From bb95a16141f6f2e0fd9b5ab00c85f1e0bc232bc3 Mon Sep 17 00:00:00 2001
From: Victor Grau Serrat <lacabra@gmail.com>
Date: Tue, 31 Oct 2017 14:05:49 -0600
Subject: [PATCH] DOC: jupyter fix

---
 _sources/jupyter.txt        | 15794 ++++++++++++++++++++++++++++++++++
 _sources/live-trading.txt   |   118 +
 _sources/resources.txt      |    26 +
 _sources/videos.txt         |    26 +
 beginner-tutorial.html      |    20 +-
 bundles.html                |    16 +-
 development-guidelines.html |    16 +-
 install.html                |    16 +-
 jupyter.html                |    11 +-
 live-trading.html           |    20 +-
 naming-convention.html      |    16 +-
 release-process.html        |    16 +-
 resources.html              |    16 +-
 searchindex.js              |     2 +-
 videos.html                 |    16 +-
 welcome.html                |    16 +-
 16 files changed, 16107 insertions(+), 38 deletions(-)
 create mode 100644 _sources/jupyter.txt
 create mode 100644 _sources/live-trading.txt
 create mode 100644 _sources/resources.txt
 create mode 100644 _sources/videos.txt

diff --git a/_sources/jupyter.txt b/_sources/jupyter.txt
new file mode 100644
index 00000000..4042da53
--- /dev/null
+++ b/_sources/jupyter.txt
@@ -0,0 +1,15794 @@
+Catalyst & Jupyter Notebook
+===========================
+
+(Feel free to check out the actual Notebook file
+`here <https://github.com/enigmampc/catalyst-docs/blob/master/docs/running_catalyst_in_jupyter_notebook.ipynb>`__)
+
+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
+^^^^^^^^^^^^^^^^^^
+
+To use it you have to write your algorithm in a cell and let
+``catalyst`` know that it is supposed to run this algorithm. 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
+
+    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
+
+   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>
+
+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
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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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+   <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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+   <td>
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+   <td>
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+   </td>
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+.. raw:: html
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+-0.015925
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+   </td>
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+   </tr>
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+.. raw:: html
+
+   <tr>
+
+.. raw:: html
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+   <th>
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+2015-03-10 23:59:00+00:00
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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
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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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+0.0214
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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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+.. raw:: html
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+   </tr>
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+.. raw:: html
+
+   <tr>
+
+.. raw:: html
+
+   <th>
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+2015-03-11 23:59:00+00:00
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+.. raw:: html
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+.. raw:: html
+
+   <td>
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+.. raw:: html
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+.. raw:: html
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+.. raw:: html
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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
+
+   </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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+   <tr>
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+   <th>
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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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+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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+   <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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+   </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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+   <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
+
+   <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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+   <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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+   <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>
+
+.. 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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+-0.021999
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+   </td>
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+   <td>
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+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   </tr>
+
+.. raw:: html
+
+   <tr>
+
+.. raw:: html
+
+   <th>
+
+2015-03-19 23:59:00+00:00
+
+.. raw:: html
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+   </th>
+
+.. raw:: html
+
+   <td>
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+.. raw:: html
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+.. raw:: html
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+-0.013234
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+.. raw:: html
+
+   </td>
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+.. raw:: html
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+   <td>
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+-1.096387
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+   </td>
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+   <td>
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+0.103526
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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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+0.676861
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+.. raw:: html
+
+   </td>
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+.. raw:: html
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+   <td>
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+0.686186
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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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+14455.525045
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+.. raw:: html
+
+   </td>
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+.. raw:: html
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+   <td>
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+84221.028
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+.. raw:: html
+
+   </td>
+
+.. 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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+   </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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+   </td>
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+   <td>
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+   </td>
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+   <td>
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+-0.013234
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+   </td>
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+.. raw:: html
+
+   </tr>
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+.. raw:: html
+
+   <tr>
+
+.. raw:: html
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+   <th>
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+2015-03-20 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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+-0.017324
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+   <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
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+   <th>
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+.. raw:: html
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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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+.. raw:: html
+
+   <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
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+   <th>
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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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+
+   </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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+.. 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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+0.0192
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+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
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+-0.026505
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+
+   </td>
+
+.. raw:: html
+
+   <td>
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+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   </tr>
+
+.. raw:: html
+
+   <tr>
+
+.. raw:: html
+
+   <th>
+
+2015-03-24 23:59:00+00:00
+
+.. raw:: html
+
+   </th>
+
+.. raw:: html
+
+   <td>
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+
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+.. raw:: html
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+-0.084215
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+   </td>
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+.. raw:: html
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+   <td>
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+-1.021023
+
+.. 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
+
+   <td>
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+.. raw:: html
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+   </td>
+
+.. 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
+
+   <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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+77122.950
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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>
+
+.. raw:: html
+
+   <td>
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+82894.014
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+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
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+82894.014
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+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
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+24
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+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
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+[]
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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
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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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+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>
+
+.. 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
+
+   </td>
+
+.. raw:: html
+
+   <td>
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+-0.068474
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+
+   </td>
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+.. raw:: html
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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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+0.031148
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+.. raw:: html
+
+   </td>
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+.. raw:: html
+
+   <td>
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+0.644272
+
+.. raw:: html
+
+   </td>
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+.. raw:: html
+
+   <td>
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+.. 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
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+.. raw:: html
+
+   </td>
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+.. raw:: html
+
+   <td>
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+78697.050
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+…
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+100000.0
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
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+77122.950
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+77122.950
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+25
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+[]
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <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>
+
+.. raw:: html
+
+   <td>
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+-0.068474
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+.. raw:: html
+
+   </td>
+
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+
+   <td>
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+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   </tr>
+
+.. raw:: html
+
+   <tr>
+
+.. raw:: html
+
+   <th>
+
+2015-03-26 23:59:00+00:00
+
+.. raw:: html
+
+   </th>
+
+.. raw:: html
+
+   <td>
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+0.489730
+
+.. raw:: html
+
+   </td>
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+.. 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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+-0.943240
