DOC: jupyter notebook, expanded welcome & improved install notes

2026-10-29 13:00:42 +08:00 · 2017-10-31 13:57:38 -06:00
1 parent 5dd75f7fbb
commit 8745577f97
@@ -9,6 +9,7 @@ Table of Contents

   install
   beginner-tutorial
+   jupyter
   live-trading
   naming-convention
   videos
@@ -1,6 +1,13 @@
 Install
 =======

+To get started with Catalyst, you will need to install it in your computer. 
+Like any other piece of software, Catalyst has a number of dependencies 
+(other software on which it depends to run) that you will need to install, as 
+well. We recommend using a software named ``Conda`` that will manage all 
+these dependencies for you, and set up the environment needed to get you up 
+and running as easily as possible. See :ref:`Installing with Conda <conda>`.
+
 Installing with ``pip``
 -----------------------

@@ -9,19 +16,20 @@ Python package.

 There are two reasons for the additional complexity:

-1. Catalyst ships several C extensions that require access to the CPython C API.
-   In order to build the C extensions, ``pip`` needs access to the CPython
-   header files for your Python installation.
+1. Catalyst ships several C extensions that require access to the CPython C 
+   API. In order to build the C extensions, ``pip`` needs access to the 
+   CPython header files for your Python installation.

 2. Catalyst depends on `numpy <http://www.numpy.org/>`_, the core library for
   numerical array computing in Python.  Numpy depends on having the `LAPACK
   <http://www.netlib.org/lapack>`_ linear algebra routines available.

-Because LAPACK and the CPython headers are non-Python dependencies, the correct
-way to install them varies from platform to platform.  If you'd rather use a
-single tool to install Python and non-Python dependencies, or if you're already
-using `Anaconda <http://continuum.io/downloads>`_ as your Python distribution,
-you can skip to the :ref:`Installing with Conda <conda>` section.
+Because LAPACK and the CPython headers are non-Python dependencies, the 
+correctway to install them varies from platform to platform.  If you'd rather 
+use a single tool to install Python and non-Python dependencies, or if you're 
+already using `Anaconda <http://continuum.io/downloads>`_ as your Python 
+distribution, you can skip to the :ref:`Installing with Conda <conda>` 
+section.

 Once you've installed the necessary additional dependencies (see below for
 your particular platform), you should be able to simply run
@@ -34,8 +42,8 @@ If you use Python for anything other than Catalyst, we **strongly** recommend
 that you install in a `virtualenv
 <https://virtualenv.readthedocs.org/en/latest>`_.  The `Hitchhiker's Guide to
 Python`_ provides an `excellent tutorial on virtualenv
-<http://docs.python-guide.org/en/latest/dev/virtualenvs/>`_. Here's a summarized
-version:
+<http://docs.python-guide.org/en/latest/dev/virtualenvs/>`_. Here's a 
+summarized version:

 .. code-block:: bash

@@ -44,9 +52,10 @@ version:
   $ source ./catalyst-venv/bin/activate
   $ pip install enigma-catalyst

-Though not required by Catalyst directly, our example algorithms use matplotlib 
-to visually display the results of the trading algorithms. If you wish to run 
-any examples or use matplotlib during development, it can be installed using:
+Though not required by Catalyst directly, our example algorithms use 
+matplotlib to visually display the results of the trading algorithms. If you 
+wish to run any examples or use matplotlib during development, it can be 
+installed using:

 .. code-block:: bash

@@ -91,12 +100,12 @@ On `Arch Linux`_, you can acquire the additional dependencies via ``pacman``:
 OSX
 ~~~

-The version of Python shipped with OSX by default is generally out of date, and
-has a number of quirks because it's used directly by the operating system.  For
-these reasons, many developers choose to install and use a separate Python
+The version of Python shipped with OSX by default is generally out of date, 
+and has a number of quirks because it's used directly by the operating system.
+For these reasons, many developers choose to install and use a separate Python
 installation. The `Hitchhiker's Guide to Python`_ provides an excellent guide
-to `Installing Python on OSX <http://docs.python-guide.org/en/latest/>`_, which
-explains how to install Python with the `Homebrew`_ manager.
+to `Installing Python on OSX <http://docs.python-guide.org/en/latest/>`_, 
+which explains how to install Python with the `Homebrew`_ manager.

 Assuming you've installed Python with Homebrew, you'll also likely need the
 following brew packages:
@@ -108,54 +117,59 @@ following brew packages:
 OSX + virtualenv + matplotlib
 ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^

-A note about using matplotlib in virtual enviroments on OSX: it may be necessary to run
+A note about using matplotlib in virtual enviroments on OSX: it may be 
+necessary to run

 .. code-block:: bash

   echo "backend: TkAgg" > ~/.matplotlib/matplotlibrc

-in order to override the default ``macosx`` backend for your system, which may not 
-be accessible from inside the virtual environment. This will allow Catalyst to open 
-matplotlib charts from within a virtual environment, which is useful for displaying 
-the performance of your backtests.  To learn more about matplotlib backends, please refer to the
+in order to override the default ``macosx`` backend for your system, which 
+may not be accessible from inside the virtual environment. This will allow 
+Catalyst to open matplotlib charts from within a virtual environment, which 
+is useful for displaying the performance of your backtests.  To learn more 
+about matplotlib backends, please refer to the
 `matplotlib backend documentation <https://matplotlib.org/faq/usage_faq.html#what-is-a-backend>`_.

+.. _windows:

 Windows
 ~~~~~~~

 In Windows, you will need the `Microsoft Visual C++ Compiler for Python 2.7 
-<https://www.microsoft.com/en-us/download/details.aspx?id=44266>`_. This package 
-contains the compiler and the set of system headers necessary for producing 
-binary wheels for Python 2.7 packages. If it's not already in your system, download
-it and install it before proceeding to the next step.
+<https://www.microsoft.com/en-us/download/details.aspx?id=44266>`_. This 
+package contains the compiler and the set of system headers necessary for 
+producing binary wheels for Python 2.7 packages. If it's not already in your 
+system, download it and install it before proceeding to the next step.

 For windows, the easiest and best supported way to install Catalyst is to use
 :ref:`Conda <conda>`.

-Some problems we have encountered installing the **Visual C++ Compiler** mentioned above 
-are as follows:
+Some problems we have encountered installing the **Visual C++ Compiler** 
+mentioned above are as follows:

 - **The system administrator has set policies to prevent this installation**.
  
-  In some systems, there is a default *Windows Software Restriction* policy that
-  prevents the installation of some software packages like this one. You'll have 
-  to change the Registry to circumvent this:
+  In some systems, there is a default *Windows Software Restriction* policy 
+  that prevents the installation of some software packages like this one. 
+  You'll have to change the Registry to circumvent this:

-  - Click ``Start``, and search for ``regedit`` and launch the ``Registry Editor``
+  - Click ``Start``, and search for ``regedit`` and launch the 
+    ``Registry Editor``
  - Navigate to the following folder:
    ``HKEY_LOCAL_MACHINE\SOFTWARE\Policies\Microsoft\Windows\Installer``
  - If there is an entry for ``DisableMSI``, set the Value data to 0.
-  - If there is no such entry, click on the ``Edit`` menu -> ``New`` -> ``DWORD (32-bit) Value`` 
-    and enter ``DisableMSI`` as the Name (and by default you get 0 as the Value Data)
+  - If there is no such entry, click on the ``Edit`` menu -> ``New`` -> 
+    ``DWORD (32-bit) Value`` and enter ``DisableMSI`` as the Name (and by 
+    default you get 0 as the Value Data)

 |
 - **The installer has encountered an unexpected error installing this package. 
  This may indicate a problem with this package. The error code is 2503.**

-  We have observed this when trying to install a package without enough administrator 
-  permissions. Even when you are logged in as an Administrator, you have to explictily 
-  install this package with administrator privileges:
+  We have observed this when trying to install a package without enough 
+  administrator permissions. Even when you are logged in as an Administrator, 
+  you have to explictily install this package with administrator privileges:

