diff --git a/catalyst/algorithm.py b/catalyst/algorithm.py
index 1cf9476a..2a3cfbf6 100644
--- a/catalyst/algorithm.py
+++ b/catalyst/algorithm.py
@@ -939,7 +939,7 @@ class TradingAlgorithm(object):
             The field to query. The options have the following meanings:
               arena : str
                   The arena from the simulation parameters. This will normally
-                  be ``'backtest'`` but some systems may use this distinguish
+                  be ``backtest`` but some systems may use this distinguish
                   live trading from backtesting.
               data_frequency : {'daily', 'minute'}
                   data_frequency tells the algorithm if it is running with
@@ -954,7 +954,7 @@ class TradingAlgorithm(object):
                   The platform that the code is running on. By default this
                   will be the string 'catalyst'. This can allow algorithms to
                   know if they are running on the Quantopian platform instead.
-              * : dict[str -> any]
+              \* : dict[str -> any]
                   Returns all of the fields in a dictionary.
 
         Returns
@@ -1032,7 +1032,7 @@ class TradingAlgorithm(object):
             argument is the name of the column in the preprocessed dataframe
             containing the symbols. This will be used along with the date
             information to map the sids in the asset finder.
-        **kwargs
+        \*\*kwargs
             Forwarded to :func:`pandas.read_csv`.
 
         Returns
@@ -1156,7 +1156,7 @@ class TradingAlgorithm(object):
 
         Parameters
         ----------
-        **kwargs
+        \*\*kwargs
             The names and values to record.
 
         Notes
@@ -1273,7 +1273,7 @@ class TradingAlgorithm(object):
 
         Parameters
         ----------
-        *args : iterable[str]
+        \*args : iterable[str]
             The ticker symbols to lookup.
 
         Returns
diff --git a/catalyst/utils/run_algo.py b/catalyst/utils/run_algo.py
index a327e8a5..2e9981fa 100644
--- a/catalyst/utils/run_algo.py
+++ b/catalyst/utils/run_algo.py
@@ -55,6 +55,7 @@ class _RunAlgoError(click.ClickException, ValueError):
     ----------
     pyfunc_msg : str
         The message that will be shown when called as a python function.
+
     cmdline_msg : str
         The message that will be shown on the command line.
     """
@@ -416,7 +417,8 @@ def run_algorithm(initialize,
                   auth_aliases=None,
                   stats_output=None,
                   output=os.devnull):
-    """Run a trading algorithm.
+    """
+    Run a trading algorithm.
 
     Parameters
     ----------
@@ -458,7 +460,7 @@ def run_algorithm(initialize,
         This argument is mutually exclusive with ``data``.
     default_extension : bool, optional
         Should the default catalyst extension be loaded. This is found at
-        ``$ZIPLINE_ROOT/extension.py``
+        ``$CATALYST_ROOT/extension.py``
     extensions : iterable[str], optional
         The names of any other extensions to load. Each element may either be
         a dotted module path like ``a.b.c`` or a path to a python file ending
@@ -469,12 +471,8 @@ def run_algorithm(initialize,
     environ : mapping[str -> str], optional
         The os environment to use. Many extensions use this to get parameters.
         This defaults to ``os.environ``.
-    live: execute live trading
-    exchange_conn: The exchange connection parameters
-
-    Supported Exchanges
-    -------------------
-    bitfinex
+    live : bool, optional
+        Execute algorithm in live trading mode.
 