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+.. raw:: html
+
+   </td>
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+.. raw:: html
+
+   <td>
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+0.010523
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+
+   </td>
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+.. raw:: html
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+   <td>
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+0.634965
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+.. raw:: html
+
+   </td>
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+.. raw:: html
+
+   <td>
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+0.703738
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+.. raw:: html
+
+   </td>
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+.. raw:: html
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+   <td>
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+0.000000
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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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+   <td>
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+14455.525045
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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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+.. 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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+78697.050
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+.. raw:: html
+
+   </td>
+
+.. raw:: html
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+   <td>
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+78697.050
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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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+   <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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+0.0201
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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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+0.0201
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+.. raw:: html
+
+   </td>
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+.. raw:: html
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+   <td>
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+-0.084215
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+   </td>
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+   <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>
+
+2015-03-27 23:59:00+00:00
+
+.. raw:: html
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+   </th>
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+.. raw:: html
+
+   <td>
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+0.495916
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+-0.049785
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+-0.857592
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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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+80565.936
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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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+-0.049785
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+   </td>
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+.. raw:: html
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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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+2015-03-28 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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+   <td>
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+0.713212
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+0.000000
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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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+.. raw:: html
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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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+-0.064490
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+   </td>
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+.. raw:: html
+
+   </tr>
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+.. raw:: html
+
+   <tr>
+
+.. raw:: html
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+   <th>
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+   </th>
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+   <td>
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+   <td>
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+0.000000
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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
+
+   </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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+.. raw:: html
+
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+0.0195
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+
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+-0.066903
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+   </td>
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+.. raw:: html
+
+   </tr>
+
+.. raw:: html
+
+   <tr>
+
+.. raw:: html
+
+   <th>
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+.. raw:: html
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+   </th>
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+
+   <td>
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+-0.046605
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+-0.769239
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+
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+   <td>
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+
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+.. raw:: html
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+   <td>
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+0.000000
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+   <td>
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+
+   </td>
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+   <td>
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+14455.525045
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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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+78854.142
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
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+78854.142
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
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+30
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+[]
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+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
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+0.0196
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+.. raw:: html
+
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+.. raw:: html
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+.. raw:: html
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+.. raw:: html
+
+   <td>
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+0.0196
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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>
+
+.. 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>
+
+…
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+…
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+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+…
+
+.. 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
+
+   <td>
+
+…
+
+.. 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>
+
+.. raw:: html
+
+   <td>
+
+…
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+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+…
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+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+…
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+…
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+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+…
+
+.. raw:: html
+
+   </td>
+
+.. 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
+
+   <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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+5.949752
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
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+-0.016611
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+.. raw:: html
+
+   </td>
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+.. raw:: html
+
+   <td>
+
+7.916664
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
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+0.554369
+
+.. raw:: html
+
+   </td>
+
+.. 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>
+
+.. raw:: html
+
+   <td>
+
+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
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+701826.000
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
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+822
+
+.. 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>
+
+.. raw:: html
+
+   <td>
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+40157964723
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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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+5.949752
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+7.916664
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   </tr>
+
+.. raw:: html
+
+   <tr>
+
+.. raw:: html
+
+   <th>
+
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+
+.. raw:: html
+
+   </th>
+
+.. 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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+   <td>
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+-0.017086
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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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+.. 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
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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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+.. 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>
+
+.. 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
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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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+   <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>
+
+2017-06-01 23:59:00+00:00
+
+.. raw:: html
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+   </th>
+
+.. raw:: html
+
+   <td>
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+.. raw:: html
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+-0.014668
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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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+   </td>
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+
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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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+.. raw:: html
+
+   <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
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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
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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
+
+   </td>
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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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+100000.0
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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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+
+.. 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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+
+   </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
+
+   </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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+
+.. 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>
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+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
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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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+0.0218
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+7.524987
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+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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+8.194835
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
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+-0.009554
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
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+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>
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+0.000000
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+14455.525045
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+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>
+
+[]
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
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+0.0214
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+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+81923184446
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.0214
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+8.194835
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+10.858330
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   </tr>
+
+.. raw:: html
+
+   <tr>
+
+.. raw:: html
+
+   <th>
+