  - Click ``Start`` and find ``CMD`` or ``Command Prompt``
  - Right click on it and choose ``Run as administrator``
@@ -166,21 +180,22 @@ are as follows:
 Amazon Linux AMI
 ~~~~~~~~~~~~~~~~

-The packages ``pip`` and ``setuptools`` that come shipped by default are very outdated. 
-Thus, you first need to run:
+The packages ``pip`` and ``setuptools`` that come shipped by default are very 
+outdated. Thus, you first need to run:

 .. code-block:: bash

   pip install --upgrade pip setuptools

-The default installation is also missing the C and C++ compilers, which you install by:
+The default installation is also missing the C and C++ compilers, which you 
+install by:

 .. code-block:: bash

   sudo yum install gcc gcc-c++

-Then you should follow the regular installation instructions outlined at the beginning 
-of this page.
+Then you should follow the regular installation instructions outlined at the 
+beginning of this page.


 Troubleshooting ``pip`` Install
@@ -205,17 +220,24 @@ Troubleshooting ``pip`` Install
 ----

 **Issue**: 
-   Package enigma-catalyst cannot still be found, even after upgrading pip (see above), with an error similar to:
+   Package enigma-catalyst cannot still be found, even after upgrading pip 
+   (see above), with an error similar to:

   .. code-block:: bash

      Downloading/unpacking enigma-catalyst
-      Could not find a version that satisfies the requirement enigma-catalyst (from versions: 0.1.dev9, 0.2.dev2, 0.1.dev4, 0.1.dev5, 0.1.dev3, 0.2.dev1, 0.1.dev8, 0.1.dev6)
+      Could not find a version that satisfies the requirement enigma-catalyst 
+      (from versions: 0.1.dev9, 0.2.dev2, 0.1.dev4, 0.1.dev5, 0.1.dev3, 
+      0.2.dev1, 0.1.dev8, 0.1.dev6)
      Cleaning up...
      No distributions matching the version for enigma-catalyst

 **Solution**:
-   In some systems (this error has been reported in Ubuntu), pip is configured to only find stable versions by default. Since Catalyst is in alpha version, pip cannot find a matching version that satisfies the installation requirements. The solution is to include the `--pre` flag to include pre-release and development versions:
+   In some systems (this error has been reported in Ubuntu), pip is configured 
+   to only find stable versions by default. Since Catalyst is in alpha 
+   version, pip cannot find a matching version that satisfies the installation 
+   requirements. The solution is to include the `--pre` flag to include 
+   pre-release and development versions:

   .. code-block:: bash

@@ -251,10 +273,14 @@ Troubleshooting ``pip`` Install
 ----

 **Issue**: 
-   Installation fails with error: ``fatal error: Python.h: No such file or directory``
+   Installation fails with error: 
+   ``fatal error: Python.h: No such file or directory``

 **Solution**: 
-   Some systems (this issue has been reported in Ubuntu) require `python-dev` for the proper build and installation of package dependencies. The solution is to install python-dev, which is independent of the virtual environment. In Ubuntu, you would need to run:
+   Some systems (this issue has been reported in Ubuntu) require `python-dev` 
+   for the proper build and installation of package dependencies. The solution 
+   is to install python-dev, which is independent of the virtual environment. 
+   In Ubuntu, you would need to run:

   .. code-block:: bash

@@ -272,36 +298,41 @@ comes as part of Continuum Analytics' `Anaconda

 The primary advantage of using Conda over ``pip`` is that conda natively
 understands the complex binary dependencies of packages like ``numpy`` and
-``scipy``.  This means that ``conda`` can install Catalyst and its dependencies
-without requiring the use of a second tool to acquire Catalyst's non-Python
-dependencies.
+``scipy``.  This means that ``conda`` can install Catalyst and its 
+dependencies without requiring the use of a second tool to acquire Catalyst's 
+non-Python dependencies.
+
+  For Windows, you will need the *Microsoft Visual C++ Compiler for Python 
+  2.7*. Follow the instructions on the :ref:`Windows` section and come back 
+  here.

 For instructions on how to install ``conda``, see the `Conda Installation
-Documentation <http://conda.pydata.org/docs/download.html>`_. Alternatively, you 
-can install MiniConda, which is a smaller footprint (fewer packages and smaller 
-size) than its big brother Anaconda, but it still contains all the main packages 
-needed. To install MiniConda, you can follow these steps:
+Documentation <http://conda.pydata.org/docs/download.html>`_. Alternatively, 
+you can install MiniConda, which is a smaller footprint (fewer packages and 
+smaller size) than its big brother Anaconda, but it still contains all the 
+main packages needed. To install MiniConda, you can follow these steps:

-1. Download `MiniConda <https://conda.io/miniconda.html>`_. Select Python 2.7 for 
-   your Operating System.
-2. Install MiniConda. See the `Installation Instructions <https://conda.io/docs/user-guide/install/index.html>`_
-   if you need help.
-3. Ensure the correct installation by running ``conda list`` in a Terminal window,
-   which should print the list of packages installed with Conda.
+1. Download `MiniConda <https://conda.io/miniconda.html>`_. Select Python 2.7 
+   for your Operating System.
+2. Install MiniConda. See the `Installation Instructions 
+   <https://conda.io/docs/user-guide/install/index.html>`_ if you need help.
+3. Ensure the correct installation by running ``conda list`` in a Terminal 
+   window, which should print the list of packages installed with Conda.

 Once either Conda or MiniConda has been set up you can install Catalyst:

-1. Download the file `python2.7-environment.yml <https://github.com/enigmampc/catalyst/blob/master/etc/python2.7-environment.yml>`_.
-2. Open a Terminal window and enter [``cd/dir``] into the directory where you saved
-   the above ``python2.7-environment.yml`` file.
+1. Download the file `python2.7-environment.yml 
+   <https://github.com/enigmampc/catalyst/blob/master/etc/python2.7-environment.yml>`_.
+2. Open a Terminal window and enter [``cd/dir``] into the directory where you 
+   saved the above ``python2.7-environment.yml`` file.
 3. Install using this file. This step can take about 5-10 minutes to install.

   .. code-block:: bash

      conda env create -f python2.7-environment.yml

-4. Activate the environment (which you need to do every time you start a new session
-   to run Catalyst):
+4. Activate the environment (which you need to do every time you start a new 
+   session to run Catalyst):

   **Linux or OSX:**

@@ -320,8 +351,9 @@ Congratulations! You now have Catalyst installed.
 Troubleshooting ``conda`` Install
 ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~

-If the command  ``conda env create -f python2.7-environment.yml`` in step 3 above failed 
-for any reason, you can try setting up the environment manually with the following steps:
+If the command  ``conda env create -f python2.7-environment.yml`` in step 3 
+above failed for any reason, you can try setting up the environment manually 
+with the following steps:

 1. Create the environment:

@@ -352,20 +384,23 @@ for any reason, you can try setting up the environment manually with the followi
 Getting Help
 ------------

-If after following the instructions above, and going through the *Troubleshooting* sections, 
-you still experience problems installing Catalyst, you can seek additional help through the 
-following channels:
+If after following the instructions above, and going through the 
+*Troubleshooting* sections, you still experience problems installing Catalyst,
+you can seek additional help through the following channels:

- Join our `Discord community <https://discord.gg/SJK32GY>`_, and head over the #catalyst_dev 
-  channel where many other users (as well as the project developers) hang out, and can assist 
-  you with your particular issue. The more descriptive and the more information you can provide, 
-  the easiest will be for others to help you out.
+- Join our `Discord community <https://discord.gg/SJK32GY>`_, and head over 
+  the #catalyst_dev channel where many other users (as well as the project 
+  developers) hang out, and can assist you with your particular issue. The 
+  more descriptive and the more information you can provide, the easiest will 
+  be for others to help you out.

 - Report the problem you are experiencing on our 
-  `GitHub repository <https://github.com/enigmampc/catalyst/issues>`_ following the guidelines 
-  provided therein. Before you do so, take a moment to browse through all `previous reported issues
-  <https://github.com/enigmampc/catalyst/issues?utf8=%E2%9C%93&q=is%3Aissue>`_ in the likely case
-  that someone else experienced that same issue before, and you get a hint on how to solve it.
+  `GitHub repository <https://github.com/enigmampc/catalyst/issues>`_ 
+  following the guidelines provided therein. Before you do so, take a moment 
+  to browse through all `previous reported issues
+  <https://github.com/enigmampc/catalyst/issues?utf8=%E2%9C%93&q=is%3Aissue>`_ 
+  in the likely case that someone else experienced that same issue before, 
+  and you get a hint on how to solve it.


 .. _`Debian-derived`: https://www.debian.org/misc/children-distros
@@ -2,6 +2,23 @@
 Release Notes
 =============

+Version 0.3.4
+^^^^^^^^^^^^^
+**Release Date**: 2017-10-31
+
+Bug Fixes
+~~~~~~~~~
+
+- Fixed issue with auto-ingestion of minute data
+- Fixed issue with sell orders in backtesting
+- Fixed data frequency issues with data.history() in backtesting
+
+
+Build
+~~~~~
+
+- Added more unit tests
+
 Version 0.3.3
 ^^^^^^^^^^^^^
 **Release Date**: 2017-10-26
@@ -57,6 +74,12 @@ Version 0.3
 ^^^^^^^^^^^
 **Release Date**: 2017-10-20

+- Standardized live and backtesting syntax
+- Added a repository for historical data
+- Added supported for multiple exchanges per algorithm
+- Added a standardized dictionary of symbols for each exchange
+- Added auto-ingestion of bundle data while backtesting
+- Bug fixes


 Version 0.2.dev5
@@ -1,9 +1,22 @@
