diff --git a/docs/source/beginner-tutorial.rst b/docs/source/beginner-tutorial.rst
index 38603888..2b34bba1 100644
--- a/docs/source/beginner-tutorial.rst
+++ b/docs/source/beginner-tutorial.rst
@@ -132,8 +132,8 @@ data is managed, hence the following overview:
    different bundle datasets, and are managed separately.
 
 -  Bundles are exchange-specific, as the pricing data is specific to the trades 
-   that happen in each exchange. As a result, you can must specify which 
-   exchange you want pricing data from when ingesting data
+   that happen in each exchange. As a result, you must specify which 
+   exchange you want pricing data from when ingesting data.
 
 -  Catalyst keeps track of all the downloaded bundles, so that it only has to 
    download them once, and will do incremental updates as needed.
@@ -806,6 +806,15809 @@ the ``scikit-learn`` functions require ``numpy.ndarray``\ s rather than
 ``ndarray`` of a ``DataFrame`` via ``.values``).
 
 
+Jupyter Notebook
+~~~~~~~~~~~~~~~~
+
+(`This is actual Notebook <https://github.com/enigmampc/catalyst/blob/master/catalyst/examples/running_catalyst_in_jupyter_notebook.ipynb>`_ referenced in the text below)
+
+The `Jupyter Notebook <https://jupyter.org/>`__ is a very powerful
+browser-based interface to a Python interpreter. As it is already the
+de-facto interface for most quantitative researchers, ``catalyst``
+provides an easy way to run your algorithm inside the Notebook without
+requiring you to use the CLI. We include this section here as an alternative to
+running algorithms through the command line.
+
+Install
+^^^^^^^
+
+In order to use Jupyter Notebook, you first have to install it inside your
+environment. It's available as ``pip`` package, so regardless of how you 
+installed Catalyst, go inside your catalyst environemnt and run:
+
+.. code:: bash
+
+    (catalyst)$ pip install jupyter
+
+Once you have Jupyter Notebook installed, every time you want to use it run:
+
+.. code:: bash
+
+    (catalyst)$ jupyter notebook
+
+A local server will launch, and will open a new window on your browser. That's
+the interface through which you will interact with Jupyter Notebook.
+
+Running Algorithms
+^^^^^^^^^^^^^^^^^^
+
+Before running your algorithms inside the Jupyter Notebook, remember to ingest
+the data from the command line interface (CLI). In the example below, you would
+need to run first:
+
+.. code:: bash
+
+  catalyst ingest-exchange -x bitfinex -i btc_usd
+
+To use Catalyst inside a Jupyter Noebook, you have to write your algorithm in a 
+cell and let the Jupyter know that it is supposed to execute this algorithm with 
+Catalyst. This is done via the ``%%catalyst`` IPython magic command that is 
+available after you import ``catalyst`` from within the Notebook. This magic 
+takes the same arguments as the command line interface. Thus to run the
+algorithm just supply the same parameters as the CLI but without the -f
+and -o arguments. We just have to execute the following cell after
+importing ``catalyst`` to register the magic.
+
+.. code:: python
+
+    # Register the catalyst magic
+    %load_ext catalyst
+
+.. code:: python
+
+    # Setup matplotlib to display graphs inline in this Notebook
+    %matplotlib inline
+
+Note below that we do not have to specify an input file (-f) since the
+magic will use the contents of the cell and look for your algorithm
+functions.
+
+.. code:: python
+
+    %%catalyst --start 2015-3-2 --end 2017-6-28 --capital-base 100000 -x bitfinex -c usd
+
+    from catalyst.finance.slippage import VolumeShareSlippage
+
+    from catalyst.api import (
+        order_target_value,
+        symbol,
+        record,
+        cancel_order,
+        get_open_orders,
+    )
+
+    def initialize(context):
+        context.ASSET_NAME = 'btc_usd'
+        context.TARGET_HODL_RATIO = 0.8
+        context.RESERVE_RATIO = 1.0 - context.TARGET_HODL_RATIO
+
+        # For all trading pairs in the poloniex bundle, the default denomination
+        # currently supported by Catalyst is 1/1000th of a full coin. Use this
+        # constant to scale the price of up to that of a full coin if desired.