+2017-06-07 23:59:00+00:00
+
+.. raw:: html
+
+   </th>
+
+.. 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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+   </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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+.. 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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+   </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
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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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+   </td>
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+   <td>
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+   </td>
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+.. raw:: html
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+   </tr>
+
+.. raw:: html
+
+   <tr>
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+.. raw:: html
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+   <th>
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+.. raw:: html
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+   </th>
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+.. raw:: html
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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
+
+   </td>
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+.. raw:: html
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+   <td>
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+851214.132
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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
+
+   </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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+817593.900
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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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+[]
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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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+   <td>
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+   </td>
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+.. 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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+.. 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>
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+.. raw:: html
+
+   <tr>
+
+.. raw:: html
+
+   <th>
+
+2017-06-14 23:59:00+00:00
+
+.. raw:: html
+
+   </th>
+
+.. raw:: html
+
+   <td>
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+0.506845
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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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+-0.016873
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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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+   <td>
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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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+.. 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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+.. 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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+   </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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+   </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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+.. raw:: html
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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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+.. raw:: html
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+   </tr>
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+.. raw:: html
+
+   <tr>
+
+.. raw:: html
+
+   <th>
+
+2017-06-20 23:59:00+00:00
+
+.. raw:: html
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+   </th>
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+.. raw:: html
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+   <td>
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+-0.014414
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+
+   </td>
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+.. raw:: html
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+0.564451
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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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+.. 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
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+.. raw:: html
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+   </td>
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+.. raw:: html
+
+   <td>
+
+…
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
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+100000.0
+
+.. 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
+
+   <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
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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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+.. raw:: html
+
+   <td>
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+0.0216
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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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+
+   </td>
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+.. raw:: html
+
+   </tr>
+
+.. raw:: html
+
+   <tr>
+
+.. raw:: html
+
+   <th>
+
+2017-06-21 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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+   <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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+-0.014900
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+.. raw:: html
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+   </td>
+
+.. raw:: html
+
+   <td>
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+9.916664
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
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+0.564238
+
+.. 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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+   <td>
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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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+   <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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+   <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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+.. 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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+   <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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+.. 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
+
+   </td>
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+.. raw:: html
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+   </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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+0.508048
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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
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+   </td>
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+.. raw:: html
+
+   <td>
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+0.564409
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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>
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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>
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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
+
+   </td>
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+.. raw:: html
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+   <td>
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+798180.000
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+.. raw:: html
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+   </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
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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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+850
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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
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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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+0.0221
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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>
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+.. raw:: html
+
+   </tr>
+
+.. raw:: html
+
+   <tr>
+
+.. raw:: html
+
+   <th>
+
+2017-06-28 23:59:00+00:00
+
+.. raw:: html
+
+   </th>
+
+.. 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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+-0.016340
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+.. raw:: html
+
+   </td>
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+.. raw:: html
+
+   <td>
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+9.470831
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+.. raw:: html
+
+   </td>
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+.. raw:: html
+
+   <td>
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+0.564078
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+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
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+0.895349
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
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+0.000000
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+.. 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>
diff --git a/_sources/live-trading.txt b/_sources/live-trading.txt
new file mode 100644
index 00000000..7a471d68
--- /dev/null
+++ b/_sources/live-trading.txt
@@ -0,0 +1,118 @@
+Live Trading
+============
+This document explains how to get started with live trading.
+
+Supported Exchanges
+^^^^^^^^^^^^^^^^^^^
+Catalyst can trade against these exchanges:
+
+- Bitfinex, id= ``bitfinex``
+- Bittrex, id= ``bittrex``
+- Poloniex, id= ``poloniex``
+
+Authentication
+^^^^^^^^^^^^^^
+Most exchanges require token key/secret combination for authentication. By
+convention, Catalyst uses an ``auth.json`` file to hold this data.
+
+This example illustrates the convention using the *Bitfinex* exchange.
+Here is how to generate key and secret values for the Bitfinex exchange:
+https://docs.bitfinex.com/v1/docs/api-access. Most exchanges follow
+a similar process.
+
+The auth.json file:
+
+.. code-block:: json
+
+  {
+    "name": "bitfinex",
+    "key": "my-key",
+    "secret": "my-secret"
+  }
+
+
+The file goes here: ``~/.catalyst/data/exchanges/bitfinex/auth.json``
+
+Note that the `bitfinex` part in the directory above corresponds to the id of the Bitfinex
+exchange as defined in the "Supported Exchanges" section above.
+Attempting to run an algorithm where the targeted exchange is missing
+its ``auth.json`` file will create the directory structure and create an empty
+auth.json file, but will result in an error.
+
+Currency Symbols
+^^^^^^^^^^^^^^^^
+Catalyst introduces a universal convention to reference
+trading pairs and individual currencies. This
+is required to ensure that the ``symbol()`` api predictably
+returns the correct asset regardless of the targeted exchange.
+
+Exchanges tend to use their own convention to represent currencies
+(e.g. XBT and BTC both represent Bitcoin on different exchanges).
+Trading pairs are also inconsistent. For example, Bitfinex
+puts the market currency before the base currency without a
+separator, Bittrex puts the base currency first and uses a dash
+seperator.
+
+Here is the Catalyst convention:
+
+*[Market Currency]_[Base Currency]* all lowercase.
+
+Currency symbols (e.g. btc, eth, ltc) follow the Bittrex convention.
+
+Here are some examples:
+
+.. code-block:: json
+
+  # With Bitfinex
+  bitcoin_usd_asset = symbol('btc_usd')
+  ethereum_bitcoin_asset = symbol('eth_btc')
+
+  # With Bittrex
+  ethereum_bitcoin_asset = symbol('eth_btc')
+  neo_ethereum_asset = symbol('neo_eth)
+
+Note that the trading pairs are always referenced in the same manner.
+However, not all trading pairs are available on all exchanges. An
+error will occur if the specified trading pair is not trading
+on the exchange. To check which currency pairs are available on each 
+of the supported exchanges, see `Catalyst Market Coverage <https://www.enigma.co/catalyst/status`_.
+
+Trading an Algorithm
+^^^^^^^^^^^^^^^^^^^^
+There is no special convention to follow when writing an
+algorithm for live trading. The same algorithm should work in
+backtest and live execution mode without modification.
+
+What differs are the arguments provided to the catalyst client or
+`run_algorithm()` interface. Here is the same example in both interfaces:
+
+.. code-block:: bash
+
+  catalyst live -f my_algo_code -x bitfinex -c btc -n my_algo_name 
+
+.. code-block:: python
+
+  run_algorithm(
+      initialize=initialize,
+      handle_data=handle_data,
+      analyze=analyze,
+      exchange_name='bitfinex',
+      live=True,
+      algo_namespace='my_algo_name',
+      base_currency='btc'
+  )
+
+
+Here is the breakdown of the new arguments:
+
+- ``live``: Boolean flag which enables live trading.
+- ``exchange_name``: The name of the targeted exchange
+  (supported values: *bitfinex*, *bittrex*).
+- ``algo_namespace``: A arbitrary label assigned to your algorithm for
+  data storage purposes.