 .. image:: https://s3.amazonaws.com/enigmaco-docs/enigma-catalyst.jpg
 |
-Catalyst is a data-driven crypto investment platform. It supports both 
-backtesting and live-trading in a number of different crypto-exchanges. 
-Catalyst empowers users to share and curate data and build profitable, 
-data-driven investment strategies.
+Catalyst is an algorithmic trading library for crypto-assets written in Python.
+It allows trading strategies to be easily expressed and backtested against 
+historical data (with daily and minute resolution), providing analytics and 
+insights regarding a particular strategy's performance. Catalyst also supports
+live-trading of crypto-assets starting with three exchanges (Bitfinex, Bittrex, 
+and Poloniex) with more being added over time. Catalyst empowers users to share 
+and curate data and build profitable, data-driven investment strategies. Please 
+visit `enigma.co <https://www.enigma.co>`_ to learn more about Catalyst, or 
+refer to the `whitepaper <https://www.enigma.co/enigma_catalyst.pdf>`_ for 
+further technical details.
+
+Catalyst builds on top of the well-established 
+`Zipline <https://github.com/quantopian/zipline>`_ project. We did our best to 
+minimize structural changes to the general API to maximize compatibility with 
+existing trading algorithms, developer knowledge, and tutorials. Join us on 
+`Discord <https://discord.gg/SJK32GY>`_ where we have a *#catalyst_dev* channel 
+for questions around Catalyst, algorithmic trading and technical support.

 Features
 ========
@@ -25,4 +38,6 @@ Features
   integrate nicely into the existing PyData eco-system.
 -  Statistic and machine learning libraries like matplotlib, scipy, 
   statsmodels, and sklearn support development, analysis, and 
-   visualization of state-of-the-art trading systems.
+   visualization of state-of-the-art trading systems.
+-  Addition of Bitcoin price (btc_usdt) as a benchmark for comparing 
+   performance across trading algorithms.
@@ -104,6 +104,11 @@
 <li class="toctree-l2"><a class="reference internal" href="beginner-tutorial.html#conclusions">Conclusions</a></li>
 </ul>
 </li>
+<li class="toctree-l1"><a class="reference internal" href="jupyter.html">Catalyst &amp; Jupyter Notebook</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="jupyter.html#install">Install</a></li>
+<li class="toctree-l2"><a class="reference internal" href="jupyter.html#running-algorithms">Running Algorithms</a></li>
+</ul>
+</li>
 <li class="toctree-l1"><a class="reference internal" href="live-trading.html">Live Trading</a><ul>
 <li class="toctree-l2"><a class="reference internal" href="live-trading.html#supported-exchanges">Supported Exchanges</a></li>
 <li class="toctree-l2"><a class="reference internal" href="live-trading.html#authentication">Authentication</a></li>
@@ -130,18 +135,23 @@
 </ul>
 </li>
 <li class="toctree-l1"><a class="reference internal" href="releases.html">Release Notes</a><ul>
-<li class="toctree-l2"><a class="reference internal" href="releases.html#version-0-3-3">Version 0.3.3</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="releases.html#version-0-3-4">Version 0.3.4</a><ul>
 <li class="toctree-l3"><a class="reference internal" href="releases.html#bug-fixes">Bug Fixes</a></li>
 <li class="toctree-l3"><a class="reference internal" href="releases.html#build">Build</a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="releases.html#version-0-3-2">Version 0.3.2</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="releases.html#version-0-3-3">Version 0.3.3</a><ul>
 <li class="toctree-l3"><a class="reference internal" href="releases.html#id1">Bug Fixes</a></li>
 <li class="toctree-l3"><a class="reference internal" href="releases.html#id2">Build</a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="releases.html#version-0-3-1">Version 0.3.1</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="releases.html#version-0-3-2">Version 0.3.2</a><ul>
 <li class="toctree-l3"><a class="reference internal" href="releases.html#id3">Bug Fixes</a></li>
+<li class="toctree-l3"><a class="reference internal" href="releases.html#id4">Build</a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="releases.html#version-0-3-1">Version 0.3.1</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="releases.html#id5">Bug Fixes</a></li>
 </ul>
 </li>
 <li class="toctree-l2"><a class="reference internal" href="releases.html#version-0-3">Version 0.3</a></li>
@@ -119,6 +119,10 @@
 <li class="toctree-l2"><a class="reference internal" href="videos.html#installation-windows">Installation: Windows</a></li>
 </ul>
 </li>
+<li class="toctree-l1"><a class="reference internal" href="resources.html">Resources</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="resources.html#related-3rd-party-apis">Related 3rd Party APIs</a></li>
+</ul>
+</li>
 <li class="toctree-l1"><a class="reference internal" href="development-guidelines.html">Development Guidelines</a><ul>
 <li class="toctree-l2"><a class="reference internal" href="development-guidelines.html#creating-a-development-environment">Creating a Development Environment</a></li>
 <li class="toctree-l2"><a class="reference internal" href="development-guidelines.html#git-branching-structure">Git Branching Structure</a></li>
@@ -117,6 +117,10 @@
 <li class="toctree-l2"><a class="reference internal" href="videos.html#installation-windows">Installation: Windows</a></li>
 </ul>
 </li>
+<li class="toctree-l1"><a class="reference internal" href="resources.html">Resources</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="resources.html#related-3rd-party-apis">Related 3rd Party APIs</a></li>
+</ul>
+</li>
 <li class="toctree-l1"><a class="reference internal" href="development-guidelines.html">Development Guidelines</a><ul>
 <li class="toctree-l2"><a class="reference internal" href="development-guidelines.html#creating-a-development-environment">Creating a Development Environment</a></li>
 <li class="toctree-l2"><a class="reference internal" href="development-guidelines.html#git-branching-structure">Git Branching Structure</a></li>
@@ -32,7 +32,7 @@
  
    <link rel="top" title="Catalyst 0.3 documentation" href="index.html"/>
        <link rel="next" title="Release Notes" href="releases.html"/>
-        <link rel="prev" title="Videos" href="videos.html"/> 
+        <link rel="prev" title="Resources" href="resources.html"/> 

  
  <script src="_static/js/modernizr.min.js"></script>
@@ -119,6 +119,10 @@
 <li class="toctree-l2"><a class="reference internal" href="videos.html#installation-windows">Installation: Windows</a></li>
 </ul>
 </li>
+<li class="toctree-l1"><a class="reference internal" href="resources.html">Resources</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="resources.html#related-3rd-party-apis">Related 3rd Party APIs</a></li>
+</ul>
+</li>
 <li class="toctree-l1 current"><a class="current reference internal" href="">Development Guidelines</a><ul>
 <li class="toctree-l2"><a class="reference internal" href="#creating-a-development-environment">Creating a Development Environment</a></li>
 <li class="toctree-l2"><a class="reference internal" href="#git-branching-structure">Git Branching Structure</a></li>
@@ -289,7 +293,7 @@ the algorithm has little cash on hand.
        <a href="releases.html" class="btn btn-neutral float-right" title="Release Notes" accesskey="n">Next <span class="fa fa-arrow-circle-right"></span></a>
      
      
-        <a href="videos.html" class="btn btn-neutral" title="Videos" accesskey="p"><span class="fa fa-arrow-circle-left"></span> Previous</a>
+        <a href="resources.html" class="btn btn-neutral" title="Resources" accesskey="p"><span class="fa fa-arrow-circle-left"></span> Previous</a>
      
    </div>
  
@@ -105,6 +105,11 @@
 <li class="toctree-l2"><a class="reference internal" href="beginner-tutorial.html#conclusions">Conclusions</a></li>
 </ul>
 </li>
+<li class="toctree-l1"><a class="reference internal" href="jupyter.html">Catalyst &amp; Jupyter Notebook</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="jupyter.html#install">Install</a></li>
+<li class="toctree-l2"><a class="reference internal" href="jupyter.html#running-algorithms">Running Algorithms</a></li>
+</ul>
+</li>
 <li class="toctree-l1"><a class="reference internal" href="live-trading.html">Live Trading</a><ul>
 <li class="toctree-l2"><a class="reference internal" href="live-trading.html#supported-exchanges">Supported Exchanges</a></li>
 <li class="toctree-l2"><a class="reference internal" href="live-trading.html#authentication">Authentication</a></li>
@@ -131,18 +136,23 @@
 </ul>
 </li>
 <li class="toctree-l1"><a class="reference internal" href="releases.html">Release Notes</a><ul>
-<li class="toctree-l2"><a class="reference internal" href="releases.html#version-0-3-3">Version 0.3.3</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="releases.html#version-0-3-4">Version 0.3.4</a><ul>
 <li class="toctree-l3"><a class="reference internal" href="releases.html#bug-fixes">Bug Fixes</a></li>
 <li class="toctree-l3"><a class="reference internal" href="releases.html#build">Build</a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="releases.html#version-0-3-2">Version 0.3.2</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="releases.html#version-0-3-3">Version 0.3.3</a><ul>
 <li class="toctree-l3"><a class="reference internal" href="releases.html#id1">Bug Fixes</a></li>
 <li class="toctree-l3"><a class="reference internal" href="releases.html#id2">Build</a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="releases.html#version-0-3-1">Version 0.3.1</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="releases.html#version-0-3-2">Version 0.3.2</a><ul>
 <li class="toctree-l3"><a class="reference internal" href="releases.html#id3">Bug Fixes</a></li>
+<li class="toctree-l3"><a class="reference internal" href="releases.html#id4">Build</a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="releases.html#version-0-3-1">Version 0.3.1</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="releases.html#id5">Bug Fixes</a></li>
 </ul>
 </li>
 <li class="toctree-l2"><a class="reference internal" href="releases.html#version-0-3">Version 0.3</a></li>
