diff --git a/.DS_Store b/.DS_Store
new file mode 100644
index 0000000..9654316
Binary files /dev/null and b/.DS_Store differ
diff --git a/.gitattributes b/.gitattributes
new file mode 100644
index 0000000..dfe0770
--- /dev/null
+++ b/.gitattributes
@@ -0,0 +1,2 @@
+# Auto detect text files and perform LF normalization
+* text=auto
diff --git a/.idea/Submission.iml b/.idea/Submission.iml
new file mode 100644
index 0000000..6711606
--- /dev/null
+++ b/.idea/Submission.iml
@@ -0,0 +1,11 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<module type="PYTHON_MODULE" version="4">
+  <component name="NewModuleRootManager">
+    <content url="file://$MODULE_DIR$" />
+    <orderEntry type="inheritedJdk" />
+    <orderEntry type="sourceFolder" forTests="false" />
+  </component>
+  <component name="TestRunnerService">
+    <option name="PROJECT_TEST_RUNNER" value="Unittests" />
+  </component>
+</module>
\ No newline at end of file
diff --git a/.idea/dictionaries/NikkiHu.xml b/.idea/dictionaries/NikkiHu.xml
new file mode 100644
index 0000000..b6f0524
--- /dev/null
+++ b/.idea/dictionaries/NikkiHu.xml
@@ -0,0 +1,3 @@
+<component name="ProjectDictionaryState">
+  <dictionary name="NikkiHu" />
+</component>
\ No newline at end of file
diff --git a/.idea/inspectionProfiles/Project_Default.xml b/.idea/inspectionProfiles/Project_Default.xml
new file mode 100644
index 0000000..8d66637
--- /dev/null
+++ b/.idea/inspectionProfiles/Project_Default.xml
@@ -0,0 +1,5 @@
+<component name="InspectionProjectProfileManager">
+  <profile version="1.0">
+    <option name="myName" value="Project Default" />
+  </profile>
+</component>
\ No newline at end of file
diff --git a/.idea/inspectionProfiles/profiles_settings.xml b/.idea/inspectionProfiles/profiles_settings.xml
new file mode 100644
index 0000000..105ce2d
--- /dev/null
+++ b/.idea/inspectionProfiles/profiles_settings.xml
@@ -0,0 +1,6 @@
+<component name="InspectionProjectProfileManager">
+  <settings>
+    <option name="USE_PROJECT_PROFILE" value="false" />
+    <version value="1.0" />
+  </settings>
+</component>
\ No newline at end of file
diff --git a/.idea/misc.xml b/.idea/misc.xml
new file mode 100644
index 0000000..d9888ec
--- /dev/null
+++ b/.idea/misc.xml
@@ -0,0 +1,23 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<project version="4">
+  <component name="ProjectInspectionProfilesVisibleTreeState">
+    <entry key="Project Default">
+      <profile-state>
+        <expanded-state>
+          <State>
+            <id />
+          </State>
+        </expanded-state>
+        <selected-state>
+          <State>
+            <id>Buildout</id>
+          </State>
+        </selected-state>
+      </profile-state>
+    </entry>
+  </component>
+  <component name="ProjectRootManager" version="2" project-jdk-name="Python 2.7.10 (/System/Library/Frameworks/Python.framework/Versions/2.7/bin/python2.7)" project-jdk-type="Python SDK" />
+  <component name="SvnConfiguration">
+    <configuration>$USER_HOME$/.subversion</configuration>
+  </component>
+</project>
\ No newline at end of file
diff --git a/.idea/modules.xml b/.idea/modules.xml
new file mode 100644
index 0000000..4d00b1b
--- /dev/null
+++ b/.idea/modules.xml
@@ -0,0 +1,8 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<project version="4">
+  <component name="ProjectModuleManager">
+    <modules>
+      <module fileurl="file://$PROJECT_DIR$/.idea/Submission.iml" filepath="$PROJECT_DIR$/.idea/Submission.iml" />
+    </modules>
+  </component>
+</project>
\ No newline at end of file
diff --git a/.idea/workspace.xml b/.idea/workspace.xml
new file mode 100644
index 0000000..e190afb
--- /dev/null
+++ b/.idea/workspace.xml
@@ -0,0 +1,461 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<project version="4">
+  <component name="ChangeListManager">
+    <list default="true" id="bec3ae87-d40f-44c2-9e16-6cc7ff92d93e" name="Default" comment="" />
+    <option name="EXCLUDED_CONVERTED_TO_IGNORED" value="true" />
+    <option name="TRACKING_ENABLED" value="true" />
+    <option name="SHOW_DIALOG" value="false" />
+    <option name="HIGHLIGHT_CONFLICTS" value="true" />
+    <option name="HIGHLIGHT_NON_ACTIVE_CHANGELIST" value="false" />
+    <option name="LAST_RESOLUTION" value="IGNORE" />
+  </component>
+  <component name="CreatePatchCommitExecutor">
+    <option name="PATCH_PATH" value="" />
+  </component>
+  <component name="ExecutionTargetManager" SELECTED_TARGET="default_target" />
+  <component name="FileEditorManager">
+    <leaf SIDE_TABS_SIZE_LIMIT_KEY="300">
