From 99a53f884573d51e37b96449900c8b460f3e550b Mon Sep 17 00:00:00 2001
From: Victor Grau Serrat <lacabra@gmail.com>
Date: Tue, 12 Dec 2017 09:05:22 -0700
Subject: [PATCH] DOC: added features page, restructured Jupyter & naming
 convention

---
 _sources/beginner-tutorial.txt | 15807 ++++++++++++++++++++++++++++++-
 _sources/features.txt          |   117 +
 _sources/index.txt             |     4 +-
 _sources/jupyter.txt           | 15799 ------------------------------
 appendix.html                  |    15 +-
 beginner-tutorial.html         |  1714 +++-
 bundles.html                   |     8 +-
 development-guidelines.html    |     8 +-
 example-algos.html             |     8 +-
 features.html                  |   432 +
 genindex.html                  |    15 +-
 index.html                     |    18 +-
 install.html                   |     8 +-
 live-trading.html              |    12 +-
 naming-convention.html         |     8 +-
 objects.inv                    |   Bin 648 -> 670 bytes
 release-process.html           |     8 +-
 releases.html                  |     8 +-
 resources.html                 |     8 +-
 search.html                    |    15 +-
 searchindex.js                 |     2 +-
 utilities.html                 |     8 +-
 videos.html                    |     8 +-
 23 files changed, 18148 insertions(+), 15882 deletions(-)
 create mode 100644 _sources/features.txt
 delete mode 100644 _sources/jupyter.txt
 create mode 100644 features.html

diff --git a/_sources/beginner-tutorial.txt b/_sources/beginner-tutorial.txt
index 38603888..2b34bba1 100644
--- a/_sources/beginner-tutorial.txt
+++ b/_sources/beginner-tutorial.txt
@@ -132,8 +132,8 @@ data is managed, hence the following overview:
    different bundle datasets, and are managed separately.
 
 -  Bundles are exchange-specific, as the pricing data is specific to the trades 
-   that happen in each exchange. As a result, you can must specify which 
-   exchange you want pricing data from when ingesting data
+   that happen in each exchange. As a result, you must specify which 
+   exchange you want pricing data from when ingesting data.
 
 -  Catalyst keeps track of all the downloaded bundles, so that it only has to 
    download them once, and will do incremental updates as needed.
@@ -806,6 +806,15809 @@ the ``scikit-learn`` functions require ``numpy.ndarray``\ s rather than
 ``ndarray`` of a ``DataFrame`` via ``.values``).
 
 
+Jupyter Notebook
+~~~~~~~~~~~~~~~~
+
+(`This is actual Notebook <https://github.com/enigmampc/catalyst/blob/master/catalyst/examples/running_catalyst_in_jupyter_notebook.ipynb>`_ referenced in the text below)
+
+The `Jupyter Notebook <https://jupyter.org/>`__ is a very powerful
+browser-based interface to a Python interpreter. As it is already the
+de-facto interface for most quantitative researchers, ``catalyst``
+provides an easy way to run your algorithm inside the Notebook without
+requiring you to use the CLI. We include this section here as an alternative to
+running algorithms through the command line.
+
+Install
+^^^^^^^
+
+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
+
+    (catalyst)$ pip install jupyter
+
+Once you have Jupyter Notebook installed, every time you want to use it run:
+
+.. code:: bash
+
+    (catalyst)$ jupyter notebook
+
+A local server will launch, and will open a new window on your browser. That's
+the interface through which you will interact with Jupyter Notebook.
+
+Running Algorithms
+^^^^^^^^^^^^^^^^^^
+
+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
+
+  catalyst ingest-exchange -x bitfinex -i btc_usd
+
+To use Catalyst inside a Jupyter Noebook, you have to write your algorithm in a 
+cell and let the Jupyter know that it is supposed to execute this algorithm with 
+Catalyst. This is done via the ``%%catalyst`` IPython magic command that is 
+available after you import ``catalyst`` 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 ``catalyst`` to register the magic.
+
+.. code:: python
+
+    # Register the catalyst magic
+    %load_ext catalyst
+
+.. code:: python
+
+    # Setup matplotlib to display graphs inline in this Notebook
+    %matplotlib inline
+
+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.
+
+.. code:: python
+
+    %%catalyst --start 2015-3-2 --end 2017-6-28 --capital-base 100000 -x bitfinex -c usd
+
+    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 = 'btc_usd'
+        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 <= reserve_value:
+            context.is_buying = False
+
+        # Retrieve current asset price from pricing data
+        price = data.current(context.asset, 'price')
+
+        # Check if still buying and could (approximately) afford another purchase
+        if context.is_buying and cash > 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, 'volume'),
+            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[['portfolio_value']].plot(ax=ax1)
+        ax1.set_ylabel('Portfolio Value (USD)')
+
+        ax2 = plt.subplot(612, sharex=ax1)
+        ax2.set_ylabel('{asset} (USD)'.format(asset=context.ASSET_NAME))
+        (context.TICK_SIZE * results[['price']]).plot(ax=ax2)
+
+        trans = results.ix[[t != [] for t in results.transactions]]
+        buys = trans.ix[
+            [t[0]['amount'] > 0 for t in trans.transactions]
+        ]
+        ax2.plot(
+            buys.index,
+            context.TICK_SIZE * results.price[buys.index],
+            '^',
+            markersize=10,
+            color='g',
+        )
+
+        ax3 = plt.subplot(613, sharex=ax1)
+        results[['leverage', 'alpha', 'beta']].plot(ax=ax3)
+        ax3.set_ylabel('Leverage ')
+
+        ax4 = plt.subplot(614, sharex=ax1)
+        results[['starting_cash', 'cash']].plot(ax=ax4)
+        ax4.set_ylabel('Cash (USD)')
+
+        results[[
+            'treasury',
+            'algorithm',
+            'benchmark',
+        ]] = results[[
+            'treasury_period_return',
+            'algorithm_period_return',
+            'benchmark_period_return',
+        ]]
+
+        ax5 = plt.subplot(615, sharex=ax1)
+        results[[
+            'treasury',
+            'algorithm',
+            'benchmark',
+        ]].plot(ax=ax5)
+        ax5.set_ylabel('Percent Change')
+
+        ax6 = plt.subplot(616, sharex=ax1)
+        results[['volume']].plot(ax=ax6)
+        ax6.set_ylabel('Volume (mCoins/5min)')
+
+        plt.legend(loc=3)
+
+        # Show the plot.
+        plt.gcf().set_size_inches(18, 8)
+        plt.show()
+
+::
+
+    [2017-08-11 07:19:46.411748] INFO: Loader: Loading benchmark data for 'USDT_BTC' 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/<snipped>/.catalyst/data/USDT_BTC_benchmark.csv failed with error [Unknown string format].
+    [2017-08-11 07:19:46.419740] INFO: Loader: Cache at /Users/<snipped>/.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 'USDT_BTC' 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'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
+
+.. figure:: https://i.imgur.com/DS5w47q.png
+   :alt: png
+
+.. raw:: html
+
+   <div>
+
+.. raw:: html
+
+   <table border="1" class="dataframe">
+
+.. raw:: html
+
+   <thead>
+
+.. raw:: html
+
+   <tr style="text-align: right;">
+
+.. raw:: html
+
+   <th>
+
+.. raw:: html
+
+   </th>
+
+.. raw:: html
+
+   <th>
+
+algo_volatility
+
+.. raw:: html
+
+   </th>
+
+.. raw:: html
+
+   <th>
+
+algorithm_period_return
+
+.. raw:: html
+
+   </th>
+
+.. raw:: html
+
+   <th>
+
+alpha
+
+.. raw:: html
+
+   </th>
+
+.. raw:: html
+
+   <th>
+
+benchmark_period_return
+
+.. raw:: html
+
+   </th>
+
+.. raw:: html
+
+   <th>
+
+benchmark_volatility
+
+.. raw:: html
+
+   </th>
+
+.. raw:: html
+
+   <th>
+
+beta
+
+.. raw:: html
+
+   </th>
+
+.. raw:: html
+
+   <th>
+
+capital_used
+
+.. raw:: html
+
+   </th>
+
+.. raw:: html
+
+   <th>
+
+cash
+
+.. raw:: html
+
+   </th>
+
+.. raw:: html
+
+   <th>
+
+ending_cash
+
+.. raw:: html
+
+   </th>
+
+.. raw:: html
+
+   <th>
+
+ending_exposure
+
+.. raw:: html
+
+   </th>
+
+.. raw:: html
+
+   <th>
+
+…
+
+.. raw:: html
+
+   </th>
+
+.. raw:: html
+
+   <th>
+
+starting_cash
+
+.. raw:: html
+
+   </th>
+
+.. raw:: html
+
+   <th>
+
+starting_exposure
+
+.. raw:: html
+
+   </th>
+
+.. raw:: html
+
+   <th>
+
+starting_value
+
+.. raw:: html
+
+   </th>
+
+.. raw:: html
+
+   <th>
+
+trading_days
+
+.. raw:: html
+
+   </th>
+
+.. raw:: html
+
+   <th>
+
+transactions
+
+.. raw:: html
+
+   </th>
+
+.. raw:: html
+
+   <th>
+
+treasury_period_return
+
+.. raw:: html
+
+   </th>
+
+.. raw:: html
+
+   <th>
+
+volume
+
+.. raw:: html
+
+   </th>
+
+.. raw:: html
+
+   <th>
+
+treasury
+
+.. raw:: html
+
+   </th>
+
+.. raw:: html
+
+   <th>
+
+algorithm
+
+.. raw:: html
+
+   </th>
+
+.. raw:: html
+
+   <th>
+
+benchmark
+
+.. raw:: html
+
+   </th>
+
+.. raw:: html
+
+   </tr>
+
+.. raw:: html
+
+   </thead>
+
+.. raw:: html
+
+   <tbody>
+
+.. raw:: html
+
+   <tr>
+
+.. raw:: html
+
+   <th>
+
+2015-03-01 23:59:00+00:00
+
+.. raw:: html
+
+   </th>
+
+.. raw:: html
+
+   <td>
+
+NaN
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.000000
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+NaN
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.045833
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+NaN
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+NaN
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.000000
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+100000.000000
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+100000.000000
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.000
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+…
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+100000.0
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.000
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.000
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+1
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+[]
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.0200
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+317
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.0200
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.000000
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.045833
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   </tr>
+
+.. raw:: html
+
+   <tr>
+
+.. raw:: html
+
+   <th>
+
+2015-03-02 23:59:00+00:00
+
+.. raw:: html
+
+   </th>
+
+.. raw:: html
+
+   <td>
+
+0.000278
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+-0.000025
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.011045
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.120833
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.290503
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+-0.000956
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+-85544.474955
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+14455.525045
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+14455.525045
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+85542.000
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+…
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+100000.0
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.000
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.000
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+2
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+[{u’commission’: None, u’amount’: 318, u’sid’:…
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.0208
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+98063
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.0208
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+-0.000025
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.120833
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   </tr>
+
+.. raw:: html
+
+   <tr>
+
+.. raw:: html
+
+   <th>
+
+2015-03-03 23:59:00+00:00
+
+.. raw:: html
+
+   </th>
+
+.. raw:: html
+
+   <td>
+
+0.051796
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+-0.005688
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+-1.197544
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.113416
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.633538
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.077239
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.000000
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+14455.525045
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+14455.525045
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+84975.642
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+…
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+100000.0
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+85542.000
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+85542.000
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+3
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+[]
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.0212
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+442983
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.0212
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+-0.005688
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.113416
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   </tr>
+
+.. raw:: html
+
+   <tr>
+
+.. raw:: html
+
+   <th>
+
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+.. raw:: html
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+.. raw:: html
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+   </td>
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+   <td>
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+.. raw:: html
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+   <td>
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+   </td>
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+.. raw:: html
+
+   </td>
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+   </tr>
+
+.. raw:: html
+
+   <tr>
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+.. raw:: html
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+   <th>
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+   <td>
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+   <th>
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+   <tr>
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+.. raw:: html
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+   <tr>
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+.. raw:: html
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+   <th>
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+-0.028645
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+   </td>
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+.. raw:: html
+
+   </tr>
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+.. raw:: html
+
+   <tr>
+
+.. raw:: html
+
+   <th>
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+.. raw:: html
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+   <td>
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+.. raw:: html
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+   <td>
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+.. raw:: html
+
+   </td>
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+.. raw:: html
+
+   <td>
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+…
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+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
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+.. raw:: html
+
+   </td>
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+.. raw:: html
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+   <td>
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+.. raw:: html
+
+   </td>
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+.. raw:: html
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+   <td>
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+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
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+
+   </td>
+
+.. raw:: html
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+   <td>
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+[]
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+.. raw:: html
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+.. raw:: html
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+.. raw:: html
+
+   </td>
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+.. raw:: html
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+   <td>
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+-0.015925
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+   </td>
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+.. raw:: html
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+   <td>
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+
+   </td>
+
+.. raw:: html
+
+   </tr>
+
+.. raw:: html
+
+   <tr>
+
+.. raw:: html
+
+   <th>
+
+2015-03-10 23:59:00+00:00
+
+.. raw:: html
+
+   </th>
+
+.. raw:: html
+
+   <td>
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+   <td>
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+   <td>
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+
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+   <td>
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+.. raw:: html
+
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+.. raw:: html
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+   <td>
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+92538.000
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+.. raw:: html
+
+   </td>
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+.. raw:: html
+
+   <td>
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+…
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+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
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+100000.0
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+.. raw:: html
+
+   </td>
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+.. raw:: html
+
+   <td>
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+.. raw:: html
+
+   </td>
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+.. raw:: html
+
+   <td>
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+.. raw:: html
+
+   </td>
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+.. raw:: html
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+   <td>
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+.. raw:: html
+
+   </td>
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+.. raw:: html
+
+   <td>
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+[]
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+.. raw:: html
+
+   </td>
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+.. raw:: html
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+   <td>
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+.. raw:: html
+
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+.. raw:: html
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+   <td>
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+.. raw:: html
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+   </td>
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+.. raw:: html
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+   <td>
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+0.0214
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+.. raw:: html
+
+   </td>
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+.. raw:: html
+
+   <td>
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+.. raw:: html
+
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+.. raw:: html
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+   <td>
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+.. raw:: html
+
+   </td>
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+.. raw:: html
+
+   </tr>
+
+.. raw:: html
+
+   <tr>
+
+.. raw:: html
+
+   <th>
+
+2015-03-11 23:59:00+00:00
+
+.. raw:: html
+
+   </th>
+
+.. raw:: html
+
+   <td>
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+.. raw:: html
+
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+.. raw:: html
+
+   <td>
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+.. raw:: html
+
+   </td>
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+.. raw:: html
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+   </tr>
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+.. raw:: html
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+   <tr>
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+   <th>
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+   <td>
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+   <td>
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+.. raw:: html
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+   <tr>
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+.. raw:: html
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+   <th>
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+   <td>
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+   <td>
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+87450.000
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+.. raw:: html
+
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+.. raw:: html
+
+   <td>
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+…
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+.. raw:: html
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+.. raw:: html
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+   <td>
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+.. raw:: html
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+   </td>
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+.. raw:: html
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+   <td>
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+.. raw:: html
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+.. raw:: html
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+   <td>
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+0.019055
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+.. raw:: html
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+   </td>
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+.. raw:: html
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+   <td>
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+   </td>
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+.. raw:: html
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+   </tr>
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+.. raw:: html
+
+   <tr>
+
+.. raw:: html
+
+   <th>
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+   </td>
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+.. raw:: html
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+   </td>
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+.. raw:: html
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+   <td>
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+14455.525045
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+.. raw:: html
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+   </td>
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+.. raw:: html
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+   <td>
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+.. raw:: html
+
+   </td>
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+.. raw:: html
+
+   <td>
+
+…
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+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
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+.. raw:: html
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+   </td>
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+   <td>
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+.. raw:: html
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+   <td>
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+.. raw:: html
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+.. raw:: html
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+   <td>
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+
+.. raw:: html
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+   </td>
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+
+   <td>
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+[]
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+.. raw:: html
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+   <td>
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+   </td>
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+   <td>
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+.. raw:: html
+
+   </td>
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+-0.021999
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+   </td>
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+   <td>
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+
+   </td>
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+.. raw:: html
+
+   </tr>
+
+.. raw:: html
+
+   <tr>
+
+.. raw:: html
+
+   <th>
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+2015-03-19 23:59:00+00:00
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+.. raw:: html
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+   <td>
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+-0.013234
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+-1.096387
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+   <td>
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+84221.028
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+.. raw:: html
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+   <td>
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+.. raw:: html
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+   <tr>
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+.. raw:: html
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+   <th>
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+   <tr>
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+.. raw:: html
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+   <th>
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+.. raw:: html
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+   <tr>
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+.. raw:: html
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+   <th>
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+.. raw:: html
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+   <tr>
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+.. raw:: html
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+   <th>
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+   <td>
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+.. raw:: html
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+   </td>
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+.. raw:: html
+
+   <td>
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+…
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+.. raw:: html
+
+   </td>
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+.. raw:: html
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+   <td>
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+   </td>
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+[]
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+.. raw:: html
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+   <td>
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+
+   </td>
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+.. raw:: html
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+   <td>
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+-0.026505
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+   </td>
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+.. raw:: html
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+   <td>
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+   </td>
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+.. raw:: html
+
+   </tr>
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+.. raw:: html
+
+   <tr>
+
+.. raw:: html
+
+   <th>
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+2015-03-24 23:59:00+00:00
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+.. raw:: html
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+   </th>
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+   <td>
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+-1.021023
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+.. raw:: html
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+.. raw:: html
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+   <td>
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+.. raw:: html
+
+   <td>
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+.. raw:: html
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+   <td>
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+   <td>
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+.. raw:: html
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+   </td>
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+.. raw:: html
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+   <td>
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+.. raw:: html
+
+   </td>
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+.. raw:: html
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+   <td>
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+77122.950
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+.. raw:: html