@@ -105,6 +105,11 @@
 <li class="toctree-l2"><a class="reference internal" href="beginner-tutorial.html#conclusions">Conclusions</a></li>
 </ul>
 </li>
+<li class="toctree-l1"><a class="reference internal" href="jupyter.html">Catalyst &amp; Jupyter Notebook</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="jupyter.html#install">Install</a></li>
+<li class="toctree-l2"><a class="reference internal" href="jupyter.html#running-algorithms">Running Algorithms</a></li>
+</ul>
+</li>
 <li class="toctree-l1"><a class="reference internal" href="live-trading.html">Live Trading</a><ul>
 <li class="toctree-l2"><a class="reference internal" href="live-trading.html#supported-exchanges">Supported Exchanges</a></li>
 <li class="toctree-l2"><a class="reference internal" href="live-trading.html#authentication">Authentication</a></li>
@@ -131,18 +136,23 @@
 </ul>
 </li>
 <li class="toctree-l1"><a class="reference internal" href="releases.html">Release Notes</a><ul>
-<li class="toctree-l2"><a class="reference internal" href="releases.html#version-0-3-3">Version 0.3.3</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="releases.html#version-0-3-4">Version 0.3.4</a><ul>
 <li class="toctree-l3"><a class="reference internal" href="releases.html#bug-fixes">Bug Fixes</a></li>
 <li class="toctree-l3"><a class="reference internal" href="releases.html#build">Build</a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="releases.html#version-0-3-2">Version 0.3.2</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="releases.html#version-0-3-3">Version 0.3.3</a><ul>
 <li class="toctree-l3"><a class="reference internal" href="releases.html#id1">Bug Fixes</a></li>
 <li class="toctree-l3"><a class="reference internal" href="releases.html#id2">Build</a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="releases.html#version-0-3-1">Version 0.3.1</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="releases.html#version-0-3-2">Version 0.3.2</a><ul>
 <li class="toctree-l3"><a class="reference internal" href="releases.html#id3">Bug Fixes</a></li>
+<li class="toctree-l3"><a class="reference internal" href="releases.html#id4">Build</a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="releases.html#version-0-3-1">Version 0.3.1</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="releases.html#id5">Bug Fixes</a></li>
 </ul>
 </li>
 <li class="toctree-l2"><a class="reference internal" href="releases.html#version-0-3">Version 0.3</a></li>
@@ -198,10 +208,22 @@
 <div class="line-block">
 <div class="line"><br /></div>
 </div>
-<p>Catalyst is a data-driven crypto investment platform. It supports both
-backtesting and live-trading in a number of different crypto-exchanges.
-Catalyst empowers users to share and curate data and build profitable,
-data-driven investment strategies.</p>
+<p>Catalyst is an algorithmic trading library for crypto-assets written in Python.
+It allows trading strategies to be easily expressed and backtested against
+historical data (with daily and minute resolution), providing analytics and
+insights regarding a particular strategy&#8217;s performance. Catalyst also supports
+live-trading of crypto-assets starting with three exchanges (Bitfinex, Bittrex,
+and Poloniex) with more being added over time. Catalyst empowers users to share
+and curate data and build profitable, data-driven investment strategies. Please
+visit <a class="reference external" href="https://www.enigma.co">enigma.co</a> to learn more about Catalyst, or
+refer to the <a class="reference external" href="https://www.enigma.co/enigma_catalyst.pdf">whitepaper</a> for
+further technical details.</p>
+<p>Catalyst builds on top of the well-established
+<a class="reference external" href="https://github.com/quantopian/zipline">Zipline</a> project. We did our best to
+minimize structural changes to the general API to maximize compatibility with
+existing trading algorithms, developer knowledge, and tutorials. Join us on
+<a class="reference external" href="https://discord.gg/SJK32GY">Discord</a> where we have a <em>#catalyst_dev</em> channel
+for questions around Catalyst, algorithmic trading and technical support.</p>
 <div class="section" id="features">
 <h1>Features<a class="headerlink" href="#features" title="Permalink to this headline">¶</a></h1>
 <ul class="simple">
@@ -223,6 +245,8 @@ integrate nicely into the existing PyData eco-system.</li>
 <li>Statistic and machine learning libraries like matplotlib, scipy,
 statsmodels, and sklearn support development, analysis, and
 visualization of state-of-the-art trading systems.</li>
+<li>Addition of Bitcoin price (btc_usdt) as a benchmark for comparing
+performance across trading algorithms.</li>
 </ul>
 <div class="line-block">
 <div class="line"><br /></div>
@@ -234,6 +258,7 @@ visualization of state-of-the-art trading systems.</li>
 <ul>
 <li class="toctree-l1"><a class="reference internal" href="install.html">Install</a></li>
 <li class="toctree-l1"><a class="reference internal" href="beginner-tutorial.html">Catalyst Beginner Tutorial</a></li>
+<li class="toctree-l1"><a class="reference internal" href="jupyter.html">Catalyst &amp; Jupyter Notebook</a></li>
 <li class="toctree-l1"><a class="reference internal" href="live-trading.html">Live Trading</a></li>
 <li class="toctree-l1"><a class="reference internal" href="naming-convention.html">Naming Convention</a></li>
 <li class="toctree-l1"><a class="reference internal" href="videos.html">Videos</a></li>
@@ -119,6 +119,10 @@
 <li class="toctree-l2"><a class="reference internal" href="videos.html#installation-windows">Installation: Windows</a></li>
 </ul>
 </li>
+<li class="toctree-l1"><a class="reference internal" href="resources.html">Resources</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="resources.html#related-3rd-party-apis">Related 3rd Party APIs</a></li>
+</ul>
+</li>
 <li class="toctree-l1"><a class="reference internal" href="development-guidelines.html">Development Guidelines</a><ul>
 <li class="toctree-l2"><a class="reference internal" href="development-guidelines.html#creating-a-development-environment">Creating a Development Environment</a></li>
 <li class="toctree-l2"><a class="reference internal" href="development-guidelines.html#git-branching-structure">Git Branching Structure</a></li>
@@ -193,23 +197,30 @@
            
  <div class="section" id="install">
 <h1>Install<a class="headerlink" href="#install" title="Permalink to this headline">¶</a></h1>
+<p>To get started with Catalyst, you will need to install it in your computer.
+Like any other piece of software, Catalyst has a number of dependencies
+(other software on which it depends to run) that you will need to install, as
+well. We recommend using a software named <code class="docutils literal"><span class="pre">Conda</span></code> that will manage all
+these dependencies for you, and set up the environment needed to get you up
+and running as easily as possible. See <a class="reference internal" href="#conda"><span>Installing with Conda</span></a>.</p>
 <div class="section" id="installing-with-pip">
 <h2>Installing with <code class="docutils literal"><span class="pre">pip</span></code><a class="headerlink" href="#installing-with-pip" title="Permalink to this headline">¶</a></h2>
 <p>Installing Catalyst via <code class="docutils literal"><span class="pre">pip</span></code> is slightly more involved than the average
 Python package.</p>
 <p>There are two reasons for the additional complexity:</p>
 <ol class="arabic simple">
-<li>Catalyst ships several C extensions that require access to the CPython C API.
-In order to build the C extensions, <code class="docutils literal"><span class="pre">pip</span></code> needs access to the CPython
-header files for your Python installation.</li>
+<li>Catalyst ships several C extensions that require access to the CPython C
+API. In order to build the C extensions, <code class="docutils literal"><span class="pre">pip</span></code> needs access to the
+CPython header files for your Python installation.</li>
 <li>Catalyst depends on <a class="reference external" href="http://www.numpy.org/">numpy</a>, the core library for
 numerical array computing in Python.  Numpy depends on having the <a class="reference external" href="http://www.netlib.org/lapack">LAPACK</a> linear algebra routines available.</li>
 </ol>
-<p>Because LAPACK and the CPython headers are non-Python dependencies, the correct
-way to install them varies from platform to platform.  If you&#8217;d rather use a
-single tool to install Python and non-Python dependencies, or if you&#8217;re already
-using <a class="reference external" href="http://continuum.io/downloads">Anaconda</a> as your Python distribution,
-you can skip to the <a class="reference internal" href="#conda"><span>Installing with Conda</span></a> section.</p>
+<p>Because LAPACK and the CPython headers are non-Python dependencies, the
+correctway to install them varies from platform to platform.  If you&#8217;d rather
+use a single tool to install Python and non-Python dependencies, or if you&#8217;re
+already using <a class="reference external" href="http://continuum.io/downloads">Anaconda</a> as your Python
+distribution, you can skip to the <a class="reference internal" href="#conda"><span>Installing with Conda</span></a>
+section.</p>
 <p>Once you&#8217;ve installed the necessary additional dependencies (see below for
 your particular platform), you should be able to simply run</p>
 <div class="highlight-bash"><div class="highlight"><pre><span class="nv">$ </span>pip install enigma-catalyst
@@ -217,17 +228,18 @@ your particular platform), you should be able to simply run</p>
 </div>
 <p>If you use Python for anything other than Catalyst, we <strong>strongly</strong> recommend
 that you install in a <a class="reference external" href="https://virtualenv.readthedocs.org/en/latest">virtualenv</a>.  The <a class="reference external" href="http://docs.python-guide.org/en/latest/">Hitchhiker&#8217;s Guide to