     Returns
     -------
diff --git a/docs/source/appendix.rst b/docs/source/appendix.rst
index f5ad6501..6b3590a7 100644
--- a/docs/source/appendix.rst
+++ b/docs/source/appendix.rst
@@ -4,7 +4,7 @@ API Reference
 Running a Backtest
 ~~~~~~~~~~~~~~~~~~
 
-.. autofunction:: zipline.run_algorithm(...)
+.. autofunction:: catalyst.run_algorithm(...)
 
 Algorithm API
 ~~~~~~~~~~~~~
@@ -18,341 +18,335 @@ currently-executing :class:`~zipline.algorithm.TradingAlgorithm` instance.
 Data Object
 ```````````
 
-.. autoclass:: zipline.protocol.BarData
+.. autoclass:: catalyst.protocol.BarData
    :members:
 
 Scheduling Functions
 ````````````````````
 
-.. autofunction:: zipline.api.schedule_function
+.. autofunction:: catalyst.api.schedule_function
 
-.. autoclass:: zipline.api.date_rules
+.. autoclass:: catalyst.api.date_rules
    :members:
    :undoc-members:
 
-.. autoclass:: zipline.api.time_rules
+.. autoclass:: catalyst.api.time_rules
    :members:
 
 Orders
 ``````
 
-.. autofunction:: zipline.api.order
+.. autofunction:: catalyst.api.order
 
-.. autofunction:: zipline.api.order_value
+.. autofunction:: catalyst.api.order_value
 
-.. autofunction:: zipline.api.order_percent
+.. autofunction:: catalyst.api.order_percent
 
-.. autofunction:: zipline.api.order_target
+.. autofunction:: catalyst.api.order_target
 
-.. autofunction:: zipline.api.order_target_value
+.. autofunction:: catalyst.api.order_target_value
 
-.. autofunction:: zipline.api.order_target_percent
+.. autofunction:: catalyst.api.order_target_percent
 
-.. autoclass:: zipline.finance.execution.ExecutionStyle
+.. autoclass:: catalyst.finance.execution.ExecutionStyle
    :members:
 
-.. autoclass:: zipline.finance.execution.MarketOrder
+.. autoclass:: catalyst.finance.execution.MarketOrder
 
-.. autoclass:: zipline.finance.execution.LimitOrder
+.. autoclass:: catalyst.finance.execution.LimitOrder
 
-.. autoclass:: zipline.finance.execution.StopOrder
+.. autoclass:: catalyst.finance.execution.StopOrder
 
-.. autoclass:: zipline.finance.execution.StopLimitOrder
+.. autoclass:: catalyst.finance.execution.StopLimitOrder
 
-.. autofunction:: zipline.api.get_order
+.. autofunction:: catalyst.api.get_order
 
-.. autofunction:: zipline.api.get_open_orders
+.. autofunction:: catalyst.api.get_open_orders
 
-.. autofunction:: zipline.api.cancel_order
+.. autofunction:: catalyst.api.cancel_order
 
 Order Cancellation Policies
 '''''''''''''''''''''''''''
 
-.. autofunction:: zipline.api.set_cancel_policy
+.. autofunction:: catalyst.api.set_cancel_policy
 
-.. autoclass:: zipline.finance.cancel_policy.CancelPolicy
+.. autoclass:: catalyst.finance.cancel_policy.CancelPolicy
    :members:
 
-.. autofunction:: zipline.api.EODCancel
+.. autofunction:: catalyst.api.EODCancel
 
-.. autofunction:: zipline.api.NeverCancel
+.. autofunction:: catalyst.api.NeverCancel
 
 
 Assets
 ``````
 
-.. autofunction:: zipline.api.symbol
+.. autofunction:: catalyst.api.symbol
 
-.. autofunction:: zipline.api.symbols
+.. autofunction:: catalyst.api.symbols
 
-.. autofunction:: zipline.api.future_symbol
+.. autofunction:: catalyst.api.set_symbol_lookup_date
 
-.. autofunction:: zipline.api.set_symbol_lookup_date
-
-.. autofunction:: zipline.api.sid
+.. autofunction:: catalyst.api.sid
 