+      <file leaf-file-name="poi_id.py" pinned="false" current-in-tab="true">
+        <entry file="file://$PROJECT_DIR$/final_project/poi_id.py">
+          <provider selected="true" editor-type-id="text-editor">
+            <state relative-caret-position="315">
+              <caret line="91" column="49" lean-forward="true" selection-start-line="91" selection-start-column="49" selection-end-line="91" selection-end-column="49" />
+              <folding />
+            </state>
+          </provider>
+        </entry>
+      </file>
+    </leaf>
+  </component>
+  <component name="IdeDocumentHistory">
+    <option name="CHANGED_PATHS">
+      <list>
+        <option value="$PROJECT_DIR$/final_project/poi_id.py" />
+      </list>
+    </option>
+  </component>
+  <component name="ProjectFrameBounds">
+    <option name="x" value="-1506" />
+    <option name="y" value="40" />
+    <option name="width" value="1280" />
+    <option name="height" value="777" />
+  </component>
+  <component name="ProjectView">
+    <navigator currentView="ProjectPane" proportions="" version="1">
+      <flattenPackages />
+      <showMembers />
+      <showModules />
+      <showLibraryContents />
+      <hideEmptyPackages />
+      <abbreviatePackageNames />
+      <autoscrollToSource />
+      <autoscrollFromSource />
+      <sortByType />
+      <manualOrder />
+      <foldersAlwaysOnTop value="true" />
+    </navigator>
+    <panes>
+      <pane id="Scratches" />
+      <pane id="Scope" />
+      <pane id="ProjectPane">
+        <subPane>
+          <PATH>
+            <PATH_ELEMENT>
+              <option name="myItemId" value="Submission" />
+              <option name="myItemType" value="com.intellij.ide.projectView.impl.nodes.ProjectViewProjectNode" />
+            </PATH_ELEMENT>
+            <PATH_ELEMENT>
+              <option name="myItemId" value="Submission" />
+              <option name="myItemType" value="com.intellij.ide.projectView.impl.nodes.PsiDirectoryNode" />
+            </PATH_ELEMENT>
+          </PATH>
+          <PATH>
+            <PATH_ELEMENT>
+              <option name="myItemId" value="Submission" />
+              <option name="myItemType" value="com.intellij.ide.projectView.impl.nodes.ProjectViewProjectNode" />
+            </PATH_ELEMENT>
+            <PATH_ELEMENT>
+              <option name="myItemId" value="Submission" />
+              <option name="myItemType" value="com.intellij.ide.projectView.impl.nodes.PsiDirectoryNode" />
+            </PATH_ELEMENT>
+            <PATH_ELEMENT>
+              <option name="myItemId" value="tools" />
+              <option name="myItemType" value="com.intellij.ide.projectView.impl.nodes.PsiDirectoryNode" />
+            </PATH_ELEMENT>
+          </PATH>
+          <PATH>
+            <PATH_ELEMENT>
+              <option name="myItemId" value="Submission" />
+              <option name="myItemType" value="com.intellij.ide.projectView.impl.nodes.ProjectViewProjectNode" />
+            </PATH_ELEMENT>
+            <PATH_ELEMENT>
+              <option name="myItemId" value="Submission" />
+              <option name="myItemType" value="com.intellij.ide.projectView.impl.nodes.PsiDirectoryNode" />
+            </PATH_ELEMENT>
+            <PATH_ELEMENT>
+              <option name="myItemId" value="final_project" />
+              <option name="myItemType" value="com.intellij.ide.projectView.impl.nodes.PsiDirectoryNode" />
+            </PATH_ELEMENT>
+          </PATH>
+        </subPane>
+      </pane>
+    </panes>
+  </component>
+  <component name="PropertiesComponent">
+    <property name="settings.editor.selected.configurable" value="com.jetbrains.python.configuration.PythonContentEntriesConfigurable" />
+    <property name="last_opened_file_path" value="$PROJECT_DIR$" />
+  </component>
+  <component name="RunManager" selected="Python.poi_id">
+    <configuration default="false" name="poi_id" type="PythonConfigurationType" factoryName="Python" temporary="true">
+      <option name="INTERPRETER_OPTIONS" value="" />
+      <option name="PARENT_ENVS" value="true" />
+      <envs>
+        <env name="PYTHONUNBUFFERED" value="1" />
+      </envs>
+      <option name="SDK_HOME" value="" />
+      <option name="WORKING_DIRECTORY" value="$PROJECT_DIR$/final_project" />
+      <option name="IS_MODULE_SDK" value="true" />
+      <option name="ADD_CONTENT_ROOTS" value="true" />
+      <option name="ADD_SOURCE_ROOTS" value="true" />
+      <module name="Submission" />
+      <option name="SCRIPT_NAME" value="$PROJECT_DIR$/final_project/poi_id.py" />
+      <option name="PARAMETERS" value="" />