+
+   </td>
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+.. raw:: html
+
+   <td>
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+…
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+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
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+100000.0
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+.. raw:: html
+
+   </td>
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+.. raw:: html
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+   <td>
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+.. raw:: html
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+   </td>
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+.. raw:: html
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+   <td>
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+.. raw:: html
+
+   </td>
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+.. raw:: html
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+   <td>
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+.. raw:: html
+
+   </td>
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+.. raw:: html
+
+   <td>
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+[]
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+.. raw:: html
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+   </td>
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+.. raw:: html
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+   <td>
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+.. raw:: html
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+.. raw:: html
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+   <td>
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+.. raw:: html
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+   </td>
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+.. raw:: html
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+   <td>
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+0.0188
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+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
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+-0.084215
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+.. raw:: html
+
+   </td>
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+.. raw:: html
+
+   <td>
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+0.010523
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+.. raw:: html
+
+   </td>
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+.. raw:: html
+
+   </tr>
+
+.. raw:: html
+
+   <tr>
+
+.. raw:: html
+
+   <th>
+
+2015-03-25 23:59:00+00:00
+
+.. raw:: html
+
+   </th>
+
+.. raw:: html
+
+   <td>
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+.. raw:: html
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+.. raw:: html
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+-0.068474
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+   <td>
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+-0.952786
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+   </td>
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+.. raw:: html
+
+   <td>
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+.. raw:: html
+
+   </td>
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+.. raw:: html
+
+   <td>
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+.. raw:: html
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+   </td>
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+.. raw:: html
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+   <td>
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+.. raw:: html
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+   </td>
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+.. raw:: html
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+   <td>
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+0.000000
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+.. raw:: html
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+   </td>
+
+.. raw:: html
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+   <td>
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+
+.. raw:: html
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+   </td>
+
+.. raw:: html
+
+   <td>
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+
+.. raw:: html
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+   <td>
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+78697.050
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+.. raw:: html
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+   </td>
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+.. raw:: html
+
+   <td>
+
+…
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+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
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+100000.0
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+.. raw:: html
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+   </td>
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+   <td>
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+77122.950
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+.. raw:: html
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+   </td>
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+.. raw:: html
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+   <td>
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+.. raw:: html
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+   <td>
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+[]
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+.. raw:: html
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+   </td>
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+   <td>
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+   </td>
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+   <td>
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+   </td>
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+-0.068474
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+   </td>
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+   <td>
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+
+   </td>
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+.. raw:: html
+
+   </tr>
+
+.. raw:: html
+
+   <tr>
+
+.. raw:: html
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+   <th>
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+2015-03-26 23:59:00+00:00
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+   </th>
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+
+   <td>
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+-0.943240
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+   <td>
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+.. raw:: html
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+   <td>
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+77122.950
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+.. raw:: html
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+.. raw:: html
+
+   <td>
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+…
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+.. raw:: html
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+   <td>
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+   </td>
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+   <td>
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+.. raw:: html
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+   <tr>
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+.. raw:: html
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+   <th>
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+.. raw:: html
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+   <tr>
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+.. raw:: html
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+   <th>
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+   <td>
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+   <td>
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+
+   </tr>
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+.. raw:: html
+
+   <tr>
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+.. raw:: html
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+   <th>
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+   <td>
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+   <td>
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+14455.525045
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+   <td>
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+.. raw:: html
+
+   </td>
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+.. raw:: html
+
+   <td>
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+…
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+.. raw:: html
+
+   </td>
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+.. raw:: html
+
+   <td>
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+
+   </td>
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+-0.066903
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+   </td>
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+.. raw:: html
+
+   </tr>
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+.. raw:: html
+
+   <tr>
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+.. raw:: html
+
+   <th>
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+.. raw:: html
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+   </th>
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+
+   <td>
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+
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+
+   <td>
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+.. raw:: html
+
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+.. raw:: html
+
+   <td>
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+
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+   <td>
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+
+   </td>
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+.. raw:: html
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+   <td>
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+14455.525045
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+.. raw:: html
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+.. raw:: html
+
+   <td>
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+80883.936
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+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+…
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+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
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+100000.0
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+.. raw:: html
+
+   </td>
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+.. raw:: html
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+   <td>
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+.. raw:: html
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+   </td>
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+.. raw:: html
+
+   <td>
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+78854.142
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+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
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+30
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+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
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+[]
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+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
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+.. raw:: html
+
+   </td>
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+.. raw:: html
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+.. raw:: html
+
+   </td>
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+.. raw:: html
+
+   <td>
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+.. raw:: html
+
+   </td>
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+.. raw:: html
+
+   <td>
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+-0.046605
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+.. raw:: html
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+   <td>
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+.. raw:: html
+
+   </td>
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+.. raw:: html
+
+   </tr>
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+.. raw:: html
+
+   <tr>
+
+.. raw:: html
+
+   <th>
+
+…
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+.. raw:: html
+
+   </th>
+
+.. raw:: html
+
+   <td>
+
+…
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+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+…
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+.. raw:: html
+
+   </td>
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+.. raw:: html
+
+   <td>
+
+…
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+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+…
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+.. raw:: html
+
+   </td>
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+.. raw:: html
+
+   <td>
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+…
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+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
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+…
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+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+…
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+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
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+…
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+.. raw:: html
+
+   </td>
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+.. raw:: html
+
+   <td>
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+…
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+.. raw:: html
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+   </td>
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+.. raw:: html
+
+   <td>
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+…
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+.. raw:: html
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+.. raw:: html
+
+   <td>
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+…
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+.. raw:: html
+
+   </td>
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+.. raw:: html
+
+   <td>
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+…
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+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
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+…
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+.. raw:: html
+
+   </td>
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+.. raw:: html
+
+   <td>
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+…
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+.. raw:: html
+
+   </td>
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+.. raw:: html
+
+   <td>
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+…
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+.. raw:: html
+
+   </td>
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+.. raw:: html
+
+   <td>
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+…
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+.. raw:: html
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+   </td>
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+.. raw:: html
+
+   <td>
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+…
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+.. raw:: html
+
+   </td>
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+.. raw:: html
+
+   <td>
+
+…
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+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+…
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+…
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+…
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   </tr>
+
+.. raw:: html
+
+   <tr>
+
+.. raw:: html
+
+   <th>
+
+2017-05-30 23:59:00+00:00
+
+.. raw:: html
+
+   </th>
+
+.. raw:: html
+
+   <td>
+
+0.495432
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
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+.. raw:: html
+
+   </td>
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+.. raw:: html
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+   <td>
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+-0.016611
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+   </td>
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+.. raw:: html
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+   <td>
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+.. raw:: html
+
+   </td>
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+.. raw:: html
+
+   <td>
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+0.554369
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+.. raw:: html
+
+   </td>
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+.. raw:: html
+
+   <td>
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+0.888883
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+.. raw:: html
+
+   </td>
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+.. raw:: html
+
+   <td>
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+0.000000
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+.. raw:: html
+
+   </td>
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+.. raw:: html
+
+   <td>
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+14455.525045
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+14455.525045
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+680519.682
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+…
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+100000.0
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+701826.000
+
+.. raw:: html
+
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+   <td>
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+   </td>
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+.. raw:: html
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+.. raw:: html
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+   <tr>
+
+.. raw:: html
+
+   <th>
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+.. raw:: html
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+   <td>
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+   <tr>
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+.. raw:: html
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+   <th>
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+   <tr>
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+.. raw:: html
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+   <th>
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+
+   </tr>
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+.. raw:: html
+
+   <tr>
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+.. raw:: html
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+   <th>
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+.. raw:: html
+
+   <td>
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+   <td>
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+   </td>
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+   </td>
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+   </tr>
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+.. raw:: html
+
+   <tr>
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+.. raw:: html
+
+   <th>
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+   <td>
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+   <td>
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+   </td>
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+.. raw:: html
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+   <td>
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+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+…
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+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
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+100000.0
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
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+   <td>
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+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
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+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
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+827
+
+.. raw:: html
+
+   </td>
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+.. raw:: html
+
+   <td>
+
+[]
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+.. raw:: html
+
+   </td>
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+.. raw:: html
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+   <td>
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+   </td>
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+   <td>
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+   </td>
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+.. raw:: html
+
+   <td>
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+
+   </td>
+
+.. raw:: html
+
+   <td>
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+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
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+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   </tr>
+
+.. raw:: html
+
+   <tr>
+
+.. raw:: html
+
+   <th>
+
+2017-06-05 23:59:00+00:00
+
+.. raw:: html
+
+   </th>
+
+.. raw:: html
+
+   <td>
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+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
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+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
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+-0.011320
+
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+
+   </td>
+
+.. raw:: html
+
+   <td>
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+9.980649
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
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+0.554578
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
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+0.889805
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
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+0.000000
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+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
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+
+.. raw:: html
+
+   </td>
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+.. raw:: html
+
+   <td>
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+14455.525045
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+838043.208
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+…
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+100000.0
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+789768.900
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+789768.900
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+828
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+[]
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
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+0.0218
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+.. raw:: html
+
+   </td>
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+.. raw:: html
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+   <td>
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+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
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+0.0218
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+7.524987
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
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+9.980649
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   </tr>
+
+.. raw:: html
+
+   <tr>
+
+.. raw:: html
+
+   <th>
+
+2017-06-06 23:59:00+00:00
+
+.. raw:: html
+
+   </th>
+
+.. raw:: html
+
+   <td>
+
+0.497592
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
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+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
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+-0.009554
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+10.858330
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
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+0.555841
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
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+0.890368
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.000000
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
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+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
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+14455.525045
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+905028.000
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+…
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+100000.0
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+838043.208
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+838043.208
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+829
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+[]
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+   <td>
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+   </td>
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+
+   <td>
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+
+   </td>
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+   <td>
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+
+   </td>
+
+.. raw:: html
+
+   </tr>
+
+.. raw:: html
+
+   <tr>
+
+.. raw:: html
+
+   <th>
+
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+
+.. raw:: html
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+   </th>
+
+.. raw:: html
+
+   <td>
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+0.498895
+
+.. raw:: html
+
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+.. raw:: html
+
+   <td>
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+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
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+   <td>
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+-0.011975
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+   </td>
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+
+.. raw:: html
+
+   </td>
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+.. raw:: html
+
+   <td>
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+0.557003
+
+.. raw:: html
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+   </td>
+
+.. raw:: html
+
+   <td>
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+0.890845
+
+.. raw:: html
+
+   </td>
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+.. raw:: html
+
+   <td>
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+   </td>
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+.. raw:: html
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+.. raw:: html
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+14455.525045
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+.. raw:: html
+
+   </td>
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+.. raw:: html
+
+   <td>
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+841270.272
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+…
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+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
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+100000.0
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
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+905028.000
+
+.. raw:: html
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+   </td>
+
+.. raw:: html
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+   <td>
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+905028.000
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+.. raw:: html
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+   </td>
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+.. raw:: html
+
+   <td>
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+830
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+.. raw:: html
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+.. raw:: html
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+   <td>
+
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+.. raw:: html
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+   </td>
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+   <td>
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+   </td>
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+   <td>
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+0.0218
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+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
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+
+.. raw:: html
+
+   </td>
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+   <td>
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+
+   </td>
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+.. raw:: html
+
+   </tr>
+
+.. raw:: html
+
+   <tr>
+
+.. raw:: html
+
+   <th>
+
+2017-06-08 23:59:00+00:00
+
+.. raw:: html
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+   </th>
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+   <td>
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+   <td>