-Python</a> provides an <a class="reference external" href="http://docs.python-guide.org/en/latest/dev/virtualenvs/">excellent tutorial on virtualenv</a>. Here&#8217;s a summarized
-version:</p>
+Python</a> provides an <a class="reference external" href="http://docs.python-guide.org/en/latest/dev/virtualenvs/">excellent tutorial on virtualenv</a>. Here&#8217;s a
+summarized version:</p>
 <div class="highlight-bash"><div class="highlight"><pre><span class="nv">$ </span>pip install virtualenv
 <span class="nv">$ </span>virtualenv catalyst-venv
 <span class="nv">$ </span><span class="nb">source</span> ./catalyst-venv/bin/activate
 <span class="nv">$ </span>pip install enigma-catalyst
 </pre></div>
 </div>
-<p>Though not required by Catalyst directly, our example algorithms use matplotlib
-to visually display the results of the trading algorithms. If you wish to run
-any examples or use matplotlib during development, it can be installed using:</p>
+<p>Though not required by Catalyst directly, our example algorithms use
+matplotlib to visually display the results of the trading algorithms. If you
+wish to run any examples or use matplotlib during development, it can be
+installed using:</p>
 <div class="highlight-bash"><div class="highlight"><pre><span class="nv">$ </span>pip install matplotlib
 </pre></div>
 </div>
@@ -251,12 +263,12 @@ dependencies:</p>
 </div>
 <div class="section" id="osx">
 <h3>OSX<a class="headerlink" href="#osx" title="Permalink to this headline">¶</a></h3>
-<p>The version of Python shipped with OSX by default is generally out of date, and
-has a number of quirks because it&#8217;s used directly by the operating system.  For
-these reasons, many developers choose to install and use a separate Python
+<p>The version of Python shipped with OSX by default is generally out of date,
+and has a number of quirks because it&#8217;s used directly by the operating system.
+For these reasons, many developers choose to install and use a separate Python
 installation. The <a class="reference external" href="http://docs.python-guide.org/en/latest/">Hitchhiker&#8217;s Guide to Python</a> provides an excellent guide
-to <a class="reference external" href="http://docs.python-guide.org/en/latest/">Installing Python on OSX</a>, which
-explains how to install Python with the <a class="reference external" href="http://brew.sh">Homebrew</a> manager.</p>
+to <a class="reference external" href="http://docs.python-guide.org/en/latest/">Installing Python on OSX</a>,
+which explains how to install Python with the <a class="reference external" href="http://brew.sh">Homebrew</a> manager.</p>
 <p>Assuming you&#8217;ve installed Python with Homebrew, you&#8217;ll also likely need the
 following brew packages:</p>
 <div class="highlight-bash"><div class="highlight"><pre><span class="nv">$ </span>brew install freetype pkg-config gcc openssl
@@ -264,39 +276,43 @@ following brew packages:</p>
 </div>
 <div class="section" id="osx-virtualenv-matplotlib">
 <h4>OSX + virtualenv + matplotlib<a class="headerlink" href="#osx-virtualenv-matplotlib" title="Permalink to this headline">¶</a></h4>
-<p>A note about using matplotlib in virtual enviroments on OSX: it may be necessary to run</p>
+<p>A note about using matplotlib in virtual enviroments on OSX: it may be
+necessary to run</p>
 <div class="highlight-bash"><div class="highlight"><pre><span class="nb">echo</span> <span class="s2">&quot;backend: TkAgg&quot;</span> &gt; ~/.matplotlib/matplotlibrc
 </pre></div>
 </div>
-<p>in order to override the default <code class="docutils literal"><span class="pre">macosx</span></code> backend for your system, which may not
-be accessible from inside the virtual environment. This will allow Catalyst to open
-matplotlib charts from within a virtual environment, which is useful for displaying
-the performance of your backtests.  To learn more about matplotlib backends, please refer to the
+<p>in order to override the default <code class="docutils literal"><span class="pre">macosx</span></code> backend for your system, which
+may not be accessible from inside the virtual environment. This will allow
+Catalyst to open matplotlib charts from within a virtual environment, which
+is useful for displaying the performance of your backtests.  To learn more
+about matplotlib backends, please refer to the
 <a class="reference external" href="https://matplotlib.org/faq/usage_faq.html#what-is-a-backend">matplotlib backend documentation</a>.</p>
 </div>
 </div>
 <div class="section" id="windows">
-<h3>Windows<a class="headerlink" href="#windows" title="Permalink to this headline">¶</a></h3>
-<p>In Windows, you will need the <a class="reference external" href="https://www.microsoft.com/en-us/download/details.aspx?id=44266">Microsoft Visual C++ Compiler for Python 2.7</a>. This package
-contains the compiler and the set of system headers necessary for producing
-binary wheels for Python 2.7 packages. If it&#8217;s not already in your system, download
-it and install it before proceeding to the next step.</p>
+<span id="id1"></span><h3>Windows<a class="headerlink" href="#windows" title="Permalink to this headline">¶</a></h3>
+<p>In Windows, you will need the <a class="reference external" href="https://www.microsoft.com/en-us/download/details.aspx?id=44266">Microsoft Visual C++ Compiler for Python 2.7</a>. This
+package contains the compiler and the set of system headers necessary for
+producing binary wheels for Python 2.7 packages. If it&#8217;s not already in your
+system, download it and install it before proceeding to the next step.</p>
 <p>For windows, the easiest and best supported way to install Catalyst is to use
 <a class="reference internal" href="#conda"><span>Conda</span></a>.</p>
-<p>Some problems we have encountered installing the <strong>Visual C++ Compiler</strong> mentioned above
-are as follows:</p>
+<p>Some problems we have encountered installing the <strong>Visual C++ Compiler</strong>
+mentioned above are as follows:</p>
 <ul>
 <li><p class="first"><strong>The system administrator has set policies to prevent this installation</strong>.</p>
-<p>In some systems, there is a default <em>Windows Software Restriction</em> policy that
-prevents the installation of some software packages like this one. You&#8217;ll have
-to change the Registry to circumvent this:</p>
+<p>In some systems, there is a default <em>Windows Software Restriction</em> policy
+that prevents the installation of some software packages like this one.
+You&#8217;ll have to change the Registry to circumvent this:</p>
 <ul class="simple">
-<li>Click <code class="docutils literal"><span class="pre">Start</span></code>, and search for <code class="docutils literal"><span class="pre">regedit</span></code> and launch the <code class="docutils literal"><span class="pre">Registry</span> <span class="pre">Editor</span></code></li>
+<li>Click <code class="docutils literal"><span class="pre">Start</span></code>, and search for <code class="docutils literal"><span class="pre">regedit</span></code> and launch the
+<code class="docutils literal"><span class="pre">Registry</span> <span class="pre">Editor</span></code></li>
 <li>Navigate to the following folder:
 <code class="docutils literal"><span class="pre">HKEY_LOCAL_MACHINE\SOFTWARE\Policies\Microsoft\Windows\Installer</span></code></li>
 <li>If there is an entry for <code class="docutils literal"><span class="pre">DisableMSI</span></code>, set the Value data to 0.</li>
-<li>If there is no such entry, click on the <code class="docutils literal"><span class="pre">Edit</span></code> menu -&gt; <code class="docutils literal"><span class="pre">New</span></code> -&gt; <code class="docutils literal"><span class="pre">DWORD</span> <span class="pre">(32-bit)</span> <span class="pre">Value</span></code>
-and enter <code class="docutils literal"><span class="pre">DisableMSI</span></code> as the Name (and by default you get 0 as the Value Data)</li>
+<li>If there is no such entry, click on the <code class="docutils literal"><span class="pre">Edit</span></code> menu -&gt; <code class="docutils literal"><span class="pre">New</span></code> -&gt;
+<code class="docutils literal"><span class="pre">DWORD</span> <span class="pre">(32-bit)</span> <span class="pre">Value</span></code> and enter <code class="docutils literal"><span class="pre">DisableMSI</span></code> as the Name (and by
+default you get 0 as the Value Data)</li>
 </ul>
 </li>
 </ul>
@@ -306,9 +322,9 @@ and enter <code class="docutils literal"><span class="pre">DisableMSI</span></co
 <ul>
 <li><p class="first"><strong>The installer has encountered an unexpected error installing this package.
 This may indicate a problem with this package. The error code is 2503.</strong></p>
-<p>We have observed this when trying to install a package without enough administrator
-permissions. Even when you are logged in as an Administrator, you have to explictily
-install this package with administrator privileges:</p>
+<p>We have observed this when trying to install a package without enough
+administrator permissions. Even when you are logged in as an Administrator,
+you have to explictily install this package with administrator privileges:</p>
 <ul class="simple">
 <li>Click <code class="docutils literal"><span class="pre">Start</span></code> and find <code class="docutils literal"><span class="pre">CMD</span></code> or <code class="docutils literal"><span class="pre">Command</span> <span class="pre">Prompt</span></code></li>
 <li>Right click on it and choose <code class="docutils literal"><span class="pre">Run</span> <span class="pre">as</span> <span class="pre">administrator</span></code></li>
@@ -320,17 +336,18 @@ install this package with administrator privileges:</p>
 </div>
 <div class="section" id="amazon-linux-ami">
 <h3>Amazon Linux AMI<a class="headerlink" href="#amazon-linux-ami" title="Permalink to this headline">¶</a></h3>
-<p>The packages <code class="docutils literal"><span class="pre">pip</span></code> and <code class="docutils literal"><span class="pre">setuptools</span></code> that come shipped by default are very outdated.
-Thus, you first need to run:</p>
