trigger for initial unfamiliar face to 3\n",
-      "sub-004_run-6\n",
-      "\tDropped initial setup event\n",
-      "\tReplaced left_sym with setup_left_sym and trigger 101\n",
-      "\tReplaced event 2 show_face with show_face_initial\n",
-      "\tSet trigger for initial scrambled face to 4\n",
-      "sub-005_run-1\n",
-      "\tDropped initial setup event\n",
-      "\tReplaced right_sym with setup_right_sym and trigger 102\n",
-      "\tReplaced event 2 show_face with show_face_initial\n",
-      "\tSet trigger for initial unfamiliar face to 3\n",
-      "sub-005_run-2\n",
-      "\tDropped initial setup event\n",
-      "\tReplaced right_sym with setup_right_sym and trigger 102\n",
-      "\tReplaced event 2 show_face with show_face_initial\n",
-      "\tSet trigger for initial unfamiliar face to 3\n",
-      "sub-005_run-3\n",
-      "\tDropped initial setup event\n",
-      "\tReplaced right_sym with setup_right_sym and trigger 102\n",
-      "\tReplaced event 2 show_face with show_face_initial\n",
-      "\tSet trigger for initial famous face to 2\n",
-      "sub-005_run-4\n",
-      "\tDropped initial setup event\n",
-      "\tReplaced right_sym with setup_right_sym and trigger 102\n",
-      "\tReplaced event 2 show_face with show_face_initial\n",
-      "\tSet trigger for initial scrambled face to 4\n",
-      "sub-005_run-5\n",
-      "\tDropped initial setup event\n",
-      "\tReplaced right_sym with setup_right_sym and trigger 102\n",
-      "\tReplaced event 2 show_face with show_face_initial\n",
-      "\tSet trigger for initial famous face to 2\n",
-      "sub-005_run-6\n",
-      "\tDropped initial setup event\n",
-      "\tReplaced right_sym with setup_right_sym and trigger 102\n",
-      "\tReplaced event 2 show_face with show_face_initial\n",
-      "\tSet trigger for initial scrambled face to 4\n",
-      "sub-006_run-1\n",
-      "\tDropped initial setup event\n",
-      "\tReplaced left_sym with setup_left_sym and trigger 101\n",
-      "\tReplaced event 2 show_face with show_face_initial\n",
-      "\tSet trigger for initial scrambled face to 4\n",
-      "sub-006_run-2\n",
-      "\tDropped initial setup event\n",
-      "\tReplaced left_sym with setup_left_sym and trigger 101\n",
-      "\tReplaced event 2 show_face with show_face_initial\n",
-      "\tSet trigger for initial famous face to 2\n",
-      "sub-006_run-3\n",
-      "\tDropped initial setup event\n",
-      "\tReplaced left_sym with setup_left_sym and trigger 101\n",
-      "\tReplaced event 2 show_face with show_face_initial\n",
-      "\tSet trigger for initial famous face to 2\n",
-      "sub-006_run-4\n",
-      "\tDropped initial setup event\n",
-      "\tReplaced left_sym with setup_left_sym and trigger 101\n",
-      "\tReplaced event 2 show_face with show_face_initial\n",
-      "\tSet trigger for initial famous face to 2\n",
-      "sub-006_run-5\n",
-      "\tDropped initial setup event\n",
-      "\tReplaced left_sym with setup_left_sym and trigger 101\n",
-      "\tReplaced event 2 show_face with show_face_initial\n",
-      "\tSet trigger for initial unfamiliar face to 3\n",
-      "sub-006_run-6\n",
-      "\tDropped initial setup event\n",
-      "\tReplaced left_sym with setup_left_sym and trigger 101\n",
-      "\tReplaced event 2 show_face with show_face_initial\n",
-      "\tSet trigger for initial scrambled face to 4\n",
-      "sub-007_run-1\n",
-      "\tDropped initial setup event\n",
-      "\tReplaced right_sym with setup_right_sym and trigger 102\n",
-      "\tReplaced event 2 show_face with show_face_initial\n",
-      "\tSet trigger for initial famous face to 2\n",
-      "sub-007_run-2\n",
-      "\tDropped initial setup event\n",
-      "\tReplaced right_sym with setup_right_sym and trigger 102\n",
-      "\tReplaced event 2 show_face with show_face_initial\n",
-      "\tSet trigger for initial scrambled face to 4\n",
-      "sub-007_run-3\n",
-      "\tDropped initial setup event\n",
-      "\tReplaced right_sym with setup_right_sym and trigger 102\n",
-      "\tReplaced event 2 show_face with show_face_initial\n",
-      "\tSet trigger for initial scrambled face to 4\n",
-      "sub-007_run-4\n",
-      "\tDropped initial setup event\n",
-      "\tReplaced right_sym with setup_right_sym and trigger 102\n",
-      "\tReplaced event 2 show_face with show_face_initial\n",
-      "\tSet trigger for initial unfamiliar face to 3\n",
-      "sub-007_run-5\n",
-      "\tDropped initial setup event\n",
-      "\tReplaced right_sym with setup_right_sym and trigger 102\n",
-      "\tReplaced event 2 show_face with show_face_initial\n",
-      "\tSet trigger for initial famous face to 2\n",
-      "sub-007_run-6\n",
-      "\tDropped initial setup event\n",
-      "\tReplaced right_sym with setup_right_sym and trigger 102\n",
-      "\tReplaced event 2 show_face with show_face_initial\n",
-      "\tSet trigger for initial scrambled face to 4\n",
-      "sub-008_run-1\n",
-      "\tDropped initial setup event\n",
-      "\tReplaced left_sym with setup_left_sym and trigger 101\n",
-      "\tReplaced event 2 show_face with show_face_initial\n",
-      "\tSet trigger for initial famous face to 2\n",
-      "sub-008_run-2\n",
-      "\tDropped initial setup event\n",
-      "\tReplaced left_sym with setup_left_sym and trigger 101\n",
-      "\tReplaced event 2 show_face with show_face_initial\n",
-      "\tSet trigger for initial scrambled face to 4\n",
-      "sub-008_run-3\n",
-      "\tDropped initial setup event\n",
-      "\tReplaced left_sym with setup_left_sym and trigger 101\n",
-      "\tReplaced event 2 show_face with show_face_initial\n",
-      "\tSet trigger for initial famous face to 2\n",
-      "sub-008_run-4\n",
-      "\tDropped initial setup event\n",
-      "\tReplaced left_sym with setup_left_sym and trigger 101\n",
-      "\tReplaced event 2 show_face with show_face_initial\n",
-      "\tSet trigger for initial unfamiliar face to 3\n",
-      "sub-008_run-5\n",
-      "\tDropped initial setup event\n",
-      "\tReplaced left_sym with setup_left_sym and trigger 101\n",
-      "\tReplaced event 2 show_face with show_face_initial\n",
-      "\tSet trigger for initial scrambled face to 4\n",
-      "sub-008_run-6\n",
-      "\tDropped initial setup event\n",
-      "\tReplaced left_sym with setup_left_sym and trigger 101\n",
-      "\tReplaced event 2 show_face with show_face_initial\n",
-      "\tSet trigger for initial famous face to 2\n",
-      "sub-009_run-1\n",
-      "\tDropped initial setup event\n",
-      "\tReplaced right_sym with setup_right_sym and trigger 102\n",
-      "\tReplaced event 2 show_face with show_face_initial\n",
-      "\tSet trigger for initial famous face to 2\n",
-      "sub-009_run-2\n",
-      "\tDropped initial setup event\n",
-      "\tReplaced right_sym with setup_right_sym and trigger 102\n",
-      "\tReplaced event 2 show_face with show_face_initial\n",
-      "\tSet trigger for initial unfamiliar face to 3\n",
-      "sub-009_run-3\n",
-      "\tDropped initial setup event\n",
-      "\tReplaced right_sym with setup_right_sym and trigger 102\n",
-      "\tReplaced event 2 show_face with show_face_initial\n",
-      "\tSet trigger for initial scrambled face to 4\n",
-      "sub-009_run-4\n",
-      "\tDropped initial setup event\n",
-      "\tReplaced right_sym with setup_right_sym and trigger 102\n",
-      "\tReplaced event 2 show_face with show_face_initial\n",
-      "\tSet trigger for initial famous face to 2\n",
-      "sub-009_run-5\n",
-      "\tDropped initial setup event\n",
-      "\tReplaced right_sym with setup_right_sym and trigger 102\n",
-      "\tReplaced event 2 show_face with show_face_initial\n",
-      "\tSet trigger for initial famous face to 2\n",
-      "sub-009_run-6\n",
-      "\tDropped initial setup event\n",
-      "\tReplaced right_sym with setup_right_sym and trigger 102\n",
-      "\tReplaced event 2 show_face with show_face_initial\n",
-      "\tSet trigger for initial famous face to 2\n",
-      "sub-010_run-1\n",
-      "\tDropped initial setup event\n",
-      "\tReplaced left_sym with setup_left_sym and trigger 101\n",
-      "\tReplaced event 2 show_face with show_face_initial\n",
-      "\tSet trigger for initial unfamiliar face to 3\n",
-      "sub-010_run-2\n",
-      "\tDropped initial setup event\n",
-      "\tReplaced left_sym with setup_left_sym and trigger 101\n",
-      "\tReplaced event 2 show_face with show_face_initial\n",
-      "\tSet trigger for initial scrambled face to 4\n",
-      "sub-010_run-3\n",
-      "\tDropped initial setup event\n",
-      "\tReplaced left_sym with setup_left_sym and trigger 101\n",
-      "\tReplaced event 2 show_face with show_face_initial\n",
-      "\tSet trigger for initial unfamiliar face to 3\n",
-      "sub-010_run-4\n",
-      "\tDropped initial setup event\n",
-      "\tReplaced left_sym with setup_left_sym and trigger 101\n",
-      "\tReplaced event 2 show_face with show_face_initial\n",
-      "\tSet trigger for initial scrambled face to 4\n",
-      "sub-010_run-5\n",
-      "\tDropped initial setup event\n",
-      "\tReplaced left_sym with setup_left_sym and trigger 101\n",
-      "\tReplaced event 2 show_face with show_face_initial\n",
-      "\tSet trigger for initial unfamiliar face to 3\n",
-      "sub-010_run-6\n",
-      "\tDropped initial setup event\n",
-      "\tReplaced left_sym with setup_left_sym and trigger 101\n",
-      "\tReplaced event 2 show_face with show_face_initial\n",
-      "\tSet trigger for initial unfamiliar face to 3\n",
-      "sub-011_run-1\n",
-      "\tDropped initial setup event\n",
-      "\tReplaced right_sym with setup_right_sym and trigger 102\n",
-      "\tReplaced event 2 show_face with show_face_initial\n",
-      "\tSet trigger for initial scrambled face to 4\n",
-      "sub-011_run-2\n",
-      "\tDropped initial setup event\n",
-      "\tReplaced right_sym with setup_right_sym and trigger 102\n",
-      "\tReplaced event 2 show_face with show_face_initial\n",
-      "\tSet trigger for initial famous face to 2\n",
-      "sub-011_run-3\n",
-      "\tDropped initial setup event\n",
-      "\tReplaced right_sym with setup_right_sym and trigger 102\n",
-      "\tReplaced event 2 show_face with show_face_initial\n",
-      "\tSet trigger for initial scrambled face to 4\n",
-      "sub-011_run-4\n",
-      "\tDropped initial setup event\n",
-      "\tReplaced right_sym with setup_right_sym and trigger 102\n",
-      "\tReplaced event 2 show_face with show_face_initial\n",
-      "\tSet trigger for initial famous face to 2\n",
-      "sub-011_run-5\n",
-      "\tDropped initial setup event\n",
-      "\tReplaced right_sym with setup_right_sym and trigger 102\n",
-      "\tReplaced event 2 show_face with show_face_initial\n",
-      "\tSet trigger for initial famous face to 2\n",
-      "sub-011_run-6\n",
-      "\tDropped initial setup event\n",
-      "\tReplaced right_sym with setup_right_sym and trigger 102\n",
-      "\tReplaced event 2 show_face with show_face_initial\n",
-      "\tSet trigger for initial famous face to 2\n",
-      "sub-012_run-1\n",
-      "\tDropped initial setup event\n",
-      "\tReplaced left_sym with setup_left_sym and trigger 101\n",
-      "\tReplaced event 2 show_face with show_face_initial\n",
-      "\tSet trigger for initial unfamiliar face to 3\n",
-      "sub-012_run-2\n",
-      "\tDropped initial setup event\n",
-      "\tReplaced left_sym with setup_left_sym and trigger 101\n",
-      "\tReplaced event 2 show_face with show_face_initial\n",
-      "\tSet trigger for initial scrambled face to 4\n",
-      "sub-012_run-3\n",
-      "\tDropped initial setup event\n",
-      "\tReplaced left_sym with setup_left_sym and trigger 101\n",
-      "\tReplaced event 2 show_face with show_face_initial\n",
-      "\tSet trigger for initial scrambled face to 4\n",
-      "sub-012_run-4\n",
-      "\tDropped initial setup event\n",
-      "\tReplaced left_sym with setup_left_sym and trigger 101\n",
-      "\tReplaced event 2 show_face with show_face_initial\n",
-      "\tSet trigger for initial unfamiliar face to 3\n",
-      "sub-012_run-5\n",
-      "\tDropped initial setup event\n",
-      "\tReplaced left_sym with setup_left_sym and trigger 101\n",
-      "\tReplaced event 2 show_face with show_face_initial\n",
-      "\tSet trigger for initial famous face to 2\n",
-      "sub-012_run-6\n",
-      "\tDropped initial setup event\n",
-      "\tReplaced left_sym with setup_left_sym and trigger 101\n",
-      "\tReplaced event 2 show_face with show_face_initial\n",
-      "\tSet trigger for initial famous face to 2\n",
-      "sub-013_run-1\n",
-      "\tDropped initial setup event\n",
-      "\tReplaced right_sym with setup_right_sym and trigger 102\n",
-      "\tReplaced event 2 show_face with show_face_initial\n",
-      "\tSet trigger for initial unfamiliar face to 3\n",
-      "sub-013_run-2\n",
-      "\tDropped initial setup event\n",
-      "\tReplaced right_sym with setup_right_sym and trigger 102\n",
-      "\tReplaced event 2 show_face with show_face_initial\n",
-      "\tSet trigger for initial scrambled face to 4\n",
-      "sub-013_run-3\n",
-      "\tDropped initial setup event\n",
-      "\tReplaced right_sym with setup_right_sym and trigger 102\n",
-      "\tReplaced event 2 show_face with show_face_initial\n",
-      "\tSet trigger for initial scrambled face to 4\n",
-      "sub-013_run-4\n",
-      "\tDropped initial setup event\n",
-      "\tReplaced right_sym with setup_right_sym and trigger 102\n",
-      "\tReplaced event 2 show_face with show_face_initial\n",
-      "\tSet trigger for initial unfamiliar face to 3\n",
-      "sub-013_run-5\n",
-      "\tDropped initial setup event\n",
-      "\tReplaced right_sym with setup_right_sym and trigger 102\n",
-      "\tReplaced event 2 show_face with show_face_initial\n",
-      "\tSet trigger for initial unfamiliar face to 3\n",
-      "sub-013_run-6\n",
-      "\tDropped initial setup event\n",
-      "\tReplaced right_sym with setup_right_sym and trigger 102\n",
-      "\tReplaced event 2 show_face with show_face_initial\n",
-      "\tSet trigger for initial unfamiliar face to 3\n",
-      "sub-014_run-1\n",
-      "\tDropped initial setup event\n",
-      "\tReplaced left_sym with setup_left_sym and trigger 101\n",
-      "\tReplaced event 2 show_face with show_face_initial\n",
-      "\tSet trigger for initial scrambled face to 4\n",
-      "sub-014_run-2\n",
-      "\tDropped initial setup event\n",
-      "\tReplaced left_sym with setup_left_sym and trigger 101\n",
-      "\tReplaced event 2 show_face with show_face_initial\n",
-      "\tSet trigger for initial unfamiliar face to 3\n",
-      "sub-014_run-3\n",
-      "\tDropped initial setup event\n",
-      "\tReplaced left_sym with setup_left_sym and trigger 101\n",
-      "\tReplaced event 2 show_face with show_face_initial\n",
-      "\tSet trigger for initial scrambled face to 4\n",
-      "sub-014_run-4\n",
-      "\tDropped initial setup event\n",
-      "\tReplaced left_sym with setup_left_sym and trigger 101\n",
-      "\tReplaced event 2 show_face with show_face_initial\n",
-      "\tSet trigger for initial unfamiliar face to 3\n",
-      "sub-014_run-5\n",
-      "\tDropped initial setup event\n",
-      "\tReplaced left_sym with setup_left_sym and trigger 101\n",
-      "\tReplaced event 2 show_face with show_face_initial\n",
-      "\tSet trigger for initial unfamiliar face to 3\n",
-      "sub-014_run-6\n",
-      "\tDropped initial setup event\n",
-      "\tReplaced left_sym with setup_left_sym and trigger 101\n",
-      "\tReplaced event 2 show_face with show_face_initial\n",
-      "\tSet trigger for initial famous face to 2\n",
-      "sub-015_run-1\n",
-      "\tDropped initial setup event\n",
-      "\tReplaced right_sym with setup_right_sym and trigger 102\n",
-      "\tReplaced event 2 show_face with show_face_initial\n",
-      "\tSet trigger for initial unfamiliar face to 3\n",
-      "sub-015_run-2\n",
-      "\tDropped initial setup event\n",
-      "\tReplaced right_sym with setup_right_sym and trigger 102\n",
-      "\tReplaced event 2 show_face with show_face_initial\n",
-      "\tSet trigger for initial scrambled face to 4\n",
-      "sub-015_run-3\n",
-      "\tDropped initial setup event\n",
-      "\tReplaced right_sym with setup_right_sym and trigger 102\n",
-      "\tReplaced event 2 show_face with show_face_initial\n",
-      "\tSet trigger for initial famous face to 2\n",
-      "sub-015_run-4\n",
-      "\tDropped initial setup event\n",
-      "\tReplaced right_sym with setup_right_sym and trigger 102\n",
-      "\tReplaced event 2 show_face with show_face_initial\n",
-      "\tSet trigger for initial unfamiliar face to 3\n",
-      "sub-015_run-5\n",
-      "\tDropped initial setup event\n",
-      "\tReplaced right_sym with setup_right_sym and trigger 102\n",
-      "\tReplaced event 2 show_face with show_face_initial\n",
-      "\tSet trigger for initial scrambled face to 4\n",
-      "sub-015_run-6\n",
-      "\tDropped initial setup event\n",
-      "\tReplaced right_sym with setup_right_sym and trigger 102\n",
-      "\tReplaced event 2 show_face with show_face_initial\n",
-      "\tSet trigger for initial unfamiliar face to 3\n",
-      "sub-016_run-1\n",
-      "\tDropped initial setup event\n",
-      "\tReplaced left_sym with setup_left_sym and trigger 101\n",
-      "\tReplaced event 2 show_face with show_face_initial\n",
-      "\tSet trigger for initial unfamiliar face to 3\n",
-      "sub-016_run-2\n",
-      "\tDropped initial setup event\n",
-      "\tReplaced left_sym with setup_left_sym and trigger 101\n",
-      "\tReplaced event 2 show_face with show_face_initial\n",
-      "\tSet trigger for initial scrambled face to 4\n",
-      "sub-016_run-3\n",
-      "\tDropped initial setup event\n",
-      "\tReplaced left_sym with setup_left_sym and trigger 101\n",
-      "\tReplaced event 2 show_face with show_face_initial\n",
-      "\tSet trigger for initial scrambled face to 4\n",
-      "sub-016_run-4\n",
-      "\tDropped initial setup event\n",
-      "\tReplaced left_sym with setup_left_sym and trigger 101\n",
-      "\tReplaced event 2 show_face with show_face_initial\n",
-      "\tSet trigger for initial scrambled face to 4\n",
-      "sub-016_run-5\n",
-      "\tDropped initial setup event\n",
-      "\tReplaced left_sym with setup_left_sym and trigger 101\n",
-      "\tReplaced event 2 show_face with show_face_initial\n",
-      "\tSet trigger for initial famous face to 2\n",
-      "sub-016_run-6\n",
-      "\tDropped initial setup event\n",
-      "\tReplaced left_sym with setup_left_sym and trigger 101\n",
-      "\tReplaced event 2 show_face with show_face_initial\n",
-      "\tSet trigger for initial scrambled face to 4\n",
-      "sub-017_run-1\n",
-      "\tDropped initial setup event\n",
-      "\tReplaced right_sym with setup_right_sym and trigger 102\n",
-      "\tReplaced event 2 show_face with show_face_initial\n",
-      "\tSet trigger for initial scrambled face to 4\n",
-      "sub-017_run-2\n",
-      "\tDropped initial setup event\n",
-      "\tReplaced right_sym with setup_right_sym and trigger 102\n",
-      "\tReplaced event 2 show_face with show_face_initial\n",
-      "\tSet trigger for initial famous face to 2\n",
-      "sub-017_run-3\n",
-      "\tDropped initial setup event\n",
-      "\tReplaced right_sym with setup_right_sym and trigger 102\n",
-      "\tReplaced event 2 show_face with show_face_initial\n",
-      "\tSet trigger for initial scrambled face to 4\n",
-      "sub-017_run-4\n",
-      "\tDropped initial setup event\n",
-      "\tReplaced right_sym with setup_right_sym and trigger 102\n",
-      "\tReplaced event 2 show_face with show_face_initial\n",
-      "\tSet trigger for initial scrambled face to 4\n",
-      "sub-017_run-5\n",
-      "\tDropped initial setup event\n",
-      "\tReplaced right_sym with setup_right_sym and trigger 102\n",
-      "\tReplaced event 2 show_face with show_face_initial\n",
-      "\tSet trigger for initial unfamiliar face to 3\n",
-      "sub-017_run-6\n",
-      "\tDropped initial setup event\n",
-      "\tReplaced right_sym with setup_right_sym and trigger 102\n",
-      "\tReplaced event 2 show_face with show_face_initial\n",
-      "\tSet trigger for initial scrambled face to 4\n",
-      "sub-018_run-1\n",
-      "\tDropped initial setup event\n",
-      "\tReplaced left_sym with setup_left_sym and trigger 101\n",
-      "\tReplaced event 2 show_face with show_face_initial\n",
-      "\tSet trigger for initial unfamiliar face to 3\n",
-      "sub-018_run-2\n",
-      "\tDropped initial setup event\n",
-      "\tReplaced left_sym with setup_left_sym and trigger 101\n",
-      "\tReplaced event 2 show_face with show_face_initial\n",
-      "\tSet trigger for initial unfamiliar face to 3\n",
-      "sub-018_run-3\n",
-      "\tDropped initial setup event\n",
-      "\tReplaced left_sym with setup_left_sym and trigger 101\n",
-      "\tReplaced event 2 show_face with show_face_initial\n",
-      "\tSet trigger for initial scrambled face to 4\n",
-      "sub-018_run-4\n",
-      "\tDropped initial setup event\n",
-      "\tReplaced left_sym with setup_left_sym and trigger 101\n",
-      "\tReplaced event 2 show_face with show_face_initial\n",
-      "\tSet trigger for initial unfamiliar face to 3\n",
-      "sub-018_run-5\n",
-      "\tDropped initial setup event\n",
-      "\tReplaced left_sym with setup_left_sym and trigger 101\n",
-      "\tReplaced event 2 show_face with show_face_initial\n",
-      "\tSet trigger for initial famous face to 2\n",
-      "sub-018_run-6\n",
-      "\tDropped initial setup event\n",
-      "\tReplaced left_sym with setup_left_sym and trigger 101\n",
-      "\tReplaced event 2 show_face with show_face_initial\n",
-      "\tSet trigger for initial unfamiliar face to 3\n",
-      "sub-019_run-1\n",
-      "\tDropped initial setup event\n",
-      "\tReplaced right_sym with setup_right_sym and trigger 102\n",
-      "\tReplaced event 2 show_face with show_face_initial\n",
-      "\tSet trigger for initial unfamiliar face to 3\n",
-      "sub-019_run-2\n",
-      "\tDropped initial setup event\n",
-      "\tReplaced right_sym with setup_right_sym and trigger 102\n",
-      "\tReplaced event 2 show_face with show_face_initial\n",
-      "\tSet trigger for initial unfamiliar face to 3\n",
-      "sub-019_run-3\n",
-      "\tDropped initial setup event\n",
-      "\tReplaced right_sym with setup_right_sym and trigger 102\n",
-      "\tReplaced event 2 show_face with show_face_initial\n",
-      "\tSet trigger for initial scrambled face to 4\n",
-      "sub-019_run-4\n",
-      "\tDropped initial setup event\n",
-      "\tReplaced right_sym with setup_right_sym and trigger 102\n",
-      "\tReplaced event 2 show_face with show_face_initial\n",
-      "\tSet trigger for initial famous face to 2\n",
-      "sub-019_run-5\n",
-      "\tDropped initial setup event\n",
-      "\tReplaced right_sym with setup_right_sym and trigger 102\n",
-      "\tReplaced event 2 show_face with show_face_initial\n",
-      "\tSet trigger for initial famous face to 2\n",
-      "sub-019_run-6\n",
-      "\tDropped initial setup event\n",
-      "\tReplaced right_sym with setup_right_sym and trigger 102\n",
-      "\tReplaced event 2 show_face with show_face_initial\n",
-      "\tSet trigger for initial unfamiliar face to 3\n"
-     ]
-    }
-   ],
-   "source": [
-    "status.print_log()"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Print the log from the results\n"
-    }
-   }
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 2
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
\ No newline at end of file
diff --git a/hedcode/jupyter_notebooks/dataset_specific_processing/wakeman_henson/needs_refactoring/wh_2_restructure.ipynb b/hedcode/jupyter_notebooks/dataset_specific_processing/wakeman_henson/needs_refactoring/wh_2_restructure.ipynb
deleted file mode 100644
index beac8c6..0000000
--- a/hedcode/jupyter_notebooks/dataset_specific_processing/wakeman_henson/needs_refactoring/wh_2_restructure.ipynb
+++ /dev/null
@@ -1,1240 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "source": [
-    "## Restructure the WH-MEEG events\n",
-    "\n",
-    "This script summarizes the event structures in the W-H-MEEG dataset\n",
-    "for consistency and potential remapping.  The script assumes that\n",
-    "a previous restructuring of the initial events in `*_events.tsv`\n",
-    "has been accomplished using `wh_fix_initial_events.ipynb` has\n",
-    "been dumped to `*_events_temp1.tsv`.  This scripts performs various\n",
-    "transformations and dumps the result to `*_events_temp2.tsv`.\n",
-    "\n",
-    "**Transformations:**\n",
-    "1. Delete the `value` and the `response_time` column.\n",
-    "2. Rename the `repetition_type` column as `rep_status`.\n",
-    "3. Rename the `trigger` column as `value`.\n",
-    "4. Insert a column called `trial` with the trial number. Trial anchors are `show_face_initial`\n",
-    "and `show_cross`.  The excluded tags are `setup_left_sym` and `setup_right_sym`.\n",
-    "5. The value column should be 1 when `event_type is `show_cross`.\n",
-    "6. The `event_type` column should be `double_press` when the value column is 4352.\n",
-    "7. Insert new column `rep_lag` and calculate based on the `rep_status` column values and the `stim_file` values.\n",
-    "8. Reorder the columns as `onset`, `duration`, `sample`, `event_type`, `face_type`,\n",
-    "`rep_status`, `rep_lag`, `value`, and `stim_file`.\n",
-    "9. Save as `*_events_temp2.tsv`."
