diff --git a/.condarc b/.condarc
new file mode 100644
index 0000000..364cb1a
--- /dev/null
+++ b/.condarc
@@ -0,0 +1,7 @@
+channels:
+    - defaults
+
+show_channel_urls: True
+
+create_default_packages:
+    - nomkl
diff --git a/CHANGELOG.md b/CHANGELOG.md
new file mode 100644
index 0000000..17198e3
--- /dev/null
+++ b/CHANGELOG.md
@@ -0,0 +1,13 @@
+# Change Log
+
+All changes to this project will be documented in this file.
+
+Version number changes (major.minor.micro) in this package denote the following:
+- A micro version will increase if the only change in a release is incrementing micro versions (bugfix-only releases) on the packages contained in this image.
+- A minor version will increase if one or more packages contained in the Docker image add new, backwards-compatible features, or if a new package is added to the Docker image.
+- A major version will increase if there are any backwards-incompatible changes in any of the packages contained in this Docker image, or any other backwards-incompabile changes in the execution environment.
+
+## [1.0.0] - 2017-01-17
+
+* Initial Release
+
diff --git a/CODE_OF_CONDUCT.md b/CODE_OF_CONDUCT.md
new file mode 100644
index 0000000..06a295e
--- /dev/null
+++ b/CODE_OF_CONDUCT.md
@@ -0,0 +1,50 @@
+# Contributor Code of Conduct
+
+As contributors and maintainers of this project, and in the interest of
+fostering an open and welcoming community, we pledge to respect all people who
+contribute through reporting issues, posting feature requests, updating
+documentation, submitting pull requests or patches, and other activities.
+
+We are committed to making participation in this project a harassment-free
+experience for everyone, regardless of level of experience, gender, gender
+identity and expression, sexual orientation, disability, personal appearance,
+body size, race, ethnicity, age, religion, or nationality.
+
+Examples of unacceptable behavior by participants include:
+
+* The use of sexualized language or imagery
+* Personal attacks
+* Trolling or insulting/derogatory comments
+* Public or private harassment
+* Publishing other's private information, such as physical or electronic
+  addresses, without explicit permission
+* Other unethical or unprofessional conduct
+
+Project maintainers have the right and responsibility to remove, edit, or
+reject comments, commits, code, wiki edits, issues, and other contributions
+that are not aligned to this Code of Conduct, or to ban temporarily or
+permanently any contributor for other behaviors that they deem inappropriate,
+threatening, offensive, or harmful.
+
+By adopting this Code of Conduct, project maintainers commit themselves to
+fairly and consistently applying these principles to every aspect of managing
+this project. Project maintainers who do not follow or enforce the Code of
+Conduct may be permanently removed from the project team.
+
+This Code of Conduct applies both within project spaces and in public spaces
+when an individual is representing the project or its community.
+
+Instances of abusive, harassing, or otherwise unacceptable behavior may be
+reported by contacting a project maintainer at opensource@civisanalytics.com.
+All complaints will be reviewed and investigated and will result in a response
+that is deemed necessary and appropriate to the circumstances. Maintainers are
+obligated to maintain confidentiality with regard to the reporter of an
+incident.
+
+
+This Code of Conduct is adapted from the [Contributor Covenant][homepage],
+version 1.3.0, available at
+[http://contributor-covenant.org/version/1/3/0/][version]
+
+[homepage]: http://contributor-covenant.org
+[version]: http://contributor-covenant.org/version/1/3/0/
diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
new file mode 100644
index 0000000..e437599
--- /dev/null
+++ b/CONTRIBUTING.md
@@ -0,0 +1,42 @@
+# Contributing to datascience-python
+
+We welcome bug reports and pull requests from everyone!
+This project is intended to be a safe, welcoming space for collaboration, and
+contributors are expected to adhere to the
+[Contributor Covenant](http://contributor-covenant.org) code of conduct.
+
+
+## Getting Started
+
+There are two ways to contribute:
+
+### File an Issue
+
+If you find a bug or think of a useful improvement,
+file an issue in this GitHub repository. Make sure to
+include details about what you think should be changed
+and why. If you're reporting a bug, please provide
+a minimum working example so that a maintainer can
+reproduce the bug.
+
+### Modify the Docker image
+
+If you know exactly what needs to change, you can also
+submit a pull request to propose the change.
+
+1. Fork it ( https://github.com/civisanalytics/datascience-python/fork ).
+2. Make sure you are able to build the Docker image locally (`docker build -t datascience-python:test .`)
+3. Create a feature branch (`git checkout -b my-new-feature`).
+4. Make your change.