+<p>The packages <code class="docutils literal"><span class="pre">pip</span></code> and <code class="docutils literal"><span class="pre">setuptools</span></code> that come shipped by default are very
+outdated. Thus, you first need to run:</p>
 <div class="highlight-bash"><div class="highlight"><pre>pip install --upgrade pip setuptools
 </pre></div>
 </div>
-<p>The default installation is also missing the C and C++ compilers, which you install by:</p>
+<p>The default installation is also missing the C and C++ compilers, which you
+install by:</p>
 <div class="highlight-bash"><div class="highlight"><pre>sudo yum install gcc gcc-c++
 </pre></div>
 </div>
-<p>Then you should follow the regular installation instructions outlined at the beginning
-of this page.</p>
+<p>Then you should follow the regular installation instructions outlined at the
+beginning of this page.</p>
 </div>
 <div class="section" id="troubleshooting-pip-install">
 <h3>Troubleshooting <code class="docutils literal"><span class="pre">pip</span></code> Install<a class="headerlink" href="#troubleshooting-pip-install" title="Permalink to this headline">¶</a></h3>
@@ -351,16 +368,23 @@ of this page.</p>
 <hr class="docutils" />
 <dl class="docutils">
 <dt><strong>Issue</strong>:</dt>
-<dd><p class="first">Package enigma-catalyst cannot still be found, even after upgrading pip (see above), with an error similar to:</p>
+<dd><p class="first">Package enigma-catalyst cannot still be found, even after upgrading pip
+(see above), with an error similar to:</p>
 <div class="last highlight-bash"><div class="highlight"><pre>Downloading/unpacking enigma-catalyst
-Could not find a version that satisfies the requirement enigma-catalyst <span class="o">(</span>from versions: 0.1.dev9, 0.2.dev2, 0.1.dev4, 0.1.dev5, 0.1.dev3, 0.2.dev1, 0.1.dev8, 0.1.dev6<span class="o">)</span>
+Could not find a version that satisfies the requirement enigma-catalyst
+<span class="o">(</span>from versions: 0.1.dev9, 0.2.dev2, 0.1.dev4, 0.1.dev5, 0.1.dev3,
+0.2.dev1, 0.1.dev8, 0.1.dev6<span class="o">)</span>
 Cleaning up...
 No distributions matching the version <span class="k">for</span> enigma-catalyst
 </pre></div>
 </div>
 </dd>
 <dt><strong>Solution</strong>:</dt>
-<dd><p class="first">In some systems (this error has been reported in Ubuntu), pip is configured to only find stable versions by default. Since Catalyst is in alpha version, pip cannot find a matching version that satisfies the installation requirements. The solution is to include the <cite>&#8211;pre</cite> flag to include pre-release and development versions:</p>
+<dd><p class="first">In some systems (this error has been reported in Ubuntu), pip is configured
+to only find stable versions by default. Since Catalyst is in alpha
+version, pip cannot find a matching version that satisfies the installation
+requirements. The solution is to include the <cite>&#8211;pre</cite> flag to include
+pre-release and development versions:</p>
 <div class="last highlight-bash"><div class="highlight"><pre>pip install --pre enigma-catalyst
 </pre></div>
 </div>
@@ -393,9 +417,13 @@ install all the required dependencies by running:</p>
 <hr class="docutils" />
 <dl class="docutils">
 <dt><strong>Issue</strong>:</dt>
-<dd>Installation fails with error: <code class="docutils literal"><span class="pre">fatal</span> <span class="pre">error:</span> <span class="pre">Python.h:</span> <span class="pre">No</span> <span class="pre">such</span> <span class="pre">file</span> <span class="pre">or</span> <span class="pre">directory</span></code></dd>
+<dd>Installation fails with error:
+<code class="docutils literal"><span class="pre">fatal</span> <span class="pre">error:</span> <span class="pre">Python.h:</span> <span class="pre">No</span> <span class="pre">such</span> <span class="pre">file</span> <span class="pre">or</span> <span class="pre">directory</span></code></dd>
 <dt><strong>Solution</strong>:</dt>
-<dd><p class="first">Some systems (this issue has been reported in Ubuntu) require <cite>python-dev</cite> for the proper build and installation of package dependencies. The solution is to install python-dev, which is independent of the virtual environment. In Ubuntu, you would need to run:</p>
+<dd><p class="first">Some systems (this issue has been reported in Ubuntu) require <cite>python-dev</cite>
+for the proper build and installation of package dependencies. The solution
+is to install python-dev, which is independent of the virtual environment.
+In Ubuntu, you would need to run:</p>
 <div class="last highlight-bash"><div class="highlight"><pre>sudo apt-get install python-dev
 </pre></div>
 </div>
@@ -409,36 +437,39 @@ install all the required dependencies by running:</p>
 comes as part of Continuum Analytics&#8217; <a class="reference external" href="http://continuum.io/downloads">Anaconda</a> distribution.</p>
 <p>The primary advantage of using Conda over <code class="docutils literal"><span class="pre">pip</span></code> is that conda natively
 understands the complex binary dependencies of packages like <code class="docutils literal"><span class="pre">numpy</span></code> and
-<code class="docutils literal"><span class="pre">scipy</span></code>.  This means that <code class="docutils literal"><span class="pre">conda</span></code> can install Catalyst and its dependencies
-without requiring the use of a second tool to acquire Catalyst&#8217;s non-Python
-dependencies.</p>
+<code class="docutils literal"><span class="pre">scipy</span></code>.  This means that <code class="docutils literal"><span class="pre">conda</span></code> can install Catalyst and its
+dependencies without requiring the use of a second tool to acquire Catalyst&#8217;s
+non-Python dependencies.</p>
+<blockquote>
+<div>For Windows, you will need the <em>Microsoft Visual C++ Compiler for Python
+2.7</em>. Follow the instructions on the <a class="reference internal" href="#windows"><span>Windows</span></a> section and come back
+here.</div></blockquote>
 <p>For instructions on how to install <code class="docutils literal"><span class="pre">conda</span></code>, see the <a class="reference external" href="http://conda.pydata.org/docs/download.html">Conda Installation
-Documentation</a>. Alternatively, you
-can install MiniConda, which is a smaller footprint (fewer packages and smaller
-size) than its big brother Anaconda, but it still contains all the main packages
-needed. To install MiniConda, you can follow these steps:</p>
+Documentation</a>. Alternatively,
+you can install MiniConda, which is a smaller footprint (fewer packages and
+smaller size) than its big brother Anaconda, but it still contains all the
+main packages needed. To install MiniConda, you can follow these steps:</p>
 <ol class="arabic simple">
-<li>Download <a class="reference external" href="https://conda.io/miniconda.html">MiniConda</a>. Select Python 2.7 for
-your Operating System.</li>
-<li>Install MiniConda. See the <a class="reference external" href="https://conda.io/docs/user-guide/install/index.html">Installation Instructions</a>
-if you need help.</li>
-<li>Ensure the correct installation by running <code class="docutils literal"><span class="pre">conda</span> <span class="pre">list</span></code> in a Terminal window,
-which should print the list of packages installed with Conda.</li>
+<li>Download <a class="reference external" href="https://conda.io/miniconda.html">MiniConda</a>. Select Python 2.7
+for your Operating System.</li>
+<li>Install MiniConda. See the <a class="reference external" href="https://conda.io/docs/user-guide/install/index.html">Installation Instructions</a> if you need help.</li>
+<li>Ensure the correct installation by running <code class="docutils literal"><span class="pre">conda</span> <span class="pre">list</span></code> in a Terminal
+window, which should print the list of packages installed with Conda.</li>
 </ol>
 <p>Once either Conda or MiniConda has been set up you can install Catalyst:</p>
 <ol class="arabic">
 <li><p class="first">Download the file <a class="reference external" href="https://github.com/enigmampc/catalyst/blob/master/etc/python2.7-environment.yml">python2.7-environment.yml</a>.</p>
 </li>
-<li><p class="first">Open a Terminal window and enter [<code class="docutils literal"><span class="pre">cd/dir</span></code>] into the directory where you saved
-the above <code class="docutils literal"><span class="pre">python2.7-environment.yml</span></code> file.</p>
+<li><p class="first">Open a Terminal window and enter [<code class="docutils literal"><span class="pre">cd/dir</span></code>] into the directory where you
+saved the above <code class="docutils literal"><span class="pre">python2.7-environment.yml</span></code> file.</p>
 </li>
 <li><p class="first">Install using this file. This step can take about 5-10 minutes to install.</p>
 <div class="highlight-bash"><div class="highlight"><pre>conda env create -f python2.7-environment.yml
 </pre></div>
 </div>
 </li>
-<li><p class="first">Activate the environment (which you need to do every time you start a new session
-to run Catalyst):</p>
+<li><p class="first">Activate the environment (which you need to do every time you start a new
+session to run Catalyst):</p>
 <p><strong>Linux or OSX:</strong></p>
 <div class="highlight-bash"><div class="highlight"><pre><span class="nb">source </span>activate catalyst
 </pre></div>
@@ -452,8 +483,9 @@ to run Catalyst):</p>
 <p>Congratulations! You now have Catalyst installed.</p>
 <div class="section" id="troubleshooting-conda-install">
 <h3>Troubleshooting <code class="docutils literal"><span class="pre">conda</span></code> Install<a class="headerlink" href="#troubleshooting-conda-install" title="Permalink to this headline">¶</a></h3>
-<p>If the command  <code class="docutils literal"><span class="pre">conda</span> <span class="pre">env</span> <span class="pre">create</span> <span class="pre">-f</span> <span class="pre">python2.7-environment.yml</span></code> in step 3 above failed
-for any reason, you can try setting up the environment manually with the following steps:</p>