 
 Trading Controls
 ````````````````
 
-Zipline provides trading controls to help ensure that the algorithm is
+zipline provides trading controls to help ensure that the algorithm is
 performing as expected. The functions help protect the algorithm from certian
 bugs that could cause undesirable behavior when trading with real money.
 
-.. autofunction:: zipline.api.set_do_not_order_list
+.. autofunction:: catalyst.api.set_do_not_order_list
 
-.. autofunction:: zipline.api.set_long_only
+.. autofunction:: catalyst.api.set_long_only
 
-.. autofunction:: zipline.api.set_max_leverage
+.. autofunction:: catalyst.api.set_max_leverage
 
-.. autofunction:: zipline.api.set_max_order_count
+.. autofunction:: catalyst.api.set_max_order_count
 
-.. autofunction:: zipline.api.set_max_order_size
+.. autofunction:: catalyst.api.set_max_order_size
 
-.. autofunction:: zipline.api.set_max_position_size
+.. autofunction:: catalyst.api.set_max_position_size
 
 
 Simulation Parameters
 `````````````````````
 
-.. autofunction:: zipline.api.set_benchmark
+.. autofunction:: catalyst.api.set_benchmark
 
 Commission Models
 '''''''''''''''''
 
-.. autofunction:: zipline.api.set_commission
+.. autofunction:: catalyst.api.set_commission
 
-.. autoclass:: zipline.finance.commission.CommissionModel
+.. autoclass:: catalyst.finance.commission.CommissionModel
    :members:
 
-.. autoclass:: zipline.finance.commission.PerShare
+.. autoclass:: catalyst.finance.commission.PerShare
 
-.. autoclass:: zipline.finance.commission.PerTrade
+.. autoclass:: catalyst.finance.commission.PerTrade
 
-.. autoclass:: zipline.finance.commission.PerDollar
+.. autoclass:: catalyst.finance.commission.PerDollar
 
 Slippage Models
 '''''''''''''''
 
-.. autofunction:: zipline.api.set_slippage
+.. autofunction:: catalyst.api.set_slippage
 
-.. autoclass:: zipline.finance.slippage.SlippageModel
+.. autoclass:: catalyst.finance.slippage.SlippageModel
    :members:
 
-.. autoclass:: zipline.finance.slippage.FixedSlippage
+.. autoclass:: catalyst.finance.slippage.FixedSlippage
 
-.. autoclass:: zipline.finance.slippage.VolumeShareSlippage
+.. autoclass:: catalyst.finance.slippage.VolumeShareSlippage
 
 Pipeline
 ````````
 
-For more information, see :ref:`pipeline-api`
+Not supported yet.
 
-.. autofunction:: zipline.api.attach_pipeline
+.. For more information, see :ref:`pipeline-api`
 
-.. autofunction:: zipline.api.pipeline_output
+.. .. autofunction:: catalyst.api.attach_pipeline
+
+.. .. autofunction:: catalyst.api.pipeline_output
 
 
 Miscellaneous
 `````````````
 
-.. autofunction:: zipline.api.record
+.. autofunction:: catalyst.api.record
 
-.. autofunction:: zipline.api.get_environment
+.. autofunction:: catalyst.api.get_environment
 
-.. autofunction:: zipline.api.fetch_csv
+.. autofunction:: catalyst.api.fetch_csv
 
 
 .. _pipeline-api:
 
-Pipeline API
-~~~~~~~~~~~~
+.. Pipeline API
+.. ~~~~~~~~~~~~
 
-.. autoclass:: zipline.pipeline.Pipeline
-   :members:
-   :member-order: groupwise
+.. .. autoclass:: zipline.pipeline.Pipeline
+..    :members:
+..    :member-order: groupwise
 
-.. autoclass:: zipline.pipeline.CustomFactor
-   :members:
-   :member-order: groupwise
+.. .. autoclass:: zipline.pipeline.CustomFactor
+..    :members:
+..    :member-order: groupwise
 
-.. autoclass:: zipline.pipeline.filters.Filter
-   :members: __and__, __or__
-   :exclude-members: dtype
+.. .. autoclass:: zipline.pipeline.filters.Filter
+..    :members: __and__, __or__
+..    :exclude-members: dtype
 