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+   <td>
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+.. raw:: html
+
+   <td>
+
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+   <td>
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+   <td>
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+   </td>
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+.. raw:: html
+
+   </tr>
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+.. raw:: html
+
+   <tr>
+
+.. raw:: html
+
+   <th>
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+   <td>
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+   <td>
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+.. raw:: html
+
+   </td>
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+.. raw:: html
+
+   <td>
+
+…
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+   <td>
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+   </td>
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+   </td>
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+   <td>
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+   </td>
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+   <td>
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+   <td>
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+
+   </td>
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+.. raw:: html
+
+   </tr>
+
+.. raw:: html
+
+   <tr>
+
+.. raw:: html
+
+   <th>
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+
+.. raw:: html
+
+   </th>
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+
+   <td>
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+
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+.. raw:: html
+
+   <td>
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+0.891098
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+.. raw:: html
+
+   </td>
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+.. raw:: html
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+   <td>
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+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+…
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+.. raw:: html
+
+   </td>
+
+.. raw:: html
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+   <td>
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+
+   </td>
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+.. raw:: html
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+   <td>
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+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
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+.. raw:: html
+
+   </td>
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+.. raw:: html
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+   <td>
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+   </td>
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+.. raw:: html
+
+   <td>
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+.. raw:: html
+
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+   </td>
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+   </td>
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+.. raw:: html
+
+   </tr>
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+.. raw:: html
+
+   <tr>
+
+.. raw:: html
+
+   <th>
+
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+.. raw:: html
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+   </th>
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+.. raw:: html
+
+   <td>
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+   </td>
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+   <td>
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+.. raw:: html
+
+   </td>
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+
+   <td>
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+0.891266
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+.. raw:: html
+
+   </td>
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+.. raw:: html
+
+   <td>
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+0.000000
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+
+   </td>
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+
+   </td>
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+.. raw:: html
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+   <td>
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+.. raw:: html
+
+   </td>
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+.. raw:: html
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+   <td>
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+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+…
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+100000.0
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
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+894158.760
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
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+894158.760
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+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+834
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+[]
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+.. raw:: html
+
+   </td>
+
+.. raw:: html
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+   <td>
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+0.0221
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+.. raw:: html
+
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+   <td>
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+   </td>
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+   <td>
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+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
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+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
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+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   </tr>
+
+.. raw:: html
+
+   <tr>
+
+.. raw:: html
+
+   <th>
+
+2017-06-12 23:59:00+00:00
+
+.. raw:: html
+
+   </th>
+
+.. raw:: html
+
+   <td>
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+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
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+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
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+-0.014065
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
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+9.712706
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
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+0.560936
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
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+0.892695
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
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+0.000000
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+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+14455.525045
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+.. raw:: html
+
+   </td>
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+.. raw:: html
+
+   <td>
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+14455.525045
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+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
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+817593.900
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+…
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+100000.0
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
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+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+933997.800
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+835
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+[]
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
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+0.0221
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+.. raw:: html
+
+   </td>
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+.. raw:: html
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+   <td>
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+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
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+0.0221
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+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
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+7.320494
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
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+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   </tr>
+
+.. raw:: html
+
+   <tr>
+
+.. raw:: html
+
+   <th>
+
+2017-06-13 23:59:00+00:00
+
+.. raw:: html
+
+   </th>
+
+.. raw:: html
+
+   <td>
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+0.503565
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
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+.. raw:: html
+
+   </td>
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+.. raw:: html
+
+   <td>
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+-0.013054
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+.. raw:: html
+
+   </td>
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+.. raw:: html
+
+   <td>
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+10.153225
+
+.. raw:: html
+
+   </td>
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+.. raw:: html
+
+   <td>
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+0.560981
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+.. raw:: html
+
+   </td>
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+.. raw:: html
+
+   <td>
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+0.892830
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
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+0.000000
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+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
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+14455.525045
+
+.. raw:: html
+
+   </td>
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+.. raw:: html
+
+   <td>
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+14455.525045
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+851214.132
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+…
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+100000.0
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
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+817593.900
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
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+817593.900
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+836
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+[]
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.0221
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
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+42251296767
+
+.. raw:: html
+
+   </td>
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+
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+   <td>
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+   <td>
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+   </td>
+
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+   </tr>
+
+.. raw:: html
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+   <tr>
+
+.. raw:: html
+
+   <th>
+
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+
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+   <td>
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+   <td>
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+.. raw:: html
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+.. raw:: html
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+   <td>
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+.. raw:: html
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+.. raw:: html
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+   <tr>
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+.. raw:: html
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+   <th>
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+   <tr>
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+   <th>
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+   <tr>
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+   <th>
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+   <tr>
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+.. raw:: html
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+   <th>
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+
+   <td>
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+   <td>
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+   </td>
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+.. raw:: html
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+
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+.. raw:: html
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+   </td>
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+.. raw:: html
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+   </tr>
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+.. raw:: html
+
+   <tr>
+
+.. raw:: html
+
+   <th>
+
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+   </th>
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+.. raw:: html
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+   <td>
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+   </td>
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+   <td>
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+   <td>
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+   <td>
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+.. raw:: html
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+.. raw:: html
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+   <td>
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+821408.946
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+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+…
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+.. raw:: html
+
+   </td>
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+.. raw:: html
+
+   <td>
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+100000.0
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+.. raw:: html
+
+   </td>
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+.. raw:: html
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+   <td>
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+.. raw:: html
+
+   </td>
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+.. raw:: html
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+   <td>
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+.. raw:: html
+
+   </td>
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+.. raw:: html
+
+   <td>
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+842
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+.. raw:: html
+
+   </td>
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+.. raw:: html
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+   <td>
+
+[]
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+.. raw:: html
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+   </td>
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+.. raw:: html
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+   </td>
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+.. raw:: html
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+   <td>
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+
+   </td>
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+.. raw:: html
+
+   <td>
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+.. raw:: html
+
+   </td>
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+.. raw:: html
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+   <td>
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+
+   </td>
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+.. raw:: html
+
+   </tr>
+
+.. raw:: html
+
+   <tr>
+
+.. raw:: html
+
+   <th>
+
+2017-06-20 23:59:00+00:00
+
+.. raw:: html
+
+   </th>
+
+.. raw:: html
+
+   <td>
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+
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+
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+-0.014414
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+.. raw:: html
+
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+
+   </td>
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+.. raw:: html
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+0.564451
+
+.. raw:: html
+
+   </td>
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+
+   <td>
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+.. raw:: html
+
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+.. raw:: html
+
+   <td>
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+   <td>
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+.. raw:: html
+
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+.. raw:: html
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+   <td>
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+.. raw:: html
+
+   </td>
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+.. raw:: html
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+   <td>
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+848424.000
+
+.. raw:: html
+
+   </td>
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+.. raw:: html
+
+   <td>
+
+…
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
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+100000.0
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+.. raw:: html
+
+   </td>
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+.. raw:: html
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+   <td>
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+.. raw:: html
+
+   </td>
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+.. raw:: html
+
+   <td>
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+821408.946
+
+.. raw:: html
+
+   </td>
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+.. raw:: html
+
+   <td>
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+843
+
+.. raw:: html
+
+   </td>
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+.. raw:: html
+
+   <td>
+
+[]
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+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
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+.. raw:: html
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+   </td>
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+.. raw:: html
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+   <td>
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+.. raw:: html
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+.. raw:: html
+
+   <td>
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+.. raw:: html
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+   </td>
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+.. raw:: html
+
+   <td>
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+
+.. raw:: html
+
+   </td>
+
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+
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+
+.. raw:: html
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+   </tr>
+
+.. raw:: html
+
+   <tr>
+
+.. raw:: html
+
+   <th>
+
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+
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+
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+   <td>
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+   </td>
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+   <td>
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+   <td>
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+.. raw:: html
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+   <td>
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+   </td>
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+   <td>
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+   <td>
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+   </td>
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+.. raw:: html
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+.. raw:: html
+
+   <tr>
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+.. raw:: html
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+   <th>
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+   <td>
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+   <tr>
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+   <th>
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+.. raw:: html
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+   <tr>
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+.. raw:: html
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+   <th>
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+.. raw:: html
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+   <tr>
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+.. raw:: html
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+   <th>
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+.. raw:: html
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+   <td>
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+   <td>
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+   </td>
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+.. raw:: html
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+   </tr>
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+.. raw:: html
+
+   <tr>
+
+.. raw:: html
+
+   <th>
+
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+
+.. raw:: html
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+   </th>
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+.. raw:: html
+
+   <td>
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+
+   </td>
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+.. raw:: html
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+   </td>
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+.. raw:: html
+
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+.. raw:: html
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+   <td>
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+   <td>
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+   </td>
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+.. raw:: html
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+   <td>
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+.. raw:: html
+
+   </td>
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+.. raw:: html
+
+   <td>
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+.. raw:: html
+
+   </td>
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+.. raw:: html
+
+   <td>
+
+…
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+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
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+100000.0
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+.. raw:: html
+
+   </td>
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+.. raw:: html
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+   <td>
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+.. raw:: html
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+   </td>
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+.. raw:: html
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+   <td>
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+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
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+.. raw:: html
+
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+.. raw:: html
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+   <td>
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+[]
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+.. raw:: html
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+   </td>
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+.. raw:: html
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+   <td>
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+   </td>
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+.. raw:: html
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+   <td>
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+0.0214
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+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
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+.. raw:: html
+
+   </td>
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+.. raw:: html
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+   <td>
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+.. raw:: html
+
+   </td>
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+.. raw:: html
+
+   </tr>
+
+.. raw:: html
+
+   <tr>
+
+.. raw:: html
+
+   <th>
+
+2017-06-27 23:59:00+00:00
+
+.. raw:: html
+
+   </th>
+
+.. raw:: html
+
+   <td>
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+
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+
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+.. raw:: html
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+.. raw:: html
+
+   </td>
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+-0.016390
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+   </td>
+
+.. raw:: html
+
+   <td>
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+9.458331
+
+.. raw:: html
+
+   </td>
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+.. raw:: html
+
+   <td>
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+.. raw:: html
+
+   </td>
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+.. raw:: html
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+   <td>
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+.. raw:: html
+
+   </td>
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+.. raw:: html
+
+   <td>
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+0.000000
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+.. raw:: html
+
+   </td>
+
+.. raw:: html
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+   <td>
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+
+.. raw:: html
+
+   </td>
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+.. raw:: html
+
+   <td>
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+14455.525045
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+.. raw:: html
+
+   </td>
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+.. raw:: html
+
+   <td>
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+798180.000
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+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+…
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+100000.0
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
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+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
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+761701.584
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
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+850
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+[]
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
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+0.0221
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+.. raw:: html
+
+   </td>
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+.. raw:: html
+
+   <td>
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+62426319778
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+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.0221
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+7.126355
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
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+9.458331
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   </tr>
+
+.. raw:: html
+
+   <tr>
+
+.. raw:: html
+
+   <th>
+
+2017-06-28 23:59:00+00:00
+
+.. raw:: html
+
+   </th>
+
+.. raw:: html
+
+   <td>
+
+0.507750
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+7.135895
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+-0.016340
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+9.470831
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.564078
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.895349
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.000000
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+14455.525045
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+14455.525045
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+799134.000
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+…
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+100000.0
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+798180.000
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+798180.000
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+851
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+[]
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.0222
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+39676839183
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.0222
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+7.135895
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+9.470831
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   </tr>
+
+.. raw:: html
+
+   </tbody>
+
+.. raw:: html
+
+   </table>
+
+.. raw:: html
+
+   <p>
+
+851 rows × 45 columns
+
+.. raw:: html
+
+   </p>
+
+.. raw:: html
+
+   </div>
+
+Also, instead of defining an output file we are accessing it via the “_"
+variable that will be created in the name space and contain the
+performance DataFrame.