+<p>If the command  <code class="docutils literal"><span class="pre">conda</span> <span class="pre">env</span> <span class="pre">create</span> <span class="pre">-f</span> <span class="pre">python2.7-environment.yml</span></code> in step 3
+above failed for any reason, you can try setting up the environment manually
+with the following steps:</p>
 <ol class="arabic">
 <li><p class="first">Create the environment:</p>
 <div class="highlight-bash"><div class="highlight"><pre>conda create --name catalyst <span class="nv">python</span><span class="o">=</span>2.7 scipy zlib
@@ -480,18 +512,21 @@ for any reason, you can try setting up the environment manually with the followi
 </div>
 <div class="section" id="getting-help">
 <h2>Getting Help<a class="headerlink" href="#getting-help" title="Permalink to this headline">¶</a></h2>
-<p>If after following the instructions above, and going through the <em>Troubleshooting</em> sections,
-you still experience problems installing Catalyst, you can seek additional help through the
-following channels:</p>
+<p>If after following the instructions above, and going through the
+<em>Troubleshooting</em> sections, you still experience problems installing Catalyst,
+you can seek additional help through the following channels:</p>
 <ul class="simple">
-<li>Join our <a class="reference external" href="https://discord.gg/SJK32GY">Discord community</a>, and head over the #catalyst_dev
-channel where many other users (as well as the project developers) hang out, and can assist
-you with your particular issue. The more descriptive and the more information you can provide,
-the easiest will be for others to help you out.</li>
+<li>Join our <a class="reference external" href="https://discord.gg/SJK32GY">Discord community</a>, and head over
+the #catalyst_dev channel where many other users (as well as the project
+developers) hang out, and can assist you with your particular issue. The
+more descriptive and the more information you can provide, the easiest will
+be for others to help you out.</li>
 <li>Report the problem you are experiencing on our
-<a class="reference external" href="https://github.com/enigmampc/catalyst/issues">GitHub repository</a> following the guidelines
-provided therein. Before you do so, take a moment to browse through all <a class="reference external" href="https://github.com/enigmampc/catalyst/issues?utf8=%E2%9C%93&amp;q=is%3Aissue">previous reported issues</a> in the likely case
-that someone else experienced that same issue before, and you get a hint on how to solve it.</li>
+<a class="reference external" href="https://github.com/enigmampc/catalyst/issues">GitHub repository</a>
+following the guidelines provided therein. Before you do so, take a moment
+to browse through all <a class="reference external" href="https://github.com/enigmampc/catalyst/issues?utf8=%E2%9C%93&amp;q=is%3Aissue">previous reported issues</a>
+in the likely case that someone else experienced that same issue before,
+and you get a hint on how to solve it.</li>
 </ul>
 </div>
 </div>
@@ -119,6 +119,10 @@
 <li class="toctree-l2"><a class="reference internal" href="videos.html#installation-windows">Installation: Windows</a></li>
 </ul>
 </li>
+<li class="toctree-l1"><a class="reference internal" href="resources.html">Resources</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="resources.html#related-3rd-party-apis">Related 3rd Party APIs</a></li>
+</ul>
+</li>
 <li class="toctree-l1"><a class="reference internal" href="development-guidelines.html">Development Guidelines</a><ul>
 <li class="toctree-l2"><a class="reference internal" href="development-guidelines.html#creating-a-development-environment">Creating a Development Environment</a></li>
 <li class="toctree-l2"><a class="reference internal" href="development-guidelines.html#git-branching-structure">Git Branching Structure</a></li>
@@ -119,6 +119,10 @@
 <li class="toctree-l2"><a class="reference internal" href="videos.html#installation-windows">Installation: Windows</a></li>
 </ul>
 </li>
+<li class="toctree-l1"><a class="reference internal" href="resources.html">Resources</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="resources.html#related-3rd-party-apis">Related 3rd Party APIs</a></li>
+</ul>
+</li>
 <li class="toctree-l1"><a class="reference internal" href="development-guidelines.html">Development Guidelines</a><ul>
 <li class="toctree-l2"><a class="reference internal" href="development-guidelines.html#creating-a-development-environment">Creating a Development Environment</a></li>
 <li class="toctree-l2"><a class="reference internal" href="development-guidelines.html#git-branching-structure">Git Branching Structure</a></li>
@@ -117,6 +117,10 @@
 <li class="toctree-l2"><a class="reference internal" href="videos.html#installation-windows">Installation: Windows</a></li>
 </ul>
 </li>
+<li class="toctree-l1"><a class="reference internal" href="resources.html">Resources</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="resources.html#related-3rd-party-apis">Related 3rd Party APIs</a></li>
+</ul>
+</li>
 <li class="toctree-l1"><a class="reference internal" href="development-guidelines.html">Development Guidelines</a><ul>
 <li class="toctree-l2"><a class="reference internal" href="development-guidelines.html#creating-a-development-environment">Creating a Development Environment</a></li>
 <li class="toctree-l2"><a class="reference internal" href="development-guidelines.html#git-branching-structure">Git Branching Structure</a></li>
@@ -105,6 +105,11 @@
 <li class="toctree-l2"><a class="reference internal" href="beginner-tutorial.html#conclusions">Conclusions</a></li>
 </ul>
 </li>
+<li class="toctree-l1"><a class="reference internal" href="jupyter.html">Catalyst &amp; Jupyter Notebook</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="jupyter.html#install">Install</a></li>
+<li class="toctree-l2"><a class="reference internal" href="jupyter.html#running-algorithms">Running Algorithms</a></li>
+</ul>
+</li>
 <li class="toctree-l1"><a class="reference internal" href="live-trading.html">Live Trading</a><ul>
 <li class="toctree-l2"><a class="reference internal" href="live-trading.html#supported-exchanges">Supported Exchanges</a></li>
 <li class="toctree-l2"><a class="reference internal" href="live-trading.html#authentication">Authentication</a></li>
@@ -118,6 +123,10 @@
 <li class="toctree-l2"><a class="reference internal" href="videos.html#installation-windows">Installation: Windows</a></li>
 </ul>
 </li>
+<li class="toctree-l1"><a class="reference internal" href="resources.html">Resources</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="resources.html#related-3rd-party-apis">Related 3rd Party APIs</a></li>
+</ul>
+</li>
 <li class="toctree-l1"><a class="reference internal" href="development-guidelines.html">Development Guidelines</a><ul>
 <li class="toctree-l2"><a class="reference internal" href="development-guidelines.html#creating-a-development-environment">Creating a Development Environment</a></li>
 <li class="toctree-l2"><a class="reference internal" href="development-guidelines.html#git-branching-structure">Git Branching Structure</a></li>
@@ -127,18 +136,23 @@
 </ul>
 </li>
 <li class="toctree-l1 current"><a class="current reference internal" href="">Release Notes</a><ul>
-<li class="toctree-l2"><a class="reference internal" href="#version-0-3-3">Version 0.3.3</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="#version-0-3-4">Version 0.3.4</a><ul>
 <li class="toctree-l3"><a class="reference internal" href="#bug-fixes">Bug Fixes</a></li>
 <li class="toctree-l3"><a class="reference internal" href="#build">Build</a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="#version-0-3-2">Version 0.3.2</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="#version-0-3-3">Version 0.3.3</a><ul>
 <li class="toctree-l3"><a class="reference internal" href="#id1">Bug Fixes</a></li>
 <li class="toctree-l3"><a class="reference internal" href="#id2">Build</a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="#version-0-3-1">Version 0.3.1</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="#version-0-3-2">Version 0.3.2</a><ul>
 <li class="toctree-l3"><a class="reference internal" href="#id3">Bug Fixes</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#id4">Build</a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="#version-0-3-1">Version 0.3.1</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="#id5">Bug Fixes</a></li>
 </ul>
 </li>
 <li class="toctree-l2"><a class="reference internal" href="#version-0-3">Version 0.3</a></li>
@@ -192,19 +206,37 @@
            
  <div class="section" id="release-notes">
 <h1>Release Notes<a class="headerlink" href="#release-notes" title="Permalink to this headline">¶</a></h1>
+<div class="section" id="version-0-3-4">
+<h2>Version 0.3.4<a class="headerlink" href="#version-0-3-4" title="Permalink to this headline">¶</a></h2>
+<p><strong>Release Date</strong>: 2017-10-31</p>
+<div class="section" id="bug-fixes">
+<h3>Bug Fixes<a class="headerlink" href="#bug-fixes" title="Permalink to this headline">¶</a></h3>
+<ul class="simple">
+<li>Fixed issue with auto-ingestion of minute data</li>
+<li>Fixed issue with sell orders in backtesting</li>
+<li>Fixed data frequency issues with data.history() in backtesting</li>
+</ul>
+</div>
+<div class="section" id="build">
+<h3>Build<a class="headerlink" href="#build" title="Permalink to this headline">¶</a></h3>
+<ul class="simple">
+<li>Added more unit tests</li>
+</ul>
+</div>
+</div>
 <div class="section" id="version-0-3-3">
 <h2>Version 0.3.3<a class="headerlink" href="#version-0-3-3" title="Permalink to this headline">¶</a></h2>
 <p><strong>Release Date</strong>: 2017-10-26</p>
-<div class="section" id="bug-fixes">
-<h3>Bug Fixes<a class="headerlink" href="#bug-fixes" title="Permalink to this headline">¶</a></h3>
+<div class="section" id="id1">
+<h3>Bug Fixes<a class="headerlink" href="#id1" title="Permalink to this headline">¶</a></h3>
 <ul class="simple">
 <li>Fix missing -x in ingest-exchange</li>
 <li>Fix issue with daily chunks end date (data bundles)</li>
 <li>Fix issue in the prepare_chunk logic (data bundles)</li>
 </ul>
 </div>