+- ``base_currency``: The base currency used to calculate the
+  statistics of your algorithm. Currently, the base currency of all
+  trading pairs of your algorithm must match this value.
+
+Here is a complete algorithm for reference:
+`Buy Low and Sell High <https://github.com/enigmampc/catalyst/blob/master/catalyst/examples/buy_low_sell_high_live.py>`_
diff --git a/_sources/resources.txt b/_sources/resources.txt
new file mode 100644
index 00000000..eb1580a5
--- /dev/null
+++ b/_sources/resources.txt
@@ -0,0 +1,26 @@
+Resources
+=========
+
+-  `Catalyst Whitepaper <https://www.enigma.co/enigma_catalyst.pdf>`_ 
+
+
+Related 3rd Party APIs
+^^^^^^^^^^^^^^^^^^^^^^
+
+- `Zipline <http://www.zipline.io/appendix.html>`_ is a Pythonic Algorithmic 
+  Trading Library, and the project Catalyst forked off in the spring of 2017.
+- `Quantopian <https://www.quantopian.com/help>`_ provides a platform for 
+  freelance quantitative analysts develop, test, and use trading algorithms to 
+  buy and sell securities. They aim to create a crowd-sourced hedge fund by
+  fostering their community of freelance traders. Quantopian's backtesting and 
+  live-trading engine is powered by *Zipline*.
+- `Pandas <https://pandas.pydata.org/pandas-docs/stable/api.html>`_ is a Python
+  library providing high-performance, easy-to-use data structures and data 
+  analysis tools. Catalyst relies heavily on pandas, and many API functions 
+  return data as Pandas dataframes.
+- `Numpy <https://docs.scipy.org/doc/numpy/reference/>`_ is the fundamental 
+  package for scientific computing with Python. Some of the data computation 
+  that your algorithms will need, will be optimized leveraging Numpy.
+- `Matplotlib <https://matplotlib.org/1.5.3/api/index.html>`_ is a Python 2D 
+  plotting library that many of examples rely on to plot the performance of 
+  trading algorithms
diff --git a/_sources/videos.txt b/_sources/videos.txt
new file mode 100644
index 00000000..8fdfae2a
--- /dev/null
+++ b/_sources/videos.txt
@@ -0,0 +1,26 @@
+Videos
+======
+
+
+Installation: MacOS
+-------------------
+
+.. raw:: html
+
+   <iframe width="560" height="315" src="https://www.youtube.com/embed/ZnsslmHljvw" frameborder="0" allowfullscreen></iframe>
+
+|
+|
+Installation: Windows
+---------------------
+
+Where things go smoothly:
+
+.. raw:: html
+
+   <iframe width="560" height="315" src="https://www.youtube.com/embed/H8HqcEbZmkk" frameborder="0" allowfullscreen></iframe>
+
+|
+Where things don't:
+   
+   Coming up next!
\ No newline at end of file
diff --git a/beginner-tutorial.html b/beginner-tutorial.html
index 3748ea79..1d81008a 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="Live Trading" href="live-trading.html"/>
+        <link rel="next" title="Catalyst &amp; Jupyter Notebook" href="jupyter.html"/>
         <link rel="prev" title="Install" href="install.html"/> 
 
   
@@ -106,6 +106,11 @@
 <li class="toctree-l2"><a class="reference internal" href="#conclusions">Conclusions</a></li>
 </ul>
 </li>
+<li class="toctree-l1"><a class="reference internal" href="jupyter.html">Catalyst &amp; Jupyter Notebook</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="jupyter.html#install">Install</a></li>
+<li class="toctree-l2"><a class="reference internal" href="jupyter.html#running-algorithms">Running Algorithms</a></li>
+</ul>
+</li>
 <li class="toctree-l1"><a class="reference internal" href="live-trading.html">Live Trading</a><ul>
 <li class="toctree-l2"><a class="reference internal" href="live-trading.html#supported-exchanges">Supported Exchanges</a></li>
 <li class="toctree-l2"><a class="reference internal" href="live-trading.html#authentication">Authentication</a></li>
@@ -132,18 +137,23 @@
 </ul>
 </li>
 <li class="toctree-l1"><a class="reference internal" href="releases.html">Release Notes</a><ul>
-<li class="toctree-l2"><a class="reference internal" href="releases.html#version-0-3-3">Version 0.3.3</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="releases.html#version-0-3-4">Version 0.3.4</a><ul>
 <li class="toctree-l3"><a class="reference internal" href="releases.html#bug-fixes">Bug Fixes</a></li>
 <li class="toctree-l3"><a class="reference internal" href="releases.html#build">Build</a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="releases.html#version-0-3-2">Version 0.3.2</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="releases.html#version-0-3-3">Version 0.3.3</a><ul>
 <li class="toctree-l3"><a class="reference internal" href="releases.html#id1">Bug Fixes</a></li>
 <li class="toctree-l3"><a class="reference internal" href="releases.html#id2">Build</a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="releases.html#version-0-3-1">Version 0.3.1</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="releases.html#version-0-3-2">Version 0.3.2</a><ul>
 <li class="toctree-l3"><a class="reference internal" href="releases.html#id3">Bug Fixes</a></li>
+<li class="toctree-l3"><a class="reference internal" href="releases.html#id4">Build</a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="releases.html#version-0-3-1">Version 0.3.1</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="releases.html#id5">Bug Fixes</a></li>
 </ul>
 </li>
 <li class="toctree-l2"><a class="reference internal" href="releases.html#version-0-3">Version 0.3</a></li>
@@ -720,7 +730,7 @@ problems on our <a class="reference external" href="https://github.com/enigmampc
   
     <div class="rst-footer-buttons" role="navigation" aria-label="footer navigation">
       
-        <a href="live-trading.html" class="btn btn-neutral float-right" title="Live Trading" accesskey="n">Next <span class="fa fa-arrow-circle-right"></span></a>
+        <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>
       
       
         <a href="install.html" class="btn btn-neutral" title="Install" accesskey="p"><span class="fa fa-arrow-circle-left"></span> Previous</a>
diff --git a/bundles.html b/bundles.html
index 0e379170..0ab650b0 100644
--- a/bundles.html
+++ b/bundles.html
@@ -104,6 +104,11 @@
 <li class="toctree-l2"><a class="reference internal" href="beginner-tutorial.html#conclusions">Conclusions</a></li>