-.. autoclass:: zipline.pipeline.factors.Factor
-   :members: bottom, deciles, demean, linear_regression, pearsonr,
-             percentile_between, quantiles, quartiles, quintiles, rank,
-             spearmanr, top, winsorize, zscore, isnan, notnan, isfinite, eq,
-             __add__, __sub__, __mul__, __div__, __mod__, __pow__, __lt__,
-             __le__, __ne__, __ge__, __gt__
-   :exclude-members: dtype
-   :member-order: bysource
+.. .. autoclass:: zipline.pipeline.factors.Factor
+..    :members: bottom, deciles, demean, linear_regression, pearsonr,
+..              percentile_between, quantiles, quartiles, quintiles, rank,
+..              spearmanr, top, winsorize, zscore, isnan, notnan, isfinite, eq,
+..              \__add__, \__sub__, \__mul__, \__div__, \__mod__, \__pow__, 
+..              \__lt__, \__le__, \__ne__, \__ge__, \__gt__
+..    :exclude-members: dtype
+..    :member-order: bysource
 
-.. autoclass:: zipline.pipeline.term.Term
-   :members:
-   :exclude-members: compute_extra_rows, dependencies, inputs, mask, windowed
+.. .. autoclass:: zipline.pipeline.term.Term
+..    :members:
+..    :exclude-members: compute_extra_rows, dependencies, inputs, mask, windowed
 
-.. autoclass:: zipline.pipeline.data.USEquityPricing
-   :members: open, high, low, close, volume
-   :undoc-members:
+.. .. autoclass:: zipline.pipeline.data.USEquityPricing
+..    :members: open, high, low, close, volume
+..    :undoc-members:
 
-Built-in Factors
-````````````````
+.. Built-in Factors
+.. ````````````````
 
-.. autoclass:: zipline.pipeline.factors.AverageDollarVolume
-   :members:
+.. .. autoclass:: zipline.pipeline.factors.AverageDollarVolume
+..    :members:
 
-.. autoclass:: zipline.pipeline.factors.BollingerBands
-   :members:
+.. .. autoclass:: zipline.pipeline.factors.BollingerBands
+..    :members:
 
-.. autoclass:: zipline.pipeline.factors.BusinessDaysSincePreviousEvent
-   :members:
+.. .. autoclass:: zipline.pipeline.factors.BusinessDaysSincePreviousEvent
+..    :members:
 
-.. autoclass:: zipline.pipeline.factors.BusinessDaysUntilNextEvent
-   :members:
+.. .. autoclass:: zipline.pipeline.factors.BusinessDaysUntilNextEvent
+..    :members:
 
-.. autoclass:: zipline.pipeline.factors.ExponentialWeightedMovingAverage
-   :members:
+.. .. autoclass:: zipline.pipeline.factors.ExponentialWeightedMovingAverage
+..    :members:
 
-.. autoclass:: zipline.pipeline.factors.ExponentialWeightedMovingStdDev
-   :members:
+.. .. autoclass:: zipline.pipeline.factors.ExponentialWeightedMovingStdDev
+..    :members:
 
-.. autoclass:: zipline.pipeline.factors.Latest
-   :members:
+.. .. autoclass:: zipline.pipeline.factors.Latest
+..    :members:
 
-.. autoclass:: zipline.pipeline.factors.MaxDrawdown
-   :members:
+.. .. autoclass:: zipline.pipeline.factors.MaxDrawdown
+..    :members:
 
-.. autoclass:: zipline.pipeline.factors.Returns
-   :members:
+.. .. autoclass:: zipline.pipeline.factors.Returns
+..    :members:
 
-.. autoclass:: zipline.pipeline.factors.RollingLinearRegressionOfReturns
-   :members:
+.. .. autoclass:: zipline.pipeline.factors.RollingLinearRegressionOfReturns
+..    :members:
 
-.. autoclass:: zipline.pipeline.factors.RollingPearsonOfReturns
-   :members:
+.. .. autoclass:: zipline.pipeline.factors.RollingPearsonOfReturns
+..    :members:
 
