diff --git a/_sources/index.txt b/_sources/index.txt
index 6ce2f83e..82bbbd37 100644
--- a/_sources/index.txt
+++ b/_sources/index.txt
@@ -9,6 +9,7 @@ Table of Contents
 
    install
    beginner-tutorial
+   jupyter
    live-trading
    naming-convention
    videos
diff --git a/_sources/install.txt b/_sources/install.txt
index 687092dc..bf958cc9 100644
--- a/_sources/install.txt
+++ b/_sources/install.txt
@@ -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
diff --git a/_sources/releases.txt b/_sources/releases.txt
index 6be74731..7e6270db 100644
--- a/_sources/releases.txt
+++ b/_sources/releases.txt
@@ -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
diff --git a/_sources/welcome.txt b/_sources/welcome.txt
index 410d8c75..22bd37ff 100644
--- a/_sources/welcome.txt
+++ b/_sources/welcome.txt
@@ -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.
\ No newline at end of file
+   visualization of state-of-the-art trading systems.
+-  Addition of Bitcoin price (btc_usdt) as a benchmark for comparing 
+   performance across trading algorithms.
\ No newline at end of file
diff --git a/appendix.html b/appendix.html
index 7ed91566..8ca78f5a 100644
--- a/appendix.html
+++ b/appendix.html
@@ -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>
diff --git a/beginner-tutorial.html b/beginner-tutorial.html
index d514a03b..3748ea79 100644
--- a/beginner-tutorial.html
+++ b/beginner-tutorial.html
@@ -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>
diff --git a/bundles.html b/bundles.html
index c4f98053..0e379170 100644
--- a/bundles.html
+++ b/bundles.html
@@ -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>
diff --git a/development-guidelines.html b/development-guidelines.html
index a16fe784..1d46e53e 100644
--- a/development-guidelines.html
+++ b/development-guidelines.html
@@ -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>
   
diff --git a/genindex.html b/genindex.html
index 46d83a21..1f65aef6 100644
--- a/genindex.html
+++ b/genindex.html
@@ -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>
diff --git a/index.html b/index.html
index 8ebf383c..1dfc6e0b 100644
--- a/index.html
+++ b/index.html
@@ -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>
diff --git a/install.html b/install.html
index c66e4a4a..c2c273a5 100644
--- a/install.html
+++ b/install.html
@@ -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>
diff --git a/jupyter.html b/jupyter.html
new file mode 100644
index 00000000..adaad040
--- /dev/null
+++ b/jupyter.html
@@ -0,0 +1,1961 @@
+
+
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+<!--[if IE 8]><html class="no-js lt-ie9" lang="en" > <![endif]-->
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+</ul>
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+</ul>
+</li>
+<li class="toctree-l1 current"><a class="current reference internal" href="">Catalyst &amp; Jupyter Notebook</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="#install">Install</a></li>
+<li class="toctree-l2"><a class="reference internal" href="#running-algorithms">Running Algorithms</a></li>
+</ul>
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+<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-l3"><a class="reference internal" href="releases.html#id3">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>
+<li class="toctree-l2"><a class="reference internal" href="releases.html#version-0-2-dev5">Version 0.2.dev5</a></li>
+<li class="toctree-l2"><a class="reference internal" href="releases.html#version-0-2-dev4">Version 0.2.dev4</a></li>
+<li class="toctree-l2"><a class="reference internal" href="releases.html#version-0-2-dev3">Version 0.2.dev3</a></li>
+<li class="toctree-l2"><a class="reference internal" href="releases.html#version-0-2-dev2">Version 0.2.dev2</a></li>
+<li class="toctree-l2"><a class="reference internal" href="releases.html#version-0-2-dev1">Version 0.2.dev1</a></li>
+<li class="toctree-l2"><a class="reference internal" href="releases.html#version-0-1-dev9">Version 0.1.dev9</a></li>
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+<li class="toctree-l2"><a class="reference internal" href="releases.html#version-0-1-dev6">Version 0.1.dev6</a></li>
+</ul>
+</li>
+</ul>
+
+          
+        
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+            <a href="_sources/jupyter.txt" rel="nofollow"> View page source</a>
+          
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+  </ul>
+  <hr/>
+</div>
+          <div role="main" class="document">
+            
+  <div class="section" id="catalyst-jupyter-notebook">
+<h1>Catalyst &amp; Jupyter Notebook<a class="headerlink" href="#catalyst-jupyter-notebook" title="Permalink to this headline">¶</a></h1>
+<p>(Feel free to check out the actual Notebook file
+<a class="reference external" href="https://github.com/enigmampc/catalyst-docs/blob/master/docs/running_catalyst_in_jupyter_notebook.ipynb">here</a>)</p>
+<p>The <a class="reference external" href="https://jupyter.org/">Jupyter Notebook</a> is a very powerful
+browser-based interface to a Python interpreter. As it is already the
+de-facto interface for most quantitative researchers, <code class="docutils literal"><span class="pre">catalyst</span></code>
+provides an easy way to run your algorithm inside the Notebook without
+requiring you to use the CLI.</p>
+<div class="section" id="install">
+<h2>Install<a class="headerlink" href="#install" title="Permalink to this headline">¶</a></h2>
+<p>In order to use Jupyter Notebook, you first have to install it inside your
+environment. It&#8217;s available as <code class="docutils literal"><span class="pre">pip</span></code> package, so regardless of how you
+installed Catalyst, go inside your catalyst environemnt and run:</p>
+<div class="code bash highlight-python"><div class="highlight"><pre>(catalyst)$ pip install jupyter
+</pre></div>
+</div>
+<p>Once you have Jupyter Notebook installed, every time you want to use it run:</p>
+<div class="code bash highlight-python"><div class="highlight"><pre>(catalyst)$ jupyter notebook
+</pre></div>
+</div>
+<p>A local server will launch, and will open a new window on your browser. That&#8217;s
+the interface through which you will interact with Jupyter Notebook.</p>
+</div>
+<div class="section" id="running-algorithms">
+<h2>Running Algorithms<a class="headerlink" href="#running-algorithms" title="Permalink to this headline">¶</a></h2>
+<p>To use it you have to write your algorithm in a cell and let
+<code class="docutils literal"><span class="pre">catalyst</span></code> know that it is supposed to run this algorithm. This is
+done via the <code class="docutils literal"><span class="pre">%%catalyst</span></code> IPython magic command that is available
+after you import <code class="docutils literal"><span class="pre">catalyst</span></code> from within the Notebook. This magic takes
+the same arguments as the command line interface. Thus to run the
+algorithm just supply the same parameters as the CLI but without the -f
+and -o arguments. We just have to execute the following cell after
+importing <code class="docutils literal"><span class="pre">catalyst</span></code> to register the magic.</p>
+<div class="code python highlight-python"><div class="highlight"><pre># Register the catalyst magic
+%load_ext catalyst
+</pre></div>
+</div>
+<div class="code python highlight-python"><div class="highlight"><pre># Setup matplotlib to display graphs inline in this Notebook
+%matplotlib inline
+</pre></div>
+</div>
+<p>Note below that we do not have to specify an input file (-f) since the
+magic will use the contents of the cell and look for your algorithm
+functions.</p>
+<div class="code python highlight-python"><div class="highlight"><pre>%%catalyst --start 2015-3-2 --end 2017-6-28 --capital-base 100000 -x bitfinex
+
+from catalyst.finance.slippage import VolumeShareSlippage
+
+from catalyst.api import (
+    order_target_value,
+    symbol,
+    record,
+    cancel_order,
+    get_open_orders,
+)
+
+def initialize(context):
+    context.ASSET_NAME = &#39;btc_usd&#39;
+    context.TARGET_HODL_RATIO = 0.8
+    context.RESERVE_RATIO = 1.0 - context.TARGET_HODL_RATIO
+
+    # For all trading pairs in the poloniex bundle, the default denomination
+    # currently supported by Catalyst is 1/1000th of a full coin. Use this
+    # constant to scale the price of up to that of a full coin if desired.
+    context.TICK_SIZE = 1000.0
+
+    context.is_buying = True
+    context.asset = symbol(context.ASSET_NAME)
+
+    context.i = 0
+
+def handle_data(context, data):
+    context.i += 1
+
+    starting_cash = context.portfolio.starting_cash
+    target_hodl_value = context.TARGET_HODL_RATIO * starting_cash
+    reserve_value = context.RESERVE_RATIO * starting_cash
+
+    # Cancel any outstanding orders
+    orders = get_open_orders(context.asset) or []
+    for order in orders:
+        cancel_order(order)
+
+    # Stop buying after passing the reserve threshold
+    cash = context.portfolio.cash
+    if cash &lt;= reserve_value:
+        context.is_buying = False
+
+    # Retrieve current asset price from pricing data
+    price = data.current(context.asset, &#39;price&#39;)
+
+    # Check if still buying and could (approximately) afford another purchase
+    if context.is_buying and cash &gt; price:
+        # Place order to make position in asset equal to target_hodl_value
+        order_target_value(
+            context.asset,
+            target_hodl_value,
+            limit_price=price*1.1,
+            stop_price=price*0.9,
+        )
+
+    record(
+        price=price,
+        volume=data.current(context.asset, &#39;volume&#39;),
+        cash=cash,
+        starting_cash=context.portfolio.starting_cash,
+        leverage=context.account.leverage,
+    )
+
+def analyze(context=None, results=None):
+    import matplotlib.pyplot as plt
+
+    # Plot the portfolio and asset data.