 </ul>
 </li>
+<li class="toctree-l1"><a class="reference internal" href="jupyter.html">Catalyst &amp; Jupyter Notebook</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="jupyter.html#install">Install</a></li>
+<li class="toctree-l2"><a class="reference internal" href="jupyter.html#running-algorithms">Running Algorithms</a></li>
+</ul>
+</li>
 <li class="toctree-l1"><a class="reference internal" href="live-trading.html">Live Trading</a><ul>
 <li class="toctree-l2"><a class="reference internal" href="live-trading.html#supported-exchanges">Supported Exchanges</a></li>
 <li class="toctree-l2"><a class="reference internal" href="live-trading.html#authentication">Authentication</a></li>
@@ -130,18 +135,23 @@
 </ul>
 </li>
 <li class="toctree-l1"><a class="reference internal" href="releases.html">Release Notes</a><ul>
-<li class="toctree-l2"><a class="reference internal" href="releases.html#version-0-3-3">Version 0.3.3</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="releases.html#version-0-3-4">Version 0.3.4</a><ul>
 <li class="toctree-l3"><a class="reference internal" href="releases.html#bug-fixes">Bug Fixes</a></li>
 <li class="toctree-l3"><a class="reference internal" href="releases.html#build">Build</a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="releases.html#version-0-3-2">Version 0.3.2</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="releases.html#version-0-3-3">Version 0.3.3</a><ul>
 <li class="toctree-l3"><a class="reference internal" href="releases.html#id1">Bug Fixes</a></li>
 <li class="toctree-l3"><a class="reference internal" href="releases.html#id2">Build</a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="releases.html#version-0-3-1">Version 0.3.1</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="releases.html#version-0-3-2">Version 0.3.2</a><ul>
 <li class="toctree-l3"><a class="reference internal" href="releases.html#id3">Bug Fixes</a></li>
+<li class="toctree-l3"><a class="reference internal" href="releases.html#id4">Build</a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="releases.html#version-0-3-1">Version 0.3.1</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="releases.html#id5">Bug Fixes</a></li>
 </ul>
 </li>
 <li class="toctree-l2"><a class="reference internal" href="releases.html#version-0-3">Version 0.3</a></li>
diff --git a/development-guidelines.html b/development-guidelines.html
index 1d46e53e..1d6a0e25 100644
--- a/development-guidelines.html
+++ b/development-guidelines.html
@@ -106,6 +106,11 @@
 <li class="toctree-l2"><a class="reference internal" href="beginner-tutorial.html#conclusions">Conclusions</a></li>
 </ul>
 </li>
+<li class="toctree-l1"><a class="reference internal" href="jupyter.html">Catalyst &amp; Jupyter Notebook</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="jupyter.html#install">Install</a></li>
+<li class="toctree-l2"><a class="reference internal" href="jupyter.html#running-algorithms">Running Algorithms</a></li>
+</ul>
+</li>
 <li class="toctree-l1"><a class="reference internal" href="live-trading.html">Live Trading</a><ul>
 <li class="toctree-l2"><a class="reference internal" href="live-trading.html#supported-exchanges">Supported Exchanges</a></li>
 <li class="toctree-l2"><a class="reference internal" href="live-trading.html#authentication">Authentication</a></li>
@@ -132,18 +137,23 @@
 </ul>
 </li>
 <li class="toctree-l1"><a class="reference internal" href="releases.html">Release Notes</a><ul>
-<li class="toctree-l2"><a class="reference internal" href="releases.html#version-0-3-3">Version 0.3.3</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="releases.html#version-0-3-4">Version 0.3.4</a><ul>
 <li class="toctree-l3"><a class="reference internal" href="releases.html#bug-fixes">Bug Fixes</a></li>
 <li class="toctree-l3"><a class="reference internal" href="releases.html#build">Build</a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="releases.html#version-0-3-2">Version 0.3.2</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="releases.html#version-0-3-3">Version 0.3.3</a><ul>
 <li class="toctree-l3"><a class="reference internal" href="releases.html#id1">Bug Fixes</a></li>
 <li class="toctree-l3"><a class="reference internal" href="releases.html#id2">Build</a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="releases.html#version-0-3-1">Version 0.3.1</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="releases.html#version-0-3-2">Version 0.3.2</a><ul>
 <li class="toctree-l3"><a class="reference internal" href="releases.html#id3">Bug Fixes</a></li>
+<li class="toctree-l3"><a class="reference internal" href="releases.html#id4">Build</a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="releases.html#version-0-3-1">Version 0.3.1</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="releases.html#id5">Bug Fixes</a></li>
 </ul>
 </li>
 <li class="toctree-l2"><a class="reference internal" href="releases.html#version-0-3">Version 0.3</a></li>
diff --git a/install.html b/install.html
index c2c273a5..6572fe8b 100644
--- a/install.html
+++ b/install.html
@@ -106,6 +106,11 @@
 <li class="toctree-l2"><a class="reference internal" href="beginner-tutorial.html#conclusions">Conclusions</a></li>
 </ul>
 </li>
+<li class="toctree-l1"><a class="reference internal" href="jupyter.html">Catalyst &amp; Jupyter Notebook</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="jupyter.html#install">Install</a></li>
+<li class="toctree-l2"><a class="reference internal" href="jupyter.html#running-algorithms">Running Algorithms</a></li>
+</ul>
+</li>
 <li class="toctree-l1"><a class="reference internal" href="live-trading.html">Live Trading</a><ul>
 <li class="toctree-l2"><a class="reference internal" href="live-trading.html#supported-exchanges">Supported Exchanges</a></li>
 <li class="toctree-l2"><a class="reference internal" href="live-trading.html#authentication">Authentication</a></li>
@@ -132,18 +137,23 @@
 </ul>
 </li>
 <li class="toctree-l1"><a class="reference internal" href="releases.html">Release Notes</a><ul>
-<li class="toctree-l2"><a class="reference internal" href="releases.html#version-0-3-3">Version 0.3.3</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="releases.html#version-0-3-4">Version 0.3.4</a><ul>