-.. autoclass:: zipline.pipeline.factors.RollingSpearmanOfReturns
-   :members:
+.. .. autoclass:: zipline.pipeline.factors.RollingSpearmanOfReturns
+..    :members:
 
-.. autoclass:: zipline.pipeline.factors.RSI
-   :members:
+.. .. autoclass:: zipline.pipeline.factors.RSI
+..    :members:
 
-.. autoclass:: zipline.pipeline.factors.SimpleMovingAverage
-   :members:
+.. .. autoclass:: zipline.pipeline.factors.SimpleMovingAverage
+..    :members:
 
-.. autoclass:: zipline.pipeline.factors.VWAP
-   :members:
+.. .. autoclass:: zipline.pipeline.factors.VWAP
+..    :members:
 
-.. autoclass:: zipline.pipeline.factors.WeightedAverageValue
-   :members:
+.. .. autoclass:: zipline.pipeline.factors.WeightedAverageValue
+..    :members:
 
-Pipeline Engine
-```````````````
+.. Pipeline Engine
+.. ```````````````
 
-.. autoclass:: zipline.pipeline.engine.PipelineEngine
-   :members: run_pipeline, run_chunked_pipeline
-   :member-order: bysource
+.. .. autoclass:: zipline.pipeline.engine.PipelineEngine
+..    :members: run_pipeline, run_chunked_pipeline
+..    :member-order: bysource
 
-.. autoclass:: zipline.pipeline.engine.SimplePipelineEngine
-   :members: __init__, run_pipeline, run_chunked_pipeline
-   :member-order: bysource
+.. .. autoclass:: zipline.pipeline.engine.SimplePipelineEngine
+..    :members: __init__, run_pipeline, run_chunked_pipeline
+..    :member-order: bysource
 
-.. autofunction:: zipline.pipeline.engine.default_populate_initial_workspace
+.. .. autofunction:: zipline.pipeline.engine.default_populate_initial_workspace
 
-Data Loaders
-````````````
+.. Data Loaders
+.. ````````````
 
-.. autoclass:: zipline.pipeline.loaders.equity_pricing_loader.USEquityPricingLoader
-   :members: __init__, from_files, load_adjusted_array
-   :member-order: bysource
+.. .. autoclass:: zipline.pipeline.loaders.equity_pricing_loader.USEquityPricingLoader
+..    :members: __init__, from_files, load_adjusted_array
+..    :member-order: bysource
 
 Asset Metadata
 ~~~~~~~~~~~~~~
 
-.. autoclass:: zipline.assets.Asset
+.. autoclass:: catalyst.assets.Asset
    :members:
 
-.. autoclass:: zipline.assets.Equity
-   :members:
-
-.. autoclass:: zipline.assets.Future
-   :members:
-
-.. autoclass:: zipline.assets.AssetConvertible
+.. autoclass:: catalyst.assets.AssetConvertible
    :members:
 
 
 Trading Calendar API
 ~~~~~~~~~~~~~~~~~~~~
 
-.. autofunction:: zipline.utils.calendars.get_calendar
+.. autofunction:: catalyst.utils.calendars.get_calendar
 
-.. autoclass:: zipline.utils.calendars.TradingCalendar
+.. autoclass:: catalyst.utils.calendars.TradingCalendar
    :members:
 
-.. autofunction:: zipline.utils.calendars.register_calendar
+.. autofunction:: catalyst.utils.calendars.register_calendar
 
-.. autofunction:: zipline.utils.calendars.register_calendar_type
+.. autofunction:: catalyst.utils.calendars.register_calendar_type
 
-.. autofunction:: zipline.utils.calendars.deregister_calendar
+.. autofunction:: catalyst.utils.calendars.deregister_calendar
 
-.. autofunction:: zipline.utils.calendars.clear_calendars
+.. autofunction:: catalyst.utils.calendars.clear_calendars
 