+
+.. code:: python
+
+    _.head()
+
+.. raw:: html
+
+   <div>
+
+.. raw:: html
+
+   <table border="1" class="dataframe">
+
+.. raw:: html
+
+   <thead>
+
+.. raw:: html
+
+   <tr style="text-align: right;">
+
+.. raw:: html
+
+   <th>
+
+.. raw:: html
+
+   </th>
+
+.. raw:: html
+
+   <th>
+
+algo_volatility
+
+.. raw:: html
+
+   </th>
+
+.. raw:: html
+
+   <th>
+
+algorithm_period_return
+
+.. raw:: html
+
+   </th>
+
+.. raw:: html
+
+   <th>
+
+alpha
+
+.. raw:: html
+
+   </th>
+
+.. raw:: html
+
+   <th>
+
+benchmark_period_return
+
+.. raw:: html
+
+   </th>
+
+.. raw:: html
+
+   <th>
+
+benchmark_volatility
+
+.. raw:: html
+
+   </th>
+
+.. raw:: html
+
+   <th>
+
+beta
+
+.. raw:: html
+
+   </th>
+
+.. raw:: html
+
+   <th>
+
+capital_used
+
+.. raw:: html
+
+   </th>
+
+.. raw:: html
+
+   <th>
+
+cash
+
+.. raw:: html
+
+   </th>
+
+.. raw:: html
+
+   <th>
+
+ending_cash
+
+.. raw:: html
+
+   </th>
+
+.. raw:: html
+
+   <th>
+
+ending_exposure
+
+.. raw:: html
+
+   </th>
+
+.. raw:: html
+
+   <th>
+
+…
+
+.. raw:: html
+
+   </th>
+
+.. raw:: html
+
+   <th>
+
+starting_cash
+
+.. raw:: html
+
+   </th>
+
+.. raw:: html
+
+   <th>
+
+starting_exposure
+
+.. raw:: html
+
+   </th>
+
+.. raw:: html
+
+   <th>
+
+starting_value
+
+.. raw:: html
+
+   </th>
+
+.. raw:: html
+
+   <th>
+
+trading_days
+
+.. raw:: html
+
+   </th>
+
+.. raw:: html
+
+   <th>
+
+transactions
+
+.. raw:: html
+
+   </th>
+
+.. raw:: html
+
+   <th>
+
+treasury_period_return
+
+.. raw:: html
+
+   </th>
+
+.. raw:: html
+
+   <th>
+
+volume
+
+.. raw:: html
+
+   </th>
+
+.. raw:: html
+
+   <th>
+
+treasury
+
+.. raw:: html
+
+   </th>
+
+.. raw:: html
+
+   <th>
+
+algorithm
+
+.. raw:: html
+
+   </th>
+
+.. raw:: html
+
+   <th>
+
+benchmark
+
+.. raw:: html
+
+   </th>
+
+.. raw:: html
+
+   </tr>
+
+.. raw:: html
+
+   </thead>
+
+.. raw:: html
+
+   <tbody>
+
+.. raw:: html
+
+   <tr>
+
+.. raw:: html
+
+   <th>
+
+2015-03-01 23:59:00+00:00
+
+.. raw:: html
+
+   </th>
+
+.. raw:: html
+
+   <td>
+
+NaN
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.000000
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+NaN
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.045833
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+NaN
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+NaN
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.000000
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+100000.000000
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+100000.000000
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.000
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+…
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+100000.0
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.000
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.000
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+1
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+[]
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.0200
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+317
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.0200
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.000000
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.045833
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   </tr>
+
+.. raw:: html
+
+   <tr>
+
+.. raw:: html
+
+   <th>
+
+2015-03-02 23:59:00+00:00
+
+.. raw:: html
+
+   </th>
+
+.. raw:: html
+
+   <td>
+
+0.000278
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+-0.000025
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.011045
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.120833
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.290503
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+-0.000956
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+-85544.474955
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+14455.525045
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+14455.525045
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+85542.000
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+…
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+100000.0
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.000
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.000
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+2
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+[{u’commission’: None, u’amount’: 318, u’sid’:…
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.0208
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+98063
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.0208
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+-0.000025
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.120833
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   </tr>
+
+.. raw:: html
+
+   <tr>
+
+.. raw:: html
+
+   <th>
+
+2015-03-03 23:59:00+00:00
+
+.. raw:: html
+
+   </th>
+
+.. raw:: html
+
+   <td>
+
+0.051796
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+-0.005688
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+-1.197544
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.113416
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.633538
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.077239
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.000000
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+14455.525045
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+14455.525045
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+84975.642
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+…
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+100000.0
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+85542.000
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+85542.000
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+3
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+[]
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.0212
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+442983
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.0212
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+-0.005688
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.113416
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   </tr>
+
+.. raw:: html
+
+   <tr>
+
+.. raw:: html
+
+   <th>
+
+2015-03-04 23:59:00+00:00
+
+.. raw:: html
+
+   </th>
+
+.. raw:: html
+
+   <td>
+
+0.342118
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.034955
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.401861
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.166666
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.524400
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.181468
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.000000
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+14455.525045
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+14455.525045
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+89040.000
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+…
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+100000.0
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+84975.642
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+84975.642
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+4
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+[]
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.0212
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+245889
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.0212
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.034955
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.166666
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   </tr>
+
+.. raw:: html
+
+   <tr>
+
+.. raw:: html
+
+   <th>
+
+2015-03-05 23:59:00+00:00
+
+.. raw:: html
+
+   </th>
+
+.. raw:: html
+
+   <td>
+
+0.637226
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+-0.038185
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+-3.914003
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.070834
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.976896
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.550520
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.000000
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+14455.525045
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+14455.525045
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+81726.000
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+…
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+100000.0
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+89040.000
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+89040.000
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+5
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+[]
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.0211
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+117440
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.0211
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+-0.038185
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.070834
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   </tr>
+
+.. raw:: html
+
+   </tbody>
+
+.. raw:: html
+
+   </table>
+
+.. raw:: html
+
+   <p>
+
+5 rows × 45 columns
+
+.. raw:: html
+
+   </p>
+
+.. raw:: html
+
+   </div>
+
+
+
 Next steps
 ~~~~~~~~~~
 
diff --git a/_sources/features.txt b/_sources/features.txt
new file mode 100644
index 00000000..adde8637
--- /dev/null
+++ b/_sources/features.txt
@@ -0,0 +1,117 @@
+Features
+========
+
+This page describes the features that Catalyst provides in the current version,
+and what is planned for future releases.
+
+Current Functionality
+~~~~~~~~~~~~~~~~~~~~~
+
+* Backtesting and live-trading modes to run your trading algorithms, with a 
+  seamless transition between the two.
+* Support for 3 exchanges: Bitfinex, Bittrex and Poloniex in both modes 
+  (backtesting and live-trading). Historical data for backtesting is provided 
+  with daily resolution for all three exchanges, and minute resolution for 
+  Bitfinex and Poloniex. No minute-resolution data is currently available for 
+  Bittrex. Refer to 
+  `Catalyst Market Coverage <https://www.enigma.co/catalyst/status>`_ for 
+  details.
+* Standardized naming convention for all asset pairs trading on any exchange in 
+  the form ``{market_currency}_{base_currency}``. See 
+  :ref:`naming`.
+* Output of performance statistics based on Pandas DataFrames to integrate 
+  nicely into the existing PyData ecosystem.
+* Support for accessing multiple exchanges per algorithm, which opens the door
+  to cross-exchange arbitrage opportunities.
+* Support for running multiple algorithms on the same exchange independently of
+  one another. Catalyst performance tracker stores just enough data to allow 
+  algorithms to run independently while still sharing critical data through 
+  exchanges.
+* Benchmark defaults to Bitcoin price (btc_usdt in Poloniex exchange) for the 
+  purpose of comparing performance across trading algorithms. A custom benchmark
+  can be specified through ``set_benchmark()`` (but see 
+  `issue #86 <https://github.com/enigmampc/catalyst/issues/86>`_). 
+* Support for MacOS, Linux and Windows installations.
+* Support for Python2 and Python3.
+
+Upcoming features
+~~~~~~~~~~~~~~~~~
+
+* Paper trading mode (v0.4 - mid Dec. 2017)
+* Support for additional exchanges (v0.4 - mid Dec. 2017)
+* Additional datasets beyond pricing data (Dec. 2017)
+* API documentation (Jan. 2017)
+* Support for decentralized exchanges (Jan. 2017)
+* Support for data ingestion of community-contributed data sets (Jan. 2017)
+* Pipeline support (Jan. 2018)
+* Web UI (Q2 2018)
+
+
+ .. _naming:
+
+Naming Convention
+~~~~~~~~~~~~~~~~~
+
+Catalyst introduces a standardized naming convention for all asset pairs 
+trading on any exchange in the following form:
+
+
+    **{market_currency}_{base_currency}**
+
+Where {market_currency} is the asset to be traded using {base_currency} as 
+the reference, both written in lowercase and separated with an underscore.
+
+This standardization is needed to overcome the lack of consistency in the 
+naming of assets across different exchanges, and making it easier to the user
+to refer to the asset pairs that you want to trade.
+
+Catalyst maintains a `Market Coverage Overview <https://www.enigma.co/catalyst/status>`_ 
+where you can check the mapping between Catalyst naming pairs and that of each 
+exchange. Catalyst will always expect in all its functions that you will refer to 
+the asset pairs by using the Catalyst naming convention.
+
+If at any point, you input the wrong name for an asset pair, you will get an error 
+of that pair not found in the given exchange, and a list of pairs available on that exchange:
+
+.. code-block:: bash
+
+   $ catalyst ingest-exchange -x poloniex -i btc_usd
+
+.. parsed-literal::
+
+	Ingesting exchange bundle poloniex...
+	Error traceback: /Volumes/Data/Users/victoris/Desktop/Enigma/user-install/catalyst-dev/catalyst/exchange/exchange.py (line 175)
+	SymbolNotFoundOnExchange:  Symbol btc_usd not found on exchange Poloniex. 