 <li class="toctree-l3"><a class="reference internal" href="releases.html#bug-fixes">Bug Fixes</a></li>
 <li class="toctree-l3"><a class="reference internal" href="releases.html#build">Build</a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="releases.html#version-0-3-2">Version 0.3.2</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="releases.html#version-0-3-3">Version 0.3.3</a><ul>
 <li class="toctree-l3"><a class="reference internal" href="releases.html#id1">Bug Fixes</a></li>
 <li class="toctree-l3"><a class="reference internal" href="releases.html#id2">Build</a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="releases.html#version-0-3-1">Version 0.3.1</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="releases.html#version-0-3-2">Version 0.3.2</a><ul>
 <li class="toctree-l3"><a class="reference internal" href="releases.html#id3">Bug Fixes</a></li>
+<li class="toctree-l3"><a class="reference internal" href="releases.html#id4">Build</a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="releases.html#version-0-3-1">Version 0.3.1</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="releases.html#id5">Bug Fixes</a></li>
 </ul>
 </li>
 <li class="toctree-l2"><a class="reference internal" href="releases.html#version-0-3">Version 0.3</a></li>
diff --git a/jupyter.html b/jupyter.html
index adaad040..6dcdf192 100644
--- a/jupyter.html
+++ b/jupyter.html
@@ -137,18 +137,23 @@
 </ul>
 </li>
 <li class="toctree-l1"><a class="reference internal" href="releases.html">Release Notes</a><ul>
-<li class="toctree-l2"><a class="reference internal" href="releases.html#version-0-3-3">Version 0.3.3</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="releases.html#version-0-3-4">Version 0.3.4</a><ul>
 <li class="toctree-l3"><a class="reference internal" href="releases.html#bug-fixes">Bug Fixes</a></li>
 <li class="toctree-l3"><a class="reference internal" href="releases.html#build">Build</a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="releases.html#version-0-3-2">Version 0.3.2</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="releases.html#version-0-3-3">Version 0.3.3</a><ul>
 <li class="toctree-l3"><a class="reference internal" href="releases.html#id1">Bug Fixes</a></li>
 <li class="toctree-l3"><a class="reference internal" href="releases.html#id2">Build</a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="releases.html#version-0-3-1">Version 0.3.1</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="releases.html#version-0-3-2">Version 0.3.2</a><ul>
 <li class="toctree-l3"><a class="reference internal" href="releases.html#id3">Bug Fixes</a></li>
+<li class="toctree-l3"><a class="reference internal" href="releases.html#id4">Build</a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="releases.html#version-0-3-1">Version 0.3.1</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="releases.html#id5">Bug Fixes</a></li>
 </ul>
 </li>
 <li class="toctree-l2"><a class="reference internal" href="releases.html#version-0-3">Version 0.3</a></li>
diff --git a/live-trading.html b/live-trading.html
index 1c3dd26d..861bfea0 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 Beginner Tutorial" href="beginner-tutorial.html"/> 
+        <link rel="prev" title="Catalyst &amp; Jupyter Notebook" href="jupyter.html"/> 
 
   
   <script src="_static/js/modernizr.min.js"></script>
@@ -106,6 +106,11 @@
 <li class="toctree-l2"><a class="reference internal" href="beginner-tutorial.html#conclusions">Conclusions</a></li>
 </ul>
 </li>
+<li class="toctree-l1"><a class="reference internal" href="jupyter.html">Catalyst &amp; Jupyter Notebook</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="jupyter.html#install">Install</a></li>
+<li class="toctree-l2"><a class="reference internal" href="jupyter.html#running-algorithms">Running Algorithms</a></li>
+</ul>
+</li>
 <li class="toctree-l1 current"><a class="current reference internal" href="">Live Trading</a><ul>
 <li class="toctree-l2"><a class="reference internal" href="#supported-exchanges">Supported Exchanges</a></li>
 <li class="toctree-l2"><a class="reference internal" href="#authentication">Authentication</a></li>
@@ -132,18 +137,23 @@
 </ul>
 </li>
 <li class="toctree-l1"><a class="reference internal" href="releases.html">Release Notes</a><ul>
-<li class="toctree-l2"><a class="reference internal" href="releases.html#version-0-3-3">Version 0.3.3</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="releases.html#version-0-3-4">Version 0.3.4</a><ul>
 <li class="toctree-l3"><a class="reference internal" href="releases.html#bug-fixes">Bug Fixes</a></li>
 <li class="toctree-l3"><a class="reference internal" href="releases.html#build">Build</a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="releases.html#version-0-3-2">Version 0.3.2</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="releases.html#version-0-3-3">Version 0.3.3</a><ul>
 <li class="toctree-l3"><a class="reference internal" href="releases.html#id1">Bug Fixes</a></li>
 <li class="toctree-l3"><a class="reference internal" href="releases.html#id2">Build</a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="releases.html#version-0-3-1">Version 0.3.1</a><ul>
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 <li class="toctree-l3"><a class="reference internal" href="releases.html#id3">Bug Fixes</a></li>
+<li class="toctree-l3"><a class="reference internal" href="releases.html#id4">Build</a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="releases.html#version-0-3-1">Version 0.3.1</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="releases.html#id5">Bug Fixes</a></li>
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 <li class="toctree-l2"><a class="reference internal" href="releases.html#version-0-3">Version 0.3</a></li>
@@ -307,7 +317,7 @@ 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="beginner-tutorial.html" class="btn btn-neutral" title="Catalyst Beginner Tutorial" accesskey="p"><span class="fa fa-arrow-circle-left"></span> Previous</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>
       
     </div>
   