+        context.TICK_SIZE = 1000.0
+
+        context.is_buying = True
+        context.asset = symbol(context.ASSET_NAME)
+
+        context.i = 0
+
+    def handle_data(context, data):
+        context.i += 1
+
+        starting_cash = context.portfolio.starting_cash
+        target_hodl_value = context.TARGET_HODL_RATIO * starting_cash
+        reserve_value = context.RESERVE_RATIO * starting_cash
+
+        # Cancel any outstanding orders
+        orders = get_open_orders(context.asset) or []
+        for order in orders:
+            cancel_order(order)
+        
+        # Stop buying after passing the reserve threshold
+        cash = context.portfolio.cash
+        if cash <= reserve_value:
+            context.is_buying = False
+
+        # Retrieve current asset price from pricing data
+        price = data.current(context.asset, 'price')
+
+        # Check if still buying and could (approximately) afford another purchase
+        if context.is_buying and cash > price:
+            # Place order to make position in asset equal to target_hodl_value
+            order_target_value(
+                context.asset,
+                target_hodl_value,
+                limit_price=price*1.1,
+                stop_price=price*0.9,
+            )
+
+        record(
+            price=price,
+            volume=data.current(context.asset, 'volume'),
+            cash=cash,
+            starting_cash=context.portfolio.starting_cash,
+            leverage=context.account.leverage,
+        )
+
+    def analyze(context=None, results=None):
+        import matplotlib.pyplot as plt
+
+        # Plot the portfolio and asset data.
+        ax1 = plt.subplot(611)
+        results[['portfolio_value']].plot(ax=ax1)
+        ax1.set_ylabel('Portfolio Value (USD)')
+
+        ax2 = plt.subplot(612, sharex=ax1)
+        ax2.set_ylabel('{asset} (USD)'.format(asset=context.ASSET_NAME))
+        (context.TICK_SIZE * results[['price']]).plot(ax=ax2)
+
+        trans = results.ix[[t != [] for t in results.transactions]]
+        buys = trans.ix[
+            [t[0]['amount'] > 0 for t in trans.transactions]
+        ]
+        ax2.plot(
+            buys.index,
+            context.TICK_SIZE * results.price[buys.index],
+            '^',
+            markersize=10,
+            color='g',
+        )
+
+        ax3 = plt.subplot(613, sharex=ax1)
+        results[['leverage', 'alpha', 'beta']].plot(ax=ax3)
+        ax3.set_ylabel('Leverage ')
+
+        ax4 = plt.subplot(614, sharex=ax1)
+        results[['starting_cash', 'cash']].plot(ax=ax4)
+        ax4.set_ylabel('Cash (USD)')
+
+        results[[
+            'treasury',
+            'algorithm',
+            'benchmark',
+        ]] = results[[
+            'treasury_period_return',
+            'algorithm_period_return',
+            'benchmark_period_return',
+        ]]
+
+        ax5 = plt.subplot(615, sharex=ax1)
+        results[[
+            'treasury',
+            'algorithm',
+            'benchmark',
+        ]].plot(ax=ax5)
+        ax5.set_ylabel('Percent Change')
+
+        ax6 = plt.subplot(616, sharex=ax1)
+        results[['volume']].plot(ax=ax6)
+        ax6.set_ylabel('Volume (mCoins/5min)')
+
+        plt.legend(loc=3)
+
+        # Show the plot.
+        plt.gcf().set_size_inches(18, 8)
+        plt.show()
+
+::
+
+    [2017-08-11 07:19:46.411748] INFO: Loader: Loading benchmark data for 'USDT_BTC' from 1989-12-31 00:00:00+00:00 to 2017-08-09 00:00:00+00:00
+    [2017-08-11 07:19:46.418983] INFO: Loader: Loading data for /Users/<snipped>/.catalyst/data/USDT_BTC_benchmark.csv failed with error [Unknown string format].
+    [2017-08-11 07:19:46.419740] INFO: Loader: Cache at /Users/<snipped>/.catalyst/data/USDT_BTC_benchmark.csv does not have data from 1990-01-01 00:00:00+00:00 to 2017-08-09 00:00:00+00:00.
+
+    [2017-08-11 07:19:46.420770] INFO: Loader: Downloading benchmark data for 'USDT_BTC' from 1989-12-31 00:00:00+00:00 to 2017-08-09 00:00:00+00:00
+    [2017-08-11 07:19:50.060244] WARNING: Loader: Still don't have expected data after redownload!
+    [2017-08-11 07:19:50.097334] WARNING: Loader: Refusing to download new treasury data because a download succeeded at 2017-08-11 06:56:49+00:00.
+    [2017-08-11 07:19:54.618399] INFO: Performance: Simulated 851 trading days out of 851.