+	Choose from: ['rep_usdt', 'gno_btc', 'xvc_btc', 'pink_btc', 'sys_btc', 
+	'emc2_btc', 'rads_btc', 'note_btc', 'maid_btc', 'bch_btc', 'gnt_btc', 
+	'bcn_btc', 'rep_btc', 'bcy_btc', 'cvc_btc', 'nxt_xmr', 'zec_usdt', 
+	'fct_btc', 'gas_btc', 'pot_btc', 'eth_usdt', 'btc_usdt', 'lbc_btc', 
+	'dcr_btc', 'etc_usdt', 'omg_eth', 'amp_btc', 'xpm_btc', 'nxt_btc', 
+	'vtc_btc', 'steem_eth', 'blk_xmr', 'pasc_btc', 'zec_xmr', 'grc_btc', 
+	'nxc_btc', 'btcd_btc', 'ltc_btc', 'dash_btc', 'naut_btc', 'zec_eth', 
+	'zec_btc', 'burst_btc', 'zrx_eth', 'bela_btc', 'steem_btc', 'etc_btc', 
+	'eth_btc', 'huc_btc', 'strat_btc', 'lsk_btc', 'exp_btc', 'clam_btc', 
+	'rep_eth', 'dash_xmr', 'cvc_eth', 'bch_usdt', 'zrx_btc', 'dash_usdt', 
+	'blk_btc', 'xrp_btc', 'nxt_usdt', 'neos_btc', 'omg_btc', 'bts_btc', 
+	'doge_btc', 'gnt_eth', 'sbd_btc', 'gno_eth', 'xcp_btc', 'ltc_usdt', 
+	'btm_btc', 'xmr_usdt', 'lsk_eth', 'omni_btc', 'nav_btc', 'fldc_btc', 
+	'ppc_btc', 'xbc_btc', 'dgb_btc', 'sc_btc', 'btcd_xmr', 'vrc_btc', 
+	'ric_btc', 'str_btc', 'maid_xmr', 'xmr_btc', 'sjcx_btc', 'via_btc', 
+	'xem_btc', 'nmc_btc', 'etc_eth', 'ltc_xmr', 'ardr_btc', 'gas_eth', 
+	'flo_btc', 'xrp_usdt', 'game_btc', 'bch_eth', 'bcn_xmr', 'str_usdt']
+
+In the example above, exchange Poloniex does not use USD, but uses instead the 
+USDT cryptocurrency asset that is issued on the Bitcoin blockchain via the Omni
+Layer Protocol. Each USDT unit is backed by a U.S Dollar held in the reserves of 
+Tether Limited. USDT can be transferred, stored, and spent, just like bitcoins 
+or any other cryptocurrency. Given its 1:1 mapping to the USD, is a viable alternative.
+
+.. code-block:: bash
+
+   $ catalyst ingest-exchange -x poloniex -i btc_usdt
+
+.. parsed-literal::
+
+	Ingesting exchange bundle poloniex...
+	    [====================================]  Fetching poloniex daily candles: :  100%
+
diff --git a/_sources/index.txt b/_sources/index.txt
index 3e94084f..c500ba29 100644
--- a/_sources/index.txt
+++ b/_sources/index.txt
@@ -9,9 +9,8 @@ Table of Contents
 
    install
    beginner-tutorial
-   jupyter
    live-trading
-   naming-convention
+   features
    example-algos
    utilities
    videos
@@ -19,7 +18,6 @@ Table of Contents
    development-guidelines
    releases
 ..   bundles
-..   development-guidelines
 ..   appendix
 ..   release-process
 
diff --git a/_sources/jupyter.txt b/_sources/jupyter.txt
deleted file mode 100644
index 21fc010a..00000000
--- a/_sources/jupyter.txt
+++ /dev/null
@@ -1,15799 +0,0 @@
-Catalyst & Jupyter Notebook
-===========================
-
-(`This is actual Notebook <https://github.com/enigmampc/catalyst/blob/master/catalyst/examples/running_catalyst_in_jupyter_notebook.ipynb>`_ referenced in the text below)
-
-The `Jupyter Notebook <https://jupyter.org/>`__ is a very powerful
-browser-based interface to a Python interpreter. As it is already the
-de-facto interface for most quantitative researchers, ``catalyst``
-provides an easy way to run your algorithm inside the Notebook without
-requiring you to use the CLI.
-
-Install
-^^^^^^^
-
-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
-
-    (catalyst)$ pip install jupyter
-
-Once you have Jupyter Notebook installed, every time you want to use it run:
-
-.. code:: bash
-
-    (catalyst)$ jupyter notebook
-
-A local server will launch, and will open a new window on your browser. That's
-the interface through which you will interact with Jupyter Notebook.
-
-Running Algorithms
-^^^^^^^^^^^^^^^^^^
-
-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
-
-  catalyst ingest-exchange -x bitfinex -i btc_usd
-
-To use Catalyst inside a Jupyter Noebook, you have to write your algorithm in a 
-cell and let the Jupyter know that it is supposed to execute this algorithm with 
-Catalyst. This is done via the ``%%catalyst`` IPython magic command that is 
-available after you import ``catalyst`` 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 ``catalyst`` to register the magic.
-
-.. code:: python
-
-    # Register the catalyst magic
-    %load_ext catalyst
-
-.. code:: python
-
-    # Setup matplotlib to display graphs inline in this Notebook
-    %matplotlib inline
-
-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.
-
-.. code:: python
-
-    %%catalyst --start 2015-3-2 --end 2017-6-28 --capital-base 100000 -x bitfinex -c usd
-
-    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 = 'btc_usd'
-        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 <= reserve_value:
-            context.is_buying = False
-
-        # Retrieve current asset price from pricing data
-        price = data.current(context.asset, 'price')
-
-        # Check if still buying and could (approximately) afford another purchase
-        if context.is_buying and cash > 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, 'volume'),
-            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[['portfolio_value']].plot(ax=ax1)
-        ax1.set_ylabel('Portfolio Value (USD)')
-
-        ax2 = plt.subplot(612, sharex=ax1)
-        ax2.set_ylabel('{asset} (USD)'.format(asset=context.ASSET_NAME))
-        (context.TICK_SIZE * results[['price']]).plot(ax=ax2)
-
-        trans = results.ix[[t != [] for t in results.transactions]]
-        buys = trans.ix[
-            [t[0]['amount'] > 0 for t in trans.transactions]
-        ]
-        ax2.plot(
-            buys.index,
-            context.TICK_SIZE * results.price[buys.index],
-            '^',
-            markersize=10,
-            color='g',
-        )
-
-        ax3 = plt.subplot(613, sharex=ax1)
-        results[['leverage', 'alpha', 'beta']].plot(ax=ax3)
-        ax3.set_ylabel('Leverage ')
-
-        ax4 = plt.subplot(614, sharex=ax1)
-        results[['starting_cash', 'cash']].plot(ax=ax4)
-        ax4.set_ylabel('Cash (USD)')
-
-        results[[
-            'treasury',
-            'algorithm',
-            'benchmark',
-        ]] = results[[
-            'treasury_period_return',
-            'algorithm_period_return',
-            'benchmark_period_return',
-        ]]
-
-        ax5 = plt.subplot(615, sharex=ax1)
-        results[[
-            'treasury',
-            'algorithm',
-            'benchmark',
-        ]].plot(ax=ax5)
-        ax5.set_ylabel('Percent Change')
-
-        ax6 = plt.subplot(616, sharex=ax1)
-        results[['volume']].plot(ax=ax6)
-        ax6.set_ylabel('Volume (mCoins/5min)')
-
-        plt.legend(loc=3)
-
-        # Show the plot.
-        plt.gcf().set_size_inches(18, 8)
-        plt.show()
-
-::
-
-    [2017-08-11 07:19:46.411748] INFO: Loader: Loading benchmark data for 'USDT_BTC' 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/<snipped>/.catalyst/data/USDT_BTC_benchmark.csv failed with error [Unknown string format].
-    [2017-08-11 07:19:46.419740] INFO: Loader: Cache at /Users/<snipped>/.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 'USDT_BTC' 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'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
-
-.. figure:: https://i.imgur.com/DS5w47q.png
-   :alt: png
-
-.. raw:: html
-
-   <div>
-
-.. raw:: html
-
-   <table border="1" class="dataframe">
-
-.. raw:: html
-
-   <thead>
-
-.. raw:: html
-
-   <tr style="text-align: right;">
-
-.. raw:: html
-
-   <th>
-
-.. raw:: html
-
-   </th>
-
-.. raw:: html
-
-   <th>
-
-algo_volatility
-
-.. raw:: html
-
-   </th>
-
-.. raw:: html
-
-   <th>
-
-algorithm_period_return
-
-.. raw:: html
-
-   </th>
-
-.. raw:: html
-
-   <th>
-
-alpha
-
-.. raw:: html
-
-   </th>
-
-.. raw:: html
-
-   <th>
-
-benchmark_period_return
-
-.. raw:: html
-
-   </th>
-
-.. raw:: html
-
-   <th>
-
-benchmark_volatility
-
-.. raw:: html
-
-   </th>
-
-.. raw:: html
-
-   <th>
-
-beta
-
-.. raw:: html
-
-   </th>
-
-.. raw:: html
-
-   <th>
-
-capital_used
-
-.. raw:: html
-
-   </th>
-
-.. raw:: html
-
-   <th>
-
-cash
-
-.. raw:: html
-
-   </th>
-
-.. raw:: html
-
-   <th>
-
-ending_cash
-
-.. raw:: html
-
-   </th>
-
-.. raw:: html
-
-   <th>
-
-ending_exposure
-
-.. raw:: html
-
-   </th>
-
-.. raw:: html
-
-   <th>
-
-…
-
-.. raw:: html
-
-   </th>
-
-.. raw:: html
-
-   <th>
-
-starting_cash
-
-.. raw:: html
-
-   </th>
-
-.. raw:: html
-
-   <th>
-
-starting_exposure
-
-.. raw:: html
-
-   </th>
-
-.. raw:: html
-
-   <th>
-
-starting_value
-
-.. raw:: html
-
-   </th>
-
-.. raw:: html
-
-   <th>
-
-trading_days
-
-.. raw:: html
-
-   </th>
-
-.. raw:: html
-
-   <th>
-
-transactions
-
-.. raw:: html
-
-   </th>
-
-.. raw:: html
-
-   <th>
-
-treasury_period_return
-
-.. raw:: html
-
-   </th>
-
-.. raw:: html
-
-   <th>
-
-volume
-
-.. raw:: html
-
-   </th>
-
-.. raw:: html
-
-   <th>
-
-treasury
-
-.. raw:: html
-
-   </th>
-
-.. raw:: html
-
-   <th>
-
-algorithm
-
-.. raw:: html
-
-   </th>
-
-.. raw:: html
-
-   <th>
-
-benchmark
-
-.. raw:: html
-
-   </th>
-
-.. raw:: html
-
-   </tr>
-
-.. raw:: html
-
-   </thead>
-
-.. raw:: html
-
-   <tbody>
-
-.. raw:: html
-
-   <tr>
-
-.. raw:: html
-
-   <th>
-
-2015-03-01 23:59:00+00:00
-
-.. raw:: html
-
-   </th>
-
-.. raw:: html
-
-   <td>
-
-NaN
-
-.. raw:: html
-
-   </td>
-
-.. raw:: html
-
-   <td>
-
-0.000000
-
-.. raw:: html
-
-   </td>
-
-.. raw:: html
-
-   <td>
-
-NaN
-
-.. raw:: html
-
-   </td>
-
-.. raw:: html
-
-   <td>
-
-0.045833
-
-.. raw:: html
-
-   </td>
-
-.. raw:: html
-
-   <td>
-
-NaN
-
-.. raw:: html
-
-   </td>
-
-.. raw:: html
-
-   <td>
-
-NaN
-
-.. raw:: html
-
-   </td>
-
-.. raw:: html
-
-   <td>
-
-0.000000
-
-.. raw:: html
-
-   </td>
-
-.. raw:: html
-
-   <td>
-
-100000.000000
-
-.. raw:: html
-
-   </td>
-
-.. raw:: html
-
-   <td>
-
-100000.000000
-
-.. raw:: html
-
-   </td>
-
-.. raw:: html
-
-   <td>
-
-0.000
-
-.. raw:: html
-
-   </td>
-
-.. raw:: html
-
-   <td>
-
-…
-
-.. raw:: html
-
-   </td>
-
-.. raw:: html
-
-   <td>
-
-100000.0
-
-.. raw:: html
-
-   </td>
-
-.. raw:: html
-
-   <td>
-
-0.000
-
-.. raw:: html
-
-   </td>
-
-.. raw:: html
-
-   <td>
-
-0.000
-
-.. raw:: html
-
-   </td>
-
-.. raw:: html
-
-   <td>
-
-1
-
-.. raw:: html
-
-   </td>
-
-.. raw:: html
-
-   <td>
-
-[]
-
-.. raw:: html
-
-   </td>
-
-.. raw:: html
-
-   <td>
-
-0.0200
-
-.. raw:: html
-
-   </td>
-
-.. raw:: html
-
-   <td>
-
-317
-
-.. raw:: html
-
-   </td>
-
-.. raw:: html
-
-   <td>
-
-0.0200
-
-.. raw:: html
-
-   </td>
-
-.. raw:: html
-
-   <td>
-
-0.000000
-
-.. raw:: html
-
-   </td>
-
-.. raw:: html
-
-   <td>
-
-0.045833
-
-.. raw:: html
-
-   </td>
-
-.. raw:: html
-
-   </tr>
-
-.. raw:: html
-
-   <tr>
-
-.. raw:: html
-
-   <th>
-
-2015-03-02 23:59:00+00:00
-
-.. raw:: html
-
-   </th>
-
-.. raw:: html
-
-   <td>
-
-0.000278
-
-.. raw:: html
-
-   </td>
-
-.. raw:: html
-
-   <td>
-
--0.000025
-
-.. raw:: html
-
-   </td>
-
-.. raw:: html
-
-   <td>
-
-0.011045
-
-.. raw:: html
-
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-
-.. raw:: html
-
-   <td>
-
-0.120833
-
-.. raw:: html
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-
-.. raw:: html
-
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-
-0.290503
-
-.. raw:: html
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-
-.. raw:: html
-
-   <td>
-
--0.000956
-
-.. raw:: html
-
-   </td>
-
-.. raw:: html
-
-   <td>
-
--85544.474955
-
-.. raw:: html
-
-   </td>
-
-.. raw:: html
-
-   <td>
-
-14455.525045
-
-.. raw:: html
-
-   </td>
-
-.. raw:: html
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-