diff --git a/naming-convention.html b/naming-convention.html
index 7632de64..e8bba26e 100644
--- a/naming-convention.html
+++ b/naming-convention.html
@@ -106,6 +106,11 @@
 <li class="toctree-l2"><a class="reference internal" href="beginner-tutorial.html#conclusions">Conclusions</a></li>
 </ul>
 </li>
+<li class="toctree-l1"><a class="reference internal" href="jupyter.html">Catalyst &amp; Jupyter Notebook</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="jupyter.html#install">Install</a></li>
+<li class="toctree-l2"><a class="reference internal" href="jupyter.html#running-algorithms">Running Algorithms</a></li>
+</ul>
+</li>
 <li class="toctree-l1"><a class="reference internal" href="live-trading.html">Live Trading</a><ul>
 <li class="toctree-l2"><a class="reference internal" href="live-trading.html#supported-exchanges">Supported Exchanges</a></li>
 <li class="toctree-l2"><a class="reference internal" href="live-trading.html#authentication">Authentication</a></li>
@@ -132,18 +137,23 @@
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-<li class="toctree-l2"><a class="reference internal" href="releases.html#version-0-3-3">Version 0.3.3</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="releases.html#version-0-3-4">Version 0.3.4</a><ul>
 <li class="toctree-l3"><a class="reference internal" href="releases.html#bug-fixes">Bug Fixes</a></li>
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 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="releases.html#version-0-3-2">Version 0.3.2</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="releases.html#version-0-3-3">Version 0.3.3</a><ul>
 <li class="toctree-l3"><a class="reference internal" href="releases.html#id1">Bug Fixes</a></li>
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 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="releases.html#version-0-3-1">Version 0.3.1</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="releases.html#version-0-3-2">Version 0.3.2</a><ul>
 <li class="toctree-l3"><a class="reference internal" href="releases.html#id3">Bug Fixes</a></li>
+<li class="toctree-l3"><a class="reference internal" href="releases.html#id4">Build</a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="releases.html#version-0-3-1">Version 0.3.1</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="releases.html#id5">Bug Fixes</a></li>
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 <li class="toctree-l2"><a class="reference internal" href="releases.html#version-0-3">Version 0.3</a></li>
diff --git a/release-process.html b/release-process.html
index 022a0536..0043157a 100644
--- a/release-process.html
+++ b/release-process.html
@@ -104,6 +104,11 @@
 <li class="toctree-l2"><a class="reference internal" href="beginner-tutorial.html#conclusions">Conclusions</a></li>
 </ul>
 </li>
+<li class="toctree-l1"><a class="reference internal" href="jupyter.html">Catalyst &amp; Jupyter Notebook</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="jupyter.html#install">Install</a></li>
+<li class="toctree-l2"><a class="reference internal" href="jupyter.html#running-algorithms">Running Algorithms</a></li>
+</ul>
+</li>
 <li class="toctree-l1"><a class="reference internal" href="live-trading.html">Live Trading</a><ul>
 <li class="toctree-l2"><a class="reference internal" href="live-trading.html#supported-exchanges">Supported Exchanges</a></li>
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-<li class="toctree-l2"><a class="reference internal" href="releases.html#version-0-3-3">Version 0.3.3</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="releases.html#version-0-3-4">Version 0.3.4</a><ul>
 <li class="toctree-l3"><a class="reference internal" href="releases.html#bug-fixes">Bug Fixes</a></li>
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 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="releases.html#version-0-3-2">Version 0.3.2</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="releases.html#version-0-3-3">Version 0.3.3</a><ul>
 <li class="toctree-l3"><a class="reference internal" href="releases.html#id1">Bug Fixes</a></li>
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-<li class="toctree-l2"><a class="reference internal" href="releases.html#version-0-3-1">Version 0.3.1</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="releases.html#version-0-3-2">Version 0.3.2</a><ul>
 <li class="toctree-l3"><a class="reference internal" href="releases.html#id3">Bug Fixes</a></li>
+<li class="toctree-l3"><a class="reference internal" href="releases.html#id4">Build</a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="releases.html#version-0-3-1">Version 0.3.1</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="releases.html#id5">Bug Fixes</a></li>
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diff --git a/resources.html b/resources.html
index c1a33b09..77e4975e 100644
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@@ -106,6 +106,11 @@
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+<li class="toctree-l1"><a class="reference internal" href="jupyter.html">Catalyst &amp; Jupyter Notebook</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="jupyter.html#install">Install</a></li>
+<li class="toctree-l2"><a class="reference internal" href="jupyter.html#running-algorithms">Running Algorithms</a></li>
+</ul>
+</li>
 <li class="toctree-l1"><a class="reference internal" href="live-trading.html">Live Trading</a><ul>
 <li class="toctree-l2"><a class="reference internal" href="live-trading.html#supported-exchanges">Supported Exchanges</a></li>
 <li class="toctree-l2"><a class="reference internal" href="live-trading.html#authentication">Authentication</a></li>
@@ -132,18 +137,23 @@
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-<li class="toctree-l2"><a class="reference internal" href="releases.html#version-0-3-3">Version 0.3.3</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="releases.html#version-0-3-4">Version 0.3.4</a><ul>
 <li class="toctree-l3"><a class="reference internal" href="releases.html#bug-fixes">Bug Fixes</a></li>