+    [2017-08-11 07:19:54.619301] INFO: Performance: first open: 2015-03-01 00:00:00+00:00
+    [2017-08-11 07:19:54.620430] INFO: Performance: last close: 2017-06-28 23:59:00+00:00
+
+.. figure:: https://i.imgur.com/DS5w47q.png
+   :alt: png
+
+.. raw:: html
+
+   <div>
+
+.. raw:: html
+
+   <table border="1" class="dataframe">
+
+.. raw:: html
+
+   <thead>
+
+.. raw:: html
+
+   <tr style="text-align: right;">
+
+.. raw:: html
+
+   <th>
+
+.. raw:: html
+
+   </th>
+
+.. raw:: html
+
+   <th>
+
+algo_volatility
+
+.. raw:: html
+
+   </th>
+
+.. raw:: html
+
+   <th>
+
+algorithm_period_return
+
+.. raw:: html
+
+   </th>
+
+.. raw:: html
+
+   <th>
+
+alpha
+
+.. raw:: html
+
+   </th>
+
+.. raw:: html
+
+   <th>
+
+benchmark_period_return
+
+.. raw:: html
+
+   </th>
+
+.. raw:: html
+
+   <th>
+
+benchmark_volatility
+
+.. raw:: html
+
+   </th>
+
+.. raw:: html
+
+   <th>
+
+beta
+
+.. raw:: html
+
+   </th>
+
+.. raw:: html
+
+   <th>
+
+capital_used
+
+.. raw:: html
+
+   </th>
+
+.. raw:: html
+
+   <th>
+
+cash
+
+.. raw:: html
+
+   </th>
+
+.. raw:: html
+
+   <th>
+
+ending_cash
+
+.. raw:: html
+
+   </th>
+
+.. raw:: html
+
+   <th>
+
+ending_exposure
+
+.. raw:: html
+
+   </th>
+
+.. raw:: html
+
+   <th>
+
+…
+
+.. raw:: html
+
+   </th>
+
+.. raw:: html
+
+   <th>
+
+starting_cash
+
+.. raw:: html
+
+   </th>
+
+.. raw:: html
+
+   <th>
+
+starting_exposure
+
+.. raw:: html
+
+   </th>
+
+.. raw:: html
+
+   <th>
+
+starting_value
+
+.. raw:: html
+
+   </th>
+
+.. raw:: html
+
+   <th>
+
+trading_days
+
+.. raw:: html
+
+   </th>
+
+.. raw:: html
+
+   <th>
+
+transactions
+
+.. raw:: html
+
+   </th>
+
+.. raw:: html
+
+   <th>
+
+treasury_period_return
+
+.. raw:: html
+
+   </th>
+
+.. raw:: html
+
+   <th>
+
+volume
+
+.. raw:: html
+
+   </th>
+
+.. raw:: html
+
+   <th>
+
+treasury
+
+.. raw:: html
+
+   </th>
+
+.. raw:: html
+
+   <th>
+
+algorithm
+
+.. raw:: html
+
+   </th>
+
+.. raw:: html
+
+   <th>
+
+benchmark
+
+.. raw:: html
+
+   </th>
+
+.. raw:: html
+
+   </tr>
+
+.. raw:: html
+
+   </thead>
+
+.. raw:: html
+
+   <tbody>
+
+.. raw:: html
+
+   <tr>
+
+.. raw:: html
+
+   <th>
+
+2015-03-01 23:59:00+00:00
+
+.. raw:: html
+
+   </th>
+
+.. raw:: html
+
+   <td>
+
+NaN
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.000000
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+NaN
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.045833
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+NaN
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+NaN
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.000000
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+100000.000000
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+100000.000000
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.000
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+…
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+100000.0
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.000
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.000
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+1
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+[]
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.0200
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+317
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.0200
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.000000
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.045833
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   </tr>
+
+.. raw:: html
+
+   <tr>
+
+.. raw:: html
+
+   <th>
+
+2015-03-02 23:59:00+00:00
+
+.. raw:: html
+
+   </th>
+
+.. raw:: html
+
+   <td>
+
+0.000278
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+-0.000025
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.011045
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.120833
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.290503
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+-0.000956
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+-85544.474955
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+14455.525045
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+14455.525045
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+85542.000
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+…
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+100000.0
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.000
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.000
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+2
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+[{u’commission’: None, u’amount’: 318, u’sid’:…
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.0208
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+98063
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.0208
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+-0.000025
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.120833
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   </tr>
+
+.. raw:: html
+
+   <tr>
+
+.. raw:: html
+
+   <th>
+
+2015-03-03 23:59:00+00:00
+
+.. raw:: html
+
+   </th>
+
+.. raw:: html
+
+   <td>
+
+0.051796
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+-0.005688
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+-1.197544
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.113416
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.633538
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.077239
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.000000
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+14455.525045
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+14455.525045
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+84975.642
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+…
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+100000.0
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+85542.000
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+85542.000
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+3
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+[]
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.0212
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+442983
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.0212
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+-0.005688
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.113416
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   </tr>
+
+.. raw:: html
+
+   <tr>
+
+.. raw:: html
+
+   <th>
+
+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
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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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+   </td>
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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
+
+   <th>
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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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+.. raw:: html
+
+   </td>
+
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+   <th>
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+.. raw:: html
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+   <tr>
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+.. raw:: html
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+   <th>
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+   <td>
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+   <td>
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+87450.000
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+   </td>
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+.. raw:: html
+
+   <td>
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+…
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+.. raw:: html
+
+   </td>
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+.. raw:: html
+
+   <td>
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+
+   </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>
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+.. raw:: html
+
+   <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
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+   <td>
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+.. raw:: html
+
+   </td>
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+.. raw:: html
+
+   <td>
+
+…
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+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
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+.. raw:: html
+
+   </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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+87450.000
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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
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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>
+
+.. raw:: html
+
+   <td>
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+0.0193
+
+.. raw:: html
+
+   </td>
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+.. raw:: html
+
+   <td>
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+-0.021999
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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
+