+      <option name="SHOW_COMMAND_LINE" value="false" />
+      <method />
+    </configuration>
+    <configuration default="false" name="enron_outliers" type="PythonConfigurationType" factoryName="Python" temporary="true">
+      <option name="INTERPRETER_OPTIONS" value="" />
+      <option name="PARENT_ENVS" value="true" />
+      <envs>
+        <env name="PYTHONUNBUFFERED" value="1" />
+      </envs>
+      <option name="SDK_HOME" value="" />
+      <option name="WORKING_DIRECTORY" value="$PROJECT_DIR$/tools" />
+      <option name="IS_MODULE_SDK" value="true" />
+      <option name="ADD_CONTENT_ROOTS" value="true" />
+      <option name="ADD_SOURCE_ROOTS" value="true" />
+      <module name="Submission" />
+      <option name="SCRIPT_NAME" value="$PROJECT_DIR$/tools/enron_outliers.py" />
+      <option name="PARAMETERS" value="" />
+      <option name="SHOW_COMMAND_LINE" value="false" />
+      <method />
+    </configuration>
+    <configuration default="true" type="PythonConfigurationType" factoryName="Python">
+      <option name="INTERPRETER_OPTIONS" value="" />
+      <option name="PARENT_ENVS" value="true" />
+      <envs>
+        <env name="PYTHONUNBUFFERED" value="1" />
+      </envs>
+      <option name="SDK_HOME" value="" />
+      <option name="WORKING_DIRECTORY" value="" />
+      <option name="IS_MODULE_SDK" value="false" />
+      <option name="ADD_CONTENT_ROOTS" value="true" />
+      <option name="ADD_SOURCE_ROOTS" value="true" />
+      <module name="Submission" />
+      <option name="SCRIPT_NAME" value="" />
+      <option name="PARAMETERS" value="" />
+      <option name="SHOW_COMMAND_LINE" value="false" />
+      <method />
+    </configuration>
+    <configuration default="true" type="Tox" factoryName="Tox">
+      <option name="INTERPRETER_OPTIONS" value="" />
+      <option name="PARENT_ENVS" value="true" />
+      <envs />
+      <option name="SDK_HOME" value="" />
+      <option name="WORKING_DIRECTORY" value="" />
+      <option name="IS_MODULE_SDK" value="false" />
+      <option name="ADD_CONTENT_ROOTS" value="true" />
+      <option name="ADD_SOURCE_ROOTS" value="true" />
+      <module name="Submission" />
+      <method />
+    </configuration>
+    <configuration default="true" type="tests" factoryName="Attests">
+      <option name="INTERPRETER_OPTIONS" value="" />
+      <option name="PARENT_ENVS" value="true" />
+      <envs />
+      <option name="SDK_HOME" value="" />
+      <option name="WORKING_DIRECTORY" value="" />
+      <option name="IS_MODULE_SDK" value="false" />
+      <option name="ADD_CONTENT_ROOTS" value="true" />
+      <option name="ADD_SOURCE_ROOTS" value="true" />
+      <module name="Submission" />
+      <option name="SCRIPT_NAME" value="" />
+      <option name="CLASS_NAME" value="" />
+      <option name="METHOD_NAME" value="" />
+      <option name="FOLDER_NAME" value="" />
+      <option name="TEST_TYPE" value="TEST_SCRIPT" />
+      <option name="PATTERN" value="" />
+      <option name="USE_PATTERN" value="false" />
+      <method />
+    </configuration>
+    <configuration default="true" type="tests" factoryName="Doctests">
+      <option name="INTERPRETER_OPTIONS" value="" />
+      <option name="PARENT_ENVS" value="true" />
+      <envs />
+      <option name="SDK_HOME" value="" />
+      <option name="WORKING_DIRECTORY" value="" />
+      <option name="IS_MODULE_SDK" value="false" />
+      <option name="ADD_CONTENT_ROOTS" value="true" />
+      <option name="ADD_SOURCE_ROOTS" value="true" />
+      <module name="Submission" />
+      <option name="SCRIPT_NAME" value="" />
+      <option name="CLASS_NAME" value="" />
+      <option name="METHOD_NAME" value="" />
+      <option name="FOLDER_NAME" value="" />
+      <option name="TEST_TYPE" value="TEST_SCRIPT" />
+      <option name="PATTERN" value="" />
+      <option name="USE_PATTERN" value="false" />
+      <method />
+    </configuration>
+    <configuration default="true" type="tests" factoryName="Nosetests">
+      <option name="INTERPRETER_OPTIONS" value="" />
+      <option name="PARENT_ENVS" value="true" />
+      <envs />
+      <option name="SDK_HOME" value="" />
+      <option name="WORKING_DIRECTORY" value="" />
+      <option name="IS_MODULE_SDK" value="false" />
+      <option name="ADD_CONTENT_ROOTS" value="true" />
+      <option name="ADD_SOURCE_ROOTS" value="true" />
+      <module name="Submission" />
+      <option name="SCRIPT_NAME" value="" />
+      <option name="CLASS_NAME" value="" />
+      <option name="METHOD_NAME" value="" />