-14455.525045
-
-.. raw:: html
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-
-.. raw:: html
-
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-
-85542.000
-
-.. raw:: html
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-.. code:: python
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-317
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--0.000025
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--0.000956
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--85544.474955
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-98063
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--0.000025
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-0.120833
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-2015-03-03 23:59:00+00:00
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--0.005688
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-442983
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-0.0212
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--0.005688
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-0.166666
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-.. raw:: html
-
-   <td>
-
-14455.525045
-
-.. raw:: html
-
-   </td>
-
-.. raw:: html
-
-   <td>
-
-89040.000
-
-.. raw:: html
-
-   </td>
-
-.. raw:: html
-
-   <td>
-
-…
-
-.. raw:: html
-
-   </td>
-
-.. raw:: html
-
-   <td>
-
-100000.0
-
-.. raw:: html
-
-   </td>
-
-.. raw:: html
-
-   <td>
-
-84975.642
-
-.. raw:: html
-
-   </td>
-
-.. raw:: html
-
-   <td>
-
-84975.642
-
-.. raw:: html
-
-   </td>
-
-.. raw:: html
-
-   <td>
-
-4
-
-.. raw:: html
-
-   </td>
-
-.. raw:: html
-
-   <td>
-
-[]
-
-.. raw:: html
-
-   </td>
-
-.. raw:: html
-
-   <td>
-
-0.0212
-
-.. raw:: html
-
-   </td>
-
-.. raw:: html
-
-   <td>
-
-245889
-
-.. raw:: html
-
-   </td>
-
-.. raw:: html
-
-   <td>
-
-0.0212
-
-.. raw:: html
-
-   </td>
-
-.. raw:: html
-
-   <td>
-
-0.034955
-
-.. raw:: html
-
-   </td>
-
-.. raw:: html
-
-   <td>
-
-0.166666
-
-.. raw:: html
-
-   </td>
-
-.. raw:: html
-
-   </tr>
-
-.. raw:: html
-
-   <tr>
-
-.. raw:: html
-
-   <th>
-
-2015-03-05 23:59:00+00:00
-
-.. raw:: html
-
-   </th>
-
-.. raw:: html
-
-   <td>
-
-0.637226
-
-.. raw:: html
-
-   </td>
-
-.. raw:: html
-
-   <td>
-
--0.038185
-
-.. raw:: html
-
-   </td>
-
-.. raw:: html
-
-   <td>
-
--3.914003
-
-.. raw:: html
-
-   </td>
-
-.. raw:: html
-
-   <td>
-
-0.070834
-
-.. raw:: html
-
-   </td>
-
-.. raw:: html
-
-   <td>
-
-0.976896
-
-.. raw:: html
-
-   </td>
-
-.. raw:: html
-
-   <td>
-
-0.550520
-
-.. raw:: html
-
-   </td>
-
-.. raw:: html
-
-   <td>
-
-0.000000
-
-.. raw:: html
-
-   </td>
-
-.. raw:: html
-
-   <td>
-
-14455.525045
-
-.. raw:: html
-
-   </td>
-
-.. raw:: html
-
-   <td>
-
-14455.525045
-
-.. raw:: html
-
-   </td>
-
-.. raw:: html
-
-   <td>
-
-81726.000
-
-.. raw:: html
-
-   </td>
-
-.. raw:: html
-
-   <td>
-
-…
-
-.. raw:: html
-
-   </td>
-
-.. raw:: html
-
-   <td>
-
-100000.0
-
-.. raw:: html
-
-   </td>
-
-.. raw:: html
-
-   <td>
-
-89040.000
-
-.. raw:: html
-
-   </td>
-
-.. raw:: html
-
-   <td>
-
-89040.000
-
-.. raw:: html
-
-   </td>
-
-.. raw:: html
-
-   <td>
-
-5
-
-.. raw:: html
-
-   </td>
-
-.. raw:: html
-
-   <td>
-
-[]
-
-.. raw:: html
-
-   </td>
-
-.. raw:: html
-
-   <td>
-
-0.0211
-
-.. raw:: html
-
-   </td>
-
-.. raw:: html
-
-   <td>
-
-117440
-
-.. raw:: html
-
-   </td>
-
-.. raw:: html
-
-   <td>
-
-0.0211
-
-.. raw:: html
-
-   </td>
-
-.. raw:: html
-
-   <td>
-
--0.038185
-
-.. raw:: html
-
-   </td>
-
-.. raw:: html
-
-   <td>
-
-0.070834
-
-.. raw:: html
-
-   </td>
-
-.. raw:: html
-
-   </tr>
-
-.. raw:: html
-
-   </tbody>
-
-.. raw:: html
-
-   </table>
-
-.. raw:: html
-
-   <p>
-
-5 rows × 45 columns
-
-.. raw:: html
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-
-.. raw:: html
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-   </div>
diff --git a/appendix.html b/appendix.html
index 89e02d03..a51d8ffe 100644
--- a/appendix.html
+++ b/appendix.html
@@ -103,12 +103,12 @@
 <li class="toctree-l3"><a class="reference internal" href="beginner-tutorial.html#working-example-dual-moving-average-cross-over">Working example: Dual Moving Average Cross-Over</a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="beginner-tutorial.html#next-steps">Next steps</a></li>
+<li class="toctree-l2"><a class="reference internal" href="beginner-tutorial.html#jupyter-notebook">Jupyter Notebook</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="beginner-tutorial.html#install">Install</a></li>
+<li class="toctree-l3"><a class="reference internal" href="beginner-tutorial.html#running-algorithms">Running Algorithms</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>
+<li class="toctree-l2"><a class="reference internal" href="beginner-tutorial.html#next-steps">Next steps</a></li>
 </ul>
 </li>
 <li class="toctree-l1"><a class="reference internal" href="live-trading.html">Live Trading</a><ul>
@@ -118,7 +118,12 @@
 <li class="toctree-l2"><a class="reference internal" href="live-trading.html#trading-an-algorithm">Trading an Algorithm</a></li>
 </ul>
 </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="features.html">Features</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="features.html#current-functionality">Current Functionality</a></li>
+<li class="toctree-l2"><a class="reference internal" href="features.html#upcoming-features">Upcoming features</a></li>
+<li class="toctree-l2"><a class="reference internal" href="features.html#naming-convention">Naming Convention</a></li>
+</ul>
+</li>
 <li class="toctree-l1"><a class="reference internal" href="example-algos.html">Example Algorithms</a><ul>
 <li class="toctree-l2"><a class="reference internal" href="example-algos.html#overview">Overview</a></li>
 <li class="toctree-l2"><a class="reference internal" href="example-algos.html#buy-btc-simple-algorithm">Buy BTC Simple Algorithm</a></li>
diff --git a/beginner-tutorial.html b/beginner-tutorial.html
index 0d9e8630..4af66e3c 100644
--- a/beginner-tutorial.html
+++ b/beginner-tutorial.html
@@ -31,7 +31,7 @@
 
   
     <link rel="top" title="Catalyst 0.3 documentation" href="index.html"/>
-        <link rel="next" title="Catalyst &amp; Jupyter Notebook" href="jupyter.html"/>
+        <link rel="next" title="Live Trading" href="live-trading.html"/>
         <link rel="prev" title="Install" href="install.html"/> 
 
   
@@ -105,12 +105,12 @@
 <li class="toctree-l3"><a class="reference internal" href="#working-example-dual-moving-average-cross-over">Working example: Dual Moving Average Cross-Over</a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="#next-steps">Next steps</a></li>
+<li class="toctree-l2"><a class="reference internal" href="#jupyter-notebook">Jupyter Notebook</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="#install">Install</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#running-algorithms">Running Algorithms</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>
+<li class="toctree-l2"><a class="reference internal" href="#next-steps">Next steps</a></li>
 </ul>
 </li>
 <li class="toctree-l1"><a class="reference internal" href="live-trading.html">Live Trading</a><ul>
@@ -358,8 +358,8 @@ hard drive.</li>
 <li>Pricing data is provided in <code class="docutils literal"><span class="pre">daily</span></code> and <code class="docutils literal"><span class="pre">minute</span></code> resolution. Those are
 different bundle datasets, and are managed separately.</li>
 <li>Bundles are exchange-specific, as the pricing data is specific to the trades
-that happen in each exchange. As a result, you can must specify which
-exchange you want pricing data from when ingesting data</li>
+that happen in each exchange. As a result, you must specify which
+exchange you want pricing data from when ingesting data.</li>
 <li>Catalyst keeps track of all the downloaded bundles, so that it only has to
 download them once, and will do incremental updates as needed.</li>
 <li>When running in <code class="docutils literal"><span class="pre">live</span> <span class="pre">trading</span></code> mode, Catalyst will first look for
@@ -389,7 +389,7 @@ Python scripts,</li>
 example of this tutorial. Some of the <a class="reference internal" href="example-algos.html"><em>example algorithms</em></a>
 provide instructions on how to run them both from the CLI, and using the
 <code class="xref py py-func docutils literal"><span class="pre">run_algorithm()</span></code> function. For the third method, refer to the
-corresponding section on <a class="reference internal" href="jupyter.html"><em>Catalyst &amp; Jupyter Notebook</em></a> after you
+corresponding section on <code class="xref doc docutils literal"><span class="pre">Catalyst</span> <span class="pre">&amp;</span> <span class="pre">Jupyter</span> <span class="pre">Notebook</span></code> after you
 have assimilated the contents of this tutorial.</p>
 <div class="section" id="command-line-interface">
 <h3>Command line interface<a class="headerlink" href="#command-line-interface" title="Permalink to this headline">¶</a></h3>
@@ -969,6 +969,1702 @@ the <code class="docutils literal"><span class="pre">scikit-learn</span></code>
 <code class="docutils literal"><span class="pre">ndarray</span></code> of a <code class="docutils literal"><span class="pre">DataFrame</span></code> via <code class="docutils literal"><span class="pre">.values</span></code>).</p>
 </div>
 </div>
+<div class="section" id="jupyter-notebook">
+<h2>Jupyter Notebook<a class="headerlink" href="#jupyter-notebook" title="Permalink to this headline">¶</a></h2>
+<p>(<a class="reference external" href="https://github.com/enigmampc/catalyst/blob/master/catalyst/examples/running_catalyst_in_jupyter_notebook.ipynb">This is actual Notebook</a> referenced in the text below)</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. We include this section here as an alternative to
+running algorithms through the command line.</p>
+<div class="section" id="install">
+<h3>Install<a class="headerlink" href="#install" title="Permalink to this headline">¶</a></h3>
+<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">
+<h3>Running Algorithms<a class="headerlink" href="#running-algorithms" title="Permalink to this headline">¶</a></h3>
+<p>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:</p>
+<div class="code bash highlight-python"><div class="highlight"><pre>catalyst ingest-exchange -x bitfinex -i btc_usd
+</pre></div>
+</div>
+<p>To use Catalyst inside a Jupyter Noebook, you have to write your algorithm in a
+cell and let the Jupyter know that it is supposed to execute this algorithm with
+Catalyst. 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 -c usd
+
+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">
+<img alt="png" src="https://i.imgur.com/DS5w47q.png" />
+</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 class="section" id="next-steps">
 <h2>Next steps<a class="headerlink" href="#next-steps" title="Permalink to this headline">¶</a></h2>
 <p>We hope that this tutorial gave you a little insight into the
@@ -986,7 +2682,7 @@ problems on our <a class="reference external" href="https://github.com/enigmampc
   
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-        <a href="jupyter.html" class="btn btn-neutral float-right" title="Catalyst &amp; Jupyter Notebook" accesskey="n">Next <span class="fa fa-arrow-circle-right"></span></a>