-   ],
-   "metadata": {
-    "collapsed": false
-   }
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "metadata": {
-    "collapsed": true
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "BIDS form of the events: 108\n"
-     ]
-    }
-   ],
-   "source": [
-    "from hed.util.io_util import get_file_list, make_file_dict\n",
-    "from hed.util.data_util import get_new_dataframe\n",
-    "from hed.tools.hed_logger import HedLogger\n",
-    "\n",
-    "bids_root_path = 'G:/WH_working2'\n",
-    "bids_files = get_file_list(bids_root_path, extensions=['.tsv'], name_suffix='_events_temp1')\n",
-    "file_dict = make_file_dict(bids_files, indices=(0, -3))\n",
-    "srate = 1100\n",
-    "final_order = ['onset', 'duration', 'sample', 'event_type', 'face_type', 'rep_status',\n",
-    "               'rep_lag', 'trial', 'value', 'stim_file']\n",
-    "\n",
-    "print(f\"BIDS form of the events: {len(file_dict)}\")\n",
-    "status = HedLogger()\n",
-    "for key, file in file_dict.items():\n",
-    "    df = get_new_dataframe(file)\n",
-    "    df.drop(columns=['value', 'trial_type', 'response_time'], inplace=True)\n",
-    "    status.add(key, f\"Drop the value, trial_type, and response_time columns\")\n",
-    "\n",
-    "    df.rename(columns={'repetition_type': 'rep_status', 'trigger': 'value'}, inplace=True)\n",
-    "    status.add(key, f\"Rename repetition_type column as rep_status and trigger column as value\")\n",
-    "\n",
-    "    df['trial'] = '0'\n",
-    "    trial = 0\n",
-    "    for ind, row in df.iterrows():\n",
-    "        if df.loc[ind, 'event_type'] == 'show_cross' or df.loc[ind, 'event_type'] == 'show_face_initial':\n",
-    "            trial += 1\n",
-    "        df.loc[ind, 'trial'] = trial\n",
-    "    exclude_mask = (df['event_type'].map(str) == 'setup_left_sym') | (df['event_type'].map(str) == 'setup_right_sym')\n",
-    "    df.loc[exclude_mask, 'trial'] = 'n/a'\n",
-    "    status.add(key, f\"Set the trial numbers\")\n",
-    "\n",
-    "    show_cross_mask = df['event_type'].map(str) == 'show_cross'\n",
-    "    df.loc[show_cross_mask, 'value'] = 1\n",
-    "    status.add(key, f\"Set value columns to 1 when event_type is show_cross\")\n",
-    "\n",
-    "    double_press_mask = df['value'].map(str) == '4352'\n",
-    "    df.loc[double_press_mask, 'event_type'] = 'double_press'\n",
-    "    status.add(key, f\"Set event_type columns to double_press when value is 4352\")\n",
-    "\n",
-    "    df['rep_lag'] = 'n/a'\n",
-    "    immediate_mask = df['rep_status'].map(str) == 'immediate_repeat'\n",
-    "    df.loc[immediate_mask, 'rep_lag'] = 1\n",
-    "    status.add(key, f\"Set the rep_lag to 1 for rep_status equals immediate_repeat\")\n",
-    "    stim_dict = {}\n",
-    "    for ind, row in df.iterrows():\n",
-    "        stim_file = df.loc[ind, 'stim_file']\n",
-    "        if stim_file == 'n/a':\n",
-    "            continue\n",
-    "        elif stim_file not in stim_dict:\n",
-    "            stim_dict[stim_file] = df.loc[ind, 'trial']\n",
-    "        elif df.loc[ind, 'rep_status'] == 'delayed_repeat':\n",
-    "            df.loc[ind, 'rep_lag'] = df.loc[ind, 'trial'] - stim_dict[stim_file]\n",
-    "    status.add(key, f\"Create and fill in the rep_lag column when rep_status is delayed_repeat\")\n",
-    "\n",
-    "    col_list = list(df)\n",
-    "    if len(col_list) != len(final_order):\n",
-    "        status.add(key, f\"ERROR {key} dataframe has wrong number of columns {len(col_list)}\", also_print=True)\n",
-    "        continue\n",
-    "    for item in col_list:\n",
-    "        if item not in final_order:\n",
-    "            status.add(key, f\"ERROR dataframe column {item} should not be there\", also_print=True)\n",
-    "        continue\n",
-    "    df = df.reindex(columns=final_order)\n",
-    "    status.add(key, f\"Reorder the columns\")\n",
-    "    filename = file[:-10] + \"_temp2.tsv\"\n",
-    "    df.to_csv(filename, sep='\\t', index=False)\n",
-    "    status.add(key, f\"Save the file as _events_temp2.tsv\")\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "sub-002_run-1\n",
-      "\tDropped the value, trial_type, and response_time columns\n",
-      "\tRenamed repetition_type column as rep_status and trigger column as value\n",
-      "\tSet the trial numbers\n",
-      "\tSet value columns to 1 when event_type is show_cross\n",
-      "\tSet event_type columns to double_press when value is 4352\n",
-      "\tSet the rep_lag to 1 for rep_status equals immediate_repeat\n",
-      "\tCreate and fill in the rep_lag column when rep_status is delayed_repeat\n",
-      "\tReorder the columns\n",
-      "\tSave the file as _events_temp2.tsv\n",
-      "sub-002_run-2\n",
-      "\tDropped the value, trial_type, and response_time columns\n",
-      "\tRenamed repetition_type column as rep_status and trigger column as value\n",
-      "\tSet the trial numbers\n",
-      "\tSet value columns to 1 when event_type is show_cross\n",
-      "\tSet event_type columns to double_press when value is 4352\n",
-      "\tSet the rep_lag to 1 for rep_status equals immediate_repeat\n",
-      "\tCreate and fill in the rep_lag column when rep_status is delayed_repeat\n",
-      "\tReorder the columns\n",
-      "\tSave the file as _events_temp2.tsv\n",
-      "sub-002_run-3\n",
-      "\tDropped the value, trial_type, and response_time columns\n",
-      "\tRenamed repetition_type column as rep_status and trigger column as value\n",
-      "\tSet the trial numbers\n",
-      "\tSet value columns to 1 when event_type is show_cross\n",
-      "\tSet event_type columns to double_press when value is 4352\n",
-      "\tSet the rep_lag to 1 for rep_status equals immediate_repeat\n",
-      "\tCreate and fill in the rep_lag column when rep_status is delayed_repeat\n",
-      "\tReorder the columns\n",
-      "\tSave the file as _events_temp2.tsv\n",
-      "sub-002_run-4\n",
-      "\tDropped the value, trial_type, and response_time columns\n",
-      "\tRenamed repetition_type column as rep_status and trigger column as value\n",
-      "\tSet the trial numbers\n",
-      "\tSet value columns to 1 when event_type is show_cross\n",
-      "\tSet event_type columns to double_press when value is 4352\n",
-      "\tSet the rep_lag to 1 for rep_status equals immediate_repeat\n",
-      "\tCreate and fill in the rep_lag column when rep_status is delayed_repeat\n",
-      "\tReorder the columns\n",
-      "\tSave the file as _events_temp2.tsv\n",
-      "sub-002_run-5\n",
-      "\tDropped the value, trial_type, and response_time columns\n",
-      "\tRenamed repetition_type column as rep_status and trigger column as value\n",
-      "\tSet the trial numbers\n",
-      "\tSet value columns to 1 when event_type is show_cross\n",
-      "\tSet event_type columns to double_press when value is 4352\n",
-      "\tSet the rep_lag to 1 for rep_status equals immediate_repeat\n",
-      "\tCreate and fill in the rep_lag column when rep_status is delayed_repeat\n",
-      "\tReorder the columns\n",
-      "\tSave the file as _events_temp2.tsv\n",
-      "sub-002_run-6\n",
-      "\tDropped the value, trial_type, and response_time columns\n",
-      "\tRenamed repetition_type column as rep_status and trigger column as value\n",
-      "\tSet the trial numbers\n",
-      "\tSet value columns to 1 when event_type is show_cross\n",
-      "\tSet event_type columns to double_press when value is 4352\n",
-      "\tSet the rep_lag to 1 for rep_status equals immediate_repeat\n",
-      "\tCreate and fill in the rep_lag column when rep_status is delayed_repeat\n",
-      "\tReorder the columns\n",
-      "\tSave the file as _events_temp2.tsv\n",
-      "sub-003_run-1\n",
-      "\tDropped the value, trial_type, and response_time columns\n",
-      "\tRenamed repetition_type column as rep_status and trigger column as value\n",
-      "\tSet the trial numbers\n",
-      "\tSet value columns to 1 when event_type is show_cross\n",
-      "\tSet event_type columns to double_press when value is 4352\n",
-      "\tSet the rep_lag to 1 for rep_status equals immediate_repeat\n",
-      "\tCreate and fill in the rep_lag column when rep_status is delayed_repeat\n",
-      "\tReorder the columns\n",
-      "\tSave the file as _events_temp2.tsv\n",
-      "sub-003_run-2\n",
-      "\tDropped the value, trial_type, and response_time columns\n",
-      "\tRenamed repetition_type column as rep_status and trigger column as value\n",
-      "\tSet the trial numbers\n",
-      "\tSet value columns to 1 when event_type is show_cross\n",
-      "\tSet event_type columns to double_press when value is 4352\n",
-      "\tSet the rep_lag to 1 for rep_status equals immediate_repeat\n",
-      "\tCreate and fill in the rep_lag column when rep_status is delayed_repeat\n",
-      "\tReorder the columns\n",
-      "\tSave the file as _events_temp2.tsv\n",
-      "sub-003_run-3\n",
-      "\tDropped the value, trial_type, and response_time columns\n",
-      "\tRenamed repetition_type column as rep_status and trigger column as value\n",
-      "\tSet the trial numbers\n",
-      "\tSet value columns to 1 when event_type is show_cross\n",
-      "\tSet event_type columns to double_press when value is 4352\n",
-      "\tSet the rep_lag to 1 for rep_status equals immediate_repeat\n",
-      "\tCreate and fill in the rep_lag column when rep_status is delayed_repeat\n",
-      "\tReorder the columns\n",
-      "\tSave the file as _events_temp2.tsv\n",
-      "sub-003_run-4\n",
-      "\tDropped the value, trial_type, and response_time columns\n",
-      "\tRenamed repetition_type column as rep_status and trigger column as value\n",
-      "\tSet the trial numbers\n",
-      "\tSet value columns to 1 when event_type is show_cross\n",
-      "\tSet event_type columns to double_press when value is 4352\n",
-      "\tSet the rep_lag to 1 for rep_status equals immediate_repeat\n",
-      "\tCreate and fill in the rep_lag column when rep_status is delayed_repeat\n",
-      "\tReorder the columns\n",
-      "\tSave the file as _events_temp2.tsv\n",
-      "sub-003_run-5\n",
-      "\tDropped the value, trial_type, and response_time columns\n",
-      "\tRenamed repetition_type column as rep_status and trigger column as value\n",
-      "\tSet the trial numbers\n",
-      "\tSet value columns to 1 when event_type is show_cross\n",
-      "\tSet event_type columns to double_press when value is 4352\n",
-      "\tSet the rep_lag to 1 for rep_status equals immediate_repeat\n",
-      "\tCreate and fill in the rep_lag column when rep_status is delayed_repeat\n",
-      "\tReorder the columns\n",
-      "\tSave the file as _events_temp2.tsv\n",
-      "sub-003_run-6\n",
-      "\tDropped the value, trial_type, and response_time columns\n",
-      "\tRenamed repetition_type column as rep_status and trigger column as value\n",
-      "\tSet the trial numbers\n",
-      "\tSet value columns to 1 when event_type is show_cross\n",
-      "\tSet event_type columns to double_press when value is 4352\n",
-      "\tSet the rep_lag to 1 for rep_status equals immediate_repeat\n",
-      "\tCreate and fill in the rep_lag column when rep_status is delayed_repeat\n",
-      "\tReorder the columns\n",
-      "\tSave the file as _events_temp2.tsv\n",
-      "sub-004_run-1\n",
-      "\tDropped the value, trial_type, and response_time columns\n",
-      "\tRenamed repetition_type column as rep_status and trigger column as value\n",
-      "\tSet the trial numbers\n",
-      "\tSet value columns to 1 when event_type is show_cross\n",
-      "\tSet event_type columns to double_press when value is 4352\n",
-      "\tSet the rep_lag to 1 for rep_status equals immediate_repeat\n",
-      "\tCreate and fill in the rep_lag column when rep_status is delayed_repeat\n",
-      "\tReorder the columns\n",
-      "\tSave the file as _events_temp2.tsv\n",
-      "sub-004_run-2\n",
-      "\tDropped the value, trial_type, and response_time columns\n",
-      "\tRenamed repetition_type column as rep_status and trigger column as value\n",
-      "\tSet the trial numbers\n",
-      "\tSet value columns to 1 when event_type is show_cross\n",
-      "\tSet event_type columns to double_press when value is 4352\n",
-      "\tSet the rep_lag to 1 for rep_status equals immediate_repeat\n",
-      "\tCreate and fill in the rep_lag column when rep_status is delayed_repeat\n",
-      "\tReorder the columns\n",
-      "\tSave the file as _events_temp2.tsv\n",
-      "sub-004_run-3\n",
-      "\tDropped the value, trial_type, and response_time columns\n",
-      "\tRenamed repetition_type column as rep_status and trigger column as value\n",
-      "\tSet the trial numbers\n",
-      "\tSet value columns to 1 when event_type is show_cross\n",
-      "\tSet event_type columns to double_press when value is 4352\n",
-      "\tSet the rep_lag to 1 for rep_status equals immediate_repeat\n",
-      "\tCreate and fill in the rep_lag column when rep_status is delayed_repeat\n",
-      "\tReorder the columns\n",
-      "\tSave the file as _events_temp2.tsv\n",
-      "sub-004_run-4\n",
-      "\tDropped the value, trial_type, and response_time columns\n",
-      "\tRenamed repetition_type column as rep_status and trigger column as value\n",
-      "\tSet the trial numbers\n",
-      "\tSet value columns to 1 when event_type is show_cross\n",
-      "\tSet event_type columns to double_press when value is 4352\n",
-      "\tSet the rep_lag to 1 for rep_status equals immediate_repeat\n",
-      "\tCreate and fill in the rep_lag column when rep_status is delayed_repeat\n",
-      "\tReorder the columns\n",
-      "\tSave the file as _events_temp2.tsv\n",
-      "sub-004_run-5\n",
-      "\tDropped the value, trial_type, and response_time columns\n",
-      "\tRenamed repetition_type column as rep_status and trigger column as value\n",
-      "\tSet the trial numbers\n",
-      "\tSet value columns to 1 when event_type is show_cross\n",
-      "\tSet event_type columns to double_press when value is 4352\n",
-      "\tSet the rep_lag to 1 for rep_status equals immediate_repeat\n",
-      "\tCreate and fill in the rep_lag column when rep_status is delayed_repeat\n",
-      "\tReorder the columns\n",
-      "\tSave the file as _events_temp2.tsv\n",
-      "sub-004_run-6\n",
-      "\tDropped the value, trial_type, and response_time columns\n",
-      "\tRenamed repetition_type column as rep_status and trigger column as value\n",
-      "\tSet the trial numbers\n",
-      "\tSet value columns to 1 when event_type is show_cross\n",
-      "\tSet event_type columns to double_press when value is 4352\n",
-      "\tSet the rep_lag to 1 for rep_status equals immediate_repeat\n",
-      "\tCreate and fill in the rep_lag column when rep_status is delayed_repeat\n",
-      "\tReorder the columns\n",
-      "\tSave the file as _events_temp2.tsv\n",
-      "sub-005_run-1\n",
-      "\tDropped the value, trial_type, and response_time columns\n",
-      "\tRenamed repetition_type column as rep_status and trigger column as value\n",
-      "\tSet the trial numbers\n",
-      "\tSet value columns to 1 when event_type is show_cross\n",
-      "\tSet event_type columns to double_press when value is 4352\n",
-      "\tSet the rep_lag to 1 for rep_status equals immediate_repeat\n",
-      "\tCreate and fill in the rep_lag column when rep_status is delayed_repeat\n",
-      "\tReorder the columns\n",
-      "\tSave the file as _events_temp2.tsv\n",
-      "sub-005_run-2\n",
-      "\tDropped the value, trial_type, and response_time columns\n",
-      "\tRenamed repetition_type column as rep_status and trigger column as value\n",
-      "\tSet the trial numbers\n",
-      "\tSet value columns to 1 when event_type is show_cross\n",
-      "\tSet event_type columns to double_press when value is 4352\n",
-      "\tSet the rep_lag to 1 for rep_status equals immediate_repeat\n",
-      "\tCreate and fill in the rep_lag column when rep_status is delayed_repeat\n",
-      "\tReorder the columns\n",
-      "\tSave the file as _events_temp2.tsv\n",
-      "sub-005_run-3\n",
-      "\tDropped the value, trial_type, and response_time columns\n",
-      "\tRenamed repetition_type column as rep_status and trigger column as value\n",
-      "\tSet the trial numbers\n",
-      "\tSet value columns to 1 when event_type is show_cross\n",
-      "\tSet event_type columns to double_press when value is 4352\n",
-      "\tSet the rep_lag to 1 for rep_status equals immediate_repeat\n",
-      "\tCreate and fill in the rep_lag column when rep_status is delayed_repeat\n",
-      "\tReorder the columns\n",
-      "\tSave the file as _events_temp2.tsv\n",
-      "sub-005_run-4\n",
-      "\tDropped the value, trial_type, and response_time columns\n",
-      "\tRenamed repetition_type column as rep_status and trigger column as value\n",
-      "\tSet the trial numbers\n",
-      "\tSet value columns to 1 when event_type is show_cross\n",
-      "\tSet event_type columns to double_press when value is 4352\n",
-      "\tSet the rep_lag to 1 for rep_status equals immediate_repeat\n",
-      "\tCreate and fill in the rep_lag column when rep_status is delayed_repeat\n",
-      "\tReorder the columns\n",
-      "\tSave the file as _events_temp2.tsv\n",
-      "sub-005_run-5\n",
-      "\tDropped the value, trial_type, and response_time columns\n",
-      "\tRenamed repetition_type column as rep_status and trigger column as value\n",
-      "\tSet the trial numbers\n",
-      "\tSet value columns to 1 when event_type is show_cross\n",
-      "\tSet event_type columns to double_press when value is 4352\n",
-      "\tSet the rep_lag to 1 for rep_status equals immediate_repeat\n",
-      "\tCreate and fill in the rep_lag column when rep_status is delayed_repeat\n",
-      "\tReorder the columns\n",
-      "\tSave the file as _events_temp2.tsv\n",
-      "sub-005_run-6\n",
-      "\tDropped the value, trial_type, and response_time columns\n",
-      "\tRenamed repetition_type column as rep_status and trigger column as value\n",
-      "\tSet the trial numbers\n",
-      "\tSet value columns to 1 when event_type is show_cross\n",
-      "\tSet event_type columns to double_press when value is 4352\n",
-      "\tSet the rep_lag to 1 for rep_status equals immediate_repeat\n",
-      "\tCreate and fill in the rep_lag column when rep_status is delayed_repeat\n",
-      "\tReorder the columns\n",
-      "\tSave the file as _events_temp2.tsv\n",
-      "sub-006_run-1\n",
-      "\tDropped the value, trial_type, and response_time columns\n",
-      "\tRenamed repetition_type column as rep_status and trigger column as value\n",
-      "\tSet the trial numbers\n",
-      "\tSet value columns to 1 when event_type is show_cross\n",
-      "\tSet event_type columns to double_press when value is 4352\n",
-      "\tSet the rep_lag to 1 for rep_status equals immediate_repeat\n",
-      "\tCreate and fill in the rep_lag column when rep_status is delayed_repeat\n",
-      "\tReorder the columns\n",
-      "\tSave the file as _events_temp2.tsv\n",
-      "sub-006_run-2\n",
-      "\tDropped the value, trial_type, and response_time columns\n",
-      "\tRenamed repetition_type column as rep_status and trigger column as value\n",
-      "\tSet the trial numbers\n",
-      "\tSet value columns to 1 when event_type is show_cross\n",
-      "\tSet event_type columns to double_press when value is 4352\n",
-      "\tSet the rep_lag to 1 for rep_status equals immediate_repeat\n",
-      "\tCreate and fill in the rep_lag column when rep_status is delayed_repeat\n",
-      "\tReorder the columns\n",
-      "\tSave the file as _events_temp2.tsv\n",
-      "sub-006_run-3\n",
-      "\tDropped the value, trial_type, and response_time columns\n",
-      "\tRenamed repetition_type column as rep_status and trigger column as value\n",
-      "\tSet the trial numbers\n",
-      "\tSet value columns to 1 when event_type is show_cross\n",
-      "\tSet event_type columns to double_press when value is 4352\n",
-      "\tSet the rep_lag to 1 for rep_status equals immediate_repeat\n",
-      "\tCreate and fill in the rep_lag column when rep_status is delayed_repeat\n",
-      "\tReorder the columns\n",
-      "\tSave the file as _events_temp2.tsv\n",
-      "sub-006_run-4\n",
-      "\tDropped the value, trial_type, and response_time columns\n",
-      "\tRenamed repetition_type column as rep_status and trigger column as value\n",
-      "\tSet the trial numbers\n",
-      "\tSet value columns to 1 when event_type is show_cross\n",
-      "\tSet event_type columns to double_press when value is 4352\n",
-      "\tSet the rep_lag to 1 for rep_status equals immediate_repeat\n",
-      "\tCreate and fill in the rep_lag column when rep_status is delayed_repeat\n",
-      "\tReorder the columns\n",
-      "\tSave the file as _events_temp2.tsv\n",
-      "sub-006_run-5\n",
-      "\tDropped the value, trial_type, and response_time columns\n",
-      "\tRenamed repetition_type column as rep_status and trigger column as value\n",
-      "\tSet the trial numbers\n",
-      "\tSet value columns to 1 when event_type is show_cross\n",
-      "\tSet event_type columns to double_press when value is 4352\n",
-      "\tSet the rep_lag to 1 for rep_status equals immediate_repeat\n",
-      "\tCreate and fill in the rep_lag column when rep_status is delayed_repeat\n",
-      "\tReorder the columns\n",
-      "\tSave the file as _events_temp2.tsv\n",
-      "sub-006_run-6\n",
-      "\tDropped the value, trial_type, and response_time columns\n",
-      "\tRenamed repetition_type column as rep_status and trigger column as value\n",
-      "\tSet the trial numbers\n",
-      "\tSet value columns to 1 when event_type is show_cross\n",
-      "\tSet event_type columns to double_press when value is 4352\n",
-      "\tSet the rep_lag to 1 for rep_status equals immediate_repeat\n",
-      "\tCreate and fill in the rep_lag column when rep_status is delayed_repeat\n",
-      "\tReorder the columns\n",
-      "\tSave the file as _events_temp2.tsv\n",
-      "sub-007_run-1\n",
-      "\tDropped the value, trial_type, and response_time columns\n",
-      "\tRenamed repetition_type column as rep_status and trigger column as value\n",
-      "\tSet the trial numbers\n",
-      "\tSet value columns to 1 when event_type is show_cross\n",
-      "\tSet event_type columns to double_press when value is 4352\n",
-      "\tSet the rep_lag to 1 for rep_status equals immediate_repeat\n",
-      "\tCreate and fill in the rep_lag column when rep_status is delayed_repeat\n",
-      "\tReorder the columns\n",
-      "\tSave the file as _events_temp2.tsv\n",
-      "sub-007_run-2\n",
-      "\tDropped the value, trial_type, and response_time columns\n",
-      "\tRenamed repetition_type column as rep_status and trigger column as value\n",
-      "\tSet the trial numbers\n",
-      "\tSet value columns to 1 when event_type is show_cross\n",
-      "\tSet event_type columns to double_press when value is 4352\n",
-      "\tSet the rep_lag to 1 for rep_status equals immediate_repeat\n",
-      "\tCreate and fill in the rep_lag column when rep_status is delayed_repeat\n",
-      "\tReorder the columns\n",
-      "\tSave the file as _events_temp2.tsv\n",
-      "sub-007_run-3\n",
-      "\tDropped the value, trial_type, and response_time columns\n",
-      "\tRenamed repetition_type column as rep_status and trigger column as value\n",
-      "\tSet the trial numbers\n",
-      "\tSet value columns to 1 when event_type is show_cross\n",
-      "\tSet event_type columns to double_press when value is 4352\n",
-      "\tSet the rep_lag to 1 for rep_status equals immediate_repeat\n",
-      "\tCreate and fill in the rep_lag column when rep_status is delayed_repeat\n",
-      "\tReorder the columns\n",
-      "\tSave the file as _events_temp2.tsv\n",
-      "sub-007_run-4\n",
-      "\tDropped the value, trial_type, and response_time columns\n",
-      "\tRenamed repetition_type column as rep_status and trigger column as value\n",
-      "\tSet the trial numbers\n",
-      "\tSet value columns to 1 when event_type is show_cross\n",
-      "\tSet event_type columns to double_press when value is 4352\n",
-      "\tSet the rep_lag to 1 for rep_status equals immediate_repeat\n",
-      "\tCreate and fill in the rep_lag column when rep_status is delayed_repeat\n",
-      "\tReorder the columns\n",
-      "\tSave the file as _events_temp2.tsv\n",
-      "sub-007_run-5\n",
-      "\tDropped the value, trial_type, and response_time columns\n",
-      "\tRenamed repetition_type column as rep_status and trigger column as value\n",
-      "\tSet the trial numbers\n",
-      "\tSet value columns to 1 when event_type is show_cross\n",
-      "\tSet event_type columns to double_press when value is 4352\n",
-      "\tSet the rep_lag to 1 for rep_status equals immediate_repeat\n",
-      "\tCreate and fill in the rep_lag column when rep_status is delayed_repeat\n",
-      "\tReorder the columns\n",
-      "\tSave the file as _events_temp2.tsv\n",
-      "sub-007_run-6\n",
-      "\tDropped the value, trial_type, and response_time columns\n",
-      "\tRenamed repetition_type column as rep_status and trigger column as value\n",
-      "\tSet the trial numbers\n",
-      "\tSet value columns to 1 when event_type is show_cross\n",
-      "\tSet event_type columns to double_press when value is 4352\n",
-      "\tSet the rep_lag to 1 for rep_status equals immediate_repeat\n",
-      "\tCreate and fill in the rep_lag column when rep_status is delayed_repeat\n",
-      "\tReorder the columns\n",
-      "\tSave the file as _events_temp2.tsv\n",
-      "sub-008_run-1\n",
-      "\tDropped the value, trial_type, and response_time columns\n",
-      "\tRenamed repetition_type column as rep_status and trigger column as value\n",
-      "\tSet the trial numbers\n",
-      "\tSet value columns to 1 when event_type is show_cross\n",
-      "\tSet event_type columns to double_press when value is 4352\n",
-      "\tSet the rep_lag to 1 for rep_status equals immediate_repeat\n",
-      "\tCreate and fill in the rep_lag column when rep_status is delayed_repeat\n",
-      "\tReorder the columns\n",
-      "\tSave the file as _events_temp2.tsv\n",
-      "sub-008_run-2\n",
-      "\tDropped the value, trial_type, and response_time columns\n",
-      "\tRenamed repetition_type column as rep_status and trigger column as value\n",
-      "\tSet the trial numbers\n",
-      "\tSet value columns to 1 when event_type is show_cross\n",
-      "\tSet event_type columns to double_press when value is 4352\n",
-      "\tSet the rep_lag to 1 for rep_status equals immediate_repeat\n",
-      "\tCreate and fill in the rep_lag column when rep_status is delayed_repeat\n",
-      "\tReorder the columns\n",
-      "\tSave the file as _events_temp2.tsv\n",
-      "sub-008_run-3\n",
-      "\tDropped the value, trial_type, and response_time columns\n",
-      "\tRenamed repetition_type column as rep_status and trigger column as value\n",
-      "\tSet the trial numbers\n",
-      "\tSet value columns to 1 when event_type is show_cross\n",
-      "\tSet event_type columns to double_press when value is 4352\n",
-      "\tSet the rep_lag to 1 for rep_status equals immediate_repeat\n",
-      "\tCreate and fill in the rep_lag column when rep_status is delayed_repeat\n",
-      "\tReorder the columns\n",
-      "\tSave the file as _events_temp2.tsv\n",
-      "sub-008_run-4\n",
-      "\tDropped the value, trial_type, and response_time columns\n",
-      "\tRenamed repetition_type column as rep_status and trigger column as value\n",
-      "\tSet the trial numbers\n",
-      "\tSet value columns to 1 when event_type is show_cross\n",
-      "\tSet event_type columns to double_press when value is 4352\n",
-      "\tSet the rep_lag to 1 for rep_status equals immediate_repeat\n",
-      "\tCreate and fill in the rep_lag column when rep_status is delayed_repeat\n",
-      "\tReorder the columns\n",