+      <option name="FOLDER_NAME" value="" />
+      <option name="TEST_TYPE" value="TEST_SCRIPT" />
+      <option name="PATTERN" value="" />
+      <option name="USE_PATTERN" value="false" />
+      <option name="PARAMS" value="" />
+      <option name="USE_PARAM" value="false" />
+      <method />
+    </configuration>
+    <configuration default="true" type="tests" factoryName="Unittests">
+      <option name="INTERPRETER_OPTIONS" value="" />
+      <option name="PARENT_ENVS" value="true" />
+      <envs />
+      <option name="SDK_HOME" value="" />
+      <option name="WORKING_DIRECTORY" value="" />
+      <option name="IS_MODULE_SDK" value="false" />
+      <option name="ADD_CONTENT_ROOTS" value="true" />
+      <option name="ADD_SOURCE_ROOTS" value="true" />
+      <module name="Submission" />
+      <option name="SCRIPT_NAME" value="" />
+      <option name="CLASS_NAME" value="" />
+      <option name="METHOD_NAME" value="" />
+      <option name="FOLDER_NAME" value="" />
+      <option name="TEST_TYPE" value="TEST_SCRIPT" />
+      <option name="PATTERN" value="" />
+      <option name="USE_PATTERN" value="false" />
+      <option name="PUREUNITTEST" value="true" />
+      <option name="PARAMS" value="" />
+      <option name="USE_PARAM" value="false" />
+      <method />
+    </configuration>
+    <configuration default="true" type="tests" factoryName="py.test">
+      <option name="INTERPRETER_OPTIONS" value="" />
+      <option name="PARENT_ENVS" value="true" />
+      <envs />
+      <option name="SDK_HOME" value="" />
+      <option name="WORKING_DIRECTORY" value="" />
+      <option name="IS_MODULE_SDK" value="false" />
+      <option name="ADD_CONTENT_ROOTS" value="true" />
+      <option name="ADD_SOURCE_ROOTS" value="true" />
+      <module name="Submission" />
+      <option name="SCRIPT_NAME" value="" />
+      <option name="CLASS_NAME" value="" />
+      <option name="METHOD_NAME" value="" />
+      <option name="FOLDER_NAME" value="" />
+      <option name="TEST_TYPE" value="TEST_SCRIPT" />
+      <option name="PATTERN" value="" />
+      <option name="USE_PATTERN" value="false" />
+      <option name="testToRun" value="" />
+      <option name="keywords" value="" />
+      <option name="params" value="" />
+      <option name="USE_PARAM" value="false" />
+      <option name="USE_KEYWORD" value="false" />
+      <method />
+    </configuration>
+    <list size="2">
+      <item index="0" class="java.lang.String" itemvalue="Python.poi_id" />
+      <item index="1" class="java.lang.String" itemvalue="Python.enron_outliers" />
+    </list>
+    <recent_temporary>
+      <list size="2">
+        <item index="0" class="java.lang.String" itemvalue="Python.poi_id" />
+        <item index="1" class="java.lang.String" itemvalue="Python.enron_outliers" />
+      </list>
+    </recent_temporary>
+  </component>
+  <component name="ShelveChangesManager" show_recycled="false">
+    <option name="remove_strategy" value="false" />
+  </component>
+  <component name="TaskManager">
+    <task active="true" id="Default" summary="Default task">
+      <changelist id="bec3ae87-d40f-44c2-9e16-6cc7ff92d93e" name="Default" comment="" />
+      <created>1520998468412</created>
+      <option name="number" value="Default" />
+      <option name="presentableId" value="Default" />
+      <updated>1520998468412</updated>
+    </task>
+    <servers />
+  </component>
+  <component name="ToolWindowManager">
+    <frame x="-1506" y="40" width="1280" height="777" extended-state="0" />
+    <editor active="true" />
+    <layout>
+      <window_info id="Project" active="false" anchor="left" auto_hide="false" internal_type="DOCKED" type="DOCKED" visible="true" show_stripe_button="true" weight="0.24781573" sideWeight="0.5" order="0" side_tool="false" content_ui="combo" />
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+      <window_info id="Structure" active="false" anchor="left" auto_hide="false" internal_type="DOCKED" type="DOCKED" visible="false" show_stripe_button="true" weight="0.25" sideWeight="0.5" order="1" side_tool="false" content_ui="tabs" />
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+      <window_info id="Debug" active="false" anchor="bottom" auto_hide="false" internal_type="DOCKED" type="DOCKED" visible="false" show_stripe_button="true" weight="0.4" sideWeight="0.5" order="3" side_tool="false" content_ui="tabs" />
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+      <window_info id="Commander" active="false" anchor="right" auto_hide="false" internal_type="DOCKED" type="DOCKED" visible="false" show_stripe_button="true" weight="0.4" sideWeight="0.5" order="0" side_tool="false" content_ui="tabs" />