+    ax1 = plt.subplot(611)
+    results[[&#39;portfolio_value&#39;]].plot(ax=ax1)
+    ax1.set_ylabel(&#39;Portfolio Value (USD)&#39;)
+
+    ax2 = plt.subplot(612, sharex=ax1)
+    ax2.set_ylabel(&#39;{asset} (USD)&#39;.format(asset=context.ASSET_NAME))
+    (context.TICK_SIZE * results[[&#39;price&#39;]]).plot(ax=ax2)
+
+    trans = results.ix[[t != [] for t in results.transactions]]
+    buys = trans.ix[
+        [t[0][&#39;amount&#39;] &gt; 0 for t in trans.transactions]
+    ]
+    ax2.plot(
+        buys.index,
+        context.TICK_SIZE * results.price[buys.index],
+        &#39;^&#39;,
+        markersize=10,
+        color=&#39;g&#39;,
+    )
+
+    ax3 = plt.subplot(613, sharex=ax1)
+    results[[&#39;leverage&#39;, &#39;alpha&#39;, &#39;beta&#39;]].plot(ax=ax3)
+    ax3.set_ylabel(&#39;Leverage &#39;)
+
+    ax4 = plt.subplot(614, sharex=ax1)
+    results[[&#39;starting_cash&#39;, &#39;cash&#39;]].plot(ax=ax4)
+    ax4.set_ylabel(&#39;Cash (USD)&#39;)
+
+    results[[
+        &#39;treasury&#39;,
+        &#39;algorithm&#39;,
+        &#39;benchmark&#39;,
+    ]] = results[[
+        &#39;treasury_period_return&#39;,
+        &#39;algorithm_period_return&#39;,
+        &#39;benchmark_period_return&#39;,
+    ]]
+
+    ax5 = plt.subplot(615, sharex=ax1)
+    results[[
+        &#39;treasury&#39;,
+        &#39;algorithm&#39;,
+        &#39;benchmark&#39;,
+    ]].plot(ax=ax5)
+    ax5.set_ylabel(&#39;Percent Change&#39;)
+
+    ax6 = plt.subplot(616, sharex=ax1)
+    results[[&#39;volume&#39;]].plot(ax=ax6)
+    ax6.set_ylabel(&#39;Volume (mCoins/5min)&#39;)
+
+    plt.legend(loc=3)
+
+    # Show the plot.
+    plt.gcf().set_size_inches(18, 8)
+    plt.show()
+</pre></div>
+</div>
+<div class="highlight-python"><div class="highlight"><pre>[2017-08-11 07:19:46.411748] INFO: Loader: Loading benchmark data for &#39;USDT_BTC&#39; from 1989-12-31 00:00:00+00:00 to 2017-08-09 00:00:00+00:00
+[2017-08-11 07:19:46.418983] INFO: Loader: Loading data for /Users/&lt;snipped&gt;/.catalyst/data/USDT_BTC_benchmark.csv failed with error [Unknown string format].
+[2017-08-11 07:19:46.419740] INFO: Loader: Cache at /Users/&lt;snipped&gt;/.catalyst/data/USDT_BTC_benchmark.csv does not have data from 1990-01-01 00:00:00+00:00 to 2017-08-09 00:00:00+00:00.
+
+[2017-08-11 07:19:46.420770] INFO: Loader: Downloading benchmark data for &#39;USDT_BTC&#39; from 1989-12-31 00:00:00+00:00 to 2017-08-09 00:00:00+00:00
+[2017-08-11 07:19:50.060244] WARNING: Loader: Still don&#39;t have expected data after redownload!
+[2017-08-11 07:19:50.097334] WARNING: Loader: Refusing to download new treasury data because a download succeeded at 2017-08-11 06:56:49+00:00.
+[2017-08-11 07:19:54.618399] INFO: Performance: Simulated 851 trading days out of 851.
+[2017-08-11 07:19:54.619301] INFO: Performance: first open: 2015-03-01 00:00:00+00:00
+[2017-08-11 07:19:54.620430] INFO: Performance: last close: 2017-06-28 23:59:00+00:00
+</pre></div>
+</div>
+<div class="figure" id="id1">
+<img alt="png" src="https://i.imgur.com/DS5w47q.png" />
+<p class="caption"><span class="caption-text">png</span></p>
+</div>
+<div><table border="1" class="dataframe"><thead><tr style="text-align: right;"><th></th><th><p>algo_volatility</p>
+</th><th><p>algorithm_period_return</p>
+</th><th><p>alpha</p>
+</th><th><p>benchmark_period_return</p>
+</th><th><p>benchmark_volatility</p>
+</th><th><p>beta</p>
+</th><th><p>capital_used</p>
+</th><th><p>cash</p>
+</th><th><p>ending_cash</p>
+</th><th><p>ending_exposure</p>
+</th><th><p>…</p>
+</th><th><p>starting_cash</p>
+</th><th><p>starting_exposure</p>
+</th><th><p>starting_value</p>
+</th><th><p>trading_days</p>
+</th><th><p>transactions</p>
+</th><th><p>treasury_period_return</p>
+</th><th><p>volume</p>
+</th><th><p>treasury</p>
+</th><th><p>algorithm</p>
+</th><th><p>benchmark</p>
+</th></tr></thead><tbody><tr><th><p>2015-03-01 23:59:00+00:00</p>
+</th><td><p>NaN</p>
+</td><td><p>0.000000</p>
+</td><td><p>NaN</p>
+</td><td><p>0.045833</p>
+</td><td><p>NaN</p>
+</td><td><p>NaN</p>
+</td><td><p>0.000000</p>
+</td><td><p>100000.000000</p>
+</td><td><p>100000.000000</p>
+</td><td><p>0.000</p>
+</td><td><p>…</p>
+</td><td><p>100000.0</p>
+</td><td><p>0.000</p>
+</td><td><p>0.000</p>
+</td><td><p>1</p>
+</td><td><p>[]</p>
+</td><td><p>0.0200</p>
+</td><td><p>317</p>
+</td><td><p>0.0200</p>
+</td><td><p>0.000000</p>
+</td><td><p>0.045833</p>
+</td></tr><tr><th><p>2015-03-02 23:59:00+00:00</p>
+</th><td><p>0.000278</p>
+</td><td><p>-0.000025</p>
+</td><td><p>0.011045</p>
+</td><td><p>0.120833</p>
+</td><td><p>0.290503</p>
+</td><td><p>-0.000956</p>
+</td><td><p>-85544.474955</p>
+</td><td><p>14455.525045</p>
+</td><td><p>14455.525045</p>
+</td><td><p>85542.000</p>
+</td><td><p>…</p>
+</td><td><p>100000.0</p>
+</td><td><p>0.000</p>
+</td><td><p>0.000</p>
+</td><td><p>2</p>
+</td><td><p>[{u’commission’: None, u’amount’: 318, u’sid’:…</p>
+</td><td><p>0.0208</p>
+</td><td><p>98063</p>
+</td><td><p>0.0208</p>
+</td><td><p>-0.000025</p>
+</td><td><p>0.120833</p>
+</td></tr><tr><th><p>2015-03-03 23:59:00+00:00</p>
+</th><td><p>0.051796</p>
+</td><td><p>-0.005688</p>
+</td><td><p>-1.197544</p>
+</td><td><p>0.113416</p>
+</td><td><p>0.633538</p>
+</td><td><p>0.077239</p>
+</td><td><p>0.000000</p>
+</td><td><p>14455.525045</p>
+</td><td><p>14455.525045</p>
+</td><td><p>84975.642</p>
+</td><td><p>…</p>
+</td><td><p>100000.0</p>
+</td><td><p>85542.000</p>
+</td><td><p>85542.000</p>
+</td><td><p>3</p>
+</td><td><p>[]</p>
+</td><td><p>0.0212</p>
+</td><td><p>442983</p>
+</td><td><p>0.0212</p>
+</td><td><p>-0.005688</p>
+</td><td><p>0.113416</p>
+</td></tr><tr><th><p>2015-03-04 23:59:00+00:00</p>
+</th><td><p>0.342118</p>
+</td><td><p>0.034955</p>
+</td><td><p>0.401861</p>
+</td><td><p>0.166666</p>
+</td><td><p>0.524400</p>
+</td><td><p>0.181468</p>
+</td><td><p>0.000000</p>
+</td><td><p>14455.525045</p>
+</td><td><p>14455.525045</p>
+</td><td><p>89040.000</p>
+</td><td><p>…</p>
+</td><td><p>100000.0</p>
+</td><td><p>84975.642</p>
+</td><td><p>84975.642</p>
+</td><td><p>4</p>
+</td><td><p>[]</p>
+</td><td><p>0.0212</p>
+</td><td><p>245889</p>
+</td><td><p>0.0212</p>
+</td><td><p>0.034955</p>
+</td><td><p>0.166666</p>
+</td></tr><tr><th><p>2015-03-05 23:59:00+00:00</p>
+</th><td><p>0.637226</p>
+</td><td><p>-0.038185</p>
+</td><td><p>-3.914003</p>
+</td><td><p>0.070834</p>
+</td><td><p>0.976896</p>
+</td><td><p>0.550520</p>
+</td><td><p>0.000000</p>
+</td><td><p>14455.525045</p>
+</td><td><p>14455.525045</p>
+</td><td><p>81726.000</p>
+</td><td><p>…</p>
+</td><td><p>100000.0</p>
+</td><td><p>89040.000</p>
+</td><td><p>89040.000</p>
+</td><td><p>5</p>
+</td><td><p>[]</p>