-      "\tSave the file as _events_temp2.tsv\n",
-      "sub-008_run-5\n",
-      "\tDropped the value, trial_type, and response_time columns\n",
-      "\tRenamed repetition_type column as rep_status and trigger column as value\n",
-      "\tSet the trial numbers\n",
-      "\tSet value columns to 1 when event_type is show_cross\n",
-      "\tSet event_type columns to double_press when value is 4352\n",
-      "\tSet the rep_lag to 1 for rep_status equals immediate_repeat\n",
-      "\tCreate and fill in the rep_lag column when rep_status is delayed_repeat\n",
-      "\tReorder the columns\n",
-      "\tSave the file as _events_temp2.tsv\n",
-      "sub-008_run-6\n",
-      "\tDropped the value, trial_type, and response_time columns\n",
-      "\tRenamed repetition_type column as rep_status and trigger column as value\n",
-      "\tSet the trial numbers\n",
-      "\tSet value columns to 1 when event_type is show_cross\n",
-      "\tSet event_type columns to double_press when value is 4352\n",
-      "\tSet the rep_lag to 1 for rep_status equals immediate_repeat\n",
-      "\tCreate and fill in the rep_lag column when rep_status is delayed_repeat\n",
-      "\tReorder the columns\n",
-      "\tSave the file as _events_temp2.tsv\n",
-      "sub-009_run-1\n",
-      "\tDropped the value, trial_type, and response_time columns\n",
-      "\tRenamed repetition_type column as rep_status and trigger column as value\n",
-      "\tSet the trial numbers\n",
-      "\tSet value columns to 1 when event_type is show_cross\n",
-      "\tSet event_type columns to double_press when value is 4352\n",
-      "\tSet the rep_lag to 1 for rep_status equals immediate_repeat\n",
-      "\tCreate and fill in the rep_lag column when rep_status is delayed_repeat\n",
-      "\tReorder the columns\n",
-      "\tSave the file as _events_temp2.tsv\n",
-      "sub-009_run-2\n",
-      "\tDropped the value, trial_type, and response_time columns\n",
-      "\tRenamed repetition_type column as rep_status and trigger column as value\n",
-      "\tSet the trial numbers\n",
-      "\tSet value columns to 1 when event_type is show_cross\n",
-      "\tSet event_type columns to double_press when value is 4352\n",
-      "\tSet the rep_lag to 1 for rep_status equals immediate_repeat\n",
-      "\tCreate and fill in the rep_lag column when rep_status is delayed_repeat\n",
-      "\tReorder the columns\n",
-      "\tSave the file as _events_temp2.tsv\n",
-      "sub-009_run-3\n",
-      "\tDropped the value, trial_type, and response_time columns\n",
-      "\tRenamed repetition_type column as rep_status and trigger column as value\n",
-      "\tSet the trial numbers\n",
-      "\tSet value columns to 1 when event_type is show_cross\n",
-      "\tSet event_type columns to double_press when value is 4352\n",
-      "\tSet the rep_lag to 1 for rep_status equals immediate_repeat\n",
-      "\tCreate and fill in the rep_lag column when rep_status is delayed_repeat\n",
-      "\tReorder the columns\n",
-      "\tSave the file as _events_temp2.tsv\n",
-      "sub-009_run-4\n",
-      "\tDropped the value, trial_type, and response_time columns\n",
-      "\tRenamed repetition_type column as rep_status and trigger column as value\n",
-      "\tSet the trial numbers\n",
-      "\tSet value columns to 1 when event_type is show_cross\n",
-      "\tSet event_type columns to double_press when value is 4352\n",
-      "\tSet the rep_lag to 1 for rep_status equals immediate_repeat\n",
-      "\tCreate and fill in the rep_lag column when rep_status is delayed_repeat\n",
-      "\tReorder the columns\n",
-      "\tSave the file as _events_temp2.tsv\n",
-      "sub-009_run-5\n",
-      "\tDropped the value, trial_type, and response_time columns\n",
-      "\tRenamed repetition_type column as rep_status and trigger column as value\n",
-      "\tSet the trial numbers\n",
-      "\tSet value columns to 1 when event_type is show_cross\n",
-      "\tSet event_type columns to double_press when value is 4352\n",
-      "\tSet the rep_lag to 1 for rep_status equals immediate_repeat\n",
-      "\tCreate and fill in the rep_lag column when rep_status is delayed_repeat\n",
-      "\tReorder the columns\n",
-      "\tSave the file as _events_temp2.tsv\n",
-      "sub-009_run-6\n",
-      "\tDropped the value, trial_type, and response_time columns\n",
-      "\tRenamed repetition_type column as rep_status and trigger column as value\n",
-      "\tSet the trial numbers\n",
-      "\tSet value columns to 1 when event_type is show_cross\n",
-      "\tSet event_type columns to double_press when value is 4352\n",
-      "\tSet the rep_lag to 1 for rep_status equals immediate_repeat\n",
-      "\tCreate and fill in the rep_lag column when rep_status is delayed_repeat\n",
-      "\tReorder the columns\n",
-      "\tSave the file as _events_temp2.tsv\n",
-      "sub-010_run-1\n",
-      "\tDropped the value, trial_type, and response_time columns\n",
-      "\tRenamed repetition_type column as rep_status and trigger column as value\n",
-      "\tSet the trial numbers\n",
-      "\tSet value columns to 1 when event_type is show_cross\n",
-      "\tSet event_type columns to double_press when value is 4352\n",
-      "\tSet the rep_lag to 1 for rep_status equals immediate_repeat\n",
-      "\tCreate and fill in the rep_lag column when rep_status is delayed_repeat\n",
-      "\tReorder the columns\n",
-      "\tSave the file as _events_temp2.tsv\n",
-      "sub-010_run-2\n",
-      "\tDropped the value, trial_type, and response_time columns\n",
-      "\tRenamed repetition_type column as rep_status and trigger column as value\n",
-      "\tSet the trial numbers\n",
-      "\tSet value columns to 1 when event_type is show_cross\n",
-      "\tSet event_type columns to double_press when value is 4352\n",
-      "\tSet the rep_lag to 1 for rep_status equals immediate_repeat\n",
-      "\tCreate and fill in the rep_lag column when rep_status is delayed_repeat\n",
-      "\tReorder the columns\n",
-      "\tSave the file as _events_temp2.tsv\n",
-      "sub-010_run-3\n",
-      "\tDropped the value, trial_type, and response_time columns\n",
-      "\tRenamed repetition_type column as rep_status and trigger column as value\n",
-      "\tSet the trial numbers\n",
-      "\tSet value columns to 1 when event_type is show_cross\n",
-      "\tSet event_type columns to double_press when value is 4352\n",
-      "\tSet the rep_lag to 1 for rep_status equals immediate_repeat\n",
-      "\tCreate and fill in the rep_lag column when rep_status is delayed_repeat\n",
-      "\tReorder the columns\n",
-      "\tSave the file as _events_temp2.tsv\n",
-      "sub-010_run-4\n",
-      "\tDropped the value, trial_type, and response_time columns\n",
-      "\tRenamed repetition_type column as rep_status and trigger column as value\n",
-      "\tSet the trial numbers\n",
-      "\tSet value columns to 1 when event_type is show_cross\n",
-      "\tSet event_type columns to double_press when value is 4352\n",
-      "\tSet the rep_lag to 1 for rep_status equals immediate_repeat\n",
-      "\tCreate and fill in the rep_lag column when rep_status is delayed_repeat\n",
-      "\tReorder the columns\n",
-      "\tSave the file as _events_temp2.tsv\n",
-      "sub-010_run-5\n",
-      "\tDropped the value, trial_type, and response_time columns\n",
-      "\tRenamed repetition_type column as rep_status and trigger column as value\n",
-      "\tSet the trial numbers\n",
-      "\tSet value columns to 1 when event_type is show_cross\n",
-      "\tSet event_type columns to double_press when value is 4352\n",
-      "\tSet the rep_lag to 1 for rep_status equals immediate_repeat\n",
-      "\tCreate and fill in the rep_lag column when rep_status is delayed_repeat\n",
-      "\tReorder the columns\n",
-      "\tSave the file as _events_temp2.tsv\n",
-      "sub-010_run-6\n",
-      "\tDropped the value, trial_type, and response_time columns\n",
-      "\tRenamed repetition_type column as rep_status and trigger column as value\n",
-      "\tSet the trial numbers\n",
-      "\tSet value columns to 1 when event_type is show_cross\n",
-      "\tSet event_type columns to double_press when value is 4352\n",
-      "\tSet the rep_lag to 1 for rep_status equals immediate_repeat\n",
-      "\tCreate and fill in the rep_lag column when rep_status is delayed_repeat\n",
-      "\tReorder the columns\n",
-      "\tSave the file as _events_temp2.tsv\n",
-      "sub-011_run-1\n",
-      "\tDropped the value, trial_type, and response_time columns\n",
-      "\tRenamed repetition_type column as rep_status and trigger column as value\n",
-      "\tSet the trial numbers\n",
-      "\tSet value columns to 1 when event_type is show_cross\n",
-      "\tSet event_type columns to double_press when value is 4352\n",
-      "\tSet the rep_lag to 1 for rep_status equals immediate_repeat\n",
-      "\tCreate and fill in the rep_lag column when rep_status is delayed_repeat\n",
-      "\tReorder the columns\n",
-      "\tSave the file as _events_temp2.tsv\n",
-      "sub-011_run-2\n",
-      "\tDropped the value, trial_type, and response_time columns\n",
-      "\tRenamed repetition_type column as rep_status and trigger column as value\n",
-      "\tSet the trial numbers\n",
-      "\tSet value columns to 1 when event_type is show_cross\n",
-      "\tSet event_type columns to double_press when value is 4352\n",
-      "\tSet the rep_lag to 1 for rep_status equals immediate_repeat\n",
-      "\tCreate and fill in the rep_lag column when rep_status is delayed_repeat\n",
-      "\tReorder the columns\n",
-      "\tSave the file as _events_temp2.tsv\n",
-      "sub-011_run-3\n",
-      "\tDropped the value, trial_type, and response_time columns\n",
-      "\tRenamed repetition_type column as rep_status and trigger column as value\n",
-      "\tSet the trial numbers\n",
-      "\tSet value columns to 1 when event_type is show_cross\n",
-      "\tSet event_type columns to double_press when value is 4352\n",
-      "\tSet the rep_lag to 1 for rep_status equals immediate_repeat\n",
-      "\tCreate and fill in the rep_lag column when rep_status is delayed_repeat\n",
-      "\tReorder the columns\n",
-      "\tSave the file as _events_temp2.tsv\n",
-      "sub-011_run-4\n",
-      "\tDropped the value, trial_type, and response_time columns\n",
-      "\tRenamed repetition_type column as rep_status and trigger column as value\n",
-      "\tSet the trial numbers\n",
-      "\tSet value columns to 1 when event_type is show_cross\n",
-      "\tSet event_type columns to double_press when value is 4352\n",
-      "\tSet the rep_lag to 1 for rep_status equals immediate_repeat\n",
-      "\tCreate and fill in the rep_lag column when rep_status is delayed_repeat\n",
-      "\tReorder the columns\n",
-      "\tSave the file as _events_temp2.tsv\n",
-      "sub-011_run-5\n",
-      "\tDropped the value, trial_type, and response_time columns\n",
-      "\tRenamed repetition_type column as rep_status and trigger column as value\n",
-      "\tSet the trial numbers\n",
-      "\tSet value columns to 1 when event_type is show_cross\n",
-      "\tSet event_type columns to double_press when value is 4352\n",
-      "\tSet the rep_lag to 1 for rep_status equals immediate_repeat\n",
-      "\tCreate and fill in the rep_lag column when rep_status is delayed_repeat\n",
-      "\tReorder the columns\n",
-      "\tSave the file as _events_temp2.tsv\n",
-      "sub-011_run-6\n",
-      "\tDropped the value, trial_type, and response_time columns\n",
-      "\tRenamed repetition_type column as rep_status and trigger column as value\n",
-      "\tSet the trial numbers\n",
-      "\tSet value columns to 1 when event_type is show_cross\n",
-      "\tSet event_type columns to double_press when value is 4352\n",
-      "\tSet the rep_lag to 1 for rep_status equals immediate_repeat\n",
-      "\tCreate and fill in the rep_lag column when rep_status is delayed_repeat\n",
-      "\tReorder the columns\n",
-      "\tSave the file as _events_temp2.tsv\n",
-      "sub-012_run-1\n",
-      "\tDropped the value, trial_type, and response_time columns\n",
-      "\tRenamed repetition_type column as rep_status and trigger column as value\n",
-      "\tSet the trial numbers\n",
-      "\tSet value columns to 1 when event_type is show_cross\n",
-      "\tSet event_type columns to double_press when value is 4352\n",
-      "\tSet the rep_lag to 1 for rep_status equals immediate_repeat\n",
-      "\tCreate and fill in the rep_lag column when rep_status is delayed_repeat\n",
-      "\tReorder the columns\n",
-      "\tSave the file as _events_temp2.tsv\n",
-      "sub-012_run-2\n",
-      "\tDropped the value, trial_type, and response_time columns\n",
-      "\tRenamed repetition_type column as rep_status and trigger column as value\n",
-      "\tSet the trial numbers\n",
-      "\tSet value columns to 1 when event_type is show_cross\n",
-      "\tSet event_type columns to double_press when value is 4352\n",
-      "\tSet the rep_lag to 1 for rep_status equals immediate_repeat\n",
-      "\tCreate and fill in the rep_lag column when rep_status is delayed_repeat\n",
-      "\tReorder the columns\n",
-      "\tSave the file as _events_temp2.tsv\n",
-      "sub-012_run-3\n",
-      "\tDropped the value, trial_type, and response_time columns\n",
-      "\tRenamed repetition_type column as rep_status and trigger column as value\n",
-      "\tSet the trial numbers\n",
-      "\tSet value columns to 1 when event_type is show_cross\n",
-      "\tSet event_type columns to double_press when value is 4352\n",
-      "\tSet the rep_lag to 1 for rep_status equals immediate_repeat\n",
-      "\tCreate and fill in the rep_lag column when rep_status is delayed_repeat\n",
-      "\tReorder the columns\n",
-      "\tSave the file as _events_temp2.tsv\n",
-      "sub-012_run-4\n",
-      "\tDropped the value, trial_type, and response_time columns\n",
-      "\tRenamed repetition_type column as rep_status and trigger column as value\n",
-      "\tSet the trial numbers\n",
-      "\tSet value columns to 1 when event_type is show_cross\n",
-      "\tSet event_type columns to double_press when value is 4352\n",
-      "\tSet the rep_lag to 1 for rep_status equals immediate_repeat\n",
-      "\tCreate and fill in the rep_lag column when rep_status is delayed_repeat\n",
-      "\tReorder the columns\n",
-      "\tSave the file as _events_temp2.tsv\n",
-      "sub-012_run-5\n",
-      "\tDropped the value, trial_type, and response_time columns\n",
-      "\tRenamed repetition_type column as rep_status and trigger column as value\n",
-      "\tSet the trial numbers\n",
-      "\tSet value columns to 1 when event_type is show_cross\n",
-      "\tSet event_type columns to double_press when value is 4352\n",
-      "\tSet the rep_lag to 1 for rep_status equals immediate_repeat\n",
-      "\tCreate and fill in the rep_lag column when rep_status is delayed_repeat\n",
-      "\tReorder the columns\n",
-      "\tSave the file as _events_temp2.tsv\n",
-      "sub-012_run-6\n",
-      "\tDropped the value, trial_type, and response_time columns\n",
-      "\tRenamed repetition_type column as rep_status and trigger column as value\n",
-      "\tSet the trial numbers\n",
-      "\tSet value columns to 1 when event_type is show_cross\n",
-      "\tSet event_type columns to double_press when value is 4352\n",
-      "\tSet the rep_lag to 1 for rep_status equals immediate_repeat\n",
-      "\tCreate and fill in the rep_lag column when rep_status is delayed_repeat\n",
-      "\tReorder the columns\n",
-      "\tSave the file as _events_temp2.tsv\n",
-      "sub-013_run-1\n",
-      "\tDropped the value, trial_type, and response_time columns\n",
-      "\tRenamed repetition_type column as rep_status and trigger column as value\n",
-      "\tSet the trial numbers\n",
-      "\tSet value columns to 1 when event_type is show_cross\n",
-      "\tSet event_type columns to double_press when value is 4352\n",
-      "\tSet the rep_lag to 1 for rep_status equals immediate_repeat\n",
-      "\tCreate and fill in the rep_lag column when rep_status is delayed_repeat\n",
-      "\tReorder the columns\n",
-      "\tSave the file as _events_temp2.tsv\n",
-      "sub-013_run-2\n",
-      "\tDropped the value, trial_type, and response_time columns\n",
-      "\tRenamed repetition_type column as rep_status and trigger column as value\n",
-      "\tSet the trial numbers\n",
-      "\tSet value columns to 1 when event_type is show_cross\n",
-      "\tSet event_type columns to double_press when value is 4352\n",
-      "\tSet the rep_lag to 1 for rep_status equals immediate_repeat\n",
-      "\tCreate and fill in the rep_lag column when rep_status is delayed_repeat\n",
-      "\tReorder the columns\n",
-      "\tSave the file as _events_temp2.tsv\n",
-      "sub-013_run-3\n",
-      "\tDropped the value, trial_type, and response_time columns\n",
-      "\tRenamed repetition_type column as rep_status and trigger column as value\n",
-      "\tSet the trial numbers\n",
-      "\tSet value columns to 1 when event_type is show_cross\n",
-      "\tSet event_type columns to double_press when value is 4352\n",
-      "\tSet the rep_lag to 1 for rep_status equals immediate_repeat\n",
-      "\tCreate and fill in the rep_lag column when rep_status is delayed_repeat\n",
-      "\tReorder the columns\n",
-      "\tSave the file as _events_temp2.tsv\n",
-      "sub-013_run-4\n",
-      "\tDropped the value, trial_type, and response_time columns\n",
-      "\tRenamed repetition_type column as rep_status and trigger column as value\n",
-      "\tSet the trial numbers\n",
-      "\tSet value columns to 1 when event_type is show_cross\n",
-      "\tSet event_type columns to double_press when value is 4352\n",
-      "\tSet the rep_lag to 1 for rep_status equals immediate_repeat\n",
-      "\tCreate and fill in the rep_lag column when rep_status is delayed_repeat\n",
-      "\tReorder the columns\n",
-      "\tSave the file as _events_temp2.tsv\n",
-      "sub-013_run-5\n",
-      "\tDropped the value, trial_type, and response_time columns\n",
-      "\tRenamed repetition_type column as rep_status and trigger column as value\n",
-      "\tSet the trial numbers\n",
-      "\tSet value columns to 1 when event_type is show_cross\n",
-      "\tSet event_type columns to double_press when value is 4352\n",
-      "\tSet the rep_lag to 1 for rep_status equals immediate_repeat\n",
-      "\tCreate and fill in the rep_lag column when rep_status is delayed_repeat\n",
-      "\tReorder the columns\n",
-      "\tSave the file as _events_temp2.tsv\n",
-      "sub-013_run-6\n",
-      "\tDropped the value, trial_type, and response_time columns\n",
-      "\tRenamed repetition_type column as rep_status and trigger column as value\n",
-      "\tSet the trial numbers\n",
-      "\tSet value columns to 1 when event_type is show_cross\n",
-      "\tSet event_type columns to double_press when value is 4352\n",
-      "\tSet the rep_lag to 1 for rep_status equals immediate_repeat\n",
-      "\tCreate and fill in the rep_lag column when rep_status is delayed_repeat\n",
-      "\tReorder the columns\n",
-      "\tSave the file as _events_temp2.tsv\n",
-      "sub-014_run-1\n",
-      "\tDropped the value, trial_type, and response_time columns\n",
-      "\tRenamed repetition_type column as rep_status and trigger column as value\n",
-      "\tSet the trial numbers\n",
-      "\tSet value columns to 1 when event_type is show_cross\n",
-      "\tSet event_type columns to double_press when value is 4352\n",
-      "\tSet the rep_lag to 1 for rep_status equals immediate_repeat\n",
-      "\tCreate and fill in the rep_lag column when rep_status is delayed_repeat\n",
-      "\tReorder the columns\n",
-      "\tSave the file as _events_temp2.tsv\n",
-      "sub-014_run-2\n",
-      "\tDropped the value, trial_type, and response_time columns\n",
-      "\tRenamed repetition_type column as rep_status and trigger column as value\n",
-      "\tSet the trial numbers\n",
-      "\tSet value columns to 1 when event_type is show_cross\n",
-      "\tSet event_type columns to double_press when value is 4352\n",
-      "\tSet the rep_lag to 1 for rep_status equals immediate_repeat\n",
-      "\tCreate and fill in the rep_lag column when rep_status is delayed_repeat\n",
-      "\tReorder the columns\n",
-      "\tSave the file as _events_temp2.tsv\n",
-      "sub-014_run-3\n",
-      "\tDropped the value, trial_type, and response_time columns\n",
-      "\tRenamed repetition_type column as rep_status and trigger column as value\n",
-      "\tSet the trial numbers\n",
-      "\tSet value columns to 1 when event_type is show_cross\n",
-      "\tSet event_type columns to double_press when value is 4352\n",
-      "\tSet the rep_lag to 1 for rep_status equals immediate_repeat\n",
-      "\tCreate and fill in the rep_lag column when rep_status is delayed_repeat\n",
-      "\tReorder the columns\n",
-      "\tSave the file as _events_temp2.tsv\n",
-      "sub-014_run-4\n",
-      "\tDropped the value, trial_type, and response_time columns\n",
-      "\tRenamed repetition_type column as rep_status and trigger column as value\n",
-      "\tSet the trial numbers\n",
-      "\tSet value columns to 1 when event_type is show_cross\n",
-      "\tSet event_type columns to double_press when value is 4352\n",
-      "\tSet the rep_lag to 1 for rep_status equals immediate_repeat\n",
-      "\tCreate and fill in the rep_lag column when rep_status is delayed_repeat\n",
-      "\tReorder the columns\n",
-      "\tSave the file as _events_temp2.tsv\n",
-      "sub-014_run-5\n",
-      "\tDropped the value, trial_type, and response_time columns\n",
-      "\tRenamed repetition_type column as rep_status and trigger column as value\n",
-      "\tSet the trial numbers\n",
-      "\tSet value columns to 1 when event_type is show_cross\n",
-      "\tSet event_type columns to double_press when value is 4352\n",
-      "\tSet the rep_lag to 1 for rep_status equals immediate_repeat\n",
-      "\tCreate and fill in the rep_lag column when rep_status is delayed_repeat\n",
-      "\tReorder the columns\n",
-      "\tSave the file as _events_temp2.tsv\n",
-      "sub-014_run-6\n",
-      "\tDropped the value, trial_type, and response_time columns\n",
-      "\tRenamed repetition_type column as rep_status and trigger column as value\n",
-      "\tSet the trial numbers\n",
-      "\tSet value columns to 1 when event_type is show_cross\n",
-      "\tSet event_type columns to double_press when value is 4352\n",
-      "\tSet the rep_lag to 1 for rep_status equals immediate_repeat\n",
-      "\tCreate and fill in the rep_lag column when rep_status is delayed_repeat\n",
-      "\tReorder the columns\n",
-      "\tSave the file as _events_temp2.tsv\n",
-      "sub-015_run-1\n",
-      "\tDropped the value, trial_type, and response_time columns\n",
-      "\tRenamed repetition_type column as rep_status and trigger column as value\n",
-      "\tSet the trial numbers\n",
-      "\tSet value columns to 1 when event_type is show_cross\n",
-      "\tSet event_type columns to double_press when value is 4352\n",
-      "\tSet the rep_lag to 1 for rep_status equals immediate_repeat\n",
-      "\tCreate and fill in the rep_lag column when rep_status is delayed_repeat\n",
-      "\tReorder the columns\n",
-      "\tSave the file as _events_temp2.tsv\n",
-      "sub-015_run-2\n",
-      "\tDropped the value, trial_type, and response_time columns\n",
-      "\tRenamed repetition_type column as rep_status and trigger column as value\n",
-      "\tSet the trial numbers\n",
-      "\tSet value columns to 1 when event_type is show_cross\n",
-      "\tSet event_type columns to double_press when value is 4352\n",
-      "\tSet the rep_lag to 1 for rep_status equals immediate_repeat\n",
-      "\tCreate and fill in the rep_lag column when rep_status is delayed_repeat\n",
-      "\tReorder the columns\n",
-      "\tSave the file as _events_temp2.tsv\n",
-      "sub-015_run-3\n",
-      "\tDropped the value, trial_type, and response_time columns\n",
-      "\tRenamed repetition_type column as rep_status and trigger column as value\n",
-      "\tSet the trial numbers\n",
-      "\tSet value columns to 1 when event_type is show_cross\n",
-      "\tSet event_type columns to double_press when value is 4352\n",
-      "\tSet the rep_lag to 1 for rep_status equals immediate_repeat\n",
-      "\tCreate and fill in the rep_lag column when rep_status is delayed_repeat\n",
-      "\tReorder the columns\n",
-      "\tSave the file as _events_temp2.tsv\n",
-      "sub-015_run-4\n",
-      "\tDropped the value, trial_type, and response_time columns\n",
-      "\tRenamed repetition_type column as rep_status and trigger column as value\n",
-      "\tSet the trial numbers\n",
-      "\tSet value columns to 1 when event_type is show_cross\n",
-      "\tSet event_type columns to double_press when value is 4352\n",
-      "\tSet the rep_lag to 1 for rep_status equals immediate_repeat\n",
-      "\tCreate and fill in the rep_lag column when rep_status is delayed_repeat\n",
-      "\tReorder the columns\n",
-      "\tSave the file as _events_temp2.tsv\n",
-      "sub-015_run-5\n",
-      "\tDropped the value, trial_type, and response_time columns\n",
-      "\tRenamed repetition_type column as rep_status and trigger column as value\n",
-      "\tSet the trial numbers\n",
-      "\tSet value columns to 1 when event_type is show_cross\n",
-      "\tSet event_type columns to double_press when value is 4352\n",
-      "\tSet the rep_lag to 1 for rep_status equals immediate_repeat\n",
-      "\tCreate and fill in the rep_lag column when rep_status is delayed_repeat\n",
-      "\tReorder the columns\n",
-      "\tSave the file as _events_temp2.tsv\n",
-      "sub-015_run-6\n",
-      "\tDropped the value, trial_type, and response_time columns\n",
-      "\tRenamed repetition_type column as rep_status and trigger column as value\n",
-      "\tSet the trial numbers\n",
-      "\tSet value columns to 1 when event_type is show_cross\n",
-      "\tSet event_type columns to double_press when value is 4352\n",
-      "\tSet the rep_lag to 1 for rep_status equals immediate_repeat\n",
-      "\tCreate and fill in the rep_lag column when rep_status is delayed_repeat\n",
-      "\tReorder the columns\n",
-      "\tSave the file as _events_temp2.tsv\n",
-      "sub-016_run-1\n",
-      "\tDropped the value, trial_type, and response_time columns\n",
-      "\tRenamed repetition_type column as rep_status and trigger column as value\n",
-      "\tSet the trial numbers\n",
-      "\tSet value columns to 1 when event_type is show_cross\n",
-      "\tSet event_type columns to double_press when value is 4352\n",
-      "\tSet the rep_lag to 1 for rep_status equals immediate_repeat\n",
-      "\tCreate and fill in the rep_lag column when rep_status is delayed_repeat\n",
-      "\tReorder the columns\n",
-      "\tSave the file as _events_temp2.tsv\n",
-      "sub-016_run-2\n",
-      "\tDropped the value, trial_type, and response_time columns\n",
-      "\tRenamed repetition_type column as rep_status and trigger column as value\n",
-      "\tSet the trial numbers\n",
-      "\tSet value columns to 1 when event_type is show_cross\n",
-      "\tSet event_type columns to double_press when value is 4352\n",
-      "\tSet the rep_lag to 1 for rep_status equals immediate_repeat\n",
-      "\tCreate and fill in the rep_lag column when rep_status is delayed_repeat\n",
-      "\tReorder the columns\n",
-      "\tSave the file as _events_temp2.tsv\n",
-      "sub-016_run-3\n",
-      "\tDropped the value, trial_type, and response_time columns\n",
-      "\tRenamed repetition_type column as rep_status and trigger column as value\n",
-      "\tSet the trial numbers\n",
-      "\tSet value columns to 1 when event_type is show_cross\n",
-      "\tSet event_type columns to double_press when value is 4352\n",
-      "\tSet the rep_lag to 1 for rep_status equals immediate_repeat\n",