+5. Make sure the new image still builds correctly. Test that your change is present in the new build.
+6. Commit your changes (`git commit -am 'Add some feature'`).
+7. Push to the branch (`git push origin my-new-feature`).
+8. Create a new pull request with details about your changes.
+9. If the build fails, address any issues.
+
+## Tips
+
+- Don’t forget to add your change to the [CHANGELOG](CHANGELOG.md). See
+  [Keep a CHANGELOG](http://keepachangelog.com/) for guidelines.
+
+Thank you for taking the time to contribute!
diff --git a/Dockerfile b/Dockerfile
new file mode 100644
index 0000000..17ccd9f
--- /dev/null
+++ b/Dockerfile
@@ -0,0 +1,54 @@
+FROM ubuntu:14.04
+MAINTAINER support@civisanalytics.com
+
+# Ensure UTF-8 locale.
+RUN locale-gen en_US.UTF-8
+
+# Set environment variables for UTF-8, conda, and shell environments
+ENV LANG=en_US.UTF-8 \
+    LANGUAGE=en_US:en \
+    LC_ALL=en_US.UTF-8 \
+    CONDARC=/opt/conda/.condarc \
+    BASH_ENV=/etc/profile \
+    PATH=/opt/conda/envs/datascience/bin:/opt/conda/bin:$PATH
+
+RUN DEBIAN_FRONTEND=noninteractive apt-get update -y && \
+  apt-get install -y software-properties-common && \
+  apt-get install -y \
+      make \
+      automake \
+      libpq-dev \
+      libffi-dev \
+      gfortran \
+      g++ \
+      git \
+      libboost-program-options-dev \
+      libtool \
+      libxrender1 \
+      wget \
+      ca-certificates \
+      curl
+
+RUN echo 'export PATH=/opt/conda/bin:$PATH' > /etc/profile.d/conda.sh && \
+    wget --quiet https://repo.continuum.io/miniconda/Miniconda3-4.1.11-Linux-x86_64.sh && \
+    /bin/bash /Miniconda3-4.1.11-Linux-x86_64.sh -b -p /opt/conda && \
+    rm Miniconda3-4.1.11-Linux-x86_64.sh && \
+    /opt/conda/bin/conda install --yes conda==4.1.11
+
+# environment for bash
+RUN echo "source activate datascience" >> /etc/bash.bashrc
+
+# Red Hat and Debian use different names for this file. git2R wants the latter.
+# See conda-recipes GH 423
+RUN ln -s /opt/conda/lib/libopenblas.so /opt/conda/lib/libblas.so && \
+    ln -s /opt/conda/lib/libopenblas.so /opt/conda/lib/liblapack.so && \
+    ln -s /opt/conda/lib/libssl.so /opt/conda/lib/libssl.so.6 && \
+    ln -s /opt/conda/lib/libcrypto.so /opt/conda/lib/libcrypto.so.6
+
+# Install boto in the base environment for private s3 channel support.
+# Install Python Packages
+COPY .condarc /opt/conda/.condarc
+COPY environment.yml environment.yml
+RUN conda install -y boto && \
+    conda install -y nomkl && \
+    conda env create -f environment.yml
diff --git a/LICENSE.md b/LICENSE.md
new file mode 100644
index 0000000..3a13e93
--- /dev/null
+++ b/LICENSE.md
@@ -0,0 +1,27 @@
+Copyright (c) 2017, Civis Analytics
+All rights reserved.
+
+Redistribution and use in source and binary forms, with or without
+modification, are permitted provided that the following conditions are met:
+
+1. Redistributions of source code must retain the above copyright notice, this
+   list of conditions and the following disclaimer.
+
+2. Redistributions in binary form must reproduce the above copyright notice,
+   this list of conditions and the following disclaimer in the documentation
+   and/or other materials provided with the distribution.
+
+3. Neither the name of the copyright holder nor the names of its contributors
+   may be used to endorse or promote products derived from this software
+   without specific prior written permission.
+
+THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS"
+AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE
+IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE
+DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE
+FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL
+DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR
+SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER
+CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY,
+OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE
+OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
diff --git a/README.md b/README.md
new file mode 100644
index 0000000..25a3120
--- /dev/null
+++ b/README.md
@@ -0,0 +1,73 @@
+# Data Science Docker Image
+
+This image is created from the official Ubuntu 14.04 Docker image and contains popular Python packages for data science.