+</td><td><p>0.0211</p>
+</td><td><p>117440</p>
+</td><td><p>0.0211</p>
+</td><td><p>-0.038185</p>
+</td><td><p>0.070834</p>
+</td></tr><tr><th><p>2015-03-06 23:59:00+00:00</p>
+</th><td><p>0.580521</p>
+</td><td><p>-0.028645</p>
+</td><td><p>-3.100822</p>
+</td><td><p>0.083333</p>
+</td><td><p>0.874082</p>
+</td><td><p>0.546703</p>
+</td><td><p>0.000000</p>
+</td><td><p>14455.525045</p>
+</td><td><p>14455.525045</p>
+</td><td><p>82680.000</p>
+</td><td><p>…</p>
+</td><td><p>100000.0</p>
+</td><td><p>81726.000</p>
+</td><td><p>81726.000</p>
+</td><td><p>6</p>
+</td><td><p>[]</p>
+</td><td><p>0.0224</p>
+</td><td><p>84197</p>
+</td><td><p>0.0224</p>
+</td><td><p>-0.028645</p>
+</td><td><p>0.083333</p>
+</td></tr><tr><th><p>2015-03-07 23:59:00+00:00</p>
+</th><td><p>0.530557</p>
+</td><td><p>-0.028645</p>
+</td><td><p>-2.625704</p>
+</td><td><p>0.083333</p>
+</td><td><p>0.802793</p>
+</td><td><p>0.536589</p>
+</td><td><p>0.000000</p>
+</td><td><p>14455.525045</p>
+</td><td><p>14455.525045</p>
+</td><td><p>82680.000</p>
+</td><td><p>…</p>
+</td><td><p>100000.0</p>
+</td><td><p>82680.000</p>
+</td><td><p>82680.000</p>
+</td><td><p>7</p>
+</td><td><p>[]</p>
+</td><td><p>0.0224</p>
+</td><td><p>181</p>
+</td><td><p>0.0224</p>
+</td><td><p>-0.028645</p>
+</td><td><p>0.083333</p>
+</td></tr><tr><th><p>2015-03-08 23:59:00+00:00</p>
+</th><td><p>0.491628</p>
+</td><td><p>-0.028645</p>
+</td><td><p>-2.276841</p>
+</td><td><p>0.083333</p>
+</td><td><p>0.746605</p>
+</td><td><p>0.529163</p>
+</td><td><p>0.000000</p>
+</td><td><p>14455.525045</p>
+</td><td><p>14455.525045</p>
+</td><td><p>82680.000</p>
+</td><td><p>…</p>
+</td><td><p>100000.0</p>
+</td><td><p>82680.000</p>
+</td><td><p>82680.000</p>
+</td><td><p>8</p>
+</td><td><p>[]</p>
+</td><td><p>0.0224</p>
+</td><td><p>30900</p>
+</td><td><p>0.0224</p>
+</td><td><p>-0.028645</p>
+</td><td><p>0.083333</p>
+</td></tr><tr><th><p>2015-03-09 23:59:00+00:00</p>
+</th><td><p>0.467885</p>
+</td><td><p>-0.015925</p>
+</td><td><p>-1.895269</p>
+</td><td><p>0.100000</p>
+</td><td><p>0.698764</p>
+</td><td><p>0.532652</p>
+</td><td><p>0.000000</p>
+</td><td><p>14455.525045</p>
+</td><td><p>14455.525045</p>
+</td><td><p>83952.000</p>
+</td><td><p>…</p>
+</td><td><p>100000.0</p>
+</td><td><p>82680.000</p>
+</td><td><p>82680.000</p>
+</td><td><p>9</p>
+</td><td><p>[]</p>
+</td><td><p>0.0220</p>
+</td><td><p>128367</p>
+</td><td><p>0.0220</p>
+</td><td><p>-0.015925</p>
+</td><td><p>0.100000</p>
+</td></tr><tr><th><p>2015-03-10 23:59:00+00:00</p>
+</th><td><p>0.626552</p>
+</td><td><p>0.069935</p>
+</td><td><p>-1.625285</p>
+</td><td><p>0.212500</p>
+</td><td><p>0.800983</p>
+</td><td><p>0.676289</p>
+</td><td><p>0.000000</p>
+</td><td><p>14455.525045</p>
+</td><td><p>14455.525045</p>
+</td><td><p>92538.000</p>
+</td><td><p>…</p>
+</td><td><p>100000.0</p>
+</td><td><p>83952.000</p>
+</td><td><p>83952.000</p>
+</td><td><p>10</p>
+</td><td><p>[]</p>
+</td><td><p>0.0214</p>
+</td><td><p>54961</p>
+</td><td><p>0.0214</p>
+</td><td><p>0.069935</p>
+</td><td><p>0.212500</p>
+</td></tr><tr><th><p>2015-03-11 23:59:00+00:00</p>
+</th><td><p>0.644515</p>
+</td><td><p>0.022235</p>
+</td><td><p>-1.727710</p>
+</td><td><p>0.150000</p>
+</td><td><p>0.834650</p>
+</td><td><p>0.684052</p>
+</td><td><p>0.000000</p>
+</td><td><p>14455.525045</p>
+</td><td><p>14455.525045</p>
+</td><td><p>87768.000</p>
+</td><td><p>…</p>
+</td><td><p>100000.0</p>
+</td><td><p>92538.000</p>
+</td><td><p>92538.000</p>
+</td><td><p>11</p>
+</td><td><p>[]</p>
+</td><td><p>0.0211</p>
+</td><td><p>42511</p>
+</td><td><p>0.0211</p>
+</td><td><p>0.022235</p>
+</td><td><p>0.150000</p>
+</td></tr><tr><th><p>2015-03-12 23:59:00+00:00</p>
+</th><td><p>0.614650</p>
+</td><td><p>0.022235</p>
+</td><td><p>-1.573455</p>
+</td><td><p>0.150000</p>
+</td><td><p>0.798403</p>
+</td><td><p>0.680882</p>
+</td><td><p>0.000000</p>
+</td><td><p>14455.525045</p>
+</td><td><p>14455.525045</p>
+</td><td><p>87768.000</p>
+</td><td><p>…</p>
+</td><td><p>100000.0</p>
+</td><td><p>87768.000</p>
+</td><td><p>87768.000</p>
+</td><td><p>12</p>
+</td><td><p>[]</p>
+</td><td><p>0.0210</p>
+</td><td><p>2909</p>
+</td><td><p>0.0210</p>
+</td><td><p>0.022235</p>
+</td><td><p>0.150000</p>
+</td></tr><tr><th><p>2015-03-13 23:59:00+00:00</p>
+</th><td><p>0.588942</p>
+</td><td><p>0.019405</p>
+</td><td><p>-1.454733</p>
+</td><td><p>0.146291</p>
+</td><td><p>0.767688</p>
+</td><td><p>0.677881</p>
+</td><td><p>0.000000</p>
+</td><td><p>14455.525045</p>
+</td><td><p>14455.525045</p>
+</td><td><p>87484.980</p>
+</td><td><p>…</p>
+</td><td><p>100000.0</p>
+</td><td><p>87768.000</p>
+</td><td><p>87768.000</p>
+</td><td><p>13</p>
+</td><td><p>[]</p>
+</td><td><p>0.0213</p>
+</td><td><p>57613</p>
+</td><td><p>0.0213</p>
+</td><td><p>0.019405</p>
+</td><td><p>0.146291</p>
+</td></tr><tr><th><p>2015-03-14 23:59:00+00:00</p>
+</th><td><p>0.565911</p>
+</td><td><p>0.019373</p>
+</td><td><p>-1.344915</p>
+</td><td><p>0.146250</p>
+</td><td><p>0.739230</p>
+</td><td><p>0.675665</p>
+</td><td><p>0.000000</p>
+</td><td><p>14455.525045</p>
+</td><td><p>14455.525045</p>
+</td><td><p>87481.800</p>
+</td><td><p>…</p>
+</td><td><p>100000.0</p>
+</td><td><p>87484.980</p>
+</td><td><p>87484.980</p>
+</td><td><p>14</p>
+</td><td><p>[]</p>
+</td><td><p>0.0213</p>
+</td><td><p>48310</p>
+</td><td><p>0.0213</p>
+</td><td><p>0.019373</p>
+</td><td><p>0.146250</p>
+</td></tr><tr><th><p>2015-03-15 23:59:00+00:00</p>
+</th><td><p>0.551394</p>
+</td><td><p>0.041659</p>
+</td><td><p>-1.191436</p>
+</td><td><p>0.175450</p>
+</td><td><p>0.714876</p>
+</td><td><p>0.680484</p>
+</td><td><p>0.000000</p>
+</td><td><p>14455.525045</p>
+</td><td><p>14455.525045</p>
+</td><td><p>89710.344</p>
+</td><td><p>…</p>
+</td><td><p>100000.0</p>
+</td><td><p>87481.800</p>
+</td><td><p>87481.800</p>
+</td><td><p>15</p>
+</td><td><p>[]</p>
+</td><td><p>0.0213</p>
+</td><td><p>29454</p>
+</td><td><p>0.0213</p>
+</td><td><p>0.041659</p>
+</td><td><p>0.175450</p>
+</td></tr><tr><th><p>2015-03-16 23:59:00+00:00</p>
+</th><td><p>0.541846</p>
+</td><td><p>0.019055</p>
+</td><td><p>-1.188212</p>
+</td><td><p>0.145833</p>
+</td><td><p>0.706049</p>
+</td><td><p>0.680281</p>
+</td><td><p>0.000000</p>
+</td><td><p>14455.525045</p>
+</td><td><p>14455.525045</p>
+</td><td><p>87450.000</p>
+</td><td><p>…</p>
+</td><td><p>100000.0</p>
+</td><td><p>89710.344</p>
+</td><td><p>89710.344</p>
+</td><td><p>16</p>
+</td><td><p>[]</p>
+</td><td><p>0.0210</p>
+</td><td><p>25564</p>
+</td><td><p>0.0210</p>
+</td><td><p>0.019055</p>
+</td><td><p>0.145833</p>
+</td></tr><tr><th><p>2015-03-17 23:59:00+00:00</p>
+</th><td><p>0.524682</p>
+</td><td><p>0.019055</p>