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 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="releases.html#version-0-3-2">Version 0.3.2</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="releases.html#version-0-3-3">Version 0.3.3</a><ul>
 <li class="toctree-l3"><a class="reference internal" href="releases.html#id1">Bug Fixes</a></li>
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-<li class="toctree-l2"><a class="reference internal" href="releases.html#version-0-3-1">Version 0.3.1</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="releases.html#version-0-3-2">Version 0.3.2</a><ul>
 <li class="toctree-l3"><a class="reference internal" href="releases.html#id3">Bug Fixes</a></li>
+<li class="toctree-l3"><a class="reference internal" href="releases.html#id4">Build</a></li>
+</ul>
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+<li class="toctree-l2"><a class="reference internal" href="releases.html#version-0-3-1">Version 0.3.1</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="releases.html#id5">Bug Fixes</a></li>
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diff --git a/videos.html b/videos.html
index 8e470341..2ec42afe 100644
--- a/videos.html
+++ b/videos.html
@@ -106,6 +106,11 @@
 <li class="toctree-l2"><a class="reference internal" href="beginner-tutorial.html#conclusions">Conclusions</a></li>
 </ul>
 </li>
+<li class="toctree-l1"><a class="reference internal" href="jupyter.html">Catalyst &amp; Jupyter Notebook</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="jupyter.html#install">Install</a></li>
+<li class="toctree-l2"><a class="reference internal" href="jupyter.html#running-algorithms">Running Algorithms</a></li>
+</ul>
+</li>
 <li class="toctree-l1"><a class="reference internal" href="live-trading.html">Live Trading</a><ul>
 <li class="toctree-l2"><a class="reference internal" href="live-trading.html#supported-exchanges">Supported Exchanges</a></li>
 <li class="toctree-l2"><a class="reference internal" href="live-trading.html#authentication">Authentication</a></li>
@@ -132,18 +137,23 @@
 </ul>
 </li>
 <li class="toctree-l1"><a class="reference internal" href="releases.html">Release Notes</a><ul>
-<li class="toctree-l2"><a class="reference internal" href="releases.html#version-0-3-3">Version 0.3.3</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="releases.html#version-0-3-4">Version 0.3.4</a><ul>
 <li class="toctree-l3"><a class="reference internal" href="releases.html#bug-fixes">Bug Fixes</a></li>
 <li class="toctree-l3"><a class="reference internal" href="releases.html#build">Build</a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="releases.html#version-0-3-2">Version 0.3.2</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="releases.html#version-0-3-3">Version 0.3.3</a><ul>
 <li class="toctree-l3"><a class="reference internal" href="releases.html#id1">Bug Fixes</a></li>
 <li class="toctree-l3"><a class="reference internal" href="releases.html#id2">Build</a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="releases.html#version-0-3-1">Version 0.3.1</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="releases.html#version-0-3-2">Version 0.3.2</a><ul>
 <li class="toctree-l3"><a class="reference internal" href="releases.html#id3">Bug Fixes</a></li>
+<li class="toctree-l3"><a class="reference internal" href="releases.html#id4">Build</a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="releases.html#version-0-3-1">Version 0.3.1</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="releases.html#id5">Bug Fixes</a></li>
 </ul>
 </li>
 <li class="toctree-l2"><a class="reference internal" href="releases.html#version-0-3">Version 0.3</a></li>
diff --git a/welcome.html b/welcome.html
index 3cbc91f0..d015033b 100644
--- a/welcome.html
+++ b/welcome.html
@@ -104,6 +104,11 @@
 <li class="toctree-l2"><a class="reference internal" href="beginner-tutorial.html#conclusions">Conclusions</a></li>
 </ul>
 </li>
+<li class="toctree-l1"><a class="reference internal" href="jupyter.html">Catalyst &amp; Jupyter Notebook</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="jupyter.html#install">Install</a></li>
+<li class="toctree-l2"><a class="reference internal" href="jupyter.html#running-algorithms">Running Algorithms</a></li>
+</ul>
+</li>
 <li class="toctree-l1"><a class="reference internal" href="live-trading.html">Live Trading</a><ul>
 <li class="toctree-l2"><a class="reference internal" href="live-trading.html#supported-exchanges">Supported Exchanges</a></li>
 <li class="toctree-l2"><a class="reference internal" href="live-trading.html#authentication">Authentication</a></li>
@@ -130,18 +135,23 @@
 </ul>
 </li>
 <li class="toctree-l1"><a class="reference internal" href="releases.html">Release Notes</a><ul>
-<li class="toctree-l2"><a class="reference internal" href="releases.html#version-0-3-3">Version 0.3.3</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="releases.html#version-0-3-4">Version 0.3.4</a><ul>
 <li class="toctree-l3"><a class="reference internal" href="releases.html#bug-fixes">Bug Fixes</a></li>
 <li class="toctree-l3"><a class="reference internal" href="releases.html#build">Build</a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="releases.html#version-0-3-2">Version 0.3.2</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="releases.html#version-0-3-3">Version 0.3.3</a><ul>
 <li class="toctree-l3"><a class="reference internal" href="releases.html#id1">Bug Fixes</a></li>
 <li class="toctree-l3"><a class="reference internal" href="releases.html#id2">Build</a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="releases.html#version-0-3-1">Version 0.3.1</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="releases.html#version-0-3-2">Version 0.3.2</a><ul>
 <li class="toctree-l3"><a class="reference internal" href="releases.html#id3">Bug Fixes</a></li>
+<li class="toctree-l3"><a class="reference internal" href="releases.html#id4">Build</a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="releases.html#version-0-3-1">Version 0.3.1</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="releases.html#id5">Bug Fixes</a></li>
 </ul>
 </li>
 <li class="toctree-l2"><a class="reference internal" href="releases.html#version-0-3">Version 0.3</a></li>