-      "\tCreate and fill in the rep_lag column when rep_status is delayed_repeat\n",
-      "\tReorder the columns\n",
-      "\tSave the file as _events_temp2.tsv\n",
-      "sub-016_run-4\n",
-      "\tDropped the value, trial_type, and response_time columns\n",
-      "\tRenamed repetition_type column as rep_status and trigger column as value\n",
-      "\tSet the trial numbers\n",
-      "\tSet value columns to 1 when event_type is show_cross\n",
-      "\tSet event_type columns to double_press when value is 4352\n",
-      "\tSet the rep_lag to 1 for rep_status equals immediate_repeat\n",
-      "\tCreate and fill in the rep_lag column when rep_status is delayed_repeat\n",
-      "\tReorder the columns\n",
-      "\tSave the file as _events_temp2.tsv\n",
-      "sub-016_run-5\n",
-      "\tDropped the value, trial_type, and response_time columns\n",
-      "\tRenamed repetition_type column as rep_status and trigger column as value\n",
-      "\tSet the trial numbers\n",
-      "\tSet value columns to 1 when event_type is show_cross\n",
-      "\tSet event_type columns to double_press when value is 4352\n",
-      "\tSet the rep_lag to 1 for rep_status equals immediate_repeat\n",
-      "\tCreate and fill in the rep_lag column when rep_status is delayed_repeat\n",
-      "\tReorder the columns\n",
-      "\tSave the file as _events_temp2.tsv\n",
-      "sub-016_run-6\n",
-      "\tDropped the value, trial_type, and response_time columns\n",
-      "\tRenamed repetition_type column as rep_status and trigger column as value\n",
-      "\tSet the trial numbers\n",
-      "\tSet value columns to 1 when event_type is show_cross\n",
-      "\tSet event_type columns to double_press when value is 4352\n",
-      "\tSet the rep_lag to 1 for rep_status equals immediate_repeat\n",
-      "\tCreate and fill in the rep_lag column when rep_status is delayed_repeat\n",
-      "\tReorder the columns\n",
-      "\tSave the file as _events_temp2.tsv\n",
-      "sub-017_run-1\n",
-      "\tDropped the value, trial_type, and response_time columns\n",
-      "\tRenamed repetition_type column as rep_status and trigger column as value\n",
-      "\tSet the trial numbers\n",
-      "\tSet value columns to 1 when event_type is show_cross\n",
-      "\tSet event_type columns to double_press when value is 4352\n",
-      "\tSet the rep_lag to 1 for rep_status equals immediate_repeat\n",
-      "\tCreate and fill in the rep_lag column when rep_status is delayed_repeat\n",
-      "\tReorder the columns\n",
-      "\tSave the file as _events_temp2.tsv\n",
-      "sub-017_run-2\n",
-      "\tDropped the value, trial_type, and response_time columns\n",
-      "\tRenamed repetition_type column as rep_status and trigger column as value\n",
-      "\tSet the trial numbers\n",
-      "\tSet value columns to 1 when event_type is show_cross\n",
-      "\tSet event_type columns to double_press when value is 4352\n",
-      "\tSet the rep_lag to 1 for rep_status equals immediate_repeat\n",
-      "\tCreate and fill in the rep_lag column when rep_status is delayed_repeat\n",
-      "\tReorder the columns\n",
-      "\tSave the file as _events_temp2.tsv\n",
-      "sub-017_run-3\n",
-      "\tDropped the value, trial_type, and response_time columns\n",
-      "\tRenamed repetition_type column as rep_status and trigger column as value\n",
-      "\tSet the trial numbers\n",
-      "\tSet value columns to 1 when event_type is show_cross\n",
-      "\tSet event_type columns to double_press when value is 4352\n",
-      "\tSet the rep_lag to 1 for rep_status equals immediate_repeat\n",
-      "\tCreate and fill in the rep_lag column when rep_status is delayed_repeat\n",
-      "\tReorder the columns\n",
-      "\tSave the file as _events_temp2.tsv\n",
-      "sub-017_run-4\n",
-      "\tDropped the value, trial_type, and response_time columns\n",
-      "\tRenamed repetition_type column as rep_status and trigger column as value\n",
-      "\tSet the trial numbers\n",
-      "\tSet value columns to 1 when event_type is show_cross\n",
-      "\tSet event_type columns to double_press when value is 4352\n",
-      "\tSet the rep_lag to 1 for rep_status equals immediate_repeat\n",
-      "\tCreate and fill in the rep_lag column when rep_status is delayed_repeat\n",
-      "\tReorder the columns\n",
-      "\tSave the file as _events_temp2.tsv\n",
-      "sub-017_run-5\n",
-      "\tDropped the value, trial_type, and response_time columns\n",
-      "\tRenamed repetition_type column as rep_status and trigger column as value\n",
-      "\tSet the trial numbers\n",
-      "\tSet value columns to 1 when event_type is show_cross\n",
-      "\tSet event_type columns to double_press when value is 4352\n",
-      "\tSet the rep_lag to 1 for rep_status equals immediate_repeat\n",
-      "\tCreate and fill in the rep_lag column when rep_status is delayed_repeat\n",
-      "\tReorder the columns\n",
-      "\tSave the file as _events_temp2.tsv\n",
-      "sub-017_run-6\n",
-      "\tDropped the value, trial_type, and response_time columns\n",
-      "\tRenamed repetition_type column as rep_status and trigger column as value\n",
-      "\tSet the trial numbers\n",
-      "\tSet value columns to 1 when event_type is show_cross\n",
-      "\tSet event_type columns to double_press when value is 4352\n",
-      "\tSet the rep_lag to 1 for rep_status equals immediate_repeat\n",
-      "\tCreate and fill in the rep_lag column when rep_status is delayed_repeat\n",
-      "\tReorder the columns\n",
-      "\tSave the file as _events_temp2.tsv\n",
-      "sub-018_run-1\n",
-      "\tDropped the value, trial_type, and response_time columns\n",
-      "\tRenamed repetition_type column as rep_status and trigger column as value\n",
-      "\tSet the trial numbers\n",
-      "\tSet value columns to 1 when event_type is show_cross\n",
-      "\tSet event_type columns to double_press when value is 4352\n",
-      "\tSet the rep_lag to 1 for rep_status equals immediate_repeat\n",
-      "\tCreate and fill in the rep_lag column when rep_status is delayed_repeat\n",
-      "\tReorder the columns\n",
-      "\tSave the file as _events_temp2.tsv\n",
-      "sub-018_run-2\n",
-      "\tDropped the value, trial_type, and response_time columns\n",
-      "\tRenamed repetition_type column as rep_status and trigger column as value\n",
-      "\tSet the trial numbers\n",
-      "\tSet value columns to 1 when event_type is show_cross\n",
-      "\tSet event_type columns to double_press when value is 4352\n",
-      "\tSet the rep_lag to 1 for rep_status equals immediate_repeat\n",
-      "\tCreate and fill in the rep_lag column when rep_status is delayed_repeat\n",
-      "\tReorder the columns\n",
-      "\tSave the file as _events_temp2.tsv\n",
-      "sub-018_run-3\n",
-      "\tDropped the value, trial_type, and response_time columns\n",
-      "\tRenamed repetition_type column as rep_status and trigger column as value\n",
-      "\tSet the trial numbers\n",
-      "\tSet value columns to 1 when event_type is show_cross\n",
-      "\tSet event_type columns to double_press when value is 4352\n",
-      "\tSet the rep_lag to 1 for rep_status equals immediate_repeat\n",
-      "\tCreate and fill in the rep_lag column when rep_status is delayed_repeat\n",
-      "\tReorder the columns\n",
-      "\tSave the file as _events_temp2.tsv\n",
-      "sub-018_run-4\n",
-      "\tDropped the value, trial_type, and response_time columns\n",
-      "\tRenamed repetition_type column as rep_status and trigger column as value\n",
-      "\tSet the trial numbers\n",
-      "\tSet value columns to 1 when event_type is show_cross\n",
-      "\tSet event_type columns to double_press when value is 4352\n",
-      "\tSet the rep_lag to 1 for rep_status equals immediate_repeat\n",
-      "\tCreate and fill in the rep_lag column when rep_status is delayed_repeat\n",
-      "\tReorder the columns\n",
-      "\tSave the file as _events_temp2.tsv\n",
-      "sub-018_run-5\n",
-      "\tDropped the value, trial_type, and response_time columns\n",
-      "\tRenamed repetition_type column as rep_status and trigger column as value\n",
-      "\tSet the trial numbers\n",
-      "\tSet value columns to 1 when event_type is show_cross\n",
-      "\tSet event_type columns to double_press when value is 4352\n",
-      "\tSet the rep_lag to 1 for rep_status equals immediate_repeat\n",
-      "\tCreate and fill in the rep_lag column when rep_status is delayed_repeat\n",
-      "\tReorder the columns\n",
-      "\tSave the file as _events_temp2.tsv\n",
-      "sub-018_run-6\n",
-      "\tDropped the value, trial_type, and response_time columns\n",
-      "\tRenamed repetition_type column as rep_status and trigger column as value\n",
-      "\tSet the trial numbers\n",
-      "\tSet value columns to 1 when event_type is show_cross\n",
-      "\tSet event_type columns to double_press when value is 4352\n",
-      "\tSet the rep_lag to 1 for rep_status equals immediate_repeat\n",
-      "\tCreate and fill in the rep_lag column when rep_status is delayed_repeat\n",
-      "\tReorder the columns\n",
-      "\tSave the file as _events_temp2.tsv\n",
-      "sub-019_run-1\n",
-      "\tDropped the value, trial_type, and response_time columns\n",
-      "\tRenamed repetition_type column as rep_status and trigger column as value\n",
-      "\tSet the trial numbers\n",
-      "\tSet value columns to 1 when event_type is show_cross\n",
-      "\tSet event_type columns to double_press when value is 4352\n",
-      "\tSet the rep_lag to 1 for rep_status equals immediate_repeat\n",
-      "\tCreate and fill in the rep_lag column when rep_status is delayed_repeat\n",
-      "\tReorder the columns\n",
-      "\tSave the file as _events_temp2.tsv\n",
-      "sub-019_run-2\n",
-      "\tDropped the value, trial_type, and response_time columns\n",
-      "\tRenamed repetition_type column as rep_status and trigger column as value\n",
-      "\tSet the trial numbers\n",
-      "\tSet value columns to 1 when event_type is show_cross\n",
-      "\tSet event_type columns to double_press when value is 4352\n",
-      "\tSet the rep_lag to 1 for rep_status equals immediate_repeat\n",
-      "\tCreate and fill in the rep_lag column when rep_status is delayed_repeat\n",
-      "\tReorder the columns\n",
-      "\tSave the file as _events_temp2.tsv\n",
-      "sub-019_run-3\n",
-      "\tDropped the value, trial_type, and response_time columns\n",
-      "\tRenamed repetition_type column as rep_status and trigger column as value\n",
-      "\tSet the trial numbers\n",
-      "\tSet value columns to 1 when event_type is show_cross\n",
-      "\tSet event_type columns to double_press when value is 4352\n",
-      "\tSet the rep_lag to 1 for rep_status equals immediate_repeat\n",
-      "\tCreate and fill in the rep_lag column when rep_status is delayed_repeat\n",
-      "\tReorder the columns\n",
-      "\tSave the file as _events_temp2.tsv\n",
-      "sub-019_run-4\n",
-      "\tDropped the value, trial_type, and response_time columns\n",
-      "\tRenamed repetition_type column as rep_status and trigger column as value\n",
-      "\tSet the trial numbers\n",
-      "\tSet value columns to 1 when event_type is show_cross\n",
-      "\tSet event_type columns to double_press when value is 4352\n",
-      "\tSet the rep_lag to 1 for rep_status equals immediate_repeat\n",
-      "\tCreate and fill in the rep_lag column when rep_status is delayed_repeat\n",
-      "\tReorder the columns\n",
-      "\tSave the file as _events_temp2.tsv\n",
-      "sub-019_run-5\n",
-      "\tDropped the value, trial_type, and response_time columns\n",
-      "\tRenamed repetition_type column as rep_status and trigger column as value\n",
-      "\tSet the trial numbers\n",
-      "\tSet value columns to 1 when event_type is show_cross\n",
-      "\tSet event_type columns to double_press when value is 4352\n",
-      "\tSet the rep_lag to 1 for rep_status equals immediate_repeat\n",
-      "\tCreate and fill in the rep_lag column when rep_status is delayed_repeat\n",
-      "\tReorder the columns\n",
-      "\tSave the file as _events_temp2.tsv\n",
-      "sub-019_run-6\n",
-      "\tDropped the value, trial_type, and response_time columns\n",
-      "\tRenamed repetition_type column as rep_status and trigger column as value\n",
-      "\tSet the trial numbers\n",
-      "\tSet value columns to 1 when event_type is show_cross\n",
-      "\tSet event_type columns to double_press when value is 4352\n",
-      "\tSet the rep_lag to 1 for rep_status equals immediate_repeat\n",
-      "\tCreate and fill in the rep_lag column when rep_status is delayed_repeat\n",
-      "\tReorder the columns\n",
-      "\tSave the file as _events_temp2.tsv\n"
-     ]
-    }
-   ],
-   "source": [
-    "status.print_log()"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Set the BIDS root directory\n"
-    }
-   }
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 2
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
\ No newline at end of file
diff --git a/hedcode/jupyter_notebooks/dataset_specific_processing/wakeman_henson/needs_refactoring/wh_3_check.ipynb b/hedcode/jupyter_notebooks/dataset_specific_processing/wakeman_henson/needs_refactoring/wh_3_check.ipynb
deleted file mode 100644
index 521cc67..0000000
--- a/hedcode/jupyter_notebooks/dataset_specific_processing/wakeman_henson/needs_refactoring/wh_3_check.ipynb
+++ /dev/null
@@ -1,808 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "collapsed": true,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   },
-   "source": [
-    "## Summarize and check events.\n",
-    "\n",
-    "This script summarizes the event structures in the W-H-MEEG dataset\n",
-    "and checks the remapping.  This scripts works on `*_events_temp2.tsv`.\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "outputs": [],
-   "source": [
-    "from hed.util.io_util import get_file_list, make_file_dict\n",
-    "from hed.util.data_util import get_new_dataframe\n",
-    "from hed.tools.hed_logger import HedLogger\n",
-    "\n",
-    "bids_root_path = 'G:/WH_working2'\n",
-    "map_path = '../../../data/wakeman_henson_data/wh_map.tsv'\n",
-    "bids_files = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_events_temp2\")\n",
-    "file_dict = make_file_dict(bids_files, indices=(0, -3))\n",
-    "final_order = ['onset', 'duration', 'sample', 'event_type', 'face_type', 'rep_status',\n",
-    "               'rep_lag', 'trial', 'value', 'stim_file']\n",
-    "skip_columns = ['onset', 'duration', 'sample']\n",
-    "\n",
-    "status = HedLogger()\n",
-    "\n",
-    "def stringify_columns(df, columns=None):\n",
-    "    all_columns = list(df.columns)\n",
-    "    if not columns:\n",
-    "        columns = all_columns\n",
-    "\n",
-    "    for col in columns:\n",
-    "        if col in all_columns:\n",
-    "            df[col] = df[col].astype(str)\n",
-    "\n",
-    "def get_missing_columns(df, columns):\n",
-    "    df_columns = list(df.columns)\n",
-    "    missing_cols = []\n",
-    "    for col in columns:\n",
-    "        if col not in df_columns:\n",
-    "            missing_cols.append(col)\n",
-    "    return missing_cols\n",
-    "\n",
-    "\n",
-    "# Create the dictionary\n",
-    "map_dict = {}\n",
-    "map_df = get_new_dataframe(map_path)\n",
-    "stringify_columns(map_df)\n",
-    "\n",
-    "for ind, row in map_df.iterrows():\n",
-    "    val = row['value']\n",
-    "    if  val in map_dict:\n",
-    "        status.add('map_dict', f\"ERROR {val} duplicated in map dictionary\", also_print=True)\n",
-    "    else:\n",
-    "        map_dict[val] = ind\n",
-    "\n",
-    "# Check the consistency\n",
-    "map_cols = list(map_df.columns)\n",
-    "\n",
-    "for key, file in file_dict.items():\n",
-    "    df = get_new_dataframe(file)\n",
-    "    stringify_columns(df, columns=map_cols)\n",
-    "    for ind, row in df.iterrows():\n",
-    "        value =  row['value']\n",
-    "        if value not in map_dict:\n",
-    "            status.add(key, f\"ERROR {key} has invalid value {value} in row {ind}\", also_print=True)\n",
-    "        elif row['event_type'] != map_df.loc[map_dict[value], 'event_type']:\n",
-    "            status.add(key, f\"ERROR {key} has invalid event_type {row['event_type']} in row {ind}\", also_print=True)\n",
-    "        elif row['face_type'] != map_df.loc[map_dict[value], 'face_type']:\n",
-    "            status.add(key, f\"ERROR {key} has invalid face_type {row['face_type']} in row {ind}\", also_print=True)\n",
-    "        elif row['rep_status'] != map_df.loc[map_dict[value], 'rep_status']:\n",
-    "            status.add(key, f\"ERROR {key} has invalid frep_status {row['rep_status']} in row {ind}\", also_print=True)\n",
-    "        else:\n",
-    "            continue"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Set the BIDS root directory\n"
-    }
-   }
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "BIDS events summary:\n",
-      "Summary for column dictionary :\n",
-      "  Categorical columns (7):\n",
-      "    event_type (9 distinct values):\n",
-      "      double_press: 14\n",
-      "      left_press: 6911\n",
-      "      right_press: 8507\n",
-      "      setup_left_sym: 48\n",
-      "      setup_right_sym: 60\n",
-      "      show_circle: 15929\n",
-      "      show_cross: 15922\n",
-      "      show_face: 15821\n",
-      "      show_face_initial: 108\n",
-      "    face_type (4 distinct values):\n",
-      "      famous_face: 5304\n",
-      "      n/a: 47391\n",
-      "      scrambled_face: 5305\n",
-      "      unfamiliar_face: 5320\n",
-      "    rep_lag (13 distinct values):\n",
-      "      1: 3888\n",
-      "      10: 819\n",
-      "      11: 913\n",
-      "      12: 751\n",
-      "      13: 444\n",
-      "      14: 171\n",
-      "      15: 52\n",
-      "      16: 3\n",
-      "      6: 10\n",
-      "      7: 69\n",
-      "      8: 224\n",
-      "      9: 485\n",
-      "      n/a: 55491\n",
-      "    rep_status (4 distinct values):\n",
-      "      delayed_repeat: 3941\n",
-      "      first_show: 8100\n",
-      "      immediate_repeat: 3888\n",
-      "      n/a: 47391\n",
-      "    stim_file (453 distinct values):\n",
-      "      circle.bmp: 15929\n",
-      "      cross.bmp: 15922\n",
-      "      f001.bmp: 34\n",
-      "      f002.bmp: 36\n",
-      "      f003.bmp: 36\n",
-      "      f004.bmp: 34\n",
-      "      f005.bmp: 33\n",
-      "      f006.bmp: 36\n",
-      "      f007.bmp: 35\n",
-      "      f008.bmp: 36\n",
-      "      f009.bmp: 35\n",
-      "      f010.bmp: 36\n",
-      "      f011.bmp: 36\n",
-      "      f012.bmp: 34\n",
-      "      f013.bmp: 36\n",
-      "      f014.bmp: 35\n",
-      "      f015.bmp: 34\n",
-      "      f016.bmp: 36\n",
-      "      f017.bmp: 36\n",
-      "      f018.bmp: 36\n",
-      "      f019.bmp: 36\n",
-      "      f020.bmp: 36\n",
-      "      f021.bmp: 36\n",
-      "      f022.bmp: 35\n",
-      "      f023.bmp: 36\n",
-      "      f024.bmp: 36\n",
-      "      f025.bmp: 36\n",
-      "      f026.bmp: 36\n",
-      "      f027.bmp: 36\n",
-      "      f028.bmp: 36\n",
-      "      f029.bmp: 35\n",
-      "      f030.bmp: 36\n",
-      "      f031.bmp: 34\n",
-      "      f032.bmp: 36\n",
-      "      f033.bmp: 35\n",
-      "      f034.bmp: 35\n",
-      "      f035.bmp: 36\n",
-      "      f036.bmp: 35\n",
-      "      f037.bmp: 35\n",
-      "      f038.bmp: 35\n",
-      "      f039.bmp: 35\n",
-      "      f040.bmp: 36\n",
-      "      f041.bmp: 34\n",
-      "      f042.bmp: 35\n",
-      "      f043.bmp: 36\n",
-      "      f044.bmp: 36\n",
-      "      f045.bmp: 34\n",
-      "      f046.bmp: 35\n",
-      "      f047.bmp: 34\n",
-      "      f048.bmp: 35\n",
-      "      f049.bmp: 36\n",
-      "      f050.bmp: 36\n",
-      "      f051.bmp: 34\n",
-      "      f052.bmp: 35\n",
-      "      f053.bmp: 36\n",
-      "      f054.bmp: 34\n",
-      "      f055.bmp: 36\n",
-      "      f056.bmp: 35\n",
-      "      f057.bmp: 34\n",
-      "      f058.bmp: 36\n",
-      "      f059.bmp: 36\n",
-      "      f060.bmp: 36\n",
-      "      f061.bmp: 36\n",
-      "      f062.bmp: 36\n",
-      "      f063.bmp: 35\n",
-      "      f064.bmp: 36\n",
-      "      f065.bmp: 36\n",
-      "      f066.bmp: 36\n",
-      "      f067.bmp: 35\n",
-      "      f068.bmp: 35\n",
-      "      f069.bmp: 36\n",
-      "      f070.bmp: 35\n",
-      "      f071.bmp: 36\n",
-      "      f072.bmp: 35\n",
-      "      f073.bmp: 36\n",
-      "      f074.bmp: 36\n",
-      "      f075.bmp: 35\n",
-      "      f076.bmp: 35\n",
-      "      f077.bmp: 35\n",
-      "      f078.bmp: 36\n",
-      "      f079.bmp: 36\n",
-      "      f080.bmp: 36\n",
-      "      f081.bmp: 36\n",
-      "      f082.bmp: 36\n",
-      "      f083.bmp: 35\n",
-      "      f084.bmp: 35\n",
-      "      f085.bmp: 36\n",
-      "      f086.bmp: 35\n",
-      "      f087.bmp: 36\n",
-      "      f088.bmp: 35\n",
-      "      f089.bmp: 35\n",
-      "      f090.bmp: 34\n",
-      "      f091.bmp: 34\n",
-      "      f092.bmp: 36\n",
-      "      f093.bmp: 36\n",
-      "      f094.bmp: 34\n",
-      "      f095.bmp: 34\n",
-      "      f096.bmp: 33\n",
-      "      f097.bmp: 35\n",
-      "      f098.bmp: 34\n",
-      "      f099.bmp: 36\n",
-      "      f100.bmp: 35\n",
-      "      f101.bmp: 36\n",
-      "      f102.bmp: 36\n",
-      "      f103.bmp: 36\n",
-      "      f104.bmp: 36\n",
-      "      f105.bmp: 33\n",
-      "      f106.bmp: 36\n",
-      "      f107.bmp: 35\n",
-      "      f108.bmp: 36\n",
-      "      f109.bmp: 36\n",
-      "      f110.bmp: 36\n",
-      "      f111.bmp: 34\n",
-      "      f112.bmp: 35\n",
-      "      f113.bmp: 34\n",
-      "      f114.bmp: 36\n",
-      "      f115.bmp: 36\n",
-      "      f116.bmp: 34\n",
-      "      f117.bmp: 36\n",
-      "      f118.bmp: 36\n",
-      "      f119.bmp: 36\n",
-      "      f120.bmp: 36\n",
-      "      f121.bmp: 35\n",
-      "      f122.bmp: 36\n",
-      "      f123.bmp: 35\n",
-      "      f124.bmp: 36\n",
-      "      f125.bmp: 35\n",
-      "      f126.bmp: 34\n",
-      "      f127.bmp: 36\n",
-      "      f128.bmp: 36\n",
-      "      f129.bmp: 35\n",
-      "      f130.bmp: 36\n",
-      "      f131.bmp: 34\n",
-      "      f132.bmp: 36\n",
-      "      f133.bmp: 36\n",
-      "      f134.bmp: 35\n",
-      "      f135.bmp: 35\n",
-      "      f136.bmp: 36\n",
-      "      f137.bmp: 36\n",
-      "      f138.bmp: 36\n",
-      "      f139.bmp: 34\n",
-      "      f140.bmp: 36\n",
-      "      f141.bmp: 35\n",
-      "      f142.bmp: 36\n",
-      "      f143.bmp: 36\n",
-      "      f144.bmp: 35\n",
-      "      f145.bmp: 36\n",
-      "      f146.bmp: 35\n",
-      "      f147.bmp: 36\n",
-      "      f148.bmp: 36\n",
-      "      f149.bmp: 36\n",
-      "      f150.bmp: 35\n",
-      "      n/a: 15540\n",
-      "      s001.bmp: 35\n",
-      "      s002.bmp: 36\n",
-      "      s003.bmp: 36\n",
-      "      s004.bmp: 36\n",
-      "      s005.bmp: 36\n",
-      "      s006.bmp: 35\n",
-      "      s007.bmp: 36\n",
-      "      s008.bmp: 36\n",
-      "      s009.bmp: 36\n",
-      "      s010.bmp: 34\n",
-      "      s011.bmp: 36\n",
-      "      s012.bmp: 36\n",
-      "      s013.bmp: 36\n",
-      "      s014.bmp: 36\n",
-      "      s015.bmp: 36\n",
-      "      s016.bmp: 36\n",
-      "      s017.bmp: 34\n",
-      "      s018.bmp: 36\n",
-      "      s019.bmp: 33\n",
-      "      s020.bmp: 36\n",
-      "      s021.bmp: 34\n",
-      "      s022.bmp: 35\n",
-      "      s023.bmp: 36\n",
-      "      s024.bmp: 35\n",
-      "      s025.bmp: 36\n",
-      "      s026.bmp: 36\n",
-      "      s027.bmp: 35\n",
-      "      s028.bmp: 34\n",
-      "      s029.bmp: 35\n",
-      "      s030.bmp: 35\n",
-      "      s031.bmp: 34\n",
-      "      s032.bmp: 36\n",
-      "      s033.bmp: 36\n",
-      "      s034.bmp: 36\n",
-      "      s035.bmp: 36\n",
-      "      s036.bmp: 36\n",
-      "      s037.bmp: 35\n",
-      "      s038.bmp: 34\n",
-      "      s039.bmp: 36\n",
-      "      s040.bmp: 36\n",
-      "      s041.bmp: 36\n",
-      "      s042.bmp: 36\n",
-      "      s043.bmp: 35\n",
-      "      s044.bmp: 36\n",
-      "      s045.bmp: 35\n",
-      "      s046.bmp: 35\n",
-      "      s047.bmp: 36\n",
-      "      s048.bmp: 34\n",
-      "      s049.bmp: 36\n",
-      "      s050.bmp: 35\n",
-      "      s051.bmp: 36\n",
-      "      s052.bmp: 35\n",
-      "      s053.bmp: 35\n",
-      "      s054.bmp: 35\n",
-      "      s055.bmp: 36\n",
-      "      s056.bmp: 35\n",
-      "      s057.bmp: 34\n",
-      "      s058.bmp: 36\n",
-      "      s059.bmp: 36\n",
-      "      s060.bmp: 36\n",
-      "      s061.bmp: 35\n",
-      "      s062.bmp: 36\n",
-      "      s063.bmp: 35\n",
-      "      s064.bmp: 36\n",
-      "      s065.bmp: 35\n",
-      "      s066.bmp: 36\n",
-      "      s067.bmp: 36\n",
-      "      s068.bmp: 35\n",
-      "      s069.bmp: 36\n",
-      "      s070.bmp: 35\n",
-      "      s071.bmp: 35\n",
-      "      s072.bmp: 34\n",
-      "      s073.bmp: 35\n",
-      "      s074.bmp: 36\n",
-      "      s075.bmp: 36\n",
-      "      s076.bmp: 36\n",
-      "      s077.bmp: 36\n",
-      "      s078.bmp: 36\n",
-      "      s079.bmp: 33\n",
-      "      s080.bmp: 36\n",
-      "      s081.bmp: 36\n",
-      "      s082.bmp: 35\n",
-      "      s083.bmp: 34\n",
-      "      s084.bmp: 34\n",
-      "      s085.bmp: 36\n",
-      "      s086.bmp: 36\n",
-      "      s087.bmp: 35\n",
-      "      s088.bmp: 36\n",
-      "      s089.bmp: 35\n",
-      "      s090.bmp: 35\n",
-      "      s091.bmp: 36\n",
-      "      s092.bmp: 36\n",
-      "      s093.bmp: 36\n",
-      "      s094.bmp: 36\n",
-      "      s095.bmp: 36\n",
-      "      s096.bmp: 35\n",
-      "      s097.bmp: 35\n",
-      "      s098.bmp: 35\n",
-      "      s099.bmp: 34\n",
-      "      s100.bmp: 36\n",
-      "      s101.bmp: 36\n",
-      "      s102.bmp: 36\n",
-      "      s103.bmp: 36\n",
-      "      s104.bmp: 34\n",
-      "      s105.bmp: 35\n",
-      "      s106.bmp: 36\n",
-      "      s107.bmp: 36\n",
-      "      s108.bmp: 35\n",
-      "      s109.bmp: 36\n",
-      "      s110.bmp: 34\n",
-      "      s111.bmp: 35\n",
-      "      s112.bmp: 36\n",
-      "      s113.bmp: 35\n",
-      "      s114.bmp: 36\n",
-      "      s115.bmp: 35\n",
-      "      s116.bmp: 36\n",
-      "      s117.bmp: 35\n",
-      "      s118.bmp: 36\n",
-      "      s119.bmp: 36\n",
-      "      s120.bmp: 35\n",
-      "      s121.bmp: 34\n",
-      "      s122.bmp: 36\n",
-      "      s123.bmp: 34\n",
-      "      s124.bmp: 34\n",
-      "      s125.bmp: 36\n",
-      "      s126.bmp: 36\n",
-      "      s127.bmp: 35\n",
-      "      s128.bmp: 36\n",
-      "      s129.bmp: 36\n",
-      "      s130.bmp: 35\n",
-      "      s131.bmp: 36\n",
-      "      s132.bmp: 34\n",
-      "      s133.bmp: 35\n",
-      "      s134.bmp: 36\n",
-      "      s135.bmp: 35\n",
-      "      s136.bmp: 36\n",
-      "      s137.bmp: 36\n",
-      "      s138.bmp: 34\n",
-      "      s139.bmp: 35\n",
-      "      s140.bmp: 36\n",
-      "      s141.bmp: 35\n",
-      "      s142.bmp: 34\n",
-      "      s143.bmp: 36\n",
-      "      s144.bmp: 36\n",
-      "      s145.bmp: 36\n",
-      "      s146.bmp: 35\n",
-      "      s147.bmp: 35\n",
-      "      s148.bmp: 35\n",
-      "      s149.bmp: 35\n",
-      "      s150.bmp: 34\n",
-      "      u001.bmp: 36\n",
-      "      u002.bmp: 36\n",
-      "      u003.bmp: 36\n",
-      "      u004.bmp: 35\n",
-      "      u005.bmp: 36\n",
-      "      u006.bmp: 35\n",
-      "      u007.bmp: 36\n",
-      "      u008.bmp: 34\n",
-      "      u009.bmp: 36\n",
-      "      u010.bmp: 34\n",
-      "      u011.bmp: 36\n",
-      "      u012.bmp: 36\n",
-      "      u013.bmp: 36\n",