+</td><td><p>-1.115149</p>
+</td><td><p>0.145833</p>
+</td><td><p>0.684599</p>
+</td><td><p>0.678870</p>
+</td><td><p>0.000000</p>
+</td><td><p>14455.525045</p>
+</td><td><p>14455.525045</p>
+</td><td><p>87450.000</p>
+</td><td><p>…</p>
+</td><td><p>100000.0</p>
+</td><td><p>87450.000</p>
+</td><td><p>87450.000</p>
+</td><td><p>17</p>
+</td><td><p>[]</p>
+</td><td><p>0.0206</p>
+</td><td><p>9</p>
+</td><td><p>0.0206</p>
+</td><td><p>0.019055</p>
+</td><td><p>0.145833</p>
+</td></tr><tr><th><p>2015-03-18 23:59:00+00:00</p>
+</th><td><p>0.532621</p>
+</td><td><p>-0.021999</p>
+</td><td><p>-1.180440</p>
+</td><td><p>0.092041</p>
+</td><td><p>0.696261</p>
+</td><td><p>0.685307</p>
+</td><td><p>0.000000</p>
+</td><td><p>14455.525045</p>
+</td><td><p>14455.525045</p>
+</td><td><p>83344.620</p>
+</td><td><p>…</p>
+</td><td><p>100000.0</p>
+</td><td><p>87450.000</p>
+</td><td><p>87450.000</p>
+</td><td><p>18</p>
+</td><td><p>[]</p>
+</td><td><p>0.0193</p>
+</td><td><p>164911</p>
+</td><td><p>0.0193</p>
+</td><td><p>-0.021999</p>
+</td><td><p>0.092041</p>
+</td></tr><tr><th><p>2015-03-19 23:59:00+00:00</p>
+</th><td><p>0.518811</p>
+</td><td><p>-0.013234</p>
+</td><td><p>-1.096387</p>
+</td><td><p>0.103526</p>
+</td><td><p>0.676861</p>
+</td><td><p>0.686186</p>
+</td><td><p>0.000000</p>
+</td><td><p>14455.525045</p>
+</td><td><p>14455.525045</p>
+</td><td><p>84221.028</p>
+</td><td><p>…</p>
+</td><td><p>100000.0</p>
+</td><td><p>83344.620</p>
+</td><td><p>83344.620</p>
+</td><td><p>19</p>
+</td><td><p>[]</p>
+</td><td><p>0.0198</p>
+</td><td><p>713904</p>
+</td><td><p>0.0198</p>
+</td><td><p>-0.013234</p>
+</td><td><p>0.103526</p>
+</td></tr><tr><th><p>2015-03-20 23:59:00+00:00</p>
+</th><td><p>0.505168</p>
+</td><td><p>-0.017324</p>
+</td><td><p>-1.050273</p>
+</td><td><p>0.098170</p>
+</td><td><p>0.659945</p>
+</td><td><p>0.685070</p>
+</td><td><p>0.000000</p>
+</td><td><p>14455.525045</p>
+</td><td><p>14455.525045</p>
+</td><td><p>83812.080</p>
+</td><td><p>…</p>
+</td><td><p>100000.0</p>
+</td><td><p>84221.028</p>
+</td><td><p>84221.028</p>
+</td><td><p>20</p>
+</td><td><p>[]</p>
+</td><td><p>0.0193</p>
+</td><td><p>132725</p>
+</td><td><p>0.0193</p>
+</td><td><p>-0.017324</p>
+</td><td><p>0.098170</p>
+</td></tr><tr><th><p>2015-03-21 23:59:00+00:00</p>
+</th><td><p>0.492384</p>
+</td><td><p>-0.018494</p>
+</td><td><p>-1.002051</p>
+</td><td><p>0.096637</p>
+</td><td><p>0.643679</p>
+</td><td><p>0.684283</p>
+</td><td><p>0.000000</p>
+</td><td><p>14455.525045</p>
+</td><td><p>14455.525045</p>
+</td><td><p>83695.056</p>
+</td><td><p>…</p>
+</td><td><p>100000.0</p>
+</td><td><p>83812.080</p>
+</td><td><p>83812.080</p>
+</td><td><p>21</p>
+</td><td><p>[]</p>
+</td><td><p>0.0193</p>
+</td><td><p>201155</p>
+</td><td><p>0.0193</p>
+</td><td><p>-0.018494</p>
+</td><td><p>0.096637</p>
+</td></tr><tr><th><p>2015-03-22 23:59:00+00:00</p>
+</th><td><p>0.482998</p>
+</td><td><p>-0.004744</p>
+</td><td><p>-0.927947</p>
+</td><td><p>0.114653</p>
+</td><td><p>0.629319</p>
+</td><td><p>0.686478</p>
+</td><td><p>0.000000</p>
+</td><td><p>14455.525045</p>
+</td><td><p>14455.525045</p>
+</td><td><p>85070.088</p>
+</td><td><p>…</p>
+</td><td><p>100000.0</p>
+</td><td><p>83695.056</p>
+</td><td><p>83695.056</p>
+</td><td><p>22</p>
+</td><td><p>[]</p>
+</td><td><p>0.0193</p>
+</td><td><p>64378</p>
+</td><td><p>0.0193</p>
+</td><td><p>-0.004744</p>
+</td><td><p>0.114653</p>
+</td></tr><tr><th><p>2015-03-23 23:59:00+00:00</p>
+</th><td><p>0.477523</p>
+</td><td><p>-0.026505</p>
+</td><td><p>-0.935352</p>
+</td><td><p>0.086139</p>
+</td><td><p>0.623502</p>
+</td><td><p>0.687025</p>
+</td><td><p>0.000000</p>
+</td><td><p>14455.525045</p>
+</td><td><p>14455.525045</p>
+</td><td><p>82894.014</p>
+</td><td><p>…</p>
+</td><td><p>100000.0</p>
+</td><td><p>85070.088</p>
+</td><td><p>85070.088</p>
+</td><td><p>23</p>
+</td><td><p>[]</p>
+</td><td><p>0.0192</p>
+</td><td><p>61850</p>
+</td><td><p>0.0192</p>
+</td><td><p>-0.026505</p>
+</td><td><p>0.086139</p>
+</td></tr><tr><th><p>2015-03-24 23:59:00+00:00</p>
+</th><td><p>0.504086</p>
+</td><td><p>-0.084215</p>
+</td><td><p>-1.021023</p>
+</td><td><p>0.010523</p>
+</td><td><p>0.655188</p>
+</td><td><p>0.701025</p>
+</td><td><p>0.000000</p>
+</td><td><p>14455.525045</p>
+</td><td><p>14455.525045</p>
+</td><td><p>77122.950</p>
+</td><td><p>…</p>
+</td><td><p>100000.0</p>
+</td><td><p>82894.014</p>
+</td><td><p>82894.014</p>
+</td><td><p>24</p>
+</td><td><p>[]</p>
+</td><td><p>0.0188</p>
+</td><td><p>490180</p>
+</td><td><p>0.0188</p>
+</td><td><p>-0.084215</p>
+</td><td><p>0.010523</p>
+</td></tr><tr><th><p>2015-03-25 23:59:00+00:00</p>
+</th><td><p>0.497690</p>
+</td><td><p>-0.068474</p>
+</td><td><p>-0.952786</p>
+</td><td><p>0.031148</p>
+</td><td><p>0.644272</p>
+</td><td><p>0.704251</p>
+</td><td><p>0.000000</p>
+</td><td><p>14455.525045</p>
+</td><td><p>14455.525045</p>
+</td><td><p>78697.050</p>
+</td><td><p>…</p>
+</td><td><p>100000.0</p>
+</td><td><p>77122.950</p>
+</td><td><p>77122.950</p>
+</td><td><p>25</p>
+</td><td><p>[]</p>
+</td><td><p>0.0193</p>
+</td><td><p>90862</p>
+</td><td><p>0.0193</p>
+</td><td><p>-0.068474</p>
+</td><td><p>0.031148</p>
+</td></tr><tr><th><p>2015-03-26 23:59:00+00:00</p>
+</th><td><p>0.489730</p>
+</td><td><p>-0.084215</p>
+</td><td><p>-0.943240</p>
+</td><td><p>0.010523</p>
+</td><td><p>0.634965</p>
+</td><td><p>0.703738</p>
+</td><td><p>0.000000</p>
+</td><td><p>14455.525045</p>
+</td><td><p>14455.525045</p>
+</td><td><p>77122.950</p>
+</td><td><p>…</p>
+</td><td><p>100000.0</p>
+</td><td><p>78697.050</p>
+</td><td><p>78697.050</p>
+</td><td><p>26</p>
+</td><td><p>[]</p>
+</td><td><p>0.0201</p>
+</td><td><p>2299</p>
+</td><td><p>0.0201</p>
+</td><td><p>-0.084215</p>
+</td><td><p>0.010523</p>
+</td></tr><tr><th><p>2015-03-27 23:59:00+00:00</p>
+</th><td><p>0.495916</p>
+</td><td><p>-0.049785</p>
+</td><td><p>-0.857592</p>
+</td><td><p>0.055636</p>
+</td><td><p>0.636644</p>
+</td><td><p>0.713671</p>
+</td><td><p>0.000000</p>
+</td><td><p>14455.525045</p>
+</td><td><p>14455.525045</p>
+</td><td><p>80565.936</p>
+</td><td><p>…</p>
+</td><td><p>100000.0</p>
+</td><td><p>77122.950</p>
+</td><td><p>77122.950</p>
+</td><td><p>27</p>
+</td><td><p>[]</p>
+</td><td><p>0.0195</p>
+</td><td><p>663</p>
+</td><td><p>0.0195</p>
+</td><td><p>-0.049785</p>
+</td><td><p>0.055636</p>
+</td></tr><tr><th><p>2015-03-28 23:59:00+00:00</p>
+</th><td><p>0.488469</p>
+</td><td><p>-0.064490</p>
+</td><td><p>-0.848769</p>
+</td><td><p>0.036368</p>
+</td><td><p>0.627920</p>
+</td><td><p>0.713212</p>
+</td><td><p>0.000000</p>
+</td><td><p>14455.525045</p>
+</td><td><p>14455.525045</p>
+</td><td><p>79095.504</p>