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+  </component>
+  <component name="VcsContentAnnotationSettings">
+    <option name="myLimit" value="2678400000" />
+  </component>
+  <component name="XDebuggerManager">
+    <breakpoint-manager />
+    <watches-manager />
+  </component>
+  <component name="editorHistoryManager">
+    <entry file="file://$PROJECT_DIR$/final_project/poi_id.py">
+      <provider selected="true" editor-type-id="text-editor">
+        <state relative-caret-position="90">
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+    </entry>
+    <entry file="file://$PROJECT_DIR$/final_project/tester.py">
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diff --git a/Enron Submission.pdf b/Enron Submission.pdf
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diff --git a/Resources b/Resources
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diff --git a/final_project/final_project_dataset.pkl b/final_project/final_project_dataset.pkl
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\ No newline at end of file
diff --git a/final_project/final_project_dataset_modified.pkl b/final_project/final_project_dataset_modified.pkl
new file mode 100644
index 0000000..ab97de9
--- /dev/null
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diff --git a/final_project/my_classifier.pkl b/final_project/my_classifier.pkl
new file mode 100644
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\ No newline at end of file
diff --git a/final_project/my_dataset.pkl b/final_project/my_dataset.pkl
new file mode 100644
index 0000000..3d2a391
--- /dev/null
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\ No newline at end of file
diff --git a/final_project/my_feature_list.pkl b/final_project/my_feature_list.pkl
new file mode 100644
index 0000000..083c60c
--- /dev/null
+++ b/final_project/my_feature_list.pkl
@@ -0,0 +1,10 @@
+(lp0
+S'poi'
+p1
+aS'exercised_stock_options'
+p2
+aS'total_stock_value'
+p3
+aS'bonus'
+p4
+a.
\ No newline at end of file
diff --git a/final_project/poi_id.py b/final_project/poi_id.py
new file mode 100644
index 0000000..ee0866d
--- /dev/null
+++ b/final_project/poi_id.py
@@ -0,0 +1,138 @@
+#!/usr/bin/python
+
+import pickle
+import sys
+
+sys.path.append("../tools/")
+
+from feature_format import featureFormat, targetFeatureSplit
+from tester import dump_classifier_and_data
+import pprint
+
+
+### Task 1: Select what features you'll use.
+### features_list is a list of strings, each of which is a feature name.
+### The first feature must be "poi".
+
+### Load the dictionary containing the dataset
+with open("final_project_dataset.pkl", "r") as data_file:
+    data_dict = pickle.load(data_file)
+
+
+### Task 2: Remove outliers - remove outlier given by enron_outliers.py file
+print len(data_dict)
+data_dict.pop("TOTAL", 0)
+### also another one by looking through the PDF
+data_dict.pop("THE TRAVEL AGENCY IN THE PARK", 0)
+### Checking to make sure exactly 2 entries are removed
+print len(data_dict)
+
+### Task 3: Create new feature(s)
+
+def dict_to_list(key,normalizer):
+    new_list=[]
+
+    for i in data_dict:
+        if data_dict[i][key]=="NaN" or data_dict[i][normalizer]=="NaN":
+            new_list.append(0.)
+        elif data_dict[i][key]>=0:
+            new_list.append(float(data_dict[i][key])/float(data_dict[i][normalizer]))
+    return new_list
+
+### create two lists of new features
+from_poi_email_fraction=dict_to_list("from_poi_to_this_person","to_messages")
+to_poi_email_fraction=dict_to_list("from_this_person_to_poi","from_messages")
+
+### insert new features into data_dict
+count=0
+for i in data_dict:
+    data_dict[i]["from_poi_email_fraction"]=from_poi_email_fraction[count]
+    data_dict[i]["to_poi_email_fraction"]=to_poi_email_fraction[count]
+    count +=1
+
+#picked the top 10 features with SelectKbest, then tuned the features by taking away 1 feature at a time, till I get the highest accuracy
+features_list = ['poi','exercised_stock_options', 'total_stock_value', 'bonus'\
+                 #,'salary'
+                #'to_poi_email_fraction'\
+                #'deferred_income'\
+                 #'long_term_incentive'\
+                 #'restricted_stock'\
+                 #'total_payments'\
+                 #'shared_receipt_with_poi'\
+                     ]
+
+# picking the top 10 features
+#pprint.pprint (Select_K_Best(data_dict, features_list, 10))
+
+### Store to my_dataset for easy export below.