-      "      u014.bmp: 35\n",
-      "      u015.bmp: 36\n",
-      "      u016.bmp: 36\n",
-      "      u017.bmp: 36\n",
-      "      u018.bmp: 35\n",
-      "      u019.bmp: 35\n",
-      "      u020.bmp: 34\n",
-      "      u021.bmp: 36\n",
-      "      u022.bmp: 35\n",
-      "      u023.bmp: 36\n",
-      "      u024.bmp: 34\n",
-      "      u025.bmp: 36\n",
-      "      u026.bmp: 34\n",
-      "      u027.bmp: 36\n",
-      "      u028.bmp: 36\n",
-      "      u029.bmp: 36\n",
-      "      u030.bmp: 36\n",
-      "      u031.bmp: 36\n",
-      "      u032.bmp: 36\n",
-      "      u033.bmp: 35\n",
-      "      u034.bmp: 36\n",
-      "      u035.bmp: 36\n",
-      "      u036.bmp: 36\n",
-      "      u037.bmp: 36\n",
-      "      u038.bmp: 35\n",
-      "      u039.bmp: 36\n",
-      "      u040.bmp: 36\n",
-      "      u041.bmp: 36\n",
-      "      u042.bmp: 35\n",
-      "      u043.bmp: 35\n",
-      "      u044.bmp: 36\n",
-      "      u045.bmp: 36\n",
-      "      u046.bmp: 36\n",
-      "      u047.bmp: 36\n",
-      "      u048.bmp: 36\n",
-      "      u049.bmp: 35\n",
-      "      u050.bmp: 36\n",
-      "      u051.bmp: 35\n",
-      "      u052.bmp: 35\n",
-      "      u053.bmp: 36\n",
-      "      u054.bmp: 36\n",
-      "      u055.bmp: 36\n",
-      "      u056.bmp: 36\n",
-      "      u057.bmp: 35\n",
-      "      u058.bmp: 34\n",
-      "      u059.bmp: 36\n",
-      "      u060.bmp: 35\n",
-      "      u061.bmp: 34\n",
-      "      u062.bmp: 36\n",
-      "      u063.bmp: 35\n",
-      "      u064.bmp: 36\n",
-      "      u065.bmp: 36\n",
-      "      u066.bmp: 35\n",
-      "      u067.bmp: 36\n",
-      "      u068.bmp: 35\n",
-      "      u069.bmp: 35\n",
-      "      u070.bmp: 36\n",
-      "      u071.bmp: 35\n",
-      "      u072.bmp: 36\n",
-      "      u073.bmp: 36\n",
-      "      u074.bmp: 36\n",
-      "      u075.bmp: 35\n",
-      "      u076.bmp: 35\n",
-      "      u077.bmp: 36\n",
-      "      u078.bmp: 35\n",
-      "      u079.bmp: 36\n",
-      "      u080.bmp: 36\n",
-      "      u081.bmp: 35\n",
-      "      u082.bmp: 35\n",
-      "      u083.bmp: 36\n",
-      "      u084.bmp: 36\n",
-      "      u085.bmp: 35\n",
-      "      u086.bmp: 35\n",
-      "      u087.bmp: 36\n",
-      "      u088.bmp: 35\n",
-      "      u089.bmp: 36\n",
-      "      u090.bmp: 36\n",
-      "      u091.bmp: 34\n",
-      "      u092.bmp: 35\n",
-      "      u093.bmp: 35\n",
-      "      u094.bmp: 36\n",
-      "      u095.bmp: 35\n",
-      "      u096.bmp: 36\n",
-      "      u097.bmp: 35\n",
-      "      u098.bmp: 35\n",
-      "      u099.bmp: 36\n",
-      "      u100.bmp: 36\n",
-      "      u101.bmp: 34\n",
-      "      u102.bmp: 36\n",
-      "      u103.bmp: 36\n",
-      "      u104.bmp: 34\n",
-      "      u105.bmp: 35\n",
-      "      u106.bmp: 36\n",
-      "      u107.bmp: 35\n",
-      "      u108.bmp: 35\n",
-      "      u109.bmp: 35\n",
-      "      u110.bmp: 35\n",
-      "      u111.bmp: 36\n",
-      "      u112.bmp: 36\n",
-      "      u113.bmp: 35\n",
-      "      u114.bmp: 35\n",
-      "      u115.bmp: 35\n",
-      "      u116.bmp: 36\n",
-      "      u117.bmp: 36\n",
-      "      u118.bmp: 35\n",
-      "      u119.bmp: 36\n",
-      "      u120.bmp: 36\n",
-      "      u121.bmp: 34\n",
-      "      u122.bmp: 36\n",
-      "      u123.bmp: 35\n",
-      "      u124.bmp: 36\n",
-      "      u125.bmp: 34\n",
-      "      u126.bmp: 36\n",
-      "      u127.bmp: 35\n",
-      "      u128.bmp: 36\n",
-      "      u129.bmp: 35\n",
-      "      u130.bmp: 36\n",
-      "      u131.bmp: 35\n",
-      "      u132.bmp: 35\n",
-      "      u133.bmp: 36\n",
-      "      u134.bmp: 35\n",
-      "      u135.bmp: 35\n",
-      "      u136.bmp: 36\n",
-      "      u137.bmp: 35\n",
-      "      u138.bmp: 36\n",
-      "      u139.bmp: 36\n",
-      "      u140.bmp: 36\n",
-      "      u141.bmp: 36\n",
-      "      u142.bmp: 36\n",
-      "      u143.bmp: 35\n",
-      "      u144.bmp: 36\n",
-      "      u145.bmp: 35\n",
-      "      u146.bmp: 36\n",
-      "      u147.bmp: 34\n",
-      "      u148.bmp: 35\n",
-      "      u149.bmp: 36\n",
-      "      u150.bmp: 35\n",
-      "    trial (152 distinct values):\n",
-      "      1: 319\n",
-      "      10: 427\n",
-      "      100: 429\n",
-      "      101: 428\n",
-      "      102: 430\n",
-      "      103: 425\n",
-      "      104: 429\n",
-      "      105: 427\n",
-      "      106: 429\n",
-      "      107: 430\n",
-      "      108: 429\n",
-      "      109: 427\n",
-      "      11: 428\n",
-      "      110: 430\n",
-      "      111: 425\n",
-      "      112: 429\n",
-      "      113: 434\n",
-      "      114: 429\n",
-      "      115: 430\n",
-      "      116: 428\n",
-      "      117: 426\n",
-      "      118: 429\n",
-      "      119: 428\n",
-      "      12: 428\n",
-      "      120: 427\n",
-      "      121: 429\n",
-      "      122: 425\n",
-      "      123: 424\n",
-      "      124: 428\n",
-      "      125: 430\n",
-      "      126: 430\n",
-      "      127: 427\n",
-      "      128: 428\n",
-      "      129: 425\n",
-      "      13: 430\n",
-      "      130: 429\n",
-      "      131: 426\n",
-      "      132: 427\n",
-      "      133: 425\n",
-      "      134: 430\n",
-      "      135: 430\n",
-      "      136: 427\n",
-      "      137: 430\n",
-      "      138: 427\n",
-      "      139: 427\n",
-      "      14: 430\n",
-      "      140: 431\n",
-      "      141: 429\n",
-      "      142: 431\n",
-      "      143: 427\n",
-      "      144: 426\n",
-      "      145: 427\n",
-      "      146: 422\n",
-      "      147: 384\n",
-      "      148: 252\n",
-      "      149: 90\n",
-      "      15: 428\n",
-      "      150: 14\n",
-      "      151: 1\n",
-      "      16: 428\n",
-      "      17: 431\n",
-      "      18: 430\n",
-      "      19: 427\n",
-      "      2: 430\n",
-      "      20: 433\n",
-      "      21: 428\n",
-      "      22: 428\n",
-      "      23: 428\n",
-      "      24: 428\n",
-      "      25: 431\n",
-      "      26: 430\n",
-      "      27: 429\n",
-      "      28: 427\n",
-      "      29: 430\n",
-      "      3: 428\n",
-      "      30: 429\n",
-      "      31: 429\n",
-      "      32: 427\n",
-      "      33: 430\n",
-      "      34: 431\n",
-      "      35: 430\n",
-      "      36: 431\n",
-      "      37: 429\n",
-      "      38: 428\n",
-      "      39: 429\n",
-      "      4: 428\n",
-      "      40: 430\n",
-      "      41: 430\n",
-      "      42: 430\n",
-      "      43: 429\n",
-      "      44: 431\n",
-      "      45: 429\n",
-      "      46: 429\n",
-      "      47: 428\n",
-      "      48: 429\n",
-      "      49: 428\n",
-      "      5: 429\n",
-      "      50: 429\n",
-      "      51: 428\n",
-      "      52: 429\n",
-      "      53: 429\n",
-      "      54: 431\n",
-      "      55: 429\n",
-      "      56: 429\n",
-      "      57: 430\n",
-      "      58: 429\n",
-      "      59: 430\n",
-      "      6: 427\n",
-      "      60: 431\n",
-      "      61: 429\n",
-      "      62: 429\n",
-      "      63: 428\n",
-      "      64: 430\n",
-      "      65: 432\n",
-      "      66: 429\n",
-      "      67: 429\n",
-      "      68: 430\n",
-      "      69: 431\n",
-      "      7: 428\n",
-      "      70: 430\n",
-      "      71: 430\n",
-      "      72: 426\n",
-      "      73: 429\n",
-      "      74: 430\n",
-      "      75: 428\n",
-      "      76: 430\n",
-      "      77: 430\n",
-      "      78: 429\n",
-      "      79: 428\n",
-      "      8: 428\n",
-      "      80: 427\n",
-      "      81: 429\n",
-      "      82: 427\n",
-      "      83: 432\n",
-      "      84: 428\n",
-      "      85: 428\n",
-      "      86: 430\n",
-      "      87: 429\n",
-      "      88: 429\n",
-      "      89: 429\n",
-      "      9: 425\n",
-      "      90: 429\n",
-      "      91: 429\n",
-      "      92: 426\n",
-      "      93: 426\n",
-      "      94: 433\n",
-      "      95: 427\n",
-      "      96: 428\n",
-      "      97: 429\n",
-      "      98: 427\n",
-      "      99: 426\n",
-      "      n/a: 108\n",
-      "    value (19 distinct values):\n",
-      "      0: 15929\n",
-      "      1: 15922\n",
-      "      101: 48\n",
-      "      102: 60\n",
-      "      13: 2660\n",
-      "      14: 1304\n",
-      "      15: 1316\n",
-      "      17: 2664\n",
-      "      18: 1271\n",
-      "      19: 1334\n",
-      "      2: 32\n",
-      "      256: 6911\n",
-      "      3: 40\n",
-      "      4: 36\n",
-      "      4096: 8507\n",
-      "      4352: 14\n",
-      "      5: 2668\n",
-      "      6: 1313\n",
-      "      7: 1291\n",
-      "  Value columns (0):\n"
-     ]
-    }
-   ],
-   "source": [
-    "status.print_log()\n",
-    "\n",
-    "from hed.tools.summaries.map_summary import make_combined_dicts\n",
-    "\n",
-    "print('\\nBIDS events summary:')\n",
-    "bids_dicts_all, bids_dicts =  make_combined_dicts(file_dict, skip_cols=skip_columns)\n",
-    "bids_dicts_all.print()"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%%\n"
-    }
-   }
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 2
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
\ No newline at end of file
diff --git a/hedcode/jupyter_notebooks/dataset_specific_processing/wakeman_henson/needs_refactoring/wh_4_cleanup.ipynb b/hedcode/jupyter_notebooks/dataset_specific_processing/wakeman_henson/needs_refactoring/wh_4_cleanup.ipynb
deleted file mode 100644
index ed7ebfd..0000000
--- a/hedcode/jupyter_notebooks/dataset_specific_processing/wakeman_henson/needs_refactoring/wh_4_cleanup.ipynb
+++ /dev/null
@@ -1,181 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "source": [
-    "The final cleanup assumes that we copy the entire BIDS dataset into\n",
-    "new directory and delete in the new directory so that we still have\n",
-    "the original directory to work with."
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   }
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "metadata": {
-    "collapsed": true
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "G:\\WH_working3\\sub-002\\sub-002_task-FacePerception_run-1_events.tsv\n",
-      "G:\\WH_working3\\sub-002\\sub-002_task-FacePerception_run-2_events.tsv\n",
-      "G:\\WH_working3\\sub-002\\sub-002_task-FacePerception_run-3_events.tsv\n",
-      "G:\\WH_working3\\sub-002\\sub-002_task-FacePerception_run-4_events.tsv\n",
-      "G:\\WH_working3\\sub-002\\sub-002_task-FacePerception_run-5_events.tsv\n",
-      "G:\\WH_working3\\sub-002\\sub-002_task-FacePerception_run-6_events.tsv\n",
-      "G:\\WH_working3\\sub-003\\sub-003_task-FacePerception_run-1_events.tsv\n",
-      "G:\\WH_working3\\sub-003\\sub-003_task-FacePerception_run-2_events.tsv\n",
-      "G:\\WH_working3\\sub-003\\sub-003_task-FacePerception_run-3_events.tsv\n",
-      "G:\\WH_working3\\sub-003\\sub-003_task-FacePerception_run-4_events.tsv\n",
-      "G:\\WH_working3\\sub-003\\sub-003_task-FacePerception_run-5_events.tsv\n",
-      "G:\\WH_working3\\sub-003\\sub-003_task-FacePerception_run-6_events.tsv\n",
-      "G:\\WH_working3\\sub-004\\sub-004_task-FacePerception_run-1_events.tsv\n",
-      "G:\\WH_working3\\sub-004\\sub-004_task-FacePerception_run-2_events.tsv\n",
-      "G:\\WH_working3\\sub-004\\sub-004_task-FacePerception_run-3_events.tsv\n",
-      "G:\\WH_working3\\sub-004\\sub-004_task-FacePerception_run-4_events.tsv\n",
-      "G:\\WH_working3\\sub-004\\sub-004_task-FacePerception_run-5_events.tsv\n",
-      "G:\\WH_working3\\sub-004\\sub-004_task-FacePerception_run-6_events.tsv\n",
-      "G:\\WH_working3\\sub-005\\sub-005_task-FacePerception_run-1_events.tsv\n",
-      "G:\\WH_working3\\sub-005\\sub-005_task-FacePerception_run-2_events.tsv\n",
-      "G:\\WH_working3\\sub-005\\sub-005_task-FacePerception_run-3_events.tsv\n",
-      "G:\\WH_working3\\sub-005\\sub-005_task-FacePerception_run-4_events.tsv\n",
-      "G:\\WH_working3\\sub-005\\sub-005_task-FacePerception_run-5_events.tsv\n",
-      "G:\\WH_working3\\sub-005\\sub-005_task-FacePerception_run-6_events.tsv\n",
-      "G:\\WH_working3\\sub-006\\sub-006_task-FacePerception_run-1_events.tsv\n",
-      "G:\\WH_working3\\sub-006\\sub-006_task-FacePerception_run-2_events.tsv\n",
-      "G:\\WH_working3\\sub-006\\sub-006_task-FacePerception_run-3_events.tsv\n",
-      "G:\\WH_working3\\sub-006\\sub-006_task-FacePerception_run-4_events.tsv\n",
-      "G:\\WH_working3\\sub-006\\sub-006_task-FacePerception_run-5_events.tsv\n",
-      "G:\\WH_working3\\sub-006\\sub-006_task-FacePerception_run-6_events.tsv\n",
-      "G:\\WH_working3\\sub-007\\sub-007_task-FacePerception_run-1_events.tsv\n",
-      "G:\\WH_working3\\sub-007\\sub-007_task-FacePerception_run-2_events.tsv\n",
-      "G:\\WH_working3\\sub-007\\sub-007_task-FacePerception_run-3_events.tsv\n",
-      "G:\\WH_working3\\sub-007\\sub-007_task-FacePerception_run-4_events.tsv\n",
-      "G:\\WH_working3\\sub-007\\sub-007_task-FacePerception_run-5_events.tsv\n",
-      "G:\\WH_working3\\sub-007\\sub-007_task-FacePerception_run-6_events.tsv\n",
-      "G:\\WH_working3\\sub-008\\sub-008_task-FacePerception_run-1_events.tsv\n",
-      "G:\\WH_working3\\sub-008\\sub-008_task-FacePerception_run-2_events.tsv\n",
-      "G:\\WH_working3\\sub-008\\sub-008_task-FacePerception_run-3_events.tsv\n",
-      "G:\\WH_working3\\sub-008\\sub-008_task-FacePerception_run-4_events.tsv\n",
-      "G:\\WH_working3\\sub-008\\sub-008_task-FacePerception_run-5_events.tsv\n",
-      "G:\\WH_working3\\sub-008\\sub-008_task-FacePerception_run-6_events.tsv\n",
-      "G:\\WH_working3\\sub-009\\sub-009_task-FacePerception_run-1_events.tsv\n",
-      "G:\\WH_working3\\sub-009\\sub-009_task-FacePerception_run-2_events.tsv\n",
-      "G:\\WH_working3\\sub-009\\sub-009_task-FacePerception_run-3_events.tsv\n",
-      "G:\\WH_working3\\sub-009\\sub-009_task-FacePerception_run-4_events.tsv\n",
-      "G:\\WH_working3\\sub-009\\sub-009_task-FacePerception_run-5_events.tsv\n",
-      "G:\\WH_working3\\sub-009\\sub-009_task-FacePerception_run-6_events.tsv\n",
-      "G:\\WH_working3\\sub-010\\sub-010_task-FacePerception_run-1_events.tsv\n",
-      "G:\\WH_working3\\sub-010\\sub-010_task-FacePerception_run-2_events.tsv\n",
-      "G:\\WH_working3\\sub-010\\sub-010_task-FacePerception_run-3_events.tsv\n",
-      "G:\\WH_working3\\sub-010\\sub-010_task-FacePerception_run-4_events.tsv\n",
-      "G:\\WH_working3\\sub-010\\sub-010_task-FacePerception_run-5_events.tsv\n",
-      "G:\\WH_working3\\sub-010\\sub-010_task-FacePerception_run-6_events.tsv\n",
-      "G:\\WH_working3\\sub-011\\sub-011_task-FacePerception_run-1_events.tsv\n",
-      "G:\\WH_working3\\sub-011\\sub-011_task-FacePerception_run-2_events.tsv\n",
-      "G:\\WH_working3\\sub-011\\sub-011_task-FacePerception_run-3_events.tsv\n",
-      "G:\\WH_working3\\sub-011\\sub-011_task-FacePerception_run-4_events.tsv\n",
-      "G:\\WH_working3\\sub-011\\sub-011_task-FacePerception_run-5_events.tsv\n",
-      "G:\\WH_working3\\sub-011\\sub-011_task-FacePerception_run-6_events.tsv\n",
-      "G:\\WH_working3\\sub-012\\sub-012_task-FacePerception_run-1_events.tsv\n",
-      "G:\\WH_working3\\sub-012\\sub-012_task-FacePerception_run-2_events.tsv\n",
-      "G:\\WH_working3\\sub-012\\sub-012_task-FacePerception_run-3_events.tsv\n",
-      "G:\\WH_working3\\sub-012\\sub-012_task-FacePerception_run-4_events.tsv\n",
-      "G:\\WH_working3\\sub-012\\sub-012_task-FacePerception_run-5_events.tsv\n",
-      "G:\\WH_working3\\sub-012\\sub-012_task-FacePerception_run-6_events.tsv\n",
-      "G:\\WH_working3\\sub-013\\sub-013_task-FacePerception_run-1_events.tsv\n",
-      "G:\\WH_working3\\sub-013\\sub-013_task-FacePerception_run-2_events.tsv\n",
-      "G:\\WH_working3\\sub-013\\sub-013_task-FacePerception_run-3_events.tsv\n",
-      "G:\\WH_working3\\sub-013\\sub-013_task-FacePerception_run-4_events.tsv\n",
-      "G:\\WH_working3\\sub-013\\sub-013_task-FacePerception_run-5_events.tsv\n",
-      "G:\\WH_working3\\sub-013\\sub-013_task-FacePerception_run-6_events.tsv\n",
-      "G:\\WH_working3\\sub-014\\sub-014_task-FacePerception_run-1_events.tsv\n",
-      "G:\\WH_working3\\sub-014\\sub-014_task-FacePerception_run-2_events.tsv\n",
-      "G:\\WH_working3\\sub-014\\sub-014_task-FacePerception_run-3_events.tsv\n",
-      "G:\\WH_working3\\sub-014\\sub-014_task-FacePerception_run-4_events.tsv\n",
-      "G:\\WH_working3\\sub-014\\sub-014_task-FacePerception_run-5_events.tsv\n",
-      "G:\\WH_working3\\sub-014\\sub-014_task-FacePerception_run-6_events.tsv\n",
-      "G:\\WH_working3\\sub-015\\sub-015_task-FacePerception_run-1_events.tsv\n",
-      "G:\\WH_working3\\sub-015\\sub-015_task-FacePerception_run-2_events.tsv\n",
-      "G:\\WH_working3\\sub-015\\sub-015_task-FacePerception_run-3_events.tsv\n",
-      "G:\\WH_working3\\sub-015\\sub-015_task-FacePerception_run-4_events.tsv\n",
-      "G:\\WH_working3\\sub-015\\sub-015_task-FacePerception_run-5_events.tsv\n",
-      "G:\\WH_working3\\sub-015\\sub-015_task-FacePerception_run-6_events.tsv\n",
-      "G:\\WH_working3\\sub-016\\sub-016_task-FacePerception_run-1_events.tsv\n",
-      "G:\\WH_working3\\sub-016\\sub-016_task-FacePerception_run-2_events.tsv\n",
-      "G:\\WH_working3\\sub-016\\sub-016_task-FacePerception_run-3_events.tsv\n",
-      "G:\\WH_working3\\sub-016\\sub-016_task-FacePerception_run-4_events.tsv\n",
-      "G:\\WH_working3\\sub-016\\sub-016_task-FacePerception_run-5_events.tsv\n",
-      "G:\\WH_working3\\sub-016\\sub-016_task-FacePerception_run-6_events.tsv\n",
-      "G:\\WH_working3\\sub-017\\sub-017_task-FacePerception_run-1_events.tsv\n",
-      "G:\\WH_working3\\sub-017\\sub-017_task-FacePerception_run-2_events.tsv\n",
-      "G:\\WH_working3\\sub-017\\sub-017_task-FacePerception_run-3_events.tsv\n",
-      "G:\\WH_working3\\sub-017\\sub-017_task-FacePerception_run-4_events.tsv\n",
-      "G:\\WH_working3\\sub-017\\sub-017_task-FacePerception_run-5_events.tsv\n",
-      "G:\\WH_working3\\sub-017\\sub-017_task-FacePerception_run-6_events.tsv\n",
-      "G:\\WH_working3\\sub-018\\sub-018_task-FacePerception_run-1_events.tsv\n",
-      "G:\\WH_working3\\sub-018\\sub-018_task-FacePerception_run-2_events.tsv\n",
-      "G:\\WH_working3\\sub-018\\sub-018_task-FacePerception_run-3_events.tsv\n",
-      "G:\\WH_working3\\sub-018\\sub-018_task-FacePerception_run-4_events.tsv\n",
-      "G:\\WH_working3\\sub-018\\sub-018_task-FacePerception_run-5_events.tsv\n",
-      "G:\\WH_working3\\sub-018\\sub-018_task-FacePerception_run-6_events.tsv\n",
-      "G:\\WH_working3\\sub-019\\sub-019_task-FacePerception_run-1_events.tsv\n",
-      "G:\\WH_working3\\sub-019\\sub-019_task-FacePerception_run-2_events.tsv\n",
-      "G:\\WH_working3\\sub-019\\sub-019_task-FacePerception_run-3_events.tsv\n",
-      "G:\\WH_working3\\sub-019\\sub-019_task-FacePerception_run-4_events.tsv\n",
-      "G:\\WH_working3\\sub-019\\sub-019_task-FacePerception_run-5_events.tsv\n",
-      "G:\\WH_working3\\sub-019\\sub-019_task-FacePerception_run-6_events.tsv\n"
-     ]
-    }
-   ],
-   "source": [
-    "import os\n",
-    "from hed.util.io_util import get_file_list\n",
-    "\n",
-    "bids_root_path = 'G:\\WH_working3'\n",
-    "file_list = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_events\")\n",
-    "for file in file_list:\n",
-    "    os.remove(file)\n",
-    "\n",
-    "file_list = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_temp1\")\n",
-    "for file in file_list:\n",
-    "    os.remove(file)\n",
-    "\n",
-    "file_list = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_temp2\")\n",
-    "for file in file_list:\n",
-    "    new_name = file[:-10] + \".tsv\"\n",
-    "    os.rename(file, new_name)\n",
-    "    print(new_name)"
-   ]
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 2
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
\ No newline at end of file
diff --git a/hedcode/jupyter_notebooks/event_restructuring/README.md b/hedcode/jupyter_notebooks/event_restructuring/README.md
deleted file mode 100644
index 89e08b3..0000000
--- a/hedcode/jupyter_notebooks/event_restructuring/README.md
+++ /dev/null
@@ -1,18 +0,0 @@
-## Process for restructuring event files
-
-The Jupyter notebooks in this directory illustrate how to check the consistency
-and restructure event files to prepare for HED tagging.  Often this is an
-iterative process.
-
-The general steps are described in the following table:
-
-**Table 1:** Sample template created from a BIDS dataset.
-
-|Script                    | Purpose                            | 
-| ------------------------ | ---------------------------------- | 
-| `_preliminary_summary`     | Outputs column names and summarizes file contents |  
-| `_preliminary_restructure` | Removes specified columns and rows. Converts categorical columns to strings and puts 'n/a' in empty columns. |
-
-| 41    | 1          | n/a        | n/a       | n/a        |
-| 42    | 2          | n/a        | n/a       | n/a        |
-| 201   | 3          | n/a        | n/a       | n/a        |
diff --git a/hedcode/jupyter_notebooks/event_restructuring/generate_hed_column_test_data.ipynb b/hedcode/jupyter_notebooks/event_restructuring/generate_hed_column_test_data.ipynb
deleted file mode 100644
index af535dd..0000000
--- a/hedcode/jupyter_notebooks/event_restructuring/generate_hed_column_test_data.ipynb
+++ /dev/null
@@ -1,70 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "source": [
-    "## Produce the sample dataset with a HED column.\n"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   }
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "outputs": [],
-   "source": [
-    "import os\n",
-    "from hed.models import TabularInput, Sidecar\n",
-    "from hed.schema import load_schema_version\n",
-    "from hed.tools import assemble_hed\n",
-    "from hed.util import get_file_list\n",
-    "# Variables to set for the specific dataset\n",
-    "bids_root_path = os.path.realpath('../../../datasets/eeg_ds003654s_hed_column')\n",
-    "exclude_dirs = ['sourcedata', 'stimuli', 'code']\n",
-    "entities = ('sub', 'run')\n",
-    "hed_version = '8.0.0'\n",
-    "# Construct the event file dictionaries for the EEG.event files\n",
-    "event_files = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_events\", exclude_dirs=exclude_dirs)\n",
-    "json_files =  get_file_list(bids_root_path, extensions=[\".json\"], name_suffix=\"_events\", exclude_dirs=exclude_dirs)\n",
-    "hed_schema = load_schema_version(xml_version=hed_version)\n",
-    "json_sidecar = Sidecar(json_files[0])\n",
-    "additional_cols = ['duration', 'face_type', 'rep_status']\n",
-    "for file in event_files:\n",
-    "    events = TabularInput(file, sidecar=json_sidecar)\n",
-    "    df = assemble_hed(events, additional_columns=additional_cols, expand_defs=False)\n",
-    "    df.to_csv(file, sep='\\t', index=False)"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Run the script\n"
-    }
-   }
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 2
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
\ No newline at end of file
diff --git a/hedcode/jupyter_notebooks/event_restructuring/needs_refactoring/create_remap_template.ipynb b/hedcode/jupyter_notebooks/event_restructuring/needs_refactoring/create_remap_template.ipynb
deleted file mode 100644
index c6bc91e..0000000
--- a/hedcode/jupyter_notebooks/event_restructuring/needs_refactoring/create_remap_template.ipynb
+++ /dev/null
@@ -1,295 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "collapsed": true,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   },
-   "source": [
-    "## Create a template for event remapping.\n",
-    "This notebook works through the process analyzing the contents of the event files in\n",
-    "a BIDS dataset and creating a template for remapping event codes. The goal of such\n",
-    "a remapping is to orthogonalize event design and make the meanings of contents\n",
-    "of the event file more clear.\n",
-    "\n",
-    "The dataset `eeg_atten_orig` contains the original encoding of the\n",
-    "\n",
-    "Suppose we want to remap each unique combination in the key columns [`value`, `trial_type`]\n",
-    "into a new combination in the target columns [`event_type`, `task_role`, `shift_cond`].\n",
-    "\n",
-    "**Table 1:** Sample template created from a BIDS dataset.\n",
-    "\n",
-    "| value | trial_type | event_type | task_role | shift_cond |\n",
-    "| ----- | ---------- | ---------- | --------- | ---------- |\n",
-    "| 11    | 1          | n/a        | n/a       | n/a        |\n",
-    "| 31    | 1          | n/a        | n/a       | n/a        |\n",
-    "| 41    | 1          | n/a        | n/a       | n/a        |\n",
-    "| 42    | 2          | n/a        | n/a       | n/a        |\n",
-    "| 201   | 3          | n/a        | n/a       | n/a        |\n",
-    "\n",
-    "After creating a template file for your data, you must manually edit it\n",
-    "to fill in the desired mapping.  Table 2 gives an example of a potential\n",
-    "mapping.\n",
-    "\n",
-    "**Table 2:** An excerpt of the completed template for excerpt of Table 1.\n",
-    "\n",
-    "| value | trial_type | event_type   | task_role         | shift_cond    |\n",
-    "| ----- | ---------- | ------------ | ----------------- | ------------- |\n",
-    "| 11    | 1          | hear_cue     | cue               | auditory_cond |\n",
-    "| 31    | 1          | high_tone    | target_attended   | auditory_cond |\n",
-    "| 41    | 1          | light_bar    | target_unattended | auditory_cond |\n",
-    "| 42    | 2          | light_bar    | target_attended   | visual_cond   |\n",
-    "| 201   | 3          | button_press | target_detected   | shift_cond    |\n"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "source": [
-    "#### Set dataset location\n",
-    "\n",
-    "The example used in this notebook is reduced version of an auditory attention shift\n",
-    "dataset which is available at\n",
-    "[https://github.com/hed-standard/hed-examples/data/eeg_ds0028932](https://github.com/hed-standard/hed-examples/data/eeg_ds0028932).\n",
-    "\n",
-    "To run this notebook, you will need download this dataset and set the `bids_root_path`\n",
-    "variable to the local path of the dataset's root directory.\n",
-    "\n",
-    "Alternatively, you can set `bids_root_path` to the full path of your own BIDS dataset."
-   ],
-   "metadata": {
-    "collapsed": false
-   }
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "outputs": [],
-   "source": [
-    "bids_root_path = \"D:/eeg_ds002893s\""
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Set the location of the dataset the dataset\n"
-    }
-   }
-  },
-  {
-   "cell_type": "markdown",
-   "source": [
-    "#### Set key and target columns\n",
-    "\n",
-    "The goal is to create a mapping of each unique combination of the key columns\n",
-    "to a combination of target column values.\n",
-    "\n",
-    "(You will need to set the actual target column values manually after a template\n",
-    "file is created.)"
-   ],
-   "metadata": {
-    "collapsed": false
-   }
-  },
-  {
-   "cell_type": "code",
-   "source": [
-    "key_columns = [\"value\", \"trial_type\"]\n",
-    "target_columns = [\"event_type\", \"task_role\", \"shift_cond\"]"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Set up the variables for the dataset\n"
-    }
-   },
-   "execution_count": 2,
-   "outputs": []
-  },
-  {
-   "cell_type": "markdown",
-   "source": [
-    "#### Get a list of event files\n",
-    "\n",
-    "The next example recursively traverses the directory tree and produces\n",
-    "a list of the full paths of the dataset event files.\n",
-    "\n",
-    "Event files have extension `.tsv` and the file names end with `_events`.\n",
-    "You may wish to check the returned list to verify that the expected event files\n",
-    "are in the dataset."