+</td><td><p>…</p>
+</td><td><p>100000.0</p>
+</td><td><p>80565.936</p>
+</td><td><p>80565.936</p>
+</td><td><p>28</p>
+</td><td><p>[]</p>
+</td><td><p>0.0195</p>
+</td><td><p>7061</p>
+</td><td><p>0.0195</p>
+</td><td><p>-0.064490</p>
+</td><td><p>0.036368</p>
+</td></tr><tr><th><p>2015-03-29 23:59:00+00:00</p>
+</th><td><p>0.479671</p>
+</td><td><p>-0.066903</p>
+</td><td><p>-0.822844</p>
+</td><td><p>0.033205</p>
+</td><td><p>0.616787</p>
+</td><td><p>0.712868</p>
+</td><td><p>0.000000</p>
+</td><td><p>14455.525045</p>
+</td><td><p>14455.525045</p>
+</td><td><p>78854.142</p>
+</td><td><p>…</p>
+</td><td><p>100000.0</p>
+</td><td><p>79095.504</p>
+</td><td><p>79095.504</p>
+</td><td><p>29</p>
+</td><td><p>[]</p>
+</td><td><p>0.0195</p>
+</td><td><p>8526</p>
+</td><td><p>0.0195</p>
+</td><td><p>-0.066903</p>
+</td><td><p>0.033205</p>
+</td></tr><tr><th><p>2015-03-30 23:59:00+00:00</p>
+</th><td><p>0.476306</p>
+</td><td><p>-0.046605</p>
+</td><td><p>-0.769239</p>
+</td><td><p>0.059803</p>
+</td><td><p>0.610002</p>
+</td><td><p>0.716464</p>
+</td><td><p>0.000000</p>
+</td><td><p>14455.525045</p>
+</td><td><p>14455.525045</p>
+</td><td><p>80883.936</p>
+</td><td><p>…</p>
+</td><td><p>100000.0</p>
+</td><td><p>78854.142</p>
+</td><td><p>78854.142</p>
+</td><td><p>30</p>
+</td><td><p>[]</p>
+</td><td><p>0.0196</p>
+</td><td><p>29654</p>
+</td><td><p>0.0196</p>
+</td><td><p>-0.046605</p>
+</td><td><p>0.059803</p>
+</td></tr><tr><th><p>…</p>
+</th><td><p>…</p>
+</td><td><p>…</p>
+</td><td><p>…</p>
+</td><td><p>…</p>
+</td><td><p>…</p>
+</td><td><p>…</p>
+</td><td><p>…</p>
+</td><td><p>…</p>
+</td><td><p>…</p>
+</td><td><p>…</p>
+</td><td><p>…</p>
+</td><td><p>…</p>
+</td><td><p>…</p>
+</td><td><p>…</p>
+</td><td><p>…</p>
+</td><td><p>…</p>
+</td><td><p>…</p>
+</td><td><p>…</p>
+</td><td><p>…</p>
+</td><td><p>…</p>
+</td><td><p>…</p>
+</td></tr><tr><th><p>2017-05-30 23:59:00+00:00</p>
+</th><td><p>0.495432</p>
+</td><td><p>5.949752</p>
+</td><td><p>-0.016611</p>
+</td><td><p>7.916664</p>
+</td><td><p>0.554369</p>
+</td><td><p>0.888883</p>
+</td><td><p>0.000000</p>
+</td><td><p>14455.525045</p>
+</td><td><p>14455.525045</p>
+</td><td><p>680519.682</p>
+</td><td><p>…</p>
+</td><td><p>100000.0</p>
+</td><td><p>701826.000</p>
+</td><td><p>701826.000</p>
+</td><td><p>822</p>
+</td><td><p>[]</p>
+</td><td><p>0.0221</p>
+</td><td><p>40157964723</p>
+</td><td><p>0.0221</p>
+</td><td><p>5.949752</p>
+</td><td><p>7.916664</p>
+</td></tr><tr><th><p>2017-05-31 23:59:00+00:00</p>
+</th><td><p>0.495243</p>
+</td><td><p>6.102328</p>
+</td><td><p>-0.017086</p>
+</td><td><p>8.154164</p>
+</td><td><p>0.554182</p>
+</td><td><p>0.888844</p>
+</td><td><p>0.000000</p>
+</td><td><p>14455.525045</p>
+</td><td><p>14455.525045</p>
+</td><td><p>695777.322</p>
+</td><td><p>…</p>
+</td><td><p>100000.0</p>
+</td><td><p>680519.682</p>
+</td><td><p>680519.682</p>
+</td><td><p>823</p>
+</td><td><p>[]</p>
+</td><td><p>0.0221</p>
+</td><td><p>31098652109</p>
+</td><td><p>0.0221</p>
+</td><td><p>6.102328</p>
+</td><td><p>8.154164</p>
+</td></tr><tr><th><p>2017-06-01 23:59:00+00:00</p>
+</th><td><p>0.495836</p>
+</td><td><p>6.504967</p>
+</td><td><p>-0.014668</p>
+</td><td><p>8.644144</p>
+</td><td><p>0.554541</p>
+</td><td><p>0.889303</p>
+</td><td><p>0.000000</p>
+</td><td><p>14455.525045</p>
+</td><td><p>14455.525045</p>
+</td><td><p>736041.210</p>
+</td><td><p>…</p>
+</td><td><p>100000.0</p>
+</td><td><p>695777.322</p>
+</td><td><p>695777.322</p>
+</td><td><p>824</p>
+</td><td><p>[]</p>
+</td><td><p>0.0221</p>
+</td><td><p>40944880757</p>
+</td><td><p>0.0221</p>
+</td><td><p>6.504967</p>
+</td><td><p>8.644144</p>
+</td></tr><tr><th><p>2017-06-02 23:59:00+00:00</p>
+</th><td><p>0.495948</p>
+</td><td><p>6.801995</p>
+</td><td><p>-0.013641</p>
+</td><td><p>9.033331</p>
+</td><td><p>0.554581</p>
+</td><td><p>0.889440</p>
+</td><td><p>0.000000</p>
+</td><td><p>14455.525045</p>
+</td><td><p>14455.525045</p>
+</td><td><p>765744.000</p>
+</td><td><p>…</p>
+</td><td><p>100000.0</p>
+</td><td><p>736041.210</p>
+</td><td><p>736041.210</p>
+</td><td><p>825</p>
+</td><td><p>[]</p>
+</td><td><p>0.0215</p>
+</td><td><p>22364557424</p>
+</td><td><p>0.0215</p>
+</td><td><p>6.801995</p>
+</td><td><p>9.033331</p>
+</td></tr><tr><th><p>2017-06-03 23:59:00+00:00</p>
+</th><td><p>0.495729</p>
+</td><td><p>6.952409</p>
+</td><td><p>-0.013100</p>
+</td><td><p>9.230418</p>
+</td><td><p>0.554317</p>
+</td><td><p>0.889470</p>
+</td><td><p>0.000000</p>
+</td><td><p>14455.525045</p>
+</td><td><p>14455.525045</p>
+</td><td><p>780785.400</p>
+</td><td><p>…</p>
+</td><td><p>100000.0</p>
+</td><td><p>765744.000</p>
+</td><td><p>765744.000</p>
+</td><td><p>826</p>
+</td><td><p>[]</p>
+</td><td><p>0.0215</p>
+</td><td><p>23687278961</p>
+</td><td><p>0.0215</p>
+</td><td><p>6.952409</p>
+</td><td><p>9.230418</p>
+</td></tr><tr><th><p>2017-06-04 23:59:00+00:00</p>
+</th><td><p>0.495450</p>
+</td><td><p>7.042244</p>
+</td><td><p>-0.012768</p>
+</td><td><p>9.348122</p>
+</td><td><p>0.553999</p>
+</td><td><p>0.889479</p>
+</td><td><p>0.000000</p>
+</td><td><p>14455.525045</p>
+</td><td><p>14455.525045</p>
+</td><td><p>789768.900</p>
+</td><td><p>…</p>
+</td><td><p>100000.0</p>
+</td><td><p>780785.400</p>
+</td><td><p>780785.400</p>
+</td><td><p>827</p>
+</td><td><p>[]</p>
+</td><td><p>0.0215</p>
+</td><td><p>21332021248</p>
+</td><td><p>0.0215</p>
+</td><td><p>7.042244</p>
+</td><td><p>9.348122</p>
+</td></tr><tr><th><p>2017-06-05 23:59:00+00:00</p>
+</th><td><p>0.496148</p>
+</td><td><p>7.524987</p>
+</td><td><p>-0.011320</p>
+</td><td><p>9.980649</p>
+</td><td><p>0.554578</p>
+</td><td><p>0.889805</p>
+</td><td><p>0.000000</p>
+</td><td><p>14455.525045</p>
+</td><td><p>14455.525045</p>
+</td><td><p>838043.208</p>
+</td><td><p>…</p>
+</td><td><p>100000.0</p>
+</td><td><p>789768.900</p>
+</td><td><p>789768.900</p>
+</td><td><p>828</p>
+</td><td><p>[]</p>
+</td><td><p>0.0218</p>
+</td><td><p>22372229837</p>
+</td><td><p>0.0218</p>
+</td><td><p>7.524987</p>
+</td><td><p>9.980649</p>
+</td></tr><tr><th><p>2017-06-06 23:59:00+00:00</p>
+</th><td><p>0.497592</p>
+</td><td><p>8.194835</p>
+</td><td><p>-0.009554</p>
+</td><td><p>10.858330</p>
+</td><td><p>0.555841</p>
+</td><td><p>0.890368</p>
+</td><td><p>0.000000</p>
+</td><td><p>14455.525045</p>
+</td><td><p>14455.525045</p>
+</td><td><p>905028.000</p>
+</td><td><p>…</p>
+</td><td><p>100000.0</p>
+</td><td><p>838043.208</p>
+</td><td><p>838043.208</p>
+</td><td><p>829</p>
+</td><td><p>[]</p>
+</td><td><p>0.0214</p>
+</td><td><p>81923184446</p>
+</td><td><p>0.0214</p>
+</td><td><p>8.194835</p>
+</td><td><p>10.858330</p>
+</td></tr><tr><th><p>2017-06-07 23:59:00+00:00</p>