+
+# Introduction
+
+This repository defines the "[civisanalytics/datascience-python](https://hub.docker.com/r/civisanalytics/datascience-python/)"
+Docker image. This Docker image provides an environment with data science tools
+from the Python ecosystem. This image is the execution environment for Python
+jobs in the [Civis data science platform](https://civisanalytics.com/products/civis-platform/),
+and it includes the Civis [Python API client](https://github.com/civisanalytics/civis-python).
+
+# Installation
+
+Either build the Docker image locally
+```bash
+docker build -t datascience-python .
+```
+
+or download the image from DockerHub
+```bash
+docker pull civisanalytics/datascience-python:latest
+```
+
+The `latest` tag (Docker's default if you don't specify a tag)
+will give you the most recently-built version of the datascience-python
+image. You can replace the tag `latest` with a version number such as `1.0`
+to retrieve a reproducible environment.
+
+# Usage
+
+Inside the datascience-python Docker image, Python packages are installed in a
+conda environment named "datascience", which is automatically entered when a user
+enters the container. For a full list of included Python libraries, see the
+[environment.yml](environment.yml) file.
+
+To start a Docker container from the datascience-python image and
+interact with it from a bash prompt, use
+```bash
+docker run -i -t civisanalytics/datascience-python:latest /bin/bash
+```
+
+You can run a Python command with
+```bash
+docker run civisanalytics/datascience-python:latest python -c "import pandas; print(pandas.__version__)"
+```
+
+# Contributing
+
+See [CONTRIBUTING](CONTRIBUTING.md) for information about contributing to this project.
+
+If you make any changes, be sure to build a container to verify that it successfully completes:
+```bash
+docker build -t datascience-python:test .
+```
+and describe any changes in the [change log](CHANGELOG.md).
+
+## For Maintainers
+
+This repo has autobuild enabled. Any PR that is merged to master will
+be built as the `latest` tag on Dockerhub.
+Once you are ready to create a new version, go to the "releases" tab of the repository and click
+"Draft a new release". Github will prompt you to create a new tag, release title, and release 
+description. The tag should use semantic versioning in the form "vX.X.X"; "major.minor.micro".
+The title of the release should be the same as the tag. Include a change log in the release description.
+Once the release is tagged, DockerHub will automatically build three identical containers, with labels
+"major", "major.minor", and "major.minor.micro".
+
+# License
+
+BSD-3
+
+See [LICENSE.md](LICENSE.md) for details.
diff --git a/circle.yml b/circle.yml
new file mode 100644
index 0000000..0ed28ec
--- /dev/null
+++ b/circle.yml
@@ -0,0 +1,13 @@
+machine:
+    services:
+        - docker
+
+dependencies:
+    override:
+        - docker build -t civisanalytics/datascience-python .
+
+test:
+    override:
+        - docker run civisanalytics/datascience-python /bin/bash -c "echo BUILDS OK"
+        - docker run civisanalytics/datascience-python python -c "from scipy.linalg import _fblas"
+        - docker run civisanalytics/datascience-python python -c "import numpy, matplotlib, os; matplotlib.use('Agg'); import matplotlib.pyplot as plt; x = numpy.arange(100); y = numpy.sin(x); plt.plot(x, y);"
diff --git a/environment.yml b/environment.yml
new file mode 100644
index 0000000..39c9d94
--- /dev/null
+++ b/environment.yml
@@ -0,0 +1,43 @@
+name: datascience
+dependencies:
+- beautifulsoup4=4.5.1
+- cython=0.25.1
+- ipython=5.1.0
+- jsonschema=2.5.1
+- jupyter=1.0.0
+- jinja2=2.8
+- libffi=3.2.1
+- libgcc=5.2.0
+- libgfortran=3.0.0
+- libsodium=1.0.10
+- libtiff=4.0.6
+- libxml2=2.9.2
+- matplotlib=1.5.3
+- nomkl=1.0
+- nose=1.3.7
+- nltk=3.2.1
+- numexpr=2.6.1
+- numpy=1.11.2
+- openblas=0.2.14
+- pandas=0.19.1
+- patsy=0.4.1
+- psycopg2=2.6.2
+- pycrypto=2.6.1
+- pytest=3.0.5
+- python=3.5.2
+- pyyaml=3.11
+- requests=2.12.1
+- seaborn=0.7.1
+- scipy=0.18.1
+- scikit-learn=0.18.1
+- statsmodels=0.6.1
+- pip:
+  - awscli==1.11.27
+  - boto==2.43.0
+  - boto3==1.4.2
+  - civis==1.1.0
+  - dropbox==7.1.1
+  - ftputil==3.3.1
+  - pysftp==0.2.9
+  - python-simple-hipchat==0.4.0
+  - urllib3==1.19
\ No newline at end of file