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diff --git a/bundles.html b/bundles.html
index f5f40da3..a1c08abb 100644
--- a/bundles.html
+++ b/bundles.html
@@ -103,12 +103,12 @@
 <li class="toctree-l3"><a class="reference internal" href="beginner-tutorial.html#working-example-dual-moving-average-cross-over">Working example: Dual Moving Average Cross-Over</a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="beginner-tutorial.html#next-steps">Next steps</a></li>
+<li class="toctree-l2"><a class="reference internal" href="beginner-tutorial.html#jupyter-notebook">Jupyter Notebook</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="beginner-tutorial.html#install">Install</a></li>
+<li class="toctree-l3"><a class="reference internal" href="beginner-tutorial.html#running-algorithms">Running Algorithms</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>
+<li class="toctree-l2"><a class="reference internal" href="beginner-tutorial.html#next-steps">Next steps</a></li>
 </ul>
 </li>
 <li class="toctree-l1"><a class="reference internal" href="live-trading.html">Live Trading</a><ul>
diff --git a/development-guidelines.html b/development-guidelines.html
index 919698a0..57795dc3 100644
--- a/development-guidelines.html
+++ b/development-guidelines.html
@@ -105,12 +105,12 @@
 <li class="toctree-l3"><a class="reference internal" href="beginner-tutorial.html#working-example-dual-moving-average-cross-over">Working example: Dual Moving Average Cross-Over</a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="beginner-tutorial.html#next-steps">Next steps</a></li>
+<li class="toctree-l2"><a class="reference internal" href="beginner-tutorial.html#jupyter-notebook">Jupyter Notebook</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="beginner-tutorial.html#install">Install</a></li>
+<li class="toctree-l3"><a class="reference internal" href="beginner-tutorial.html#running-algorithms">Running Algorithms</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>
+<li class="toctree-l2"><a class="reference internal" href="beginner-tutorial.html#next-steps">Next steps</a></li>
 </ul>
 </li>
 <li class="toctree-l1"><a class="reference internal" href="live-trading.html">Live Trading</a><ul>
diff --git a/example-algos.html b/example-algos.html
index 96031835..fbee6666 100644
--- a/example-algos.html
+++ b/example-algos.html
@@ -105,12 +105,12 @@
 <li class="toctree-l3"><a class="reference internal" href="beginner-tutorial.html#working-example-dual-moving-average-cross-over">Working example: Dual Moving Average Cross-Over</a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="beginner-tutorial.html#next-steps">Next steps</a></li>
+<li class="toctree-l2"><a class="reference internal" href="beginner-tutorial.html#jupyter-notebook">Jupyter Notebook</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="beginner-tutorial.html#install">Install</a></li>
+<li class="toctree-l3"><a class="reference internal" href="beginner-tutorial.html#running-algorithms">Running Algorithms</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>
+<li class="toctree-l2"><a class="reference internal" href="beginner-tutorial.html#next-steps">Next steps</a></li>
 </ul>
 </li>
 <li class="toctree-l1"><a class="reference internal" href="live-trading.html">Live Trading</a><ul>
diff --git a/features.html b/features.html
new file mode 100644
index 00000000..47956c11
--- /dev/null
+++ b/features.html
@@ -0,0 +1,432 @@
+
+
+<!DOCTYPE html>
+<!--[if IE 8]><html class="no-js lt-ie9" lang="en" > <![endif]-->
+<!--[if gt IE 8]><!--> <html class="no-js" lang="en" > <!--<![endif]-->
+<head>
+  <meta charset="utf-8">
+  
+  <meta name="viewport" content="width=device-width, initial-scale=1.0">
+  
+  <title>Features &mdash; Catalyst 0.3 documentation</title>
+  
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+    <link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
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+        <link rel="next" title="Example Algorithms" href="example-algos.html"/>
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+<li class="toctree-l2"><a class="reference internal" href="beginner-tutorial.html#basics">Basics</a></li>
+<li class="toctree-l2"><a class="reference internal" href="beginner-tutorial.html#my-first-algorithm">My first algorithm</a></li>
+<li class="toctree-l2"><a class="reference internal" href="beginner-tutorial.html#ingesting-data">Ingesting data</a></li>
+<li class="toctree-l2"><a class="reference internal" href="beginner-tutorial.html#running-the-algorithm">Running the algorithm</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="beginner-tutorial.html#command-line-interface">Command line interface</a></li>
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+<li class="toctree-l3"><a class="reference internal" href="beginner-tutorial.html#working-example-dual-moving-average-cross-over">Working example: Dual Moving Average Cross-Over</a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="beginner-tutorial.html#jupyter-notebook">Jupyter Notebook</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="beginner-tutorial.html#install">Install</a></li>
+<li class="toctree-l3"><a class="reference internal" href="beginner-tutorial.html#running-algorithms">Running Algorithms</a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="beginner-tutorial.html#next-steps">Next steps</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>
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+<li class="toctree-l2"><a class="reference internal" href="live-trading.html#trading-an-algorithm">Trading an Algorithm</a></li>
+</ul>
+</li>
+<li class="toctree-l1 current"><a class="current reference internal" href="">Features</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="#current-functionality">Current Functionality</a></li>
+<li class="toctree-l2"><a class="reference internal" href="#upcoming-features">Upcoming features</a></li>
+<li class="toctree-l2"><a class="reference internal" href="#naming-convention">Naming Convention</a></li>
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+<li class="toctree-l2"><a class="reference internal" href="example-algos.html#dual-moving-average-crossover">Dual Moving Average Crossover</a></li>
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+        <a href="index.html">Catalyst</a>
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+            <a href="_sources/features.txt" rel="nofollow"> View page source</a>
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+          <div role="main" class="document">
+            
+  <div class="section" id="features">
+<h1>Features<a class="headerlink" href="#features" title="Permalink to this headline">¶</a></h1>
+<p>This page describes the features that Catalyst provides in the current version,
+and what is planned for future releases.</p>
+<div class="section" id="current-functionality">
+<h2>Current Functionality<a class="headerlink" href="#current-functionality" title="Permalink to this headline">¶</a></h2>
+<ul class="simple">
+<li>Backtesting and live-trading modes to run your trading algorithms, with a
+seamless transition between the two.</li>
+<li>Support for 3 exchanges: Bitfinex, Bittrex and Poloniex in both modes
+(backtesting and live-trading). Historical data for backtesting is provided
+with daily resolution for all three exchanges, and minute resolution for
+Bitfinex and Poloniex. No minute-resolution data is currently available for
+Bittrex. Refer to
+<a class="reference external" href="https://www.enigma.co/catalyst/status">Catalyst Market Coverage</a> for
+details.</li>
+<li>Standardized naming convention for all asset pairs trading on any exchange in
+the form <code class="docutils literal"><span class="pre">{market_currency}_{base_currency}</span></code>. See
+<a class="reference internal" href="#naming"><span>Naming Convention</span></a>.</li>
+<li>Output of performance statistics based on Pandas DataFrames to integrate
+nicely into the existing PyData ecosystem.</li>
+<li>Support for accessing multiple exchanges per algorithm, which opens the door
+to cross-exchange arbitrage opportunities.</li>
+<li>Support for running multiple algorithms on the same exchange independently of
+one another. Catalyst performance tracker stores just enough data to allow
+algorithms to run independently while still sharing critical data through
+exchanges.</li>
+<li>Benchmark defaults to Bitcoin price (btc_usdt in Poloniex exchange) for the
+purpose of comparing performance across trading algorithms. A custom benchmark
+can be specified through <code class="docutils literal"><span class="pre">set_benchmark()</span></code> (but see
+<a class="reference external" href="https://github.com/enigmampc/catalyst/issues/86">issue #86</a>).</li>
+<li>Support for MacOS, Linux and Windows installations.</li>
+<li>Support for Python2 and Python3.</li>
+</ul>
+</div>
+<div class="section" id="upcoming-features">
+<h2>Upcoming features<a class="headerlink" href="#upcoming-features" title="Permalink to this headline">¶</a></h2>
+<ul class="simple">
+<li>Paper trading mode (v0.4 - mid Dec. 2017)</li>
+<li>Support for additional exchanges (v0.4 - mid Dec. 2017)</li>
+<li>Additional datasets beyond pricing data (Dec. 2017)</li>
+<li>API documentation (Jan. 2017)</li>
+<li>Support for decentralized exchanges (Jan. 2017)</li>
+<li>Support for data ingestion of community-contributed data sets (Jan. 2017)</li>
+<li>Pipeline support (Jan. 2018)</li>
+<li>Web UI (Q2 2018)</li>
+</ul>
+<blockquote>
+<div></div></blockquote>
+</div>
+<div class="section" id="naming-convention">
+<span id="naming"></span><h2>Naming Convention<a class="headerlink" href="#naming-convention" title="Permalink to this headline">¶</a></h2>
+<p>Catalyst introduces a standardized naming convention for all asset pairs
+trading on any exchange in the following form:</p>
+<blockquote>
+<div><strong>{market_currency}_{base_currency}</strong></div></blockquote>
+<p>Where {market_currency} is the asset to be traded using {base_currency} as
+the reference, both written in lowercase and separated with an underscore.</p>
+<p>This standardization is needed to overcome the lack of consistency in the
+naming of assets across different exchanges, and making it easier to the user
+to refer to the asset pairs that you want to trade.</p>
+<p>Catalyst maintains a <a class="reference external" href="https://www.enigma.co/catalyst/status">Market Coverage Overview</a>
+where you can check the mapping between Catalyst naming pairs and that of each
+exchange. Catalyst will always expect in all its functions that you will refer to
+the asset pairs by using the Catalyst naming convention.</p>
+<p>If at any point, you input the wrong name for an asset pair, you will get an error
+of that pair not found in the given exchange, and a list of pairs available on that exchange:</p>
+<div class="highlight-bash"><div class="highlight"><pre><span class="nv">$ </span>catalyst ingest-exchange -x poloniex -i btc_usd
+</pre></div>
+</div>
+<div class="highlight-python"><div class="highlight"><pre>Ingesting exchange bundle poloniex...
+Error traceback: /Volumes/Data/Users/victoris/Desktop/Enigma/user-install/catalyst-dev/catalyst/exchange/exchange.py (line 175)
+SymbolNotFoundOnExchange:  Symbol btc_usd not found on exchange Poloniex.