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   }
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Bids dataset D:/eeg_ds002893s has 6 event files\n"
-     ]
-    }
-   ],
-   "source": [
-    "from hed.util import get_file_list\n",
-    "event_file_list = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_events\")\n",
-    "print(f\"Bids dataset {bids_root_path} has {len(event_file_list)} event files\")"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Get a list of full paths of the event files\n"
-    }
-   }
-  },
-  {
-   "cell_type": "markdown",
-   "source": [
-    "#### Find unique key column combinations\n",
-    "\n",
-    "Use the `KeyTemplate` class to find the unique value combinations of a list of columns.\n",
-    "\n",
-    "If you just want a summary of the unique values in individual columns of all\n",
-    "event files, use the `ColumnDict` class as illustrated in notebook\n",
-    "`summarize_events.ipynb`.\n"
-   ],
-   "metadata": {
-    "collapsed": false
-   }
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Counts for key [['value', 'trial_type']]:\n",
-      "[11, 1]\t228\n",
-      "[12, 1]\t228\n",
-      "[13, 1]\t456\n",
-      "[14, 1]\t456\n",
-      "[15, 1]\t1822\n",
-      "[16, 1]\t1820\n",
-      "[21, 2]\t252\n",
-      "[22, 2]\t252\n",
-      "[23, 2]\t505\n",
-      "[24, 2]\t504\n",
-      "[25, 2]\t2010\n",
-      "[26, 2]\t2012\n",
-      "[28, 2]\t2\n",
-      "[31, 3]\t720\n",
-      "[32, 3]\t719\n",
-      "[37, 3]\t960\n",
-      "[38, 3]\t960\n",
-      "[39, 3]\t480\n",
-      "[202, 1]\t13\n",
-      "[202, 2]\t17\n",
-      "[202, 3]\t42\n",
-      "[212, 2]\t3\n",
-      "[310, 3]\t480\n",
-      "[311, 3]\t3838\n",
-      "[312, 3]\t3832\n",
-      "[313, 3]\t1920\n",
-      "[314, 3]\t1915\n",
-      "[1201, 1]\t433\n",
-      "[2201, 2]\t502\n",
-      "[3201, 3]\t1846\n"
-     ]
-    }
-   ],
-   "source": [
-    "from hed.tools import KeyTemplate\n",
-    "template = KeyTemplate(key_columns)\n",
-    "for file in event_file_list:\n",
-    "    template.update(file)\n",
-    "template.resort()\n",
-    "template.print()"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Use KeyTemplate to get the counts for each unique combination of key columns.\n"
-    }
-   }
-  },
-  {
-   "cell_type": "markdown",
-   "source": [
-    "#### Save the template for editing"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   }
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "outputs": [],
-   "source": [
-    "import os\n",
-    "df = template.make_template(additional_cols=target_columns)\n",
-    "template_file = os.path.join(bids_root_path, \"remap_event_template.tsv\")\n",
-    "df.to_csv(template_file, sep='\\t', index=False)"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Create DataFrame containing a template based specified columns and values\n"
-    }
-   }
-  },
-  {
-   "cell_type": "markdown",
-   "source": [
-    "#### Manually edit template\n",
-    "\n",
-    "To do remapping, you will need to edit the `event_template.tsv` spreadsheet\n",
-    "created in the previous step to indicate how each combination of [`value`, `trial_type`]\n",
-    "is mapped into a combination of [`event_type`, `task_role`, `shift_cond`].\n",
-    "\n",
-    "Once you have filled in the mapping, you can use the `remap_events.ipynb` notebook\n",
-    "to remap all the event files in your BIDS dataset."
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   }
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 2
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
\ No newline at end of file
diff --git a/hedcode/jupyter_notebooks/event_restructuring/needs_refactoring/remap_events.ipynb b/hedcode/jupyter_notebooks/event_restructuring/needs_refactoring/remap_events.ipynb
deleted file mode 100644
index 1abbad1..0000000
--- a/hedcode/jupyter_notebooks/event_restructuring/needs_refactoring/remap_events.ipynb
+++ /dev/null
@@ -1,268 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "collapsed": true,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   },
-   "source": [
-    "## Remap events.\n",
-    "\n",
-    "This notebook demonstrates how to use HED tools to remap event files. The idea of\n",
-    "remapping is that each unique combination of values in a set of **key** columns is\n",
-    "mapped into a specified combination of values in a set of **target** columns.\n",
-    "\n",
-    "Table 1 shows excerpt from a sample events file from the Sternberg dataset. We wish\n",
-    "to remap the codes in the `type` column to a combination of values in new columns\n",
-    "called `event_type`, `task_role`, and `letter` columns.\n",
-    "\n",
-    "Since the event files don't contain these columns, the mapping must insert these columns\n",
-    "as part of the mapping. Note the `latency` gives the sample number of the event, rather\n",
-    "than the offset in seconds as required by BIDS. The required `offset` and `duration`\n",
-    "columns would need to be inserted to make this events file BIDS-compliant.\n",
-    "\n",
-    "**Table 1:** Excerpt from a Sternberg working memory event file.\n",
-    "\n",
-    "| pres_trial | stimulus | type  | latency |\n",
-    "| ---------- | -------- | ----- | ------- |\n",
-    "| 1          | Picture  | nonWM | 1430    |\n",
-    "| 1          | Picture  | gD    | 2741    |\n",
-    "| 1          | Picture  | gM    | 3102    |\n",
-    "| 1          | Picture  | gB    | 3462    |\n",
-    "| 1          | Picture  | Y     | 3822    |\n",
-    "| 1          | Picture  | gH    | 4183    |\n",
-    "\n",
-    "Table 2 shows an excerpt of the mapping template which has already been created.\n",
-    "\n",
-    "**Table 2:** Excerpt of a map designed to map the `type` column into\n",
-    "a combination of columns `event_type`, `task_role`, and `letter`.\n",
-    "\n",
-    "| type\t  | event_type  | task_role        | letter |\n",
-    "| ------- | ----------- | ---------------- | ------ |\n",
-    "| A\t      | show_letter | target           | A      |\n",
-    "| gD      | show_letter | non-target       | D      |\n",
-    "| Y       | show_letter | target           | E      |\n",
-    "| rK      | show_letter | probe            | K      |\n",
-    "| nonWM   | show_cross  | fixate           | +      |\n",
-    "| correct | sound_beep  | correct_feedback | n/a    |\n",
-    "| 1       | right_click | in_group         | n/a    |"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "source": [
-    "#### Set dataset location\n",
-    "\n",
-    "The example used in this notebook is a Sternberg memory dataset. Some data files and\n",
-    "the previously created template are located in the the `data/sternberg` directory."
-   ],
-   "metadata": {
-    "collapsed": false
-   }
-  },
-  {
-   "cell_type": "markdown",
-   "source": [
-    "#### Set the data directory"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   }
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "outputs": [],
-   "source": [
-    "data_directory = \"../data/sternberg_data\""
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Set the location of the data\n"
-    }
-   }
-  },
-  {
-   "cell_type": "markdown",
-   "source": [
-    "#### Create a `KeyMap` to do the mapping"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   }
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "outputs": [],
-   "source": [
-    "import os\n",
-    "from hed.tools.summaries.key_map import KeyMap\n",
-    "key_cols = ['type']\n",
-    "target_cols = ['event_type', 'task_role', 'letter']\n",
-    "key_map = KeyMap(key_cols, target_cols, name='sternberg_remap')\n"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%%\n"
-    }
-   }
-  },
-  {
-   "cell_type": "markdown",
-   "source": [
-    "#### Read the pre-created mapping template\n",
-    "\n",
-    "If you don't have a mapping for your data, you should use the\n",
-    "`create_template.ipynb` notebook first.\n",
-    "\n",
-    "The following reads the template mapping unique values of `type` to\n",
-    "combinations of `event_type`, `task_role`, and `letter`.\n"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   }
-  },
-  {
-   "cell_type": "code",
-   "source": [
-    "template_file = os.path.join(data_directory, \"sternberg_map.tsv\")\n",
-    "print(f\"Template file is {template_file}\")\n",
-    "duplicates = key_map.update(template_file)\n",
-    "if duplicates:\n",
-    "    print(f\"Warning: this mapping has {len(duplicates)} duplicate key entries\")\n"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Load the template\n"
-    }
-   },
-   "execution_count": 3,
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Template file is ../data/sternberg\\sternberg_map.tsv\n"
-     ]
-    }
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "source": [
-    "#### Get a list of event files to be remapped\n",
-    "\n",
-    "We will remap the event files in the `data_directory` whose names start with\n",
-    "`sternberg` and end with `_events.tsv`.\n"
-   ],
-   "metadata": {
-    "collapsed": false
-   }
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "outputs": [],
-   "source": [
-    "from hed.util.io_util import get_file_list\n",
-    "event_file_list = get_file_list(data_directory, extensions=[\".tsv\"], name_suffix=\"_events\")\n"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Get the list of qualifying event files\n"
-    }
-   }
-  },
-  {
-   "cell_type": "markdown",
-   "source": [
-    "#### Remap event files\n",
-    "\n",
-    "Remapping consists of replacing/adding columns (in this case adding columns)."
-   ],
-   "metadata": {
-    "collapsed": false
-   }
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Remapping ../data/sternberg\\remapped_data_sternberg_remapped_data_sternberg_sternberg_no_quotes_events.tsv...\n",
-      "...Writing remapped file to ../data/sternberg\\remapped_data_sternberg_remapped_data_sternberg_remapped_data_sternberg_sternberg_no_quotes_events.tsv\n",
-      "Remapping ../data/sternberg\\remapped_data_sternberg_remapped_data_sternberg_sternberg_test_events.tsv...\n",
-      "...Writing remapped file to ../data/sternberg\\remapped_data_sternberg_remapped_data_sternberg_remapped_data_sternberg_sternberg_test_events.tsv\n",
-      "Remapping ../data/sternberg\\remapped_data_sternberg_remapped_data_sternberg_sternberg_with_quotes_events.tsv...\n",
-      "...Writing remapped file to ../data/sternberg\\remapped_data_sternberg_remapped_data_sternberg_remapped_data_sternberg_sternberg_with_quotes_events.tsv\n",
-      "Remapping ../data/sternberg\\sternberg_no_quotes_events.tsv...\n",
-      "...Writing remapped file to ../data/sternberg\\remapped_data_sternberg_sternberg_no_quotes_events.tsv\n",
-      "Remapping ../data/sternberg\\sternberg_test_events.tsv...\n",
-      "...Writing remapped file to ../data/sternberg\\remapped_data_sternberg_sternberg_test_events.tsv\n",
-      "Remapping ../data/sternberg\\sternberg_with_quotes_events.tsv...\n",
-      "...Writing remapped file to ../data/sternberg\\remapped_data_sternberg_sternberg_with_quotes_events.tsv\n"
-     ]
-    }
-   ],
-   "source": [
-    "from hed.util.io_util import generate_filename\n",
-    "for file in event_file_list:\n",
-    "    print(f\"Remapping {file}...\")\n",
-    "    df_new, missing = key_map.remap(file)\n",
-    "    if missing:\n",
-    "        print(f\"The keys {str(missing)} were not in the map for {file}\")\n",
-    "    file_name = generate_filename(file, name_prefix=\"remapped\", extension='.tsv')\n",
-    "    file_path = os.path.join(data_directory, file_name)\n",
-    "    print(f\"...Writing remapped file to {file_path}\")\n",
-    "    df_new.to_csv(file_path, sep='\\t', index=False)"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Remap the requested event files\n"
-    }
-   }
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 2
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
\ No newline at end of file
diff --git a/hedcode/jupyter_notebooks/event_restructuring/needs_refactoring/tag_columns.ipynb b/hedcode/jupyter_notebooks/event_restructuring/needs_refactoring/tag_columns.ipynb
deleted file mode 100644
index 290a972..0000000
--- a/hedcode/jupyter_notebooks/event_restructuring/needs_refactoring/tag_columns.ipynb
+++ /dev/null
@@ -1,430 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "collapsed": true,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   },
-   "source": [
-    "## Tag column values.\n",
-    "\n",
-    "This notebook demonstrates how take an event file or a map and create a\n",
-    "two-column spreadsheet that makes it easy to assign HED tags to the unique\n",
-    "values in the columns. The input can either be event files or a map.\n",
-    "This notebook uses a map as the example.\n",
-    "\n",
-    "**Table 1:** Excerpt of a map designed to map the `type` column into\n",
-    "a combination of columns `event_type`, `task_role`, and `letter`.\n",
-    "\n",
-    "| type\t  | event_type  | task_role        | letter |\n",
-    "| ------- | ----------- | ---------------- | ------ |\n",
-    "| A\t      | show_letter | target           | A      |\n",
-    "| gD      | show_letter | non-target       | D      |\n",
-    "| Y       | show_letter | target           | E      |\n",
-    "| rK      | show_letter | probe            | K      |\n",
-    "| nonWM   | show_cross  | fixate           | +      |\n",
-    "| correct | sound_beep  | correct_feedback | n/a    |\n",
-    "| 1       | right_click | in_group         | n/a    |\n",
-    "\n",
-    "In order to annotate the data using HED tags, you must associate the\n",
-    "meaning of each term in the relevant columns of the event file with a HED string.\n",
-    "\n",
-    "To make this easier, we flatten the information into a two-column spreadsheet\n",
-    "that can be easily edited. Table 2 shows a *flattened* version of Table 1.\n",
-    "\n",
-    "**Table 2:** A flattened version of Table 1. The categorical columns are\n",
-    "`event_type` and `task_role`. The `letter` column is a value column.\n",
-    "\n",
-    "| column            | HED                     |\n",
-    "| ----------------- | ----------------------- |\n",
-    "| \\_\\*\\_event\\_type\\_\\*\\_ | n/a                     |\n",
-    "| right_click       | Label/right_click       |\n",
-    "| show_dash         | Label/show_dash         |\n",
-    "| show_cross        | Label/show_cross        |\n",
-    "| sound_beep        | Label/sound_beep        |\n",
-    "| \\_\\*\\_task\\_role\\_\\*\\_  | n/a                     |\n",
-    "| correct_feedback  | Label/correct_feedback  |\n",
-    "| fixate            | Label/fixate            |\n",
-    "| in_group          | Label/in_group          |\n",
-    "| non_target        | Label/non_target        |\n",
-    "| probe             | Label/probe             |\n",
-    "| target            | Label/target            |\n",
-    "| \\_\\*\\_letter\\_\\*\\_      | Label/letter, Label/#  |\n",
-    "\n",
-    "The column names `event_type` and `task_role` are categorical columns, so\n",
-    "they appear as separator rows with HED columns values `n/a`.\n",
-    "\n",
-    "Each unique value in the categorical columns appears in a separate row\n",
-    "following its column name. Dummy HED tags using *Label* are filled in\n",
-    "as placeholders.\n",
-    "\n",
-    "The `letter` value column values are represented by a single row. The HED\n",
-    "tag for this column must have a `#` placeholder. HED tools substitute\n",
-    "the particular value in the table for `#` when the annotation is assembled.\n",
-    "\n",
-    "After you have updated the spreadsheet of Table 2 with the appropriate HED\n",
-    "tags, you will need to convert it to a JSON sidecar to be used with BIDS\n",
-    "datasets.  Table 3 shows the *unflattened* conversion of Table 2 into the\n",
-    "JSON form.\n",
-    "\n",
-    "**Table 3:** The unflattened JSON sidecar.\n",
-    "\n",
-    "```json\n",
-    "{\n",
-    "  \"event_type\": {\n",
-    "    \"HED\": {\n",
-    "      \"right_click\": \"Label/right_click\",\n",
-    "      \"show_cross\": \"Label/show_cross\",\n",
-    "      \"show_letter\": \"Label/show_letter\",\n",
-    "      \"sound_beep\": \"Label/sound_beep\"\n",
-    "    }\n",
-    "  },\n",
-    "  \"task_role\": {\n",
-    "    \"HED\": {\n",
-    "      \"correct_feedback\": \"Label/correct_feedback\",\n",
-    "      \"fixate\": \"Label/fixate\",\n",
-    "      \"in_group\": \"Label/in_group\",\n",
-    "      \"non_target\": \"Label/non_target\",\n",
-    "      \"probe\": \"Label/probe\",\n",
-    "      \"target\": \"Label/target\"\n",
-    "    }\n",
-    "  },\n",
-    "  \"letter\": {\n",
-    "    \"HED\": \"Label/letter, Label/#\"\n",
-    "  }\n",
-    "}\n",
-    "\n",
-    "```"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "source": [
-    "#### Read the completed template"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   }
-  },
-  {
-   "cell_type": "code",
-   "source": [
-    "import os\n",
-    "from hed.tools.summaries.col_dict import ColumnDict\n",
-    "data_path = \"../data/sternberg_data\"\n",
-    "remap_file = os.path.join(data_path, \"sternberg_map.tsv\")\n",
-    "col_dict = ColumnDict(value_cols=['letter'], skip_cols=['type'], name='SternbergFlat')\n",
-    "col_dict.update(remap_file)"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Load the event remapping and create a dictionary\n"
-    }
-   },
-   "execution_count": 1,
-   "outputs": []
-  },
-  {
-   "cell_type": "markdown",
-   "source": [
-    "#### Output the template for viewing"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   }
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Summary for column dictionary SternbergFlat:\n",
-      "  Categorical columns (2):\n",
-      "    event_type (9 distinct values):\n",
-      "      fixation: 1\n",
-      "      left_click: 1\n",
-      "      response: 1\n",
-      "      right_click: 1\n",
-      "      show_cross: 1\n",
-      "      show_dash: 1\n",
-      "      show_letter: 78\n",
-      "      sound_beep: 1\n",
-      "      sound_buzz: 2\n",
-      "    task_role (11 distinct values):\n",
-      "      correct_feedback: 1\n",
-      "      fixate: 1\n",
-      "      in_group: 1\n",
-      "      incorrect_feedback: 2\n",
-      "      non_target: 26\n",
-      "      out_group: 1\n",
-      "      probe: 26\n",
-      "      ready: 1\n",
-      "      target: 26\n",
-      "      unknown: 1\n",
-      "      work_memory: 1\n",
-      "  Value columns (1):\n",
-      "    letter: 87\n"
-     ]
-    }
-   ],
-   "source": [
-    "col_dict.print()"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Output the dictionary\n"
-    }
-   }
-  },
-  {
-   "cell_type": "markdown",
-   "source": [
-    "#### Create a flattened version of the template to facilitate tagging"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   }
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "                column                       HED\n",
-      "0     _*_event_type_*_                       n/a\n",
-      "1             fixation            Label/fixation\n",
-      "2           left_click          Label/left_click\n",
-      "3             response            Label/response\n",
-      "4          right_click         Label/right_click\n",
-      "5           show_cross          Label/show_cross\n",
-      "6            show_dash           Label/show_dash\n",
-      "7          show_letter         Label/show_letter\n",
-      "8           sound_beep          Label/sound_beep\n",
-      "9           sound_buzz          Label/sound_buzz\n",
-      "10     _*_task_role_*_                       n/a\n",
-      "11    correct_feedback    Label/correct_feedback\n",
-      "12              fixate              Label/fixate\n",
-      "13            in_group            Label/in_group\n",
-      "14  incorrect_feedback  Label/incorrect_feedback\n",
-      "15          non_target          Label/non_target\n",
-      "16           out_group           Label/out_group\n",
-      "17               probe               Label/probe\n",
-      "18               ready               Label/ready\n",
-      "19              target              Label/target\n",
-      "20             unknown             Label/unknown\n",
-      "21         work_memory         Label/work_memory\n",
-      "22        _*_letter_*_     Label/letter, Label/#\n"
-     ]
-    }
-   ],
-   "source": [
-    "df = col_dict.get_flattened()\n",
-    "print(df.to_string())"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Flatten the column dictionary and view\n"
-    }
-   }
-  },
-  {
-   "cell_type": "markdown",
-   "source": [
-    "#### Output the flattened dictionary\n",
-    "\n",
-    "The flattened file should be edited to replace the dummy *Label* HED tags with\n",
-    "the desired annotations."
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   }
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "outputs": [],
-   "source": [
-    "file_path = os.path.join(data_path, 'sternberg_flattened.tsv')\n",
-    "df.to_csv(file_path, sep='\\t', index=False)"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Output the flattened dictionary\n"
-    }
-   }
-  },
-  {
-   "cell_type": "markdown",
-   "source": [
-    "#### Create a JSON sidecar from the flattened dictionary\n",
-    "\n",
-    "Once the flattened spreadsheet is completed, you can convert\n",
-    "directly to a JSON sidecar by unflattening.\n"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   }
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "{\n",
-      "  \"event_type\": {\n",
-      "    \"HED\": {\n",
-      "      \"fixation\": \"Label/fixation\",\n",
-      "      \"left_click\": \"Label/left_click\",\n",
-      "      \"response\": \"Label/response\",\n",
-      "      \"right_click\": \"Label/right_click\",\n",
-      "      \"show_cross\": \"Label/show_cross\",\n",
-      "      \"show_dash\": \"Label/show_dash\",\n",
-      "      \"show_letter\": \"Label/show_letter\",\n",
-      "      \"sound_beep\": \"Label/sound_beep\",\n",
-      "      \"sound_buzz\": \"Label/sound_buzz\"\n",
-      "    }\n",
-      "  },\n",
-      "  \"task_role\": {\n",
-      "    \"HED\": {\n",
-      "      \"correct_feedback\": \"Label/correct_feedback\",\n",
-      "      \"fixate\": \"Label/fixate\",\n",
-      "      \"in_group\": \"Label/in_group\",\n",
-      "      \"incorrect_feedback\": \"Label/incorrect_feedback\",\n",
-      "      \"non_target\": \"Label/non_target\",\n",
-      "      \"out_group\": \"Label/out_group\",\n",
-      "      \"probe\": \"Label/probe\",\n",
-      "      \"ready\": \"Label/ready\",\n",
-      "      \"target\": \"Label/target\",\n",
-      "      \"unknown\": \"Label/unknown\",\n",
-      "      \"work_memory\": \"Label/work_memory\"\n",
-      "    }\n",
-      "  },\n",
-      "  \"letter\": {\n",
-      "    \"HED\": \"Label/letter, Label/#\"\n",
-      "  }\n",
-      "}\n"
-     ]
-    }
-   ],
-   "source": [
-    "from json import dumps\n",
-    "from hed.tools.sidecar_map import SidecarMap\n",
-    "from hed.util.data_util import get_new_dataframe\n",
-    "\n",
-    "s_map = SidecarMap()\n",
-    "file_path = os.path.join(data_path, 'sternberg_flattened.tsv')\n",
-    "df = get_new_dataframe(file_path)\n",
-    "sidecar = s_map.unflatten_hed(df)\n",
-    "sidecar_string = dumps(sidecar, indent=2)\n",
-    "print(sidecar_string)"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Create a sidecar\n"
-    }
-   }
-  },
-  {
-   "cell_type": "markdown",
-   "source": [
-    "#### Save the JSON sidecar in the file\n",
-    "\n",
-    "The general strategy is to produce a single JSON events sidecar that\n",
-    "will be placed at the top level the dataset to annotate the entire dataset."
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   }
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "outputs": [],
-   "source": [
-    "json_path = os.path.join(data_path, 'sternberg_events.json')\n",
-    "json_file = open(json_path, \"w\")\n",
-    "json_file.write(sidecar_string)\n",
-    "json_file.close()"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Save the string to a sidecar file\n"
-    }
-   }
-  },
-  {
-   "cell_type": "markdown",
-   "source": [
-    "#### Enhance the JSON sidecar\n",
-    "\n",
-    "You may wish to added other information to the JSON sidecar such as\n",
-    "the `levels` fields for categorical columns.  The `SidecarMap` has\n",
-    "facilities for flattening and unflattening JSON files of arbitrary\n",
-    "depth. You can use these facilities to easily edit and reconvert."