+</th><td><p>0.498895</p>
+</td><td><p>7.557258</p>
+</td><td><p>-0.011975</p>
+</td><td><p>10.022932</p>
+</td><td><p>0.557003</p>
+</td><td><p>0.890845</p>
+</td><td><p>0.000000</p>
+</td><td><p>14455.525045</p>
+</td><td><p>14455.525045</p>
+</td><td><p>841270.272</p>
+</td><td><p>…</p>
+</td><td><p>100000.0</p>
+</td><td><p>905028.000</p>
+</td><td><p>905028.000</p>
+</td><td><p>830</p>
+</td><td><p>[]</p>
+</td><td><p>0.0218</p>
+</td><td><p>49070430356</p>
+</td><td><p>0.0218</p>
+</td><td><p>7.557258</p>
+</td><td><p>10.022932</p>
+</td></tr><tr><th><p>2017-06-08 23:59:00+00:00</p>
+</th><td><p>0.499349</p>
+</td><td><p>8.010395</p>
+</td><td><p>-0.010676</p>
+</td><td><p>10.616664</p>
+</td><td><p>0.557357</p>
+</td><td><p>0.891092</p>
+</td><td><p>0.000000</p>
+</td><td><p>14455.525045</p>
+</td><td><p>14455.525045</p>
+</td><td><p>886584.000</p>
+</td><td><p>…</p>
+</td><td><p>100000.0</p>
+</td><td><p>841270.272</p>
+</td><td><p>841270.272</p>
+</td><td><p>831</p>
+</td><td><p>[]</p>
+</td><td><p>0.0219</p>
+</td><td><p>34013412940</p>
+</td><td><p>0.0219</p>
+</td><td><p>8.010395</p>
+</td><td><p>10.616664</p>
+</td></tr><tr><th><p>2017-06-09 23:59:00+00:00</p>
+</th><td><p>0.499063</p>
+</td><td><p>8.099750</p>
+</td><td><p>-0.010386</p>
+</td><td><p>10.733746</p>
+</td><td><p>0.557033</p>
+</td><td><p>0.891098</p>
+</td><td><p>0.000000</p>
+</td><td><p>14455.525045</p>
+</td><td><p>14455.525045</p>
+</td><td><p>895519.482</p>
+</td><td><p>…</p>
+</td><td><p>100000.0</p>
+</td><td><p>886584.000</p>
+</td><td><p>886584.000</p>
+</td><td><p>832</p>
+</td><td><p>[]</p>
+</td><td><p>0.0221</p>
+</td><td><p>25275425996</p>
+</td><td><p>0.0221</p>
+</td><td><p>8.099750</p>
+</td><td><p>10.733746</p>
+</td></tr><tr><th><p>2017-06-10 23:59:00+00:00</p>
+</th><td><p>0.498769</p>
+</td><td><p>8.086143</p>
+</td><td><p>-0.010416</p>
+</td><td><p>10.715915</p>
+</td><td><p>0.556705</p>
+</td><td><p>0.891098</p>
+</td><td><p>0.000000</p>
+</td><td><p>14455.525045</p>
+</td><td><p>14455.525045</p>
+</td><td><p>894158.760</p>
+</td><td><p>…</p>
+</td><td><p>100000.0</p>
+</td><td><p>895519.482</p>
+</td><td><p>895519.482</p>
+</td><td><p>833</p>
+</td><td><p>[]</p>
+</td><td><p>0.0221</p>
+</td><td><p>30620792046</p>
+</td><td><p>0.0221</p>
+</td><td><p>8.086143</p>
+</td><td><p>10.715915</p>
+</td></tr><tr><th><p>2017-06-11 23:59:00+00:00</p>
+</th><td><p>0.498971</p>
+</td><td><p>8.484533</p>
+</td><td><p>-0.009305</p>
+</td><td><p>11.237914</p>
+</td><td><p>0.556827</p>
+</td><td><p>0.891266</p>
+</td><td><p>0.000000</p>
+</td><td><p>14455.525045</p>
+</td><td><p>14455.525045</p>
+</td><td><p>933997.800</p>
+</td><td><p>…</p>
+</td><td><p>100000.0</p>
+</td><td><p>894158.760</p>
+</td><td><p>894158.760</p>
+</td><td><p>834</p>
+</td><td><p>[]</p>
+</td><td><p>0.0221</p>
+</td><td><p>30830678595</p>
+</td><td><p>0.0221</p>
+</td><td><p>8.484533</p>
+</td><td><p>11.237914</p>
+</td></tr><tr><th><p>2017-06-12 23:59:00+00:00</p>
+</th><td><p>0.503448</p>
+</td><td><p>7.320494</p>
+</td><td><p>-0.014065</p>
+</td><td><p>9.712706</p>
+</td><td><p>0.560936</p>
+</td><td><p>0.892695</p>
+</td><td><p>0.000000</p>
+</td><td><p>14455.525045</p>
+</td><td><p>14455.525045</p>
+</td><td><p>817593.900</p>
+</td><td><p>…</p>
+</td><td><p>100000.0</p>
+</td><td><p>933997.800</p>
+</td><td><p>933997.800</p>
+</td><td><p>835</p>
+</td><td><p>[]</p>
+</td><td><p>0.0221</p>
+</td><td><p>88704710635</p>
+</td><td><p>0.0221</p>
+</td><td><p>7.320494</p>
+</td><td><p>9.712706</p>
+</td></tr><tr><th><p>2017-06-13 23:59:00+00:00</p>
+</th><td><p>0.503565</p>
+</td><td><p>7.656697</p>
+</td><td><p>-0.013054</p>
+</td><td><p>10.153225</p>
+</td><td><p>0.560981</p>
+</td><td><p>0.892830</p>
+</td><td><p>0.000000</p>
+</td><td><p>14455.525045</p>
+</td><td><p>14455.525045</p>
+</td><td><p>851214.132</p>
+</td><td><p>…</p>
+</td><td><p>100000.0</p>
+</td><td><p>817593.900</p>
+</td><td><p>817593.900</p>
+</td><td><p>836</p>
+</td><td><p>[]</p>
+</td><td><p>0.0221</p>
+</td><td><p>42251296767</p>
+</td><td><p>0.0221</p>
+</td><td><p>7.656697</p>
+</td><td><p>10.153225</p>
+</td></tr><tr><th><p>2017-06-14 23:59:00+00:00</p>
+</th><td><p>0.506845</p>
+</td><td><p>6.734516</p>
+</td><td><p>-0.016873</p>
+</td><td><p>8.944917</p>
+</td><td><p>0.563995</p>
+</td><td><p>0.893862</p>
+</td><td><p>0.000000</p>
+</td><td><p>14455.525045</p>
+</td><td><p>14455.525045</p>
+</td><td><p>758996.040</p>
+</td><td><p>…</p>
+</td><td><p>100000.0</p>
+</td><td><p>851214.132</p>
+</td><td><p>851214.132</p>
+</td><td><p>837</p>
+</td><td><p>[]</p>
+</td><td><p>0.0215</p>
+</td><td><p>63183088135</p>
+</td><td><p>0.0215</p>
+</td><td><p>6.734516</p>
+</td><td><p>8.944917</p>
+</td></tr><tr><th><p>2017-06-15 23:59:00+00:00</p>
+</th><td><p>0.506562</p>
+</td><td><p>6.695367</p>
+</td><td><p>-0.016991</p>
+</td><td><p>8.893622</p>
+</td><td><p>0.563678</p>
+</td><td><p>0.893865</p>
+</td><td><p>0.000000</p>
+</td><td><p>14455.525045</p>
+</td><td><p>14455.525045</p>
+</td><td><p>755081.142</p>
+</td><td><p>…</p>
+</td><td><p>100000.0</p>
+</td><td><p>758996.040</p>
+</td><td><p>758996.040</p>
+</td><td><p>838</p>
+</td><td><p>[]</p>
+</td><td><p>0.0216</p>
+</td><td><p>104677533974</p>
+</td><td><p>0.0216</p>
+</td><td><p>6.695367</p>
+</td><td><p>8.893622</p>
+</td></tr><tr><th><p>2017-06-16 23:59:00+00:00</p>
+</th><td><p>0.506404</p>
+</td><td><p>6.887855</p>
+</td><td><p>-0.016343</p>
+</td><td><p>9.145831</p>
+</td><td><p>0.563472</p>
+</td><td><p>0.893913</p>
+</td><td><p>0.000000</p>
+</td><td><p>14455.525045</p>
+</td><td><p>14455.525045</p>
+</td><td><p>774330.000</p>
+</td><td><p>…</p>
+</td><td><p>100000.0</p>
+</td><td><p>755081.142</p>
+</td><td><p>755081.142</p>
+</td><td><p>839</p>
+</td><td><p>[]</p>
+</td><td><p>0.0216</p>
+</td><td><p>43479966625</p>
+</td><td><p>0.0216</p>
+</td><td><p>6.887855</p>
+</td><td><p>9.145831</p>
+</td></tr><tr><th><p>2017-06-17 23:59:00+00:00</p>
+</th><td><p>0.507407</p>
+</td><td><p>7.435283</p>
+</td><td><p>-0.014812</p>
+</td><td><p>9.863113</p>
+</td><td><p>0.564341</p>
+</td><td><p>0.894311</p>
+</td><td><p>0.000000</p>
+</td><td><p>14455.525045</p>
+</td><td><p>14455.525045</p>
+</td><td><p>829072.746</p>
+</td><td><p>…</p>
+</td><td><p>100000.0</p>
+</td><td><p>774330.000</p>
+</td><td><p>774330.000</p>
+</td><td><p>840</p>
+</td><td><p>[]</p>
+</td><td><p>0.0216</p>
+</td><td><p>36800919715</p>
+</td><td><p>0.0216</p>
+</td><td><p>7.435283</p>
+</td><td><p>9.863113</p>
+</td></tr><tr><th><p>2017-06-18 23:59:00+00:00</p>
+</th><td><p>0.507740</p>
+</td><td><p>7.070069</p>
+</td><td><p>-0.016112</p>
+</td><td><p>9.384581</p>