+my_dataset = data_dict
+
+data = featureFormat(data_dict, features_list)
+
+### Extract features and labels from dataset for local testing
+data = featureFormat(my_dataset, features_list, sort_keys = True)
+labels, features = targetFeatureSplit(data)
+
+### Scale features
+from sklearn.preprocessing import MinMaxScaler
+
+scaler = MinMaxScaler()
+features = scaler.fit_transform(features)
+
+### Task 4: Try a varity of classifiers
+### Please name your classifier clf for easy export below.
+### Note that if you want to do PCA or other multi-stage operations,
+### you'll need to use Pipelines. For more info:
+### http://scikit-learn.org/stable/modules/pipeline.html
+
+# Provided to give you a starting point. Try a variety of classifiers.
+from sklearn.cross_validation import train_test_split
+features_train, features_test, labels_train, labels_test = \
+    train_test_split(features, labels, test_size=0.3, random_state=42)
+#Testing out Naive Bayes but decided not to use because Decision Tree offered better recall
+from sklearn.naive_bayes import GaussianNB
+clf1 = GaussianNB()
+clf1 = clf1.fit(features_train, labels_train)
+pred1 = clf1.predict(features_test)
+
+from tester import test_classifier
+print test_classifier(clf1, my_dataset, features_list, folds = 1000)
+
+### Task 6: Dump your classifier, dataset, and features_list so anyone can
+### check your results. You do not need to change anything below, but make sure
+### that the version of poi_id.py that you submit can be run on its own and
+### generates the necessary .pkl files for validating your results.
+
+
+### Task 5: Tune your classifier to achieve better than .3 precision and recall 
+### using our testing script. Check the tester.py script in the final project
+### folder for details on the evaluation method, especially the test_classifier
+### function. Because of the small size of the dataset, the script uses
+### stratified shuffle split cross validation. For more info: 
+### http://scikit-learn.org/stable/modules/generated/sklearn.cross_validation.StratifiedShuffleSplit.html
+
+# Example starting point. Try investigating other evaluation techniques!
+
+from sklearn.tree import DecisionTreeClassifier
+from sklearn.grid_search import GridSearchCV
+from sklearn.grid_search import RandomizedSearchCV
+from sklearn.cross_validation import cross_val_score
+
+dct = DecisionTreeClassifier(criterion = 'gini', min_samples_split = 2, max_depth = None, min_samples_leaf = 1)
+
+param_grid = {#"criterion": ["gini", "entropy"],
+              #"min_samples_split": [2, 10, 20],
+              #"max_depth": [None, 2, 5, 10],
+              #"min_samples_leaf": [1, 5, 10],
+              "max_leaf_nodes": [None, 5, 10, 20],
+              }
+clf = GridSearchCV(dct, param_grid, cv = 5, scoring = "recall")
+clf.fit(features_train, labels_train)
+
+
+print "Best Params: "
+pprint.pprint (clf.best_params_)
+
+print test_classifier(clf, my_dataset, features_list, folds = 1000)
+
+dump_classifier_and_data(clf, my_dataset, features_list)
diff --git a/final_project/poi_names.txt b/final_project/poi_names.txt
new file mode 100644
index 0000000..52778d1
--- /dev/null
+++ b/final_project/poi_names.txt
@@ -0,0 +1,37 @@
+http://usatoday30.usatoday.com/money/industries/energy/2005-12-28-enron-participants_x.htm
+
+(y) Lay, Kenneth
+(y) Skilling, Jeffrey
+(n) Howard, Kevin
+(n) Krautz, Michael
+(n) Yeager, Scott
+(n) Hirko, Joseph
+(n) Shelby, Rex
+(n) Bermingham, David
+(n) Darby, Giles
+(n) Mulgrew, Gary
+(n) Bayley, Daniel
+(n) Brown, James
+(n) Furst, Robert
+(n) Fuhs, William
+(n) Causey, Richard
+(n) Calger, Christopher
+(n) DeSpain, Timothy
+(n) Hannon, Kevin
+(n) Koenig, Mark
+(y) Forney, John
+(n) Rice, Kenneth
+(n) Rieker, Paula
+(n) Fastow, Lea
+(n) Fastow, Andrew
+(y) Delainey, David
+(n) Glisan, Ben
+(n) Richter, Jeffrey
+(n) Lawyer, Larry
+(n) Belden, Timothy
+(n) Kopper, Michael
+(n) Duncan, David
+(n) Bowen, Raymond
+(n) Colwell, Wesley
+(n) Boyle, Dan
+(n) Loehr, Christopher
diff --git a/final_project/tester.py b/final_project/tester.py
new file mode 100644
index 0000000..6ed8006
--- /dev/null
+++ b/final_project/tester.py
@@ -0,0 +1,105 @@
+#!/usr/bin/pickle
+
+""" a basic script for importing student's POI identifier,
+    and checking the results that they get from it 
+ 
+    requires that the algorithm, dataset, and features list
+    be written to my_classifier.pkl, my_dataset.pkl, and
+    my_feature_list.pkl, respectively
+
+    that process should happen at the end of poi_id.py
+"""
+
+import pickle
+import sys
+from sklearn.cross_validation import StratifiedShuffleSplit
+sys.path.append("../tools/")
+from tools.feature_format import featureFormat, targetFeatureSplit
+
+PERF_FORMAT_STRING = "\
+\tAccuracy: {:>0.{display_precision}f}\tPrecision: {:>0.{display_precision}f}\t\