-<div class="section" id="build">
-<h3>Build<a class="headerlink" href="#build" title="Permalink to this headline">¶</a></h3>
+<div class="section" id="id2">
+<h3>Build<a class="headerlink" href="#id2" title="Permalink to this headline">¶</a></h3>
 <ul class="simple">
 <li>Added data validation unit tests</li>
 </ul>
@@ -213,8 +245,8 @@
 <div class="section" id="version-0-3-2">
 <h2>Version 0.3.2<a class="headerlink" href="#version-0-3-2" title="Permalink to this headline">¶</a></h2>
 <p><strong>Release Date</strong>: 2017-10-25</p>
-<div class="section" id="id1">
-<h3>Bug Fixes<a class="headerlink" href="#id1" title="Permalink to this headline">¶</a></h3>
+<div class="section" id="id3">
+<h3>Bug Fixes<a class="headerlink" href="#id3" title="Permalink to this headline">¶</a></h3>
 <ul class="simple">
 <li>Fix to work with empty data bundles</li>
 <li>Fix Windows path of <code class="docutils literal"><span class="pre">$HOME/.catalyst</span></code> folder</li>
@@ -223,8 +255,8 @@
 <li>Fix an issue with asset date in chunks</li>
 </ul>
 </div>
-<div class="section" id="id2">
-<h3>Build<a class="headerlink" href="#id2" title="Permalink to this headline">¶</a></h3>
+<div class="section" id="id4">
+<h3>Build<a class="headerlink" href="#id4" title="Permalink to this headline">¶</a></h3>
 <ul class="simple">
 <li>Python3 adjustments</li>
 <li>Added method to clean bundle folders, and remove symbols.json</li>
@@ -235,8 +267,8 @@
 <div class="section" id="version-0-3-1">
 <h2>Version 0.3.1<a class="headerlink" href="#version-0-3-1" title="Permalink to this headline">¶</a></h2>
 <p><strong>Release Date</strong>: 2017-10-22</p>
-<div class="section" id="id3">
-<h3>Bug Fixes<a class="headerlink" href="#id3" title="Permalink to this headline">¶</a></h3>
+<div class="section" id="id5">
+<h3>Bug Fixes<a class="headerlink" href="#id5" title="Permalink to this headline">¶</a></h3>
 <ul class="simple">
 <li>Fixed OS-dependent path issue in data bundle</li>
 <li>Changed handling of empty <code class="docutils literal"><span class="pre">auth.json</span></code>, instead of throwing an error for missing file</li>
@@ -248,6 +280,14 @@
 <div class="section" id="version-0-3">
 <h2>Version 0.3<a class="headerlink" href="#version-0-3" title="Permalink to this headline">¶</a></h2>
 <p><strong>Release Date</strong>: 2017-10-20</p>
+<ul class="simple">
+<li>Standardized live and backtesting syntax</li>
+<li>Added a repository for historical data</li>
+<li>Added supported for multiple exchanges per algorithm</li>
+<li>Added a standardized dictionary of symbols for each exchange</li>
+<li>Added auto-ingestion of bundle data while backtesting</li>
+<li>Bug fixes</li>
+</ul>
 </div>
 <div class="section" id="version-0-2-dev5">
 <h2>Version 0.2.dev5<a class="headerlink" href="#version-0-2-dev5" title="Permalink to this headline">¶</a></h2>
@@ -104,6 +104,11 @@
 <li class="toctree-l2"><a class="reference internal" href="beginner-tutorial.html#conclusions">Conclusions</a></li>
 </ul>
 </li>
+<li class="toctree-l1"><a class="reference internal" href="jupyter.html">Catalyst &amp; Jupyter Notebook</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="jupyter.html#install">Install</a></li>
+<li class="toctree-l2"><a class="reference internal" href="jupyter.html#running-algorithms">Running Algorithms</a></li>
+</ul>
+</li>
 <li class="toctree-l1"><a class="reference internal" href="live-trading.html">Live Trading</a><ul>
 <li class="toctree-l2"><a class="reference internal" href="live-trading.html#supported-exchanges">Supported Exchanges</a></li>
 <li class="toctree-l2"><a class="reference internal" href="live-trading.html#authentication">Authentication</a></li>
@@ -130,18 +135,23 @@
 </ul>
 </li>
 <li class="toctree-l1"><a class="reference internal" href="releases.html">Release Notes</a><ul>
-<li class="toctree-l2"><a class="reference internal" href="releases.html#version-0-3-3">Version 0.3.3</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="releases.html#version-0-3-4">Version 0.3.4</a><ul>
 <li class="toctree-l3"><a class="reference internal" href="releases.html#bug-fixes">Bug Fixes</a></li>
 <li class="toctree-l3"><a class="reference internal" href="releases.html#build">Build</a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="releases.html#version-0-3-2">Version 0.3.2</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="releases.html#version-0-3-3">Version 0.3.3</a><ul>
 <li class="toctree-l3"><a class="reference internal" href="releases.html#id1">Bug Fixes</a></li>
 <li class="toctree-l3"><a class="reference internal" href="releases.html#id2">Build</a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="releases.html#version-0-3-1">Version 0.3.1</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="releases.html#version-0-3-2">Version 0.3.2</a><ul>
 <li class="toctree-l3"><a class="reference internal" href="releases.html#id3">Bug Fixes</a></li>
+<li class="toctree-l3"><a class="reference internal" href="releases.html#id4">Build</a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="releases.html#version-0-3-1">Version 0.3.1</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="releases.html#id5">Bug Fixes</a></li>
 </ul>
 </li>
 <li class="toctree-l2"><a class="reference internal" href="releases.html#version-0-3">Version 0.3</a></li>
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truncated
@@ -31,7 +31,7 @@

  
    <link rel="top" title="Catalyst 0.3 documentation" href="index.html"/>
-        <link rel="next" title="Development Guidelines" href="development-guidelines.html"/>
+        <link rel="next" title="Resources" href="resources.html"/>
        <link rel="prev" title="Naming Convention" href="naming-convention.html"/> 

  
@@ -119,6 +119,10 @@
 <li class="toctree-l2"><a class="reference internal" href="#installation-windows">Installation: Windows</a></li>
 </ul>
 </li>
+<li class="toctree-l1"><a class="reference internal" href="resources.html">Resources</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="resources.html#related-3rd-party-apis">Related 3rd Party APIs</a></li>
+</ul>
+</li>
 <li class="toctree-l1"><a class="reference internal" href="development-guidelines.html">Development Guidelines</a><ul>
 <li class="toctree-l2"><a class="reference internal" href="development-guidelines.html#creating-a-development-environment">Creating a Development Environment</a></li>
 <li class="toctree-l2"><a class="reference internal" href="development-guidelines.html#git-branching-structure">Git Branching Structure</a></li>
@@ -218,7 +222,7 @@
  
    <div class="rst-footer-buttons" role="navigation" aria-label="footer navigation">
      
-        <a href="development-guidelines.html" class="btn btn-neutral float-right" title="Development Guidelines" accesskey="n">Next <span class="fa fa-arrow-circle-right"></span></a>
+        <a href="resources.html" class="btn btn-neutral float-right" title="Resources" accesskey="n">Next <span class="fa fa-arrow-circle-right"></span></a>
      
      
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@@ -117,6 +117,10 @@
 <li class="toctree-l2"><a class="reference internal" href="videos.html#installation-windows">Installation: Windows</a></li>
 </ul>
 </li>
+<li class="toctree-l1"><a class="reference internal" href="resources.html">Resources</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="resources.html#related-3rd-party-apis">Related 3rd Party APIs</a></li>
+</ul>
+</li>
 <li class="toctree-l1"><a class="reference internal" href="development-guidelines.html">Development Guidelines</a><ul>
 <li class="toctree-l2"><a class="reference internal" href="development-guidelines.html#creating-a-development-environment">Creating a Development Environment</a></li>
 <li class="toctree-l2"><a class="reference internal" href="development-guidelines.html#git-branching-structure">Git Branching Structure</a></li>
@@ -193,10 +197,22 @@
 <div class="line-block">
 <div class="line"><br /></div>
 </div>
-<p>Catalyst is a data-driven crypto investment platform. It supports both
-backtesting and live-trading in a number of different crypto-exchanges.
-Catalyst empowers users to share and curate data and build profitable,
-data-driven investment strategies.</p>
+<p>Catalyst is an algorithmic trading library for crypto-assets written in Python.
+It allows trading strategies to be easily expressed and backtested against
+historical data (with daily and minute resolution), providing analytics and
+insights regarding a particular strategy&#8217;s performance. Catalyst also supports
+live-trading of crypto-assets starting with three exchanges (Bitfinex, Bittrex,
+and Poloniex) with more being added over time. Catalyst empowers users to share
+and curate data and build profitable, data-driven investment strategies. Please
+visit <a class="reference external" href="https://www.enigma.co">enigma.co</a> to learn more about Catalyst, or
+refer to the <a class="reference external" href="https://www.enigma.co/enigma_catalyst.pdf">whitepaper</a> for
+further technical details.</p>
+<p>Catalyst builds on top of the well-established
+<a class="reference external" href="https://github.com/quantopian/zipline">Zipline</a> project. We did our best to
+minimize structural changes to the general API to maximize compatibility with
+existing trading algorithms, developer knowledge, and tutorials. Join us on
+<a class="reference external" href="https://discord.gg/SJK32GY">Discord</a> where we have a <em>#catalyst_dev</em> channel
+for questions around Catalyst, algorithmic trading and technical support.</p>
 <div class="section" id="features">
 <h1>Features<a class="headerlink" href="#features" title="Permalink to this headline">¶</a></h1>
 <ul class="simple">
@@ -218,6 +234,8 @@ integrate nicely into the existing PyData eco-system.</li>
 <li>Statistic and machine learning libraries like matplotlib, scipy,
 statsmodels, and sklearn support development, analysis, and
 visualization of state-of-the-art trading systems.</li>
+<li>Addition of Bitcoin price (btc_usdt) as a benchmark for comparing
+performance across trading algorithms.</li>
 </ul>
 </div>