+</td><td><p>0.564605</p>
+</td><td><p>0.894482</p>
+</td><td><p>0.000000</p>
+</td><td><p>14455.525045</p>
+</td><td><p>14455.525045</p>
+</td><td><p>792551.400</p>
+</td><td><p>…</p>
+</td><td><p>100000.0</p>
+</td><td><p>829072.746</p>
+</td><td><p>829072.746</p>
+</td><td><p>841</p>
+</td><td><p>[]</p>
+</td><td><p>0.0216</p>
+</td><td><p>46411759478</p>
+</td><td><p>0.0216</p>
+</td><td><p>7.070069</p>
+</td><td><p>9.384581</p>
+</td></tr><tr><th><p>2017-06-19 23:59:00+00:00</p>
+</th><td><p>0.507754</p>
+</td><td><p>7.358645</p>
+</td><td><p>-0.015226</p>
+</td><td><p>9.762694</p>
+</td><td><p>0.564557</p>
+</td><td><p>0.894583</p>
+</td><td><p>0.000000</p>
+</td><td><p>14455.525045</p>
+</td><td><p>14455.525045</p>
+</td><td><p>821408.946</p>
+</td><td><p>…</p>
+</td><td><p>100000.0</p>
+</td><td><p>792551.400</p>
+</td><td><p>792551.400</p>
+</td><td><p>842</p>
+</td><td><p>[]</p>
+</td><td><p>0.0219</p>
+</td><td><p>28294406623</p>
+</td><td><p>0.0219</p>
+</td><td><p>7.358645</p>
+</td><td><p>9.762694</p>
+</td></tr><tr><th><p>2017-06-20 23:59:00+00:00</p>
+</th><td><p>0.507705</p>
+</td><td><p>7.628795</p>
+</td><td><p>-0.014414</p>
+</td><td><p>10.116664</p>
+</td><td><p>0.564451</p>
+</td><td><p>0.894665</p>
+</td><td><p>0.000000</p>
+</td><td><p>14455.525045</p>
+</td><td><p>14455.525045</p>
+</td><td><p>848424.000</p>
+</td><td><p>…</p>
+</td><td><p>100000.0</p>
+</td><td><p>821408.946</p>
+</td><td><p>821408.946</p>
+</td><td><p>843</p>
+</td><td><p>[]</p>
+</td><td><p>0.0216</p>
+</td><td><p>36903854052</p>
+</td><td><p>0.0216</p>
+</td><td><p>7.628795</p>
+</td><td><p>10.116664</p>
+</td></tr><tr><th><p>2017-06-21 23:59:00+00:00</p>
+</th><td><p>0.507531</p>
+</td><td><p>7.476155</p>
+</td><td><p>-0.014900</p>
+</td><td><p>9.916664</p>
+</td><td><p>0.564238</p>
+</td><td><p>0.894696</p>
+</td><td><p>0.000000</p>
+</td><td><p>14455.525045</p>
+</td><td><p>14455.525045</p>
+</td><td><p>833160.000</p>
+</td><td><p>…</p>
+</td><td><p>100000.0</p>
+</td><td><p>848424.000</p>
+</td><td><p>848424.000</p>
+</td><td><p>844</p>
+</td><td><p>[]</p>
+</td><td><p>0.0216</p>
+</td><td><p>43815656010</p>
+</td><td><p>0.0216</p>
+</td><td><p>7.476155</p>
+</td><td><p>9.916664</p>
+</td></tr><tr><th><p>2017-06-22 23:59:00+00:00</p>
+</th><td><p>0.507315</p>
+</td><td><p>7.645891</p>
+</td><td><p>-0.014372</p>
+</td><td><p>10.139065</p>
+</td><td><p>0.563979</p>
+</td><td><p>0.894725</p>
+</td><td><p>0.000000</p>
+</td><td><p>14455.525045</p>
+</td><td><p>14455.525045</p>
+</td><td><p>850133.568</p>
+</td><td><p>…</p>
+</td><td><p>100000.0</p>
+</td><td><p>833160.000</p>
+</td><td><p>833160.000</p>
+</td><td><p>845</p>
+</td><td><p>[]</p>
+</td><td><p>0.0215</p>
+</td><td><p>22304647568</p>
+</td><td><p>0.0215</p>
+</td><td><p>7.645891</p>
+</td><td><p>10.139065</p>
+</td></tr><tr><th><p>2017-06-23 23:59:00+00:00</p>
+</th><td><p>0.507020</p>
+</td><td><p>7.635155</p>
+</td><td><p>-0.014388</p>
+</td><td><p>10.124997</p>
+</td><td><p>0.563652</p>
+</td><td><p>0.894725</p>
+</td><td><p>0.000000</p>
+</td><td><p>14455.525045</p>
+</td><td><p>14455.525045</p>
+</td><td><p>849060.000</p>
+</td><td><p>…</p>
+</td><td><p>100000.0</p>
+</td><td><p>850133.568</p>
+</td><td><p>850133.568</p>
+</td><td><p>846</p>
+</td><td><p>[]</p>
+</td><td><p>0.0215</p>
+</td><td><p>13090231864</p>
+</td><td><p>0.0215</p>
+</td><td><p>7.635155</p>
+</td><td><p>10.124997</p>
+</td></tr><tr><th><p>2017-06-24 23:59:00+00:00</p>
+</th><td><p>0.507936</p>
+</td><td><p>7.105628</p>
+</td><td><p>-0.016304</p>
+</td><td><p>9.431173</p>
+</td><td><p>0.564463</p>
+</td><td><p>0.895061</p>
+</td><td><p>0.000000</p>
+</td><td><p>14455.525045</p>
+</td><td><p>14455.525045</p>
+</td><td><p>796107.276</p>
+</td><td><p>…</p>
+</td><td><p>100000.0</p>
+</td><td><p>849060.000</p>
+</td><td><p>849060.000</p>
+</td><td><p>847</p>
+</td><td><p>[]</p>
+</td><td><p>0.0215</p>
+</td><td><p>34088563732</p>
+</td><td><p>0.0215</p>
+</td><td><p>7.105628</p>
+</td><td><p>9.431173</p>
+</td></tr><tr><th><p>2017-06-25 23:59:00+00:00</p>
+</th><td><p>0.507675</p>
+</td><td><p>7.036714</p>
+</td><td><p>-0.016515</p>
+</td><td><p>9.340880</p>
+</td><td><p>0.564168</p>
+</td><td><p>0.895069</p>
+</td><td><p>0.000000</p>
+</td><td><p>14455.525045</p>
+</td><td><p>14455.525045</p>
+</td><td><p>789215.898</p>
+</td><td><p>…</p>
+</td><td><p>100000.0</p>
+</td><td><p>796107.276</p>
+</td><td><p>796107.276</p>
+</td><td><p>848</p>
+</td><td><p>[]</p>
+</td><td><p>0.0215</p>
+</td><td><p>41560204433</p>
+</td><td><p>0.0215</p>
+</td><td><p>7.036714</p>
+</td><td><p>9.340880</p>
+</td></tr><tr><th><p>2017-06-26 23:59:00+00:00</p>
+</th><td><p>0.507780</p>
+</td><td><p>6.761571</p>
+</td><td><p>-0.017485</p>
+</td><td><p>8.980368</p>
+</td><td><p>0.564221</p>
+</td><td><p>0.895175</p>
+</td><td><p>0.000000</p>
+</td><td><p>14455.525045</p>
+</td><td><p>14455.525045</p>
+</td><td><p>761701.584</p>
+</td><td><p>…</p>
+</td><td><p>100000.0</p>
+</td><td><p>789215.898</p>
+</td><td><p>789215.898</p>
+</td><td><p>849</p>
+</td><td><p>[]</p>
+</td><td><p>0.0214</p>
+</td><td><p>73840480752</p>
+</td><td><p>0.0214</p>
+</td><td><p>6.761571</p>
+</td><td><p>8.980368</p>
+</td></tr><tr><th><p>2017-06-27 23:59:00+00:00</p>
+</th><td><p>0.508048</p>
+</td><td><p>7.126355</p>
+</td><td><p>-0.016390</p>
+</td><td><p>9.458331</p>
+</td><td><p>0.564409</p>
+</td><td><p>0.895349</p>
+</td><td><p>0.000000</p>
+</td><td><p>14455.525045</p>
+</td><td><p>14455.525045</p>
+</td><td><p>798180.000</p>
+</td><td><p>…</p>
+</td><td><p>100000.0</p>
+</td><td><p>761701.584</p>
+</td><td><p>761701.584</p>
+</td><td><p>850</p>
+</td><td><p>[]</p>
+</td><td><p>0.0221</p>
+</td><td><p>62426319778</p>
+</td><td><p>0.0221</p>
+</td><td><p>7.126355</p>
+</td><td><p>9.458331</p>
+</td></tr><tr><th><p>2017-06-28 23:59:00+00:00</p>
+</th><td><p>0.507750</p>
+</td><td><p>7.135895</p>
+</td><td><p>-0.016340</p>
+</td><td><p>9.470831</p>
+</td><td><p>0.564078</p>
+</td><td><p>0.895349</p>
+</td><td><p>0.000000</p>
+</td><td><p>14455.525045</p>
+</td><td><p>14455.525045</p>
+</td><td><p>799134.000</p>
+</td><td><p>…</p>
+</td><td><p>100000.0</p>
+</td><td><p>798180.000</p>
+</td><td><p>798180.000</p>
+</td><td><p>851</p>
+</td><td><p>[]</p>
+</td><td><p>0.0222</p>
+</td><td><p>39676839183</p>
+</td><td><p>0.0222</p>
+</td><td><p>7.135895</p>
+</td><td><p>9.470831</p>
+</td></tr></tbody></table><p><p>851 rows × 45 columns</p>
+</p></div><p>Also, instead of defining an output file we are accessing it via the “_&#8221;
+variable that will be created in the name space and contain the
+performance DataFrame.</p>