+Recall: {:>0.{display_precision}f}\tF1: {:>0.{display_precision}f}\tF2: {:>0.{display_precision}f}"
+RESULTS_FORMAT_STRING = "\tTotal predictions: {:4d}\tTrue positives: {:4d}\tFalse positives: {:4d}\
+\tFalse negatives: {:4d}\tTrue negatives: {:4d}"
+
+def test_classifier(clf, dataset, feature_list, folds = 1000):
+    data = featureFormat(dataset, feature_list, sort_keys = True)
+    labels, features = targetFeatureSplit(data)
+    cv = StratifiedShuffleSplit(labels, folds, random_state = 42)
+    true_negatives = 0
+    false_negatives = 0
+    true_positives = 0
+    false_positives = 0
+    for train_idx, test_idx in cv: 
+        features_train = []
+        features_test  = []
+        labels_train   = []
+        labels_test    = []
+        for ii in train_idx:
+            features_train.append( features[ii] )
+            labels_train.append( labels[ii] )
+        for jj in test_idx:
+            features_test.append( features[jj] )
+            labels_test.append( labels[jj] )
+        
+        ### fit the classifier using training set, and test on test set
+        clf.fit(features_train, labels_train)
+        predictions = clf.predict(features_test)
+        for prediction, truth in zip(predictions, labels_test):
+            if prediction == 0 and truth == 0:
+                true_negatives += 1
+            elif prediction == 0 and truth == 1:
+                false_negatives += 1
+            elif prediction == 1 and truth == 0:
+                false_positives += 1
+            elif prediction == 1 and truth == 1:
+                true_positives += 1
+            else:
+                print "Warning: Found a predicted label not == 0 or 1."
+                print "All predictions should take value 0 or 1."
+                print "Evaluating performance for processed predictions:"
+                break
+    try:
+        total_predictions = true_negatives + false_negatives + false_positives + true_positives
+        accuracy = 1.0*(true_positives + true_negatives)/total_predictions
+        precision = 1.0*true_positives/(true_positives+false_positives)
+        recall = 1.0*true_positives/(true_positives+false_negatives)
+        f1 = 2.0 * true_positives/(2*true_positives + false_positives+false_negatives)
+        f2 = (1+2.0*2.0) * precision*recall/(4*precision + recall)
+        print clf
+        print PERF_FORMAT_STRING.format(accuracy, precision, recall, f1, f2, display_precision = 5)
+        print RESULTS_FORMAT_STRING.format(total_predictions, true_positives, false_positives, false_negatives, true_negatives)
+        print ""
+    except:
+        print "Got a divide by zero when trying out:", clf
+        print "Precision or recall may be undefined due to a lack of true positive predicitons."
+
+CLF_PICKLE_FILENAME = "my_classifier.pkl"
+DATASET_PICKLE_FILENAME = "my_dataset.pkl"
+FEATURE_LIST_FILENAME = "my_feature_list.pkl"
+
+def dump_classifier_and_data(clf, dataset, feature_list):
+    with open(CLF_PICKLE_FILENAME, "w") as clf_outfile:
+        pickle.dump(clf, clf_outfile)
+    with open(DATASET_PICKLE_FILENAME, "w") as dataset_outfile:
+        pickle.dump(dataset, dataset_outfile)
+    with open(FEATURE_LIST_FILENAME, "w") as featurelist_outfile:
+        pickle.dump(feature_list, featurelist_outfile)
+
+def load_classifier_and_data():
+    with open(CLF_PICKLE_FILENAME, "r") as clf_infile:
+        clf = pickle.load(clf_infile)
+    with open(DATASET_PICKLE_FILENAME, "r") as dataset_infile:
+        dataset = pickle.load(dataset_infile)
+    with open(FEATURE_LIST_FILENAME, "r") as featurelist_infile:
+        feature_list = pickle.load(featurelist_infile)
+    return clf, dataset, feature_list
+
+def main():
+    ### load up student's classifier, dataset, and feature_list
+    clf, dataset, feature_list = load_classifier_and_data()
+    ### Run testing script
+    test_classifier(clf, dataset, feature_list)
+
+if __name__ == '__main__':
+    main()
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diff --git a/tools/__init__.py b/tools/__init__.py
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diff --git a/tools/enron_outliers.py b/tools/enron_outliers.py
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index 0000000..7479767
--- /dev/null
+++ b/tools/enron_outliers.py
@@ -0,0 +1,28 @@
+#!/usr/bin/python
+
+import pickle
+import sys
+
+import matplotlib.pyplot
+
+sys.path.append("../tools/")
+from tools.feature_format import featureFormat
+
+### read in data dictionary, convert to numpy array
+data_dict = pickle.load( open("../final_project/final_project_dataset.pkl", "r") )
+features = ["salary", "bonus"]
+#data_dict.pop("TOTAL", 0 )
+data = featureFormat(data_dict, features)
+
+
+### your code below
+
+for point in data:
+    salary = point[0]
+    bonus = point[1]
+    matplotlib.pyplot.scatter( salary, bonus )
+
+matplotlib.pyplot.xlabel("salary")