 
 Data API
 ~~~~~~~~
 
-Writers
-```````
-.. autoclass:: zipline.data.minute_bars.BcolzMinuteBarWriter
-   :members:
+.. Writers
+.. ```````
+.. .. autoclass:: zipline.data.minute_bars.BcolzMinuteBarWriter
+..    :members:
 
-.. autoclass:: zipline.data.us_equity_pricing.BcolzDailyBarWriter
-   :members:
+.. .. autoclass:: zipline.data.us_equity_pricing.BcolzDailyBarWriter
+..    :members:
 
-.. autoclass:: zipline.data.us_equity_pricing.SQLiteAdjustmentWriter
-   :members:
+.. .. autoclass:: zipline.data.us_equity_pricing.SQLiteAdjustmentWriter
+..    :members:
 
-.. autoclass:: zipline.assets.AssetDBWriter
-   :members:
+.. .. autoclass:: zipline.assets.AssetDBWriter
+..    :members:
 
-Readers
-```````
-.. autoclass:: zipline.data.minute_bars.BcolzMinuteBarReader
-   :members:
+.. Readers
+.. ```````
+.. .. autoclass:: zipline.data.minute_bars.BcolzMinuteBarReader
+..    :members:
 
-.. autoclass:: zipline.data.us_equity_pricing.BcolzDailyBarReader
-   :members:
+.. .. autoclass:: zipline.data.us_equity_pricing.BcolzDailyBarReader
+..    :members:
 
-.. autoclass:: zipline.data.us_equity_pricing.SQLiteAdjustmentReader
-   :members:
+.. .. autoclass:: zipline.data.us_equity_pricing.SQLiteAdjustmentReader
+..    :members:
 
-.. autoclass:: zipline.assets.AssetFinder
-   :members:
+.. .. autoclass:: zipline.assets.AssetFinder
+..    :members:
 
-.. autoclass:: zipline.data.data_portal.DataPortal
-   :members:
+.. .. autoclass:: zipline.data.data_portal.DataPortal
+..    :members:
 
-Bundles
-```````
-.. autofunction:: zipline.data.bundles.register
+.. Bundles
+.. ```````
+.. .. autofunction:: zipline.data.bundles.register
 
-.. autofunction:: zipline.data.bundles.ingest(name, environ=os.environ, date=None, show_progress=True)
+.. .. autofunction:: zipline.data.bundles.ingest(name, environ=os.environ, date=None, show_progress=True)
 
-.. autofunction:: zipline.data.bundles.load(name, environ=os.environ, date=None)
+.. .. autofunction:: zipline.data.bundles.load(name, environ=os.environ, date=None)
 
-.. autofunction:: zipline.data.bundles.unregister
+.. .. autofunction:: zipline.data.bundles.unregister
 
-.. data:: zipline.data.bundles.bundles
+.. .. data:: zipline.data.bundles.bundles
 
-   The bundles that have been registered as a mapping from bundle name to bundle
-   data. This mapping is immutable and should only be updated through
-   :func:`~zipline.data.bundles.register` or
-   :func:`~zipline.data.bundles.unregister`.
+..    The bundles that have been registered as a mapping from bundle name to bundle
+..    data. This mapping is immutable and should only be updated through
+..    :func:`~zipline.data.bundles.register` or
+..    :func:`~zipline.data.bundles.unregister`.
 
-.. autofunction:: zipline.data.bundles.yahoo_equities
+.. .. autofunction:: zipline.data.bundles.yahoo_equities
 
 
 
@@ -362,16 +356,16 @@ Utilities
 Caching
 ```````
 
-.. autoclass:: zipline.utils.cache.CachedObject
+.. autoclass:: catalyst.utils.cache.CachedObject
 
-.. autoclass:: zipline.utils.cache.ExpiringCache
+.. autoclass:: catalyst.utils.cache.ExpiringCache
 
-.. autoclass:: zipline.utils.cache.dataframe_cache
+.. autoclass:: catalyst.utils.cache.dataframe_cache
 