+<div class="code python highlight-python"><div class="highlight"><pre><span class="n">_</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
+</pre></div>
+</div>
+<div><table border="1" class="dataframe"><thead><tr style="text-align: right;"><th></th><th><p>algo_volatility</p>
+</th><th><p>algorithm_period_return</p>
+</th><th><p>alpha</p>
+</th><th><p>benchmark_period_return</p>
+</th><th><p>benchmark_volatility</p>
+</th><th><p>beta</p>
+</th><th><p>capital_used</p>
+</th><th><p>cash</p>
+</th><th><p>ending_cash</p>
+</th><th><p>ending_exposure</p>
+</th><th><p>…</p>
+</th><th><p>starting_cash</p>
+</th><th><p>starting_exposure</p>
+</th><th><p>starting_value</p>
+</th><th><p>trading_days</p>
+</th><th><p>transactions</p>
+</th><th><p>treasury_period_return</p>
+</th><th><p>volume</p>
+</th><th><p>treasury</p>
+</th><th><p>algorithm</p>
+</th><th><p>benchmark</p>
+</th></tr></thead><tbody><tr><th><p>2015-03-01 23:59:00+00:00</p>
+</th><td><p>NaN</p>
+</td><td><p>0.000000</p>
+</td><td><p>NaN</p>
+</td><td><p>0.045833</p>
+</td><td><p>NaN</p>
+</td><td><p>NaN</p>
+</td><td><p>0.000000</p>
+</td><td><p>100000.000000</p>
+</td><td><p>100000.000000</p>
+</td><td><p>0.000</p>
+</td><td><p>…</p>
+</td><td><p>100000.0</p>
+</td><td><p>0.000</p>
+</td><td><p>0.000</p>
+</td><td><p>1</p>
+</td><td><p>[]</p>
+</td><td><p>0.0200</p>
+</td><td><p>317</p>
+</td><td><p>0.0200</p>
+</td><td><p>0.000000</p>
+</td><td><p>0.045833</p>
+</td></tr><tr><th><p>2015-03-02 23:59:00+00:00</p>
+</th><td><p>0.000278</p>
+</td><td><p>-0.000025</p>
+</td><td><p>0.011045</p>
+</td><td><p>0.120833</p>
+</td><td><p>0.290503</p>
+</td><td><p>-0.000956</p>
+</td><td><p>-85544.474955</p>
+</td><td><p>14455.525045</p>
+</td><td><p>14455.525045</p>
+</td><td><p>85542.000</p>
+</td><td><p>…</p>
+</td><td><p>100000.0</p>
+</td><td><p>0.000</p>
+</td><td><p>0.000</p>
+</td><td><p>2</p>
+</td><td><p>[{u’commission’: None, u’amount’: 318, u’sid’:…</p>
+</td><td><p>0.0208</p>
+</td><td><p>98063</p>
+</td><td><p>0.0208</p>
+</td><td><p>-0.000025</p>
+</td><td><p>0.120833</p>
+</td></tr><tr><th><p>2015-03-03 23:59:00+00:00</p>
+</th><td><p>0.051796</p>
+</td><td><p>-0.005688</p>
+</td><td><p>-1.197544</p>
+</td><td><p>0.113416</p>
+</td><td><p>0.633538</p>
+</td><td><p>0.077239</p>
+</td><td><p>0.000000</p>
+</td><td><p>14455.525045</p>
+</td><td><p>14455.525045</p>
+</td><td><p>84975.642</p>
+</td><td><p>…</p>
+</td><td><p>100000.0</p>
+</td><td><p>85542.000</p>
+</td><td><p>85542.000</p>
+</td><td><p>3</p>
+</td><td><p>[]</p>
+</td><td><p>0.0212</p>
+</td><td><p>442983</p>
+</td><td><p>0.0212</p>
+</td><td><p>-0.005688</p>
+</td><td><p>0.113416</p>
+</td></tr><tr><th><p>2015-03-04 23:59:00+00:00</p>
+</th><td><p>0.342118</p>
+</td><td><p>0.034955</p>
+</td><td><p>0.401861</p>
+</td><td><p>0.166666</p>
+</td><td><p>0.524400</p>
+</td><td><p>0.181468</p>
+</td><td><p>0.000000</p>
+</td><td><p>14455.525045</p>
+</td><td><p>14455.525045</p>
+</td><td><p>89040.000</p>
+</td><td><p>…</p>
+</td><td><p>100000.0</p>
+</td><td><p>84975.642</p>
+</td><td><p>84975.642</p>
+</td><td><p>4</p>
+</td><td><p>[]</p>
+</td><td><p>0.0212</p>
+</td><td><p>245889</p>
+</td><td><p>0.0212</p>
+</td><td><p>0.034955</p>
+</td><td><p>0.166666</p>
+</td></tr><tr><th><p>2015-03-05 23:59:00+00:00</p>
+</th><td><p>0.637226</p>
+</td><td><p>-0.038185</p>
+</td><td><p>-3.914003</p>
+</td><td><p>0.070834</p>
+</td><td><p>0.976896</p>
+</td><td><p>0.550520</p>
+</td><td><p>0.000000</p>
+</td><td><p>14455.525045</p>
+</td><td><p>14455.525045</p>
+</td><td><p>81726.000</p>
+</td><td><p>…</p>
+</td><td><p>100000.0</p>
+</td><td><p>89040.000</p>
+</td><td><p>89040.000</p>
+</td><td><p>5</p>
+</td><td><p>[]</p>
+</td><td><p>0.0211</p>
+</td><td><p>117440</p>
+</td><td><p>0.0211</p>
+</td><td><p>-0.038185</p>
+</td><td><p>0.070834</p>
+</td></tr></tbody></table><p><p>5 rows × 45 columns</p>
+</p></div></div>
+</div>
+
+
+          </div>
+          <footer>
+  
+    <div class="rst-footer-buttons" role="navigation" aria-label="footer navigation">
+      
+        <a href="live-trading.html" class="btn btn-neutral float-right" title="Live Trading" accesskey="n">Next <span class="fa fa-arrow-circle-right"></span></a>
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+
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+    <p>
+        &copy; Copyright 2017, Enigma MPC, Inc..
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+  Built with <a href="http://sphinx-doc.org/">Sphinx</a> using a <a href="https://github.com/snide/sphinx_rtd_theme">theme</a> provided by <a href="https://readthedocs.org">Read the Docs</a>.
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+        };
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+      <script type="text/javascript" src="_static/jquery.js"></script>
+      <script type="text/javascript" src="_static/underscore.js"></script>
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diff --git a/live-trading.html b/live-trading.html
index 809456f4..1c3dd26d 100644
--- a/live-trading.html
+++ b/live-trading.html
@@ -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>
diff --git a/naming-convention.html b/naming-convention.html
index b4f924bb..7632de64 100644
--- a/naming-convention.html
+++ b/naming-convention.html
@@ -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>
diff --git a/objects.inv b/objects.inv
index ee009f1f..8d4e54f5 100644
Binary files a/objects.inv and b/objects.inv differ
diff --git a/release-process.html b/release-process.html
index da5e8a40..022a0536 100644
--- a/release-process.html
+++ b/release-process.html
@@ -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>
diff --git a/releases.html b/releases.html
index 16ea8a9a..73cce263 100644
--- a/releases.html
+++ b/releases.html
@@ -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>
diff --git a/search.html b/search.html
index dbfbb340..2340777b 100644
--- a/search.html
+++ b/search.html
@@ -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>
diff --git a/searchindex.js b/searchindex.js
index 99415595..9b510104 100644
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\ No newline at end of file
diff --git a/videos.html b/videos.html
index faca1d82..8e470341 100644
--- a/videos.html
+++ b/videos.html
@@ -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>
       
       
         <a href="naming-convention.html" class="btn btn-neutral" title="Naming Convention" accesskey="p"><span class="fa fa-arrow-circle-left"></span> Previous</a>
diff --git a/welcome.html b/welcome.html
index f8e89b78..3cbc91f0 100644
--- a/welcome.html
+++ b/welcome.html
@@ -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>