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   }
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 2
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
\ No newline at end of file
diff --git a/hedcode/jupyter_notebooks/event_restructuring/zero_data_files.ipynb b/hedcode/jupyter_notebooks/event_restructuring/zero_data_files.ipynb
deleted file mode 100644
index 871973f..0000000
--- a/hedcode/jupyter_notebooks/event_restructuring/zero_data_files.ipynb
+++ /dev/null
@@ -1,96 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "collapsed": true,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   },
-   "source": [
-    "## Create data files of zero length\n",
-    "\n",
-    "Example datasets, such as those in bids-examples or hed-examples GitHub repositories are\n",
-    "used as test cases for various validation and other operations.\n",
-    "Because the neuroimaging portion of the data is so large,\n",
-    "these datasets cannot be stored in GitHub.\n",
-    "\n",
-    "This script traverses a directory tree and zeros the length of the files with the specified types."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Truncating sub-001_ses-01_task-WorkingMemory_run-1_eeg.fdt ...\n",
-      "Truncating sub-001_ses-01_task-WorkingMemory_run-1_eeg.set ...\n",
-      "Truncating sub-001_ses-01_task-WorkingMemory_run-2_eeg.fdt ...\n",
-      "Truncating sub-001_ses-01_task-WorkingMemory_run-2_eeg.set ...\n",
-      "Truncating sub-001_ses-01_task-WorkingMemory_run-3_eeg.fdt ...\n",
-      "Truncating sub-001_ses-01_task-WorkingMemory_run-3_eeg.set ...\n",
-      "Truncating sub-001_ses-01_task-WorkingMemory_run-4_eeg.fdt ...\n",
-      "Truncating sub-001_ses-01_task-WorkingMemory_run-4_eeg.set ...\n",
-      "Truncating sub-003_ses-01_task-WorkingMemory_run-1_eeg.fdt ...\n",
-      "Truncating sub-003_ses-01_task-WorkingMemory_run-1_eeg.set ...\n",
-      "Truncating sub-003_ses-01_task-WorkingMemory_run-2_eeg.fdt ...\n",
-      "Truncating sub-003_ses-01_task-WorkingMemory_run-2_eeg.set ...\n",
-      "Truncating sub-003_ses-01_task-WorkingMemory_run-3_eeg.fdt ...\n",
-      "Truncating sub-003_ses-01_task-WorkingMemory_run-3_eeg.set ...\n",
-      "Truncating sub-003_ses-01_task-WorkingMemory_run-4_eeg.fdt ...\n",
-      "Truncating sub-003_ses-01_task-WorkingMemory_run-4_eeg.set ...\n"
-     ]
-    }
-   ],
-   "source": [
-    "import os\n",
-    "from hed.util import get_file_list\n",
-    "\n",
-    "exclude_dirs = [\"code\", \"sourcedata\", \"derivatives\"]\n",
-    "eeglab_exts = [\".set\", \".fdt\"]\n",
-    "fmri_exts = [\".nii\", \".nii.gz\"]\n",
-    "bids_root_path = os.path.realpath('../../../datasets/eeg_ds004117s_sternberg')\n",
-    "files_bids = get_file_list(bids_root_path, extensions=eeglab_exts, exclude_dirs=exclude_dirs)\n",
-    "\n",
-    "\n",
-    "# Make the set files zero length\n",
-    "for file in files_bids:\n",
-    "    print(f\"Truncating {os.path.basename(file)} ...\")\n",
-    "    fd = open(file, \"w+\")\n",
-    "    fd.truncate(0)\n",
-    "    fd.close()"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Find the files\n"
-    }
-   }
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 2
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
\ No newline at end of file
diff --git a/hedcode/jupyter_notebooks/other_scripts/remove_dirs.ipynb b/hedcode/jupyter_notebooks/other_scripts/remove_dirs.ipynb
deleted file mode 100644
index bf3d28a..0000000
--- a/hedcode/jupyter_notebooks/other_scripts/remove_dirs.ipynb
+++ /dev/null
@@ -1,55 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {
-    "collapsed": true,
-    "pycharm": {
-     "name": "#%%  Remove directories of certain type\n"
-    }
-   },
-   "outputs": [],
-   "source": [
-    "import os\n",
-    "import shutil\n",
-    "\n",
-    "root_path = 'T:/ds002790-test1'\n",
-    "\n",
-    "dir_list = ['dwi']\n",
-    "exclude_dirs = []\n",
-    "dirs_to_delete = []\n",
-    "for root, dirs, files in os.walk(root_path, topdown=True):\n",
-    "    for d in dirs:\n",
-    "        if d in dir_list:\n",
-    "            dirs_to_delete.append(os.path.realpath(os.path.join(root, d)))\n",
-    "\n",
-    "for dir_path in dirs_to_delete:\n",
-    "    if os.path.exists(dir_path):\n",
-    "        shutil.rmtree(dir_path)\n",
-    "        print(f\"Removed {dir_path}\")"
-   ]
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 2
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
\ No newline at end of file
diff --git a/hedcode/jupyter_notebooks/other_scripts/remove_files.ipynb b/hedcode/jupyter_notebooks/other_scripts/remove_files.ipynb
deleted file mode 100644
index 2eb2eb3..0000000
--- a/hedcode/jupyter_notebooks/other_scripts/remove_files.ipynb
+++ /dev/null
@@ -1,57 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "collapsed": true,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   },
-   "source": [
-    "## Remove files of a certain type"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "outputs": [],
-   "source": [
-    "import os\n",
-    "from hed.util import get_file_list\n",
-    "\n",
-    "root_path = 'T:/ds002790-test'\n",
-    "file_list = get_file_list(root_path, extensions=[\".tsv.gz\"], name_suffix=\"_physio\")\n",
-    "for file in file_list:\n",
-    "    os.remove(file)\n"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% Find the files\n"
-    }
-   }
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 2
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
\ No newline at end of file
diff --git a/hedcode/jupyter_notebooks/other_scripts/remove_specified_dirs.ipynb b/hedcode/jupyter_notebooks/other_scripts/remove_specified_dirs.ipynb
deleted file mode 100644
index ea89ebb..0000000
--- a/hedcode/jupyter_notebooks/other_scripts/remove_specified_dirs.ipynb
+++ /dev/null
@@ -1,231 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "metadata": {
-    "collapsed": true,
-    "pycharm": {
-     "name": "#%%  Remove directories of certain type\n"
-    }
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Removed T:/ds002790-test1\\sub-0051\n",
-      "Removed T:/ds002790-test1\\sub-0052\n",
-      "Removed T:/ds002790-test1\\sub-0053\n",
-      "Removed T:/ds002790-test1\\sub-0054\n",
-      "Removed T:/ds002790-test1\\sub-0055\n",
-      "Removed T:/ds002790-test1\\sub-0056\n",
-      "Removed T:/ds002790-test1\\sub-0057\n",
-      "Removed T:/ds002790-test1\\sub-0058\n",
-      "Removed T:/ds002790-test1\\sub-0059\n",
-      "Removed T:/ds002790-test1\\sub-0060\n",
-      "Removed T:/ds002790-test1\\sub-0061\n",
-      "Removed T:/ds002790-test1\\sub-0062\n",
-      "Removed T:/ds002790-test1\\sub-0063\n",
-      "Removed T:/ds002790-test1\\sub-0064\n",
-      "Removed T:/ds002790-test1\\sub-0065\n",
-      "Removed T:/ds002790-test1\\sub-0066\n",
-      "Removed T:/ds002790-test1\\sub-0067\n",
-      "Removed T:/ds002790-test1\\sub-0068\n",
-      "Removed T:/ds002790-test1\\sub-0069\n",
-      "Removed T:/ds002790-test1\\sub-0070\n",
-      "Removed T:/ds002790-test1\\sub-0071\n",
-      "Removed T:/ds002790-test1\\sub-0072\n",
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-      "Removed T:/ds002790-test1\\sub-0074\n",
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-      "Removed T:/ds002790-test1\\sub-0226\n"
-     ]
-    }
-   ],
-   "source": [
-    "import os\n",
-    "import shutil\n",
-    "\n",
-    "root_path = 'T:/ds002790-test1'\n",
-    "mylist = list(range(51,227))\n",
-    "for value in list(range(51,227)):\n",
-    "    dir_path = os.path.join(root_path, f\"sub-{value:04d}\")\n",
-    "    if os.path.exists(dir_path):\n",
-    "        shutil.rmtree(dir_path)\n",
-    "        print(f\"Removed {dir_path}\")\n"
-   ]
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 2
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
\ No newline at end of file
diff --git a/hedcode/jupyter_notebooks/other_scripts/remove_stim_files.ipynb b/hedcode/jupyter_notebooks/other_scripts/remove_stim_files.ipynb
deleted file mode 100644
index d618bc2..0000000
--- a/hedcode/jupyter_notebooks/other_scripts/remove_stim_files.ipynb
+++ /dev/null
@@ -1,195 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "collapsed": true,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   },
-   "source": [
-    "This script removes the extra stim files in a BIDS example dataset. It first makes a hash table of\n",
-    "the stim files listed in the events.tsv files.  It then removes those files in the stimuli\n",
-    "directory that aren't there."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "f001.bmp: D:/Research/HED/hed-examples/datasets/eeg_ds003654s_inheritance/stimuli\\f001.bmp\n",
-      "f002.bmp: D:/Research/HED/hed-examples/datasets/eeg_ds003654s_inheritance/stimuli\\f002.bmp\n",
-      "f003.bmp: D:/Research/HED/hed-examples/datasets/eeg_ds003654s_inheritance/stimuli\\f003.bmp\n",
-      "f007.bmp: D:/Research/HED/hed-examples/datasets/eeg_ds003654s_inheritance/stimuli\\f007.bmp\n",
-      "f008.bmp: D:/Research/HED/hed-examples/datasets/eeg_ds003654s_inheritance/stimuli\\f008.bmp\n",
-      "f014.bmp: D:/Research/HED/hed-examples/datasets/eeg_ds003654s_inheritance/stimuli\\f014.bmp\n",
-      "f016.bmp: D:/Research/HED/hed-examples/datasets/eeg_ds003654s_inheritance/stimuli\\f016.bmp\n",
-      "f018.bmp: D:/Research/HED/hed-examples/datasets/eeg_ds003654s_inheritance/stimuli\\f018.bmp\n",
-      "f019.bmp: D:/Research/HED/hed-examples/datasets/eeg_ds003654s_inheritance/stimuli\\f019.bmp\n",
-      "f029.bmp: D:/Research/HED/hed-examples/datasets/eeg_ds003654s_inheritance/stimuli\\f029.bmp\n",
-      "f030.bmp: D:/Research/HED/hed-examples/datasets/eeg_ds003654s_inheritance/stimuli\\f030.bmp\n",
-      "f035.bmp: D:/Research/HED/hed-examples/datasets/eeg_ds003654s_inheritance/stimuli\\f035.bmp\n",
-      "f042.bmp: D:/Research/HED/hed-examples/datasets/eeg_ds003654s_inheritance/stimuli\\f042.bmp\n",
-      "f043.bmp: D:/Research/HED/hed-examples/datasets/eeg_ds003654s_inheritance/stimuli\\f043.bmp\n",
-      "f044.bmp: D:/Research/HED/hed-examples/datasets/eeg_ds003654s_inheritance/stimuli\\f044.bmp\n",
-      "f047.bmp: D:/Research/HED/hed-examples/datasets/eeg_ds003654s_inheritance/stimuli\\f047.bmp\n",
-      "f050.bmp: D:/Research/HED/hed-examples/datasets/eeg_ds003654s_inheritance/stimuli\\f050.bmp\n",
-      "f056.bmp: D:/Research/HED/hed-examples/datasets/eeg_ds003654s_inheritance/stimuli\\f056.bmp\n",
-      "f061.bmp: D:/Research/HED/hed-examples/datasets/eeg_ds003654s_inheritance/stimuli\\f061.bmp\n",
-      "f069.bmp: D:/Research/HED/hed-examples/datasets/eeg_ds003654s_inheritance/stimuli\\f069.bmp\n",
-      "f070.bmp: D:/Research/HED/hed-examples/datasets/eeg_ds003654s_inheritance/stimuli\\f070.bmp\n",
-      "f071.bmp: D:/Research/HED/hed-examples/datasets/eeg_ds003654s_inheritance/stimuli\\f071.bmp\n",
-      "f079.bmp: D:/Research/HED/hed-examples/datasets/eeg_ds003654s_inheritance/stimuli\\f079.bmp\n",
-      "f083.bmp: D:/Research/HED/hed-examples/datasets/eeg_ds003654s_inheritance/stimuli\\f083.bmp\n",
-      "f085.bmp: D:/Research/HED/hed-examples/datasets/eeg_ds003654s_inheritance/stimuli\\f085.bmp\n",
-      "f086.bmp: D:/Research/HED/hed-examples/datasets/eeg_ds003654s_inheritance/stimuli\\f086.bmp\n",
-      "f088.bmp: D:/Research/HED/hed-examples/datasets/eeg_ds003654s_inheritance/stimuli\\f088.bmp\n",
-      "f092.bmp: D:/Research/HED/hed-examples/datasets/eeg_ds003654s_inheritance/stimuli\\f092.bmp\n",
-      "f107.bmp: D:/Research/HED/hed-examples/datasets/eeg_ds003654s_inheritance/stimuli\\f107.bmp\n",
-      "f113.bmp: D:/Research/HED/hed-examples/datasets/eeg_ds003654s_inheritance/stimuli\\f113.bmp\n",
-      "f114.bmp: D:/Research/HED/hed-examples/datasets/eeg_ds003654s_inheritance/stimuli\\f114.bmp\n",
-      "f116.bmp: D:/Research/HED/hed-examples/datasets/eeg_ds003654s_inheritance/stimuli\\f116.bmp\n",
-      "f118.bmp: D:/Research/HED/hed-examples/datasets/eeg_ds003654s_inheritance/stimuli\\f118.bmp\n",
-      "f122.bmp: D:/Research/HED/hed-examples/datasets/eeg_ds003654s_inheritance/stimuli\\f122.bmp\n",
-      "f125.bmp: D:/Research/HED/hed-examples/datasets/eeg_ds003654s_inheritance/stimuli\\f125.bmp\n",
-      "f126.bmp: D:/Research/HED/hed-examples/datasets/eeg_ds003654s_inheritance/stimuli\\f126.bmp\n",
-      "f134.bmp: D:/Research/HED/hed-examples/datasets/eeg_ds003654s_inheritance/stimuli\\f134.bmp\n",
-      "f142.bmp: D:/Research/HED/hed-examples/datasets/eeg_ds003654s_inheritance/stimuli\\f142.bmp\n",
-      "f144.bmp: D:/Research/HED/hed-examples/datasets/eeg_ds003654s_inheritance/stimuli\\f144.bmp\n",
-      "s004.bmp: D:/Research/HED/hed-examples/datasets/eeg_ds003654s_inheritance/stimuli\\s004.bmp\n",
-      "s007.bmp: D:/Research/HED/hed-examples/datasets/eeg_ds003654s_inheritance/stimuli\\s007.bmp\n",
-      "s013.bmp: D:/Research/HED/hed-examples/datasets/eeg_ds003654s_inheritance/stimuli\\s013.bmp\n",
-      "s014.bmp: D:/Research/HED/hed-examples/datasets/eeg_ds003654s_inheritance/stimuli\\s014.bmp\n",
-      "s019.bmp: D:/Research/HED/hed-examples/datasets/eeg_ds003654s_inheritance/stimuli\\s019.bmp\n",
-      "s032.bmp: D:/Research/HED/hed-examples/datasets/eeg_ds003654s_inheritance/stimuli\\s032.bmp\n",
-      "s038.bmp: D:/Research/HED/hed-examples/datasets/eeg_ds003654s_inheritance/stimuli\\s038.bmp\n",
-      "s042.bmp: D:/Research/HED/hed-examples/datasets/eeg_ds003654s_inheritance/stimuli\\s042.bmp\n",
-      "s047.bmp: D:/Research/HED/hed-examples/datasets/eeg_ds003654s_inheritance/stimuli\\s047.bmp\n",
-      "s050.bmp: D:/Research/HED/hed-examples/datasets/eeg_ds003654s_inheritance/stimuli\\s050.bmp\n",
-      "s054.bmp: D:/Research/HED/hed-examples/datasets/eeg_ds003654s_inheritance/stimuli\\s054.bmp\n",
-      "s059.bmp: D:/Research/HED/hed-examples/datasets/eeg_ds003654s_inheritance/stimuli\\s059.bmp\n",
-      "s061.bmp: D:/Research/HED/hed-examples/datasets/eeg_ds003654s_inheritance/stimuli\\s061.bmp\n",
-      "s064.bmp: D:/Research/HED/hed-examples/datasets/eeg_ds003654s_inheritance/stimuli\\s064.bmp\n",
-      "s069.bmp: D:/Research/HED/hed-examples/datasets/eeg_ds003654s_inheritance/stimuli\\s069.bmp\n",
-      "s070.bmp: D:/Research/HED/hed-examples/datasets/eeg_ds003654s_inheritance/stimuli\\s070.bmp\n",
-      "s075.bmp: D:/Research/HED/hed-examples/datasets/eeg_ds003654s_inheritance/stimuli\\s075.bmp\n",
-      "s078.bmp: D:/Research/HED/hed-examples/datasets/eeg_ds003654s_inheritance/stimuli\\s078.bmp\n",
-      "s079.bmp: D:/Research/HED/hed-examples/datasets/eeg_ds003654s_inheritance/stimuli\\s079.bmp\n",
-      "s082.bmp: D:/Research/HED/hed-examples/datasets/eeg_ds003654s_inheritance/stimuli\\s082.bmp\n",
-      "s089.bmp: D:/Research/HED/hed-examples/datasets/eeg_ds003654s_inheritance/stimuli\\s089.bmp\n",
-      "s097.bmp: D:/Research/HED/hed-examples/datasets/eeg_ds003654s_inheritance/stimuli\\s097.bmp\n",
-      "s104.bmp: D:/Research/HED/hed-examples/datasets/eeg_ds003654s_inheritance/stimuli\\s104.bmp\n",
-      "s107.bmp: D:/Research/HED/hed-examples/datasets/eeg_ds003654s_inheritance/stimuli\\s107.bmp\n",
-      "s117.bmp: D:/Research/HED/hed-examples/datasets/eeg_ds003654s_inheritance/stimuli\\s117.bmp\n",
-      "s118.bmp: D:/Research/HED/hed-examples/datasets/eeg_ds003654s_inheritance/stimuli\\s118.bmp\n",
-      "s120.bmp: D:/Research/HED/hed-examples/datasets/eeg_ds003654s_inheritance/stimuli\\s120.bmp\n",
-      "s130.bmp: D:/Research/HED/hed-examples/datasets/eeg_ds003654s_inheritance/stimuli\\s130.bmp\n",
-      "s133.bmp: D:/Research/HED/hed-examples/datasets/eeg_ds003654s_inheritance/stimuli\\s133.bmp\n",
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-      "s145.bmp: D:/Research/HED/hed-examples/datasets/eeg_ds003654s_inheritance/stimuli\\s145.bmp\n",
-      "s147.bmp: D:/Research/HED/hed-examples/datasets/eeg_ds003654s_inheritance/stimuli\\s147.bmp\n",
-      "u001.bmp: D:/Research/HED/hed-examples/datasets/eeg_ds003654s_inheritance/stimuli\\u001.bmp\n",
-      "u006.bmp: D:/Research/HED/hed-examples/datasets/eeg_ds003654s_inheritance/stimuli\\u006.bmp\n",
-      "u015.bmp: D:/Research/HED/hed-examples/datasets/eeg_ds003654s_inheritance/stimuli\\u015.bmp\n",
-      "u025.bmp: D:/Research/HED/hed-examples/datasets/eeg_ds003654s_inheritance/stimuli\\u025.bmp\n",
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-      "u039.bmp: D:/Research/HED/hed-examples/datasets/eeg_ds003654s_inheritance/stimuli\\u039.bmp\n",
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-      "u135.bmp: D:/Research/HED/hed-examples/datasets/eeg_ds003654s_inheritance/stimuli\\u135.bmp\n",
-      "u142.bmp: D:/Research/HED/hed-examples/datasets/eeg_ds003654s_inheritance/stimuli\\u142.bmp\n",
-      "{'n/a': '', 'u032.bmp': '', 'circle.bmp': '', 'cross.bmp': '', 'u088.bmp': '', 'u084.bmp': '', 'f123.bmp': '', 'u022.bmp': '', 'f094.bmp': '', 's150.bmp': '', 'f063.bmp': '', 'u004.bmp': '', 'f006.bmp': '', 's043.bmp': '', 's083.bmp': '', 'f093.bmp': '', 'f143.bmp': '', 's142.bmp': '', 'u131.bmp': '', 'u020.bmp': '', 's088.bmp': '', 's081.bmp': '', 'u077.bmp': '', 's034.bmp': '', 'u100.bmp': '', 's087.bmp': '', 's074.bmp': '', 'u058.bmp': '', 'f038.bmp': '', 's090.bmp': '', 'f020.bmp': '', 'u114.bmp': '', 's065.bmp': '', 'f040.bmp': '', 'u034.bmp': '', 's015.bmp': '', 'u009.bmp': '', 'f097.bmp': '', 's023.bmp': '', 'f048.bmp': '', 'f062.bmp': '', 's144.bmp': '', 'u086.bmp': '', 'u102.bmp': '', 's114.bmp': '', 'f021.bmp': '', 's052.bmp': '', 's055.bmp': '', 's123.bmp': '', 'f013.bmp': '', 'f026.bmp': '', 'f128.bmp': '', 's102.bmp': '', 's136.bmp': '', 'u134.bmp': '', 's010.bmp': '', 's084.bmp': '', 'f009.bmp': '', 'f129.bmp': '', 'u051.bmp': '', 'u140.bmp': '', 'f096.bmp': '', 'u139.bmp': '', 's140.bmp': '', 'f049.bmp': '', 'f140.bmp': '', 'u017.bmp': '', 'f033.bmp': '', 'f060.bmp': '', 's098.bmp': '', 's110.bmp': '', 'u073.bmp': '', 'f137.bmp': '', 'u066.bmp': '', 'u078.bmp': '', 'f131.bmp': '', 'u105.bmp': '', 'u132.bmp': '', 's096.bmp': '', 'f148.bmp': '', 's071.bmp': '', 'u005.bmp': '', 'f119.bmp': '', 'f145.bmp': '', 'u117.bmp': '', 'f098.bmp': '', 's008.bmp': '', 'f139.bmp': '', 's001.bmp': '', 'f028.bmp': '', 'u095.bmp': '', 's037.bmp': '', 'f089.bmp': '', 'f111.bmp': '', 'u070.bmp': '', 'f124.bmp': '', 'u048.bmp': '', 'f074.bmp': '', 'u021.bmp': '', 'u019.bmp': '', 's026.bmp': '', 's086.bmp': '', 'f132.bmp': '', 'f010.bmp': '', 's056.bmp': '', 'f104.bmp': '', 's068.bmp': '', 'f036.bmp': '', 'f066.bmp': '', 'u042.bmp': '', 'u068.bmp': '', 's109.bmp': '', 'u027.bmp': '', 'u116.bmp': '', 's122.bmp': '', 'f054.bmp': '', 'u003.bmp': '', 'u138.bmp': '', 'f100.bmp': '', 'f023.bmp': '', 's119.bmp': '', 's036.bmp': '', 'u012.bmp': '', 's027.bmp': '', 's092.bmp': '', 'u013.bmp': '', 'u129.bmp': '', 's046.bmp': '', 'u137.bmp': '', 'f045.bmp': '', 'f077.bmp': '', 'u141.bmp': '', 'f032.bmp': '', 'u093.bmp': '', 's039.bmp': '', 'f112.bmp': '', 's073.bmp': '', 'f065.bmp': '', 's025.bmp': '', 'u083.bmp': '', 'u010.bmp': '', 's028.bmp': '', 'u118.bmp': '', 's116.bmp': '', 'u081.bmp': '', 'u008.bmp': '', 'f057.bmp': '', 's020.bmp': '', 'f034.bmp': '', 's149.bmp': '', 's040.bmp': '', 'u125.bmp': '', 's138.bmp': '', 'u097.bmp': '', 'f103.bmp': '', 'u112.bmp': '', 'f130.bmp': '', 'f004.bmp': '', 'u111.bmp': '', 'f025.bmp': '', 's111.bmp': '', 's112.bmp': '', 's115.bmp': '', 'u123.bmp': '', 's005.bmp': '', 'u045.bmp': '', 'f059.bmp': '', 'f041.bmp': '', 's139.bmp': '', 's076.bmp': '', 'f081.bmp': '', 'f141.bmp': '', 's137.bmp': '', 'u120.bmp': '', 'u002.bmp': '', 'f121.bmp': '', 'u018.bmp': '', 'u014.bmp': '', 'u023.bmp': '', 'u041.bmp': '', 's125.bmp': '', 'f146.bmp': '', 'f058.bmp': '', 'u146.bmp': '', 's143.bmp': '', 'f067.bmp': '', 'f073.bmp': '', 's057.bmp': '', 's077.bmp': '', 'f055.bmp': '', 'f068.bmp': '', 's009.bmp': '', 's031.bmp': '', 's021.bmp': '', 'u063.bmp': '', 'u149.bmp': '', 'f015.bmp': '', 'f031.bmp': '', 'u099.bmp': '', 'f024.bmp': '', 'u056.bmp': '', 's066.bmp': '', 'f053.bmp': '', 's045.bmp': '', 'u057.bmp': '', 'f082.bmp': '', 's124.bmp': '', 'u069.bmp': '', 's148.bmp': '', 's108.bmp': '', 'f147.bmp': '', 'u031.bmp': '', 's024.bmp': '', 's018.bmp': '', 'f105.bmp': '', 's099.bmp': '', 'f135.bmp': '', 's146.bmp': '', 'u127.bmp': '', 's113.bmp': '', 'f110.bmp': '', 'u098.bmp': '', 'f027.bmp': '', 'u064.bmp': '', 'u089.bmp': '', 'u136.bmp': '', 's011.bmp': '', 'u145.bmp': '', 'u011.bmp': '', 'u113.bmp': '', 's100.bmp': '', 'f039.bmp': '', 'f101.bmp': '', 's058.bmp': '', 'u061.bmp': '', 'f138.bmp': '', 'f064.bmp': '', 's103.bmp': '', 'u143.bmp': '', 'u074.bmp': '', 's101.bmp': '', 'u016.bmp': '', 'u049.bmp': '', 's129.bmp': '', 's029.bmp': '', 's030.bmp': '', 's060.bmp': '', 'u050.bmp': '', 'f133.bmp': '', 'f005.bmp': '', 'f115.bmp': '', 's003.bmp': '', 's094.bmp': '', 'f095.bmp': '', 's132.bmp': '', 'u054.bmp': '', 'f022.bmp': '', 's095.bmp': '', 'u107.bmp': '', 'u108.bmp': '', 'u121.bmp': '', 'f078.bmp': '', 'f108.bmp': '', 's141.bmp': '', 's033.bmp': '', 's062.bmp': '', 'f102.bmp': '', 'u106.bmp': '', 's017.bmp': '', 'u024.bmp': '', 'f051.bmp': '', 's080.bmp': '', 'f099.bmp': '', 'u091.bmp': '', 's106.bmp': '', 's006.bmp': '', 'f075.bmp': '', 'u103.bmp': '', 'u071.bmp': '', 'u122.bmp': '', 'u028.bmp': '', 'u052.bmp': '', 'u104.bmp': '', 'f149.bmp': '', 'f120.bmp': '', 's072.bmp': '', 'f109.bmp': '', 'f136.bmp': '', 's048.bmp': '', 's067.bmp': '', 's126.bmp': '', 'u150.bmp': '', 'f080.bmp': '', 's131.bmp': '', 'f046.bmp': '', 'f087.bmp': '', 's085.bmp': '', 's093.bmp': '', 'f117.bmp': '', 's002.bmp': '', 'u007.bmp': '', 'u029.bmp': '', 'f012.bmp': '', 's049.bmp': '', 's044.bmp': '', 'u055.bmp': '', 'u079.bmp': '', 's135.bmp': '', 'f072.bmp': '', 'f076.bmp': '', 's121.bmp': '', 's051.bmp': '', 'u124.bmp': '', 'f150.bmp': '', 's053.bmp': '', 'u128.bmp': '', 'u044.bmp': '', 'f091.bmp': '', 's105.bmp': '', 's022.bmp': '', 's091.bmp': '', 'u147.bmp': '', 'u144.bmp': '', 'f052.bmp': '', 's035.bmp': '', 'f090.bmp': '', 'f037.bmp': '', 's127.bmp': '', 's128.bmp': '', 'u040.bmp': '', 'f017.bmp': '', 'u092.bmp': '', 'f011.bmp': '', 'f106.bmp': '', 's012.bmp': '', 'u130.bmp': '', 's041.bmp': '', 'f127.bmp': '', 's016.bmp': '', 'f084.bmp': '', 'u065.bmp': '', 'u037.bmp': '', 'u090.bmp': '', 'u148.bmp': '', 's063.bmp': '', 'u101.bmp': ''}\n",
-      "107 stim files removed\n"
-     ]
-    }
-   ],
-   "source": [
-    "import os\n",
-    "from hed.util.io_util import get_file_list\n",
-    "from hed.util.data_util import get_new_dataframe\n",
-    "\n",
-    "# stim_file_path = 'D:/Research/HED/hed-examples/datasets/eeg_ds003654s/stimuli'\n",
-    "# bids_root_path = 'D:/Research/HED/hed-examples/datasets/eeg_ds003654s'\n",
-    "stim_file_path = 'D:/Research/HED/hed-examples/datasets/eeg_ds003654s_inheritance/stimuli'\n",
-    "bids_root_path = 'D:/Research/HED/hed-examples/datasets/eeg_ds003654s_inheritance'\n",
-    "\n",
-    "event_file_list = get_file_list(bids_root_path, extensions=[\".tsv\"], name_suffix=\"_events\")\n",
-    "stim_dict = {}\n",
-    "for file in event_file_list:\n",
-    "    df = get_new_dataframe(file)\n",
-    "    s_files = df['stim_file'].tolist()\n",
-    "    for s_file in s_files:\n",
-    "        stim_dict[s_file] = \"\"\n",
-    "\n",
-    "stim_file_list = get_file_list(stim_file_path, extensions=[\".bmp\"])\n",
-    "remove_count = 0\n",
-    "for file in stim_file_list:\n",
-    "    file_name = os.path.basename(file)\n",
-    "    if file_name not in stim_dict:\n",
-    "        os.remove(file)\n",
-    "        print(f\"{file_name}: {file}\")\n",
-    "        remove_count += 1\n",
-    "print(f\"{stim_dict}\")\n",
-    "print(f\"{remove_count} stim files removed\")"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%%\n"
-    }
-   }
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 2
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
\ No newline at end of file
diff --git a/hedcode/matlab_scripts/hed_utilities/getChannelMap.m b/hedcode/matlab_scripts/hed_utilities/getChannelMap.m
deleted file mode 100644
index 5f8fdb1..0000000
--- a/hedcode/matlab_scripts/hed_utilities/getChannelMap.m
+++ /dev/null
@@ -1,15 +0,0 @@
-function [chanMap, chanNames] = getChannelMap(chanFile)
-%% Create a Map of (channel name, channel type) and list of channel names.
-%  
-%  Parameters:
-%      chanFile   Path name of BIDS channels.tsv file.
-%      chanMap    (output) Map(channel names, channel types)
-%      chanNames  (output) Channel names in order they appear in chanFile.
-%%
-    opts = delimitedTextImportOptions( ...
-        'Delimiter', '\t', 'DataLines', 2, 'VariableNamesLine', 1);
-    T = readtable(chanFile, opts, 'ReadVariableNames', true);
-    chanNames = T.name;
-    types = T.type;
-    chanMap = containers.Map(chanNames, types);
-end  
diff --git a/hedcode/matlab_scripts/hed_utilities/getEventTable.m b/hedcode/matlab_scripts/hed_utilities/getEventTable.m
deleted file mode 100644
index a42c67b..0000000
--- a/hedcode/matlab_scripts/hed_utilities/getEventTable.m
+++ /dev/null
@@ -1,32 +0,0 @@
-function eventTable = getEventTable(eventsFile, columnTypes, renameColumns)
-% Read the table of events from the events file
-   typeMap = containers.Map(columnTypes(:, 1), columnTypes(:, 2));       
-   optsDect = detectImportOptions(eventsFile, 'FileType', 'delimitedtext');
-  
-   % Set the types and fill values of the columns as specified.
-   columnNames = optsDect.VariableNames;
-   columnTypes = cell(size(columnNames));
-   for m = 1:length(columnNames)
-       if isKey(typeMap, columnNames{m})
-           columnTypes{m} = typeMap(columnNames{m});
-       else
-           columnTypes{m} = 'char';
-       end
-   end
-   optsDect = setvartype(optsDect, columnTypes);
-   optsDect = setvaropts(optsDect, ...
-       columnNames(~strcmpi(columnTypes, 'char')), 'FillValue', NaN);
-   optsDect = setvaropts(optsDect, ...
-       columnNames(strcmpi(columnTypes, 'char')), 'FillValue', 'n/a');
-   
-   % Read in the event table
-   eventTable = readtable(eventsFile, optsDect);
-   
-   % Rename the columns that are requested.
-   variableNames = eventTable.Properties.VariableNames;
-   for m = 1:length(renameColumns)
-      variableNames{strcmpi(variableNames, renameColumns{m, 1})} = ...
-          renameColumns{m, 2};
-   end
-   eventTable.Properties.VariableNames = variableNames;
- 
\ No newline at end of file
diff --git a/hedcode/matlab_scripts/hed_utilities/renameChannels.m b/hedcode/matlab_scripts/hed_utilities/renameChannels.m
deleted file mode 100644
index b959c59..0000000
--- a/hedcode/matlab_scripts/hed_utilities/renameChannels.m
+++ /dev/null
@@ -1,25 +0,0 @@
-% renameChannels - rename channels based on dictionary (does not reorder)
-%
-% Usage:
-%    chanlocs = renameChannels(chanlocs, chanMap)
-%
-%
-% Parameters:
-%    chanlocs   [struct] the EEG.chanlocs structure
-%
-%    chanRemap  [containers.Map] with (old names, new names)
-%
-% Author: Kay Robbins, 2022
-function [chanlocs, numRenamed] = renameChannels(chanlocs, chanRemap)
-    numRenamed = 0;
-    if isempty(chanRemap)
-        return;
-    end
-    for k = 1:length(chanlocs)
-        if isKey(chanRemap, chanlocs(k).labels)
-            chanlocs(k).labels = chanRemap(chanlocs(k).labels);
-            numRenamed = numRenamed + 1;
-        end
-    end
-end
-
diff --git a/hedcode/matlab_scripts/hed_utilities/runEeglabChannelsToJson.m b/hedcode/matlab_scripts/hed_utilities/runEeglabChannelsToJson.m
deleted file mode 100644
index a44484c..0000000
--- a/hedcode/matlab_scripts/hed_utilities/runEeglabChannelsToJson.m
+++ /dev/null
@@ -1,40 +0,0 @@
-%% This script dumps the channel labels to a JSON file.
-
-%% Set up the specifics for your dataset
-%rootPath = 'G:/Sternberg/SternbergWorking';
-%rootPath = 'G:/AuditoryOddball/AuditoryOddballWorking';
-%rootPath = 'G:/GoNogo/GoNogoWorking';
-%rootPath = 'G:/ImaginedEmotion/ImaginedEmotionWorking';
-%rootPath = 'G:/AttentionShift/AttentionShiftWorking';
-%rootPath = 'f:/ARLBidsStart/AdvancedGuardDutyWorking';
-%rootPath = 'f:/ARLBidsStart/AuditoryCueingWorking';
-%rootPath = 'f:/ARLBidsStart/BaselineDrivingWorking';
-%rootPath = 'f:/ARLBidsStart/BasicGuardDutyWorking';
-%rootPath = 'f:/ARLBidsStart/CalibrationDrivingWorking';
-%rootPath = 'f:/ARLBidsStart/MindWanderingWorking';
-%rootPath = 'f:/ARLBidsStart/RSVPBaselineWorking';
-rootPath = 'f:/ARLBidsStart/RSVPExpertiseWorking';
-%rootPath = 'f:/ARLBidsStart/SpeedControlWorking';
-%rootPath = 'f:/ARLBidsStart/TrafficComplexityWorking';
-sratePath = [rootPath filesep 'code'];
-excludeDirs = {'sourcedata', 'code', 'stimuli'};
-namePrefix = '';
-nameSuffix = '_eeg';
-extensions = {'.set'};
-fileList = getFileList(rootPath, namePrefix, nameSuffix, ...