-.. autoclass:: zipline.utils.cache.working_file
+.. autoclass:: catalyst.utils.cache.working_file
 
-.. autoclass:: zipline.utils.cache.working_dir
+.. autoclass:: catalyst.utils.cache.working_dir
 
 Command Line
 ````````````
-.. autofunction:: zipline.utils.cli.maybe_show_progress
+.. autofunction:: catalyst.utils.cli.maybe_show_progress
diff --git a/docs/source/beginner-tutorial.rst b/docs/source/beginner-tutorial.rst
index 3bcfc4cf..129fe90c 100644
--- a/docs/source/beginner-tutorial.rst
+++ b/docs/source/beginner-tutorial.rst
@@ -168,7 +168,7 @@ We'll start with the CLI, and introduce the ``run_algorithm()`` in the last
 example of this tutorial. Some of the :doc:`example algorithms <example-algos>` 
 provide instructions on how to run them both from the CLI, and using the 
 :func:`~catalyst.run_algorithm` function. For the third method, refer to the 
-corresponding section on :doc:`Catalyst & Jupyter Notebook <jupyter>` after you 
+corresponding section on :ref:`Catalyst & Jupyter Notebook <jupyter>` after you 
 have assimilated the contents of this tutorial.
 
 Command line interface
@@ -473,6 +473,7 @@ Which we execute by running:
     </div>
 
 |
+
 There is a row for each trading day, starting on the first day of our 
 simulation Jan 1st, 2016. In the columns you can find various
 information about the state of your algorithm. The column
@@ -518,7 +519,7 @@ alongside enigma-catalyst (with the exception of the ``Conda`` install, where it
 was included by default inside the conda environment we created). If for any 
 reason you don't have it installed, you can add it by running:
 
-.. code-block:: python
+.. code-block:: bash
 
   (catalyst)$ pip install matplotlib
 
@@ -806,6 +807,7 @@ the ``scikit-learn`` functions require ``numpy.ndarray``\ s rather than
 ``pandas.DataFrame``\ s, so you can simply pass the underlying
 ``ndarray`` of a ``DataFrame`` via ``.values``).
 
+.. _jupyter:
 
 Jupyter Notebook
 ~~~~~~~~~~~~~~~~
@@ -826,13 +828,13 @@ In order to use Jupyter Notebook, you first have to install it inside your
 environment. It's available as ``pip`` package, so regardless of how you 
 installed Catalyst, go inside your catalyst environemnt and run:
 
-.. code:: bash
+.. code-block:: bash
 
     (catalyst)$ pip install jupyter
 
 Once you have Jupyter Notebook installed, every time you want to use it run:
 
-.. code:: bash
+.. code-block:: bash
 
     (catalyst)$ jupyter notebook
 
@@ -846,7 +848,7 @@ Before running your algorithms inside the Jupyter Notebook, remember to ingest
 the data from the command line interface (CLI). In the example below, you would
 need to run first:
 
-.. code:: bash
+.. code-block:: bash
 
   catalyst ingest-exchange -x bitfinex -i btc_usd
 
diff --git a/docs/source/conf.py b/docs/source/conf.py
index 3dc91ef9..33892914 100644
--- a/docs/source/conf.py
+++ b/docs/source/conf.py
@@ -27,8 +27,8 @@ extlinks = {
 
 # -- Docstrings ---------------------------------------------------------------
 
-#extensions += ['numpydoc']
-#numpydoc_show_class_members = False
+extensions += ['numpydoc']
+numpydoc_show_class_members = False
 
 # Add any paths that contain templates here, relative to this directory.
 templates_path = ['.templates']
@@ -97,3 +97,6 @@ intersphinx_mapping = {
 doctest_global_setup = "import catalyst"
 
 todo_include_todos = True
+
+suppress_warnings = ['image.nonlocal_uri']
+
diff --git a/docs/source/development-guidelines.rst b/docs/source/development-guidelines.rst
index 677246ec..3adf2a43 100644
--- a/docs/source/development-guidelines.rst
+++ b/docs/source/development-guidelines.rst
@@ -36,25 +36,15 @@ Finally, you can build the C extensions by running:
 