+matplotlib.pyplot.ylabel("bonus")
+matplotlib.pyplot.show()
+
diff --git a/tools/feature_format.py b/tools/feature_format.py
new file mode 100644
index 0000000..d15d9e1
--- /dev/null
+++ b/tools/feature_format.py
@@ -0,0 +1,127 @@
+#!/usr/bin/python
+
+""" 
+    A general tool for converting data from the
+    dictionary format to an (n x k) python list that's 
+    ready for training an sklearn algorithm
+
+    n--no. of key-value pairs in dictonary
+    k--no. of features being extracted
+
+    dictionary keys are names of persons in dataset
+    dictionary values are dictionaries, where each
+        key-value pair in the dict is the name
+        of a feature, and its value for that person
+
+    In addition to converting a dictionary to a numpy 
+    array, you may want to separate the labels from the
+    features--this is what targetFeatureSplit is for
+
+    so, if you want to have the poi label as the target,
+    and the features you want to use are the person's
+    salary and bonus, here's what you would do:
+
+    feature_list = ["poi", "salary", "bonus"] 
+    data_array = featureFormat( data_dictionary, feature_list )
+    label, features = targetFeatureSplit(data_array)
+
+    the line above (targetFeatureSplit) assumes that the
+    label is the _first_ item in feature_list--very important
+    that poi is listed first!
+"""
+
+
+import numpy as np
+
+def featureFormat( dictionary, features, remove_NaN=True, remove_all_zeroes=True, remove_any_zeroes=False, sort_keys = False):
+    """ convert dictionary to numpy array of features
+        remove_NaN = True will convert "NaN" string to 0.0
+        remove_all_zeroes = True will omit any data points for which
+            all the features you seek are 0.0
+        remove_any_zeroes = True will omit any data points for which
+            any of the features you seek are 0.0
+        sort_keys = True sorts keys by alphabetical order. Setting the value as
+            a string opens the corresponding pickle file with a preset key
+            order (this is used for Python 3 compatibility, and sort_keys
+            should be left as False for the course mini-projects).
+        NOTE: first feature is assumed to be 'poi' and is not checked for
+            removal for zero or missing values.
+    """
+
+
+    return_list = []
+
+    # Key order - first branch is for Python 3 compatibility on mini-projects,
+    # second branch is for compatibility on final project.
+    if isinstance(sort_keys, str):
+        import pickle
+        keys = pickle.load(open(sort_keys, "rb"))
+    elif sort_keys:
+        keys = sorted(dictionary.keys())
+    else:
+        keys = dictionary.keys()
+
+    for key in keys:
+        tmp_list = []
+        for feature in features:
+            try:
+                dictionary[key][feature]
+            except KeyError:
+                print "error: key ", feature, " not present"
+                return
+            value = dictionary[key][feature]
+            if value=="NaN" and remove_NaN:
+                value = 0
+            tmp_list.append( float(value) )
+
+        # Logic for deciding whether or not to add the data point.
+        append = True
+        # exclude 'poi' class as criteria.
+        if features[0] == 'poi':
+            test_list = tmp_list[1:]
+        else:
+            test_list = tmp_list
+        ### if all features are zero and you want to remove
+        ### data points that are all zero, do that here
+        if remove_all_zeroes:
+            append = False
+            for item in test_list:
+                if item != 0 and item != "NaN":
+                    append = True
+                    break
+        ### if any features for a given data point are zero
+        ### and you want to remove data points with any zeroes,
+        ### handle that here
+        if remove_any_zeroes:
+            if 0 in test_list or "NaN" in test_list:
+                append = False
+        ### Append the data point if flagged for addition.
+        if append:
+            return_list.append( np.array(tmp_list) )
+
+    return np.array(return_list)
+
+
+def targetFeatureSplit( data ):
+    """ 
+        given a numpy array like the one returned from
+        featureFormat, separate out the first feature
+        and put it into its own list (this should be the 
+        quantity you want to predict)
+
+        return targets and features as separate lists
+
+        (sklearn can generally handle both lists and numpy arrays as 
+        input formats when training/predicting)
+    """
+
+    target = []
+    features = []
+    for item in data:
+        target.append( item[0] )
+        features.append( item[1:] )
+
+    return target, features
+
+
+import pickle
\ No newline at end of file
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