+Choose from: [&#39;rep_usdt&#39;, &#39;gno_btc&#39;, &#39;xvc_btc&#39;, &#39;pink_btc&#39;, &#39;sys_btc&#39;,
+&#39;emc2_btc&#39;, &#39;rads_btc&#39;, &#39;note_btc&#39;, &#39;maid_btc&#39;, &#39;bch_btc&#39;, &#39;gnt_btc&#39;,
+&#39;bcn_btc&#39;, &#39;rep_btc&#39;, &#39;bcy_btc&#39;, &#39;cvc_btc&#39;, &#39;nxt_xmr&#39;, &#39;zec_usdt&#39;,
+&#39;fct_btc&#39;, &#39;gas_btc&#39;, &#39;pot_btc&#39;, &#39;eth_usdt&#39;, &#39;btc_usdt&#39;, &#39;lbc_btc&#39;,
+&#39;dcr_btc&#39;, &#39;etc_usdt&#39;, &#39;omg_eth&#39;, &#39;amp_btc&#39;, &#39;xpm_btc&#39;, &#39;nxt_btc&#39;,
+&#39;vtc_btc&#39;, &#39;steem_eth&#39;, &#39;blk_xmr&#39;, &#39;pasc_btc&#39;, &#39;zec_xmr&#39;, &#39;grc_btc&#39;,
+&#39;nxc_btc&#39;, &#39;btcd_btc&#39;, &#39;ltc_btc&#39;, &#39;dash_btc&#39;, &#39;naut_btc&#39;, &#39;zec_eth&#39;,
+&#39;zec_btc&#39;, &#39;burst_btc&#39;, &#39;zrx_eth&#39;, &#39;bela_btc&#39;, &#39;steem_btc&#39;, &#39;etc_btc&#39;,
+&#39;eth_btc&#39;, &#39;huc_btc&#39;, &#39;strat_btc&#39;, &#39;lsk_btc&#39;, &#39;exp_btc&#39;, &#39;clam_btc&#39;,
+&#39;rep_eth&#39;, &#39;dash_xmr&#39;, &#39;cvc_eth&#39;, &#39;bch_usdt&#39;, &#39;zrx_btc&#39;, &#39;dash_usdt&#39;,
+&#39;blk_btc&#39;, &#39;xrp_btc&#39;, &#39;nxt_usdt&#39;, &#39;neos_btc&#39;, &#39;omg_btc&#39;, &#39;bts_btc&#39;,
+&#39;doge_btc&#39;, &#39;gnt_eth&#39;, &#39;sbd_btc&#39;, &#39;gno_eth&#39;, &#39;xcp_btc&#39;, &#39;ltc_usdt&#39;,
+&#39;btm_btc&#39;, &#39;xmr_usdt&#39;, &#39;lsk_eth&#39;, &#39;omni_btc&#39;, &#39;nav_btc&#39;, &#39;fldc_btc&#39;,
+&#39;ppc_btc&#39;, &#39;xbc_btc&#39;, &#39;dgb_btc&#39;, &#39;sc_btc&#39;, &#39;btcd_xmr&#39;, &#39;vrc_btc&#39;,
+&#39;ric_btc&#39;, &#39;str_btc&#39;, &#39;maid_xmr&#39;, &#39;xmr_btc&#39;, &#39;sjcx_btc&#39;, &#39;via_btc&#39;,
+&#39;xem_btc&#39;, &#39;nmc_btc&#39;, &#39;etc_eth&#39;, &#39;ltc_xmr&#39;, &#39;ardr_btc&#39;, &#39;gas_eth&#39;,
+&#39;flo_btc&#39;, &#39;xrp_usdt&#39;, &#39;game_btc&#39;, &#39;bch_eth&#39;, &#39;bcn_xmr&#39;, &#39;str_usdt&#39;]
+</pre></div>
+</div>
+<p>In the example above, exchange Poloniex does not use USD, but uses instead the
+USDT cryptocurrency asset that is issued on the Bitcoin blockchain via the Omni
+Layer Protocol. Each USDT unit is backed by a U.S Dollar held in the reserves of
+Tether Limited. USDT can be transferred, stored, and spent, just like bitcoins
+or any other cryptocurrency. Given its 1:1 mapping to the USD, is a viable alternative.</p>
+<div class="highlight-bash"><div class="highlight"><pre><span class="nv">$ </span>catalyst ingest-exchange -x poloniex -i btc_usdt
+</pre></div>
+</div>
+<div class="highlight-python"><div class="highlight"><pre>Ingesting exchange bundle poloniex...
+    [====================================]  Fetching poloniex daily candles: :  100%
+</pre></div>
+</div>
+</div>
+</div>
+
+
+          </div>
+          <footer>
+  
+    <div class="rst-footer-buttons" role="navigation" aria-label="footer navigation">
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diff --git a/genindex.html b/genindex.html
index 33cef0bf..db21edf2 100644
--- a/genindex.html
+++ b/genindex.html
@@ -104,12 +104,12 @@
 <li class="toctree-l3"><a class="reference internal" href="beginner-tutorial.html#working-example-dual-moving-average-cross-over">Working example: Dual Moving Average Cross-Over</a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="beginner-tutorial.html#next-steps">Next steps</a></li>
+<li class="toctree-l2"><a class="reference internal" href="beginner-tutorial.html#jupyter-notebook">Jupyter Notebook</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="beginner-tutorial.html#install">Install</a></li>
+<li class="toctree-l3"><a class="reference internal" href="beginner-tutorial.html#running-algorithms">Running Algorithms</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>
+<li class="toctree-l2"><a class="reference internal" href="beginner-tutorial.html#next-steps">Next steps</a></li>
 </ul>
 </li>
 <li class="toctree-l1"><a class="reference internal" href="live-trading.html">Live Trading</a><ul>
@@ -119,7 +119,12 @@
 <li class="toctree-l2"><a class="reference internal" href="live-trading.html#trading-an-algorithm">Trading an Algorithm</a></li>
 </ul>
 </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="features.html">Features</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="features.html#current-functionality">Current Functionality</a></li>
+<li class="toctree-l2"><a class="reference internal" href="features.html#upcoming-features">Upcoming features</a></li>
+<li class="toctree-l2"><a class="reference internal" href="features.html#naming-convention">Naming Convention</a></li>
+</ul>
+</li>
 <li class="toctree-l1"><a class="reference internal" href="example-algos.html">Example Algorithms</a><ul>
 <li class="toctree-l2"><a class="reference internal" href="example-algos.html#overview">Overview</a></li>
 <li class="toctree-l2"><a class="reference internal" href="example-algos.html#buy-btc-simple-algorithm">Buy BTC Simple Algorithm</a></li>
diff --git a/index.html b/index.html
index b4c23aa9..50cae969 100644
--- a/index.html
+++ b/index.html
@@ -104,12 +104,12 @@
 <li class="toctree-l3"><a class="reference internal" href="beginner-tutorial.html#working-example-dual-moving-average-cross-over">Working example: Dual Moving Average Cross-Over</a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="beginner-tutorial.html#next-steps">Next steps</a></li>
+<li class="toctree-l2"><a class="reference internal" href="beginner-tutorial.html#jupyter-notebook">Jupyter Notebook</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="beginner-tutorial.html#install">Install</a></li>
+<li class="toctree-l3"><a class="reference internal" href="beginner-tutorial.html#running-algorithms">Running Algorithms</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>
+<li class="toctree-l2"><a class="reference internal" href="beginner-tutorial.html#next-steps">Next steps</a></li>
 </ul>
 </li>
 <li class="toctree-l1"><a class="reference internal" href="live-trading.html">Live Trading</a><ul>
@@ -119,7 +119,12 @@
 <li class="toctree-l2"><a class="reference internal" href="live-trading.html#trading-an-algorithm">Trading an Algorithm</a></li>
 </ul>
 </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="features.html">Features</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="features.html#current-functionality">Current Functionality</a></li>
+<li class="toctree-l2"><a class="reference internal" href="features.html#upcoming-features">Upcoming features</a></li>
+<li class="toctree-l2"><a class="reference internal" href="features.html#naming-convention">Naming Convention</a></li>
+</ul>
+</li>
 <li class="toctree-l1"><a class="reference internal" href="example-algos.html">Example Algorithms</a><ul>
 <li class="toctree-l2"><a class="reference internal" href="example-algos.html#overview">Overview</a></li>
 <li class="toctree-l2"><a class="reference internal" href="example-algos.html#buy-btc-simple-algorithm">Buy BTC Simple Algorithm</a></li>
@@ -309,9 +314,8 @@ performance across trading algorithms.</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="features.html">Features</a></li>
 <li class="toctree-l1"><a class="reference internal" href="example-algos.html">Example Algorithms</a></li>
 <li class="toctree-l1"><a class="reference internal" href="utilities.html">Utilities</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 b2063206..3f33094e 100644
--- a/install.html
+++ b/install.html
@@ -105,12 +105,12 @@
 <li class="toctree-l3"><a class="reference internal" href="beginner-tutorial.html#working-example-dual-moving-average-cross-over">Working example: Dual Moving Average Cross-Over</a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="beginner-tutorial.html#next-steps">Next steps</a></li>
+<li class="toctree-l2"><a class="reference internal" href="beginner-tutorial.html#jupyter-notebook">Jupyter Notebook</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="beginner-tutorial.html#install">Install</a></li>
+<li class="toctree-l3"><a class="reference internal" href="beginner-tutorial.html#running-algorithms">Running Algorithms</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>
+<li class="toctree-l2"><a class="reference internal" href="beginner-tutorial.html#next-steps">Next steps</a></li>
 </ul>
 </li>
 <li class="toctree-l1"><a class="reference internal" href="live-trading.html">Live Trading</a><ul>
diff --git a/live-trading.html b/live-trading.html
index 0400f091..e9ac3c39 100644
--- a/live-trading.html
+++ b/live-trading.html
@@ -32,7 +32,7 @@
   
     <link rel="top" title="Catalyst 0.3 documentation" href="index.html"/>
         <link rel="next" title="Naming Convention" href="naming-convention.html"/>
-        <link rel="prev" title="Catalyst &amp; Jupyter Notebook" href="jupyter.html"/> 
+        <link rel="prev" title="Catalyst Beginner Tutorial" href="beginner-tutorial.html"/> 
 
   
   <script src="_static/js/modernizr.min.js"></script>
@@ -105,12 +105,12 @@
 <li class="toctree-l3"><a class="reference internal" href="beginner-tutorial.html#working-example-dual-moving-average-cross-over">Working example: Dual Moving Average Cross-Over</a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="beginner-tutorial.html#next-steps">Next steps</a></li>
+<li class="toctree-l2"><a class="reference internal" href="beginner-tutorial.html#jupyter-notebook">Jupyter Notebook</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="beginner-tutorial.html#install">Install</a></li>
+<li class="toctree-l3"><a class="reference internal" href="beginner-tutorial.html#running-algorithms">Running Algorithms</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>
+<li class="toctree-l2"><a class="reference internal" href="beginner-tutorial.html#next-steps">Next steps</a></li>
 </ul>
 </li>
 <li class="toctree-l1 current"><a class="current reference internal" href="">Live Trading</a><ul>
@@ -363,7 +363,7 @@ trading pairs of your algorithm must match this value.</li>
         <a href="naming-convention.html" class="btn btn-neutral float-right" title="Naming Convention" accesskey="n">Next <span class="fa fa-arrow-circle-right"></span></a>
       
       
-        <a href="jupyter.html" class="btn btn-neutral" title="Catalyst &amp; Jupyter Notebook" accesskey="p"><span class="fa fa-arrow-circle-left"></span> Previous</a>
+        <a href="beginner-tutorial.html" class="btn btn-neutral" title="Catalyst Beginner Tutorial" accesskey="p"><span class="fa fa-arrow-circle-left"></span> Previous</a>
       
     </div>
   
diff --git a/naming-convention.html b/naming-convention.html
index 00a44294..468a8924 100644
--- a/naming-convention.html
+++ b/naming-convention.html
@@ -105,12 +105,12 @@
 <li class="toctree-l3"><a class="reference internal" href="beginner-tutorial.html#working-example-dual-moving-average-cross-over">Working example: Dual Moving Average Cross-Over</a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="beginner-tutorial.html#next-steps">Next steps</a></li>
+<li class="toctree-l2"><a class="reference internal" href="beginner-tutorial.html#jupyter-notebook">Jupyter Notebook</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="beginner-tutorial.html#install">Install</a></li>
+<li class="toctree-l3"><a class="reference internal" href="beginner-tutorial.html#running-algorithms">Running Algorithms</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>
+<li class="toctree-l2"><a class="reference internal" href="beginner-tutorial.html#next-steps">Next steps</a></li>
 </ul>
 </li>
 <li class="toctree-l1"><a class="reference internal" href="live-trading.html">Live Trading</a><ul>
diff --git a/objects.inv b/objects.inv
index 598caf9d0d395b5109ea085914870d8a2d42fa75..f24a2115e22ea53daf68a4edae3cd97657eb0e78 100644
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+<li class="toctree-l3"><a class="reference internal" href="beginner-tutorial.html#install">Install</a></li>
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+<li class="toctree-l3"><a class="reference internal" href="beginner-tutorial.html#install">Install</a></li>
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+<li class="toctree-l2"><a class="reference internal" href="features.html#upcoming-features">Upcoming features</a></li>
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diff --git a/utilities.html b/utilities.html
index b2f10366..08acf65a 100644
--- a/utilities.html
+++ b/utilities.html
@@ -105,12 +105,12 @@
 <li class="toctree-l3"><a class="reference internal" href="beginner-tutorial.html#working-example-dual-moving-average-cross-over">Working example: Dual Moving Average Cross-Over</a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="beginner-tutorial.html#next-steps">Next steps</a></li>
+<li class="toctree-l2"><a class="reference internal" href="beginner-tutorial.html#jupyter-notebook">Jupyter Notebook</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="beginner-tutorial.html#install">Install</a></li>
+<li class="toctree-l3"><a class="reference internal" href="beginner-tutorial.html#running-algorithms">Running Algorithms</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>
+<li class="toctree-l2"><a class="reference internal" href="beginner-tutorial.html#next-steps">Next steps</a></li>
 </ul>
 </li>
 <li class="toctree-l1"><a class="reference internal" href="live-trading.html">Live Trading</a><ul>
diff --git a/videos.html b/videos.html
index e18e809c..1d98f187 100644
--- a/videos.html
+++ b/videos.html
@@ -105,12 +105,12 @@
 <li class="toctree-l3"><a class="reference internal" href="beginner-tutorial.html#working-example-dual-moving-average-cross-over">Working example: Dual Moving Average Cross-Over</a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="beginner-tutorial.html#next-steps">Next steps</a></li>
+<li class="toctree-l2"><a class="reference internal" href="beginner-tutorial.html#jupyter-notebook">Jupyter Notebook</a><ul>
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