-                           extensions, excludeDirs);
-channelsJson = 'channelsOriginal.json';
-
-%% Generate json file.
-fprintf('Creating a JSON file with channel labels for %d EEG.set files...\n', length(fileList));
-channelMap = containers.Map('KeyType', 'char', 'ValueType', 'any');
-for k = 1:length(fileList)
-   EEG = pop_loadset(fileList{k});
-   [pathName, basename, ext] = fileparts(fileList{k});
-   channelMap([basename ext]) = {EEG.chanlocs.labels}; 
-end
-y = jsonencode(channelMap);
-fileName = [rootPath filesep 'code' filesep channelsJson];
-fp = fopen(fileName, 'w');
-fprintf(fp, '%s', y);
-fclose(fp); 
\ No newline at end of file
diff --git a/hedcode/matlab_scripts/hed_utilities/runEeglabEventsToFiles.m b/hedcode/matlab_scripts/hed_utilities/runEeglabEventsToFiles.m
deleted file mode 100644
index 17792c9..0000000
--- a/hedcode/matlab_scripts/hed_utilities/runEeglabEventsToFiles.m
+++ /dev/null
@@ -1,52 +0,0 @@
-%% This script dumps all of the EEG.set events to files _eventstemp.tsv.
-% You must provide the root path to your dataset directory tree 
-% and also the exclude directories to skip.
-
-%% Set up the specifics for your dataset
-%rootPath = 'G:/Sternberg/SternbergWorking';
-%rootPath = 'G:/AuditoryOddball/AuditoryOddballWorking';
-%rootPath = 'G:/GoNogo/GoNogoWorking';
-%rootPath = 'G:/ImaginedEmotion/ImaginedEmotionWorking';
-%rootPath = 'G:\AttentionShift\AttentionShiftWorking';
-%rootPath = 'f:/ARLBidsStart/AdvancedGuardDutyWorking';
-rootPath = 'f:/ARLBidsStart/AuditoryCueingWorking';
-%rootPath = 'f:/ARLBidsStart/BaselineDrivingWorking';
-%rootPath = 'f:/ARLBidsStart/BasicGuardDutyWorking';
-%rootPath = 'f:/ARLBidsStart/CalibrationDrivingWorking';
-%rootPath = 'f:/ARLBidsStart/MindWanderingWorking';
-%rootPath = 'f:/ARLBidsStart/RSVPBaselineWorking';
-%rootPath = 'f:/ARLBidsStart/RSVPExpertiseWorking';
-%rootPath = 'f:/ARLBidsStart/SpeedControlWorking';
-%rootPath = 'f:/ARLBidsStart/TrafficComplexityWorking';
-sratePath = [rootPath filesep 'code'];
-excludeDirs = {'sourcedata', 'code', 'stimuli'};
-namePrefix = '';
-nameSuffix = '_eeg';
-extensions = {'.set'};
-selectedList = getFileList(rootPath, namePrefix, nameSuffix, ...
-                           extensions, excludeDirs);
-
-%% Generate the eventstemp.tsv files and srate file from EEG.set files
-
-% Output a list of ifiles
-for k = 1:length(selectedList)
-    fprintf('%s\n', selectedList{k});
-end
-    
-% Use eeglabEventsToTsv to save EEG.set events to tsv file
-saveSuffix = '_eventstemp.tsv';
-nameSuffix = '_eeg';
-srateMap = eeglabEventsToTsv(selectedList, nameSuffix, saveSuffix);
-
-
-% Save the return list of sampling rates
-if ~isfolder(sratePath)
-    mkdir(sratePath);
-end
-srateFile = fopen([sratePath filesep 'samplingRates.tsv'], 'w');
-theKeys = keys(srateMap);
-fprintf(srateFile, 'file_basename\tsampling_rate\n');
-for k = 1:length(theKeys)
-    fprintf(srateFile, '%s\t%g\n', theKeys{k}, srateMap(theKeys{k}));
-end
-fclose(srateFile);
diff --git a/hedcode/matlab_scripts/hed_utilities/runEeglabFixChannels.m b/hedcode/matlab_scripts/hed_utilities/runEeglabFixChannels.m
deleted file mode 100644
index ef9e9d8..0000000
--- a/hedcode/matlab_scripts/hed_utilities/runEeglabFixChannels.m
+++ /dev/null
@@ -1,87 +0,0 @@
-%% This script reads the channel.tsv files and updates the channels in
-% the EEG.set files. This script optionally supports renaming particular
-% channels in the EEG.chanlocs, reordering the channels in the 
-% EEG.chanlocs, and resetting the EEg.urchanlocs. 
-%
-% The script also sets the type field in EEG.chanlocs to agree with the
-% those in the BIDS files and write the X, Y. Z positions in the BIDS
-% channels.tsv to agree with those in the EEG.chanlocs.
-%
-%% Set up the specifics for your dataset
-
-% Sternberg requires reordering of channels as well as reset of urchanlocs.
-rootPath = 'G:/Sternberg/SternbergWorkingPhaseTwo';
-log_name = 'sternberg_12_fix_eeglab_channels_log.txt';
-resetUrchans = true;  % If true copies chanlocs into urchanlocs
-reorderChans = true;  % If true reorders channels to be BIDS order
-renameRemap = containers.Map();
-
-%% Set the common variables
-sratePath = [rootPath filesep 'code'];
-excludeDirs = {'sourcedata', 'code', 'stimuli'};
-namePrefix = '';
-nameSuffix = '_eeg';
-extensions = {'.set'};
-fileList = getFileList(rootPath, namePrefix, nameSuffix, ...
-                           extensions, excludeDirs);
-
-%% Open the log
-fid = fopen([rootPath filesep 'code/curation_logs', filesep log_name], 'w');
-fprintf(fid, 'Log of runEeglabFixChannels.m on %s\n', datetime('now'));
-
-%% Rename the channels and set the channel types
-fprintf('Making the EEG channels and the BIDS channels compatible.\n');
-for k = 1:length(fileList)
-   [pathName, basename, ext] = fileparts(fileList{k});
-   fprintf(fid, '%s:\n', basename);
-   fprintf(fid, '\tLoading EEG.set file\n');
-   EEG = pop_loadset(fileList{k});
-
-   %% Load the channels.tsv file and make the channel map.
-   fprintf(fid, '\tLoading channels.tsv file\n');
-   chanFile = [pathName filesep basename(1:(end-3)) 'channels.tsv'];
-   [chanMap, chanNames] = getChannelMap(chanFile);
-   chanlocs = EEG.chanlocs;
-   
-   %% Reset the urchanlocs if requested.
-   if resetUrchans
-      EEG.urchanlocs = rmfield(chanlocs, 'urchan');
-   end
-   
-   %% Rename channels if required.
-   if ~isempty(renameRemap)
-      mkeys = keys(renameRemap);
-      chanlocs = renameChannels(chanlocs, renameRemap);
-      fprintf(fid, '\Renaming channels [%s]\n', join(mkeys(:)', ' ')); 
-   end
-   
-   %% Set the channel types in the chanlocs.
-   [chanlocs, missing] = setChannelTypes(chanlocs, chanMap);
-   if ~isempty(missing)
-       missInfo = join(missing(:)', ' ');
-       fprintf(fid, '\tWARNING---Missing channels [%s]\n', missInfo{1});
-   end
-   EEG.chanlocs = chanlocs;
-   
-   %% Now reorder the channels and data if requested.
-   if reorderChans
-       chanLabels = {chanlocs.labels};
-       [C, ia, ib] = intersect(chanNames, chanLabels, 'stable');
-       EEG.data = EEG.data(ib(:), :);
-       EEG.chanlocs = chanlocs(ib);
-   end
-
-   %% Now write the electrode files.
-   electrodePath = [pathName filesep basename(1:(end-3)) 'electrodes.tsv'];
-   num_written = writeElectrodeFile(EEG.chanlocs, electrodePath);
-   fprintf(fid, '\tWriting electrode file with %d electrodes\n', num_written);
-   if num_written == 0
-       fprintf(fid, '\tWARNING---EEG missing chanlocs.\n');
-   end
-
-   EEG = pop_saveset(EEG, 'savemode', 'resave', 'version', '7.3');
-   fprintf(fid, '\tResaving the EEG.set file\n');
-end
-
-%% Closing the file.
-fclose(fid);
\ No newline at end of file
diff --git a/hedcode/matlab_scripts/hed_utilities/runEeglabImportEvents.m b/hedcode/matlab_scripts/hed_utilities/runEeglabImportEvents.m
deleted file mode 100644
index 88a9807..0000000
--- a/hedcode/matlab_scripts/hed_utilities/runEeglabImportEvents.m
+++ /dev/null
@@ -1,88 +0,0 @@
-%% This imports the _events.tsv into the corresponding EEG.set file
-
-%% Set up the specifics for your dataset
-
-rootPath = 'G:/Sternberg/SternbergWorkingPhaseTwo';
-setname = '';
-log_name = 'sternberg_12_import_events_log.txt';
-renameColumns = {'event_type', 'type'; 'onset', 'latency'};
-
-% rootPath = 'G:/AttentionShift/AttentionShiftWorkingPhaseTwo';
-% setname = 'Auditory Visual Attention Shift';
-% log_name = 'attention_shift_18_import_events_log.txt';
-
-% rootPath = 's:/bcit/AdvancedGuardDutyWorkingPhaseTwo';
-% setname = 'BCIT Advanced Guard Duty';
-% log_name = 'bcit_advanced_guard_duty_10_import_events_log.txt';
-% 
-% rootPath = 's:/bcit/AuditoryCueingWorkingPhaseTwo';
-% setname = 'BCIT Auditory Cueing';
-% log_name = 'bcit_auditory_cueing_10_import_events_log.txt';
-
-% rootPath = 's:/bcit/BaselineDrivingWorkingPhaseTwo';
-% setname = 'BCIT Baseline Driving';
-% log_name = 'bcit_baseline_driving_10_import_events_log.txt';
-
-% rootPath = 's:/bcit/BasicGuardDutyWorkingPhaseTwo';
-% setname = 'BCIT Basic Guard Duty';
-% log_name = 'bcit_basic_guard_duty_10_import_events_log.txt';
-
-% rootPath = 's:/bcit/CalibrationDrivingWorkingPhaseTwo';
-% setname = 'BCIT Calibration Driving';
-% log_name = 'bcit_calibration_driving_10_import_events_log.txt';
-
-% rootPath = 's:/bcit/MindWanderingWorkingPhaseTwo';
-% setname = 'BCIT Mind Wandering';
-% log_name = 'bcit_mind_wandering_10_import_events_log.txt';
-
-% rootPath = 's:/bcit/SpeedControlWorkingPhaseTwo';
-% setname = 'BCIT Speed Control';
-% log_name = 'bcit_speed_control_10_import_events_log.txt';
-
-% rootPath = 's:/bcit/TrafficComplexityWorkingPhaseTwo';
-% setname = 'BCIT Traffic Complexity';
-% log_name = 'bcit_traffic_complexity_10_import_events_log.txt';
-
-excludeDirs = {'sourcedata', 'code', 'stimuli'};
-namePrefix = '';
-nameSuffix = '_eeg';
-extensions = {'.set'};
-
-% Designate the columns that are numeric (rest are char)
-columnTypes = {'onset', 'double'; 'duration', 'double'; 'sample', 'int32'};
-
-convertLatency = true; 
-
-%% Open the log
-fid = fopen([rootPath filesep 'code/curation_logs', filesep log_name], 'w');
-fprintf(fid, 'Log of runEeglabEventsImport.m on %s\n', datetime('now'));
-
-%% Generate json file.
-fileList = getFileList(rootPath, namePrefix, nameSuffix, ...
-                           extensions, excludeDirs);
-for k = 1:length(fileList)
-   EEG = pop_loadset(fileList{k});
-   [pathName, basename, ext] = fileparts(fileList{k});
-   fprintf(fid, '%s:\n', basename);
-   eventsFile = [pathName filesep basename(1:(end-3)) 'events.tsv'];
-   eventTable = getEventTable(eventsFile, columnTypes, renameColumns);
-   fprintf(fid, '\tCreate a table from the events file\n');
-   if convertLatency
-       eventTable.('latency') = eventTable.('latency')*EEG.srate + 1;
-       fprintf(fid, '\tConvert the latency column to samples\n');
-   end
-   fprintf('%s: EEG.event has %d events and BIDS event file has %d events\n', ...
-           basename, length(EEG.event), size(eventTable,1));
-   EEG.urevent = table2struct(eventTable)';
-   fprintf(fid, '\tSet the EEG.urevent\n');
-   eventTable.('urevent') = transpose(1:size(eventTable));
-   EEG.event = table2struct(eventTable)';
-   fprintf(fid, '\tSet the EEG.event\n');
-   if ~isempty(setname)    
-      EEG.setname = [setname basename];
-      fprintf(fid, '\tSet the EEG.setname\n');
-   end
-   fprintf(fid, '\tResave the EEG.set file\n');
-   EEG = pop_saveset(EEG, 'savemode', 'resave', 'version', '7.3');
-end
-fclose(fid);
\ No newline at end of file
diff --git a/hedcode/matlab_scripts/hed_utilities/runEeglabJsonToChannels.m b/hedcode/matlab_scripts/hed_utilities/runEeglabJsonToChannels.m
deleted file mode 100644
index 05924b5..0000000
--- a/hedcode/matlab_scripts/hed_utilities/runEeglabJsonToChannels.m
+++ /dev/null
@@ -1,52 +0,0 @@
-%% This script dumps the channel labels to a JSON file.
-
-%% Set up the specifics for your dataset
-%rootPath = 'G:/Sternberg/SternbergWorking';
-%rootPath = 'G:/AuditoryOddball/AuditoryOddballWorking';
-%rootPath = 'G:/GoNogo/GoNogoWorking';
-%rootPath = 'G:/ImaginedEmotion/ImaginedEmotionWorking';
-%rootPath = 'G:/AttentionShift/AttentionShiftWorking';
-rootPath = 'f:/ARLBidsStart/AdvancedGuardDutyWorking';
-%rootPath = 'f:/ARLBidsStart/AuditoryCueingWorking';
-%rootPath = 'f:/ARLBidsStart/BaselineDrivingWorking';
-%rootPath = 'f:/ARLBidsStart/BasicGuardDutyWorking';
-%rootPath = 'f:/ARLBidsStart/CalibrationDrivingWorking';
-%rootPath = 'f:/ARLBidsStart/MindWanderingWorking';
-%rootPath = 'f:/ARLBidsStart/RSVPBaselineWorking';
-%rootPath = 'f:/ARLBidsStart/RSVPExpertiseWorking';
-%rootPath = 'f:/ARLBidsStart/SpeedControlWorking';
-%rootPath = 'f:/ARLBidsStart/TrafficComplexityWorking';
-sratePath = [rootPath filesep 'code'];
-excludeDirs = {'sourcedata', 'code', 'stimuli'};
-namePrefix = '';
-nameSuffix = '_eeg';
-extensions = {'.set'};
-fileList = getFileList(rootPath, namePrefix, nameSuffix, ...
-                           extensions, excludeDirs);
-extChannels = {'EXG1', 'EXG2', 'EXG3', 'EXG4', 'EXG5', 'EXG6'};
-mapSet = {'LHEOG', 'RHEOG', 'UVEOG', 'LVEOG', 'LMAST', 'RMAST'};
-chanMap = containers.Map(extChannels, mapSet);
-eogChannels = {'LHEOG', 'RHEOG', 'UVEOG', 'LVEOG'};
-miscChanels = {'LMAST', 'RMAST'};  
-            
-%% Generate json file.
-fprintf('Saving events from %d EEG.set files...\n', length(fileList));
-channelMap = containers.Map('KeyType', 'char', 'ValueType', 'any');
-for k = 1%:length(fileList)
-   EEG = pop_loadset(fileList{k});
-   chanlocs = EEG.chanlocs;
-   for n = 1:length(chanlocs)
-       chan = chanlocs(n).labels;  
-       if (sum(strcmpi(extChannels, chan)) == 0)
-           chanlocs(n).type = 'EEG';
-           continue;
-       end
-       chanlocs(n).labels = chanMap(chan);
-       if (sum(strcmpi(eogChannels, chanMap(chan))) > 0)
-           chanlocs(n).type = 'EOG';
-       else
-           chanlocs(n).type = 'MISC';
-       end   
-   end
-  
-end
diff --git a/hedcode/matlab_scripts/hed_utilities/runEeglabRenameBCITChannels.m b/hedcode/matlab_scripts/hed_utilities/runEeglabRenameBCITChannels.m
deleted file mode 100644
index 2d10577..0000000
--- a/hedcode/matlab_scripts/hed_utilities/runEeglabRenameBCITChannels.m
+++ /dev/null
@@ -1,50 +0,0 @@
-%% This script dumps the channel labels to a JSON file.
-
-%% Set up the specifics for your dataset
-rootPath = 'f:/ARLBidsStart/AdvancedGuardDutyWorking';
-%rootPath = 'f:/ARLBidsStart/AuditoryCueingWorking';
-%rootPath = 'f:/ARLBidsStart/BaselineDrivingWorking';
-%rootPath = 'f:/ARLBidsStart/BasicGuardDutyWorking';
-%rootPath = 'f:/ARLBidsStart/CalibrationDrivingWorking';
-%rootPath = 'f:/ARLBidsStart/MindWanderingWorking';
-%rootPath = 'f:/ARLBidsStart/RSVPBaselineWorking';
-%rootPath = 'f:/ARLBidsStart/RSVPExpertiseWorking';
-%rootPath = 'f:/ARLBidsStart/SpeedControlWorking';
-%rootPath = 'f:/ARLBidsStart/TrafficComplexityWorking';
-sratePath = [rootPath filesep 'code'];
-excludeDirs = {'sourcedata', 'code', 'stimuli'};
-namePrefix = '';
-nameSuffix = '_eeg';
-extensions = {'.set'};
-fileList = getFileList(rootPath, namePrefix, nameSuffix, ...
-                           extensions, excludeDirs);
-extChannels = {'EXG1', 'EXG2', 'EXG3', 'EXG4', 'EXG5', 'EXG6'};
-mapSet = {'LHEOG', 'RHEOG', 'UVEOG', 'LVEOG', 'LMAST', 'RMAST'};
-chanMap = containers.Map(extChannels, mapSet);
-eogChannels = {'LHEOG', 'RHEOG', 'UVEOG', 'LVEOG'};
-miscChanels = {'LMAST', 'RMAST'};  
-            
-%% Rename the channels in the EEG.set file.
-fprintf('Saving events from %d EEG.set files...\n', length(fileList));
-channelMap = containers.Map('KeyType', 'char', 'ValueType', 'any');
-for k = 1:length(fileList)
-   EEG = pop_loadset(fileList{k});
-   chanlocs = EEG.chanlocs;
-   for n = 1:length(chanlocs)
-       chan = chanlocs(n).labels;  
-       if (sum(strcmpi(extChannels, chan)) == 0)
-           chanlocs(n).type = 'EEG';
-           continue;
-       end
-       chanlocs(n).labels = chanMap(chan);
-       if (sum(strcmpi(eogChannels, chanMap(chan))) > 0)
-           chanlocs(n).type = 'EOG';
-       else
-           chanlocs(n).type = 'MISC';
-       end 
-   end
-   EEG.chanlocs = chanlocs;
-   pop_saveset(EEG, 'filepath', fileList{k}, ...
-               'savemode', 'onefile', 'version', '7.3');
-  
-end
diff --git a/hedcode/matlab_scripts/hed_utilities/runEeglabRenameTask.m b/hedcode/matlab_scripts/hed_utilities/runEeglabRenameTask.m
deleted file mode 100644
index f7c0e9a..0000000
--- a/hedcode/matlab_scripts/hed_utilities/runEeglabRenameTask.m
+++ /dev/null
@@ -1,33 +0,0 @@
-%% This script dumpts all of the EEG.set events to files named _events_temp.tsv.
-% You must provide the root path to your dataset directory tree and excude directories to skip
-
-%% Set up the specifics for your dataset
-rootPath = 'G:/Sternberg/SternbergWorking';
-sratePath = [rootPath filesep 'code'];
-excludeDirs = {'sourcedata', 'code', 'stimuli'};
-namePrefix = '';
-nameSuffix = '_eeg';
-extensions = {'.set'};
-fileList = getFileList(rootPath, namePrefix, nameSuffix, ...
-                           extensions, excludeDirs);
-oldTask = '_task-Experiment_';
-newTask = '_task-WorkingMemory_';
-
-%% Make a copy of the files
-errorList = [];
-for k = 1:length(fileList)
-   EEG = pop_loadset(fileList{k});
-   [filepath, basename, ext] = fileparts(fileList{k});
-   pos = strfind(basename, oldTask);
-   if (isempty(pos))
-       fprintf('%s does not have old task\n', fileList{k});
-       errorList(end+1) = k;
-   else
-       firstPart = basename(1:(pos(1) - 1));
-       lastPart = basename(pos(1)+17:end);
-       newName = [firstPart newTask lastPart ext];
-       newPath = [filepath filesep newName];
-       pop_saveset(EEG, 'filepath', newPath, ...
-           'savemode', 'twofiles', 'version', '7.3');
-   end
-end
diff --git a/hedcode/matlab_scripts/hed_utilities/setChanTypes.m b/hedcode/matlab_scripts/hed_utilities/setChanTypes.m
deleted file mode 100644
index adfb7f0..0000000
--- a/hedcode/matlab_scripts/hed_utilities/setChanTypes.m
+++ /dev/null
@@ -1,31 +0,0 @@
-% eeg_setchantypes - set the type field of chanlocs based on channels.tsv
-%
-% Usage:
-%    eeg_setchantypes(EEG, fileOut)
-%
-%
-% Parameters:
-%    EEG       - [struct] the EEG structure
-%    chanFile  - [string] filepath of relevant BIDS channels.tsv file
-%
-% Returns:
-%    EEG       - [struct] the EEG structure modified with channel types
-%    missing   - [cell array] a list of channels not found in the EEG.
-%
-% Author:Kay Robbins, 2022
-
-function [chanlocs, missing] = setChanTypes(chanlocs, chanFile)
-    chanMap = getChannelMap(chanFile);
-    numRenamed = 0;
-    missing = {};
-    for nk = 1:length(chanlocs)
-        label = chanlocs(nk).labels;
-        if isKey(chanMap, label)
-            chanlocs(nk).type = chanMap(label);
-            numRenamed = numRenamed + 1;
-        else
-            missing{end+1} = label;  %#ok<AGROW>
-        end
-    end
-end
-
diff --git a/hedcode/matlab_scripts/hed_utilities/setChannelTypes.m b/hedcode/matlab_scripts/hed_utilities/setChannelTypes.m
deleted file mode 100644
index 3cc2fd3..0000000
--- a/hedcode/matlab_scripts/hed_utilities/setChannelTypes.m
+++ /dev/null
@@ -1,22 +0,0 @@
-
-function [chanlocs, missing] = setChannelTypes(chanlocs, chanMap)
-%% Set the types of the channels based on a map of channels and types.
-%
-% Parameters:
-%    chanlocs   [struct](Input/Output) The EEG.chanlocs structure.
-%    chanMap    [containers.Map] (Map of channel names, channel types).
-%    missing    [cell array] (Output) Channels not found in the EEG.
-%
-% Author:Kay Robbins, 2022
-
-    missing = {};
-    for nk = 1:length(chanlocs)
-        label = chanlocs(nk).labels;
-        if isKey(chanMap, label)
-            chanlocs(nk).type = chanMap(label);
-        else
-            missing{end+1} = label;  %#ok<AGROW>
-        end
-    end
-end
-
diff --git a/hedcode/matlab_scripts/hed_utilities/writeElectrodeFile.m b/hedcode/matlab_scripts/hed_utilities/writeElectrodeFile.m
deleted file mode 100644
index 253f69a..0000000
--- a/hedcode/matlab_scripts/hed_utilities/writeElectrodeFile.m
+++ /dev/null
@@ -1,36 +0,0 @@
-function numchans = writeElectrodeFile(chanlocs, electrodesFile)
-%% Write the electrodes.tsv file for the chanlocs.
-%
-%    writeElectrodeFile(chanlocs, electrodesFile)
-%
-% Parameters:
-%    chanlocs        [struct] The EEG.chanlocs structure.
-%    electrodesFile  [string] The filepath of the electrodes file.
-%
-% Returns:
-%    numchans        [numerical] number of channels in electrodes file.
-%%
-    if isempty(chanlocs) || ~isfield(chanlocs, 'X')
-       numchans = 0;
-       return
-    end
-    fid = fopen(electrodesFile, 'w');
-    fprintf(fid, 'name\tx\ty\tz\n');
-    for iChan = 1:length(chanlocs)
-        fprintf(fid, '%s', chanlocs(iChan).labels);
-        chanwrite(fid, chanlocs(iChan).X);
-        chanwrite(fid, chanlocs(iChan).Y);
-        chanwrite(fid, chanlocs(iChan).Z);
-        fprintf(fid, '\n');
-    end
-    fclose(fid);
-    numchans = length(chanlocs);
-end
-
-function [] = chanwrite(fid, pos)
-   if isempty(pos) || isnan(pos)
-       fprintf(fid, '\tn/a');
-   else
-       fprintf(fid,'\t%2.6f', pos);
-   end
-end
\ No newline at end of file
diff --git a/hedcode/matlab_scripts/hed_utilities/getFileList.m b/hedcode/matlab_scripts/utility_scripts/getFileList.m
similarity index 100%
rename from hedcode/matlab_scripts/hed_utilities/getFileList.m
rename to hedcode/matlab_scripts/utility_scripts/getFileList.m
diff --git a/hedcode/matlab_scripts/hed_services/getHostOptions.m b/hedcode/matlab_scripts/web_services/getHostOptions.m
similarity index 100%
rename from hedcode/matlab_scripts/hed_services/getHostOptions.m
rename to hedcode/matlab_scripts/web_services/getHostOptions.m
diff --git a/hedcode/matlab_scripts/hed_services/getSessionInfo.m b/hedcode/matlab_scripts/web_services/getSessionInfo.m
similarity index 100%
rename from hedcode/matlab_scripts/hed_services/getSessionInfo.m
rename to hedcode/matlab_scripts/web_services/getSessionInfo.m
diff --git a/hedcode/matlab_scripts/hed_services/getTestData.m b/hedcode/matlab_scripts/web_services/getTestData.m
similarity index 100%
rename from hedcode/matlab_scripts/hed_services/getTestData.m
rename to hedcode/matlab_scripts/web_services/getTestData.m
diff --git a/hedcode/matlab_scripts/hed_services/outputReport.m b/hedcode/matlab_scripts/web_services/outputReport.m
similarity index 100%
rename from hedcode/matlab_scripts/hed_services/outputReport.m
rename to hedcode/matlab_scripts/web_services/outputReport.m
diff --git a/hedcode/matlab_scripts/hed_services/runAllTests.m b/hedcode/matlab_scripts/web_services/runAllTests.m
similarity index 100%
rename from hedcode/matlab_scripts/hed_services/runAllTests.m
rename to hedcode/matlab_scripts/web_services/runAllTests.m
diff --git a/hedcode/matlab_scripts/hed_services/runTest.m b/hedcode/matlab_scripts/web_services/runTest.m
similarity index 100%
rename from hedcode/matlab_scripts/hed_services/runTest.m
rename to hedcode/matlab_scripts/web_services/runTest.m
diff --git a/hedcode/matlab_scripts/hed_services/testEventSearchServices.m b/hedcode/matlab_scripts/web_services/testEventSearchServices.m
similarity index 100%
rename from hedcode/matlab_scripts/hed_services/testEventSearchServices.m
rename to hedcode/matlab_scripts/web_services/testEventSearchServices.m
diff --git a/hedcode/matlab_scripts/hed_services/testEventServices.m b/hedcode/matlab_scripts/web_services/testEventServices.m
similarity index 100%
rename from hedcode/matlab_scripts/hed_services/testEventServices.m
rename to hedcode/matlab_scripts/web_services/testEventServices.m
diff --git a/hedcode/matlab_scripts/hed_services/testGetServices.m b/hedcode/matlab_scripts/web_services/testGetServices.m
similarity index 100%
rename from hedcode/matlab_scripts/hed_services/testGetServices.m
rename to hedcode/matlab_scripts/web_services/testGetServices.m
diff --git a/hedcode/matlab_scripts/hed_services/testSidecarServices.m b/hedcode/matlab_scripts/web_services/testSidecarServices.m
similarity index 100%
rename from hedcode/matlab_scripts/hed_services/testSidecarServices.m
rename to hedcode/matlab_scripts/web_services/testSidecarServices.m
diff --git a/hedcode/matlab_scripts/hed_services/testSpreadsheetServices.m b/hedcode/matlab_scripts/web_services/testSpreadsheetServices.m
similarity index 100%
rename from hedcode/matlab_scripts/hed_services/testSpreadsheetServices.m
rename to hedcode/matlab_scripts/web_services/testSpreadsheetServices.m
diff --git a/hedcode/matlab_scripts/hed_services/testStringServices.m b/hedcode/matlab_scripts/web_services/testStringServices.m
similarity index 100%
rename from hedcode/matlab_scripts/hed_services/testStringServices.m
rename to hedcode/matlab_scripts/web_services/testStringServices.m
diff --git a/setup.cfg b/setup.cfg
index ef6bad1..cb5476a 100644
--- a/setup.cfg
+++ b/setup.cfg
@@ -7,7 +7,7 @@ long_description = file: README.md
 long_description_content_type = text/markdown
 url = https://github.com/hed-standard/hed-examples/
 # project_urls =
-bug Tracker = https://github.com/hed-standard/hed-examples/issues
+bug tracker = https://github.com/hed-standard/hed-examples/issues
 classifiers =
     Programming Language :: Python :: 3
     License :: OSI Approved :: MIT License