    $ python setup.py build_ext --inplace
 
-.. To finish, make sure `tests`__ pass.
+Development with Docker
+-----------------------
 
-.. __ #style-guide-running-tests
+If you want to work with zipline using a `Docker`__ container, you'll need to 
+build the ``Dockerfile`` in the Zipline root directory, and then build 
+``Dockerfile-dev``. Instructions for building both containers can be found in 
+``Dockerfile`` and ``Dockerfile-dev``, respectively.
 
-.. If you get an error running nosetests after setting up a fresh virtualenv, please try running
-
-.. code-block
-
-..   # where zipline is the name of your virtualenv
-..   $ deactivate zipline
-..   $ workon zipline
-
-
-.. Development with Docker
-.. -----------------------
-
-..If you want to work with zipline using a `Docker`__ container, you'll need to build the ``Dockerfile`` in the Zipline root directory, and then build ``Dockerfile-dev``. Instructions for building both containers can be found in ``Dockerfile`` and ``Dockerfile-dev``, respectively.
-
-.. __ https://docs.docker.com/get-started/
+__ https://docs.docker.com/get-started/
    
 Git Branching Structure
 -----------------------
diff --git a/docs/source/example-algos.rst b/docs/source/example-algos.rst
index 98d9a9f7..0136b899 100644
--- a/docs/source/example-algos.rst
+++ b/docs/source/example-algos.rst
@@ -1,4 +1,5 @@
 |
+
 Example Algorithms
 ==================
 
diff --git a/docs/source/index.rst b/docs/source/index.rst
index c500ba29..5681e3b6 100644
--- a/docs/source/index.rst
+++ b/docs/source/index.rst
@@ -1,6 +1,8 @@
 .. include:: ../../README.rst
+
 |
 |
+
 Table of Contents
 -----------------
 
diff --git a/docs/source/install.rst b/docs/source/install.rst
index e54e92c8..7459f97a 100644
--- a/docs/source/install.rst
+++ b/docs/source/install.rst
@@ -298,7 +298,7 @@ Troubleshooting ``pip`` Install
 .. _pipenv:
 
 Installing with ``pipenv``
--------------------------
+--------------------------
 
 Installing Catalyst via ``pipenv`` is perhaps easier that installing it via
 ``pip`` itself but you need to install ``pipenv`` first via ``pip``.
@@ -476,6 +476,7 @@ mentioned above are as follows:
     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.**
 
diff --git a/docs/source/live-trading.rst b/docs/source/live-trading.rst
index a2898d61..d503b7eb 100644
--- a/docs/source/live-trading.rst
+++ b/docs/source/live-trading.rst
@@ -113,7 +113,7 @@ Currency symbols (e.g. btc, eth, ltc) follow the Bittrex convention.
 
 Here are some examples:
 
-.. code-block:: json
+.. code:: python
 
   # With Bitfinex
   bitcoin_usd_asset = symbol('btc_usd')
diff --git a/etc/requirements_dev.txt b/etc/requirements_dev.txt
index 7c457e50..194c57ed 100644
--- a/etc/requirements_dev.txt
+++ b/etc/requirements_dev.txt
@@ -16,7 +16,7 @@ babel==1.3
 docutils==0.12
 snowballstemmer==1.2.0
 sphinx-rtd-theme==0.1.8
-sphinx==1.3.4
+sphinx==1.6.7
 pbr==1.10.0
 
 mock==2.0.0
diff --git a/etc/requirements_docs.txt b/etc/requirements_docs.txt
index e89e00e8..d6087f5a 100644
--- a/etc/requirements_docs.txt
+++ b/etc/requirements_docs.txt
@@ -1,4 +1,4 @@
-Sphinx>=1.3.2
+Sphinx==1.6.7
 numpydoc>=0.5.0
 sphinx-autobuild==0.6.0
 docutils==0.12