+   </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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+0.518811
+
+.. raw:: html
+
+   </td>
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+.. raw:: html
+
+   <td>
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+-0.013234
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+.. raw:: html
+
+   </td>
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+.. raw:: html
+
+   <td>
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+-1.096387
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+.. raw:: html
+
+   </td>
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+.. raw:: html
+
+   <td>
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+0.103526
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
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+0.676861
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+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
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+0.686186
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+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <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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+14455.525045
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+.. raw:: html
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+   </td>
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+.. raw:: html
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+   <td>
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+14455.525045
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+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
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+84221.028
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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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+83344.620
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+.. raw:: html
+
+   </td>
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+.. raw:: html
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+   <td>
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+.. raw:: html
+
+   </td>
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+.. raw:: html
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+   <td>
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+.. raw:: html
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+   </td>
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+.. raw:: html
+
+   <td>
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+[]
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+.. raw:: html
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+   </td>
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+.. raw:: html
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+   <td>
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+0.0198
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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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+0.0198
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+.. raw:: html
+
+   </td>
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+.. raw:: html
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+   <td>
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+-0.013234
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+   </td>
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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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+2015-03-20 23:59:00+00:00
+
+.. 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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+-1.050273
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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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+   <td>
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+   </td>
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+   <td>
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+.. raw:: html
+
+   <td>
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+…
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+.. raw:: html
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+   </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
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+   <th>
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+.. raw:: html
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+   </th>
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+   <td>
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+   <td>
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+   <td>
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+.. raw:: html
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+.. raw:: html
+
+   <td>
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+…
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+   <td>
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+-0.018494
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+   </td>
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+.. raw:: html
+
+   </tr>
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+.. raw:: html
+
+   <tr>
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+.. raw:: html
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+   <th>
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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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+
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+   </td>
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+.. raw:: html
+
+   </tr>
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+.. raw:: html
+
+   <tr>
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+.. raw:: html
+
+   <th>
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+   <td>
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+   <td>
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+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
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+…
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+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
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+.. raw:: html
+
+   </td>
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+.. raw:: html
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+   <td>
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+.. raw:: html
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+   </td>
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+.. raw:: html
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+   <td>
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+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
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+
+.. raw:: html
+
+   </td>
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+.. raw:: html
+
+   <td>
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+[]
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+.. raw:: html
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+   </td>
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+.. raw:: html
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+   <td>
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+
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+.. raw:: html
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+.. raw:: html
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+   </td>
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+.. raw:: html
+
+   <td>
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+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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+0.504086
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+
+   </td>
+
+.. raw:: html
+
+   <td>
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+-0.084215
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+
+   </td>
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+.. raw:: html
+
+   <td>
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+-1.021023
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+.. raw:: html
+
+   </td>
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+.. raw:: html
+
+   <td>
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+0.010523
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+.. raw:: html
+
+   </td>
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+.. raw:: html
+
+   <td>
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+0.655188
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+.. raw:: html
+
+   </td>
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+.. raw:: html
+
+   <td>
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+0.701025
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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
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+   <td>
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+.. raw:: html
+
+   </td>
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+.. raw:: html
+
+   <td>
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+14455.525045
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+.. raw:: html
+
+   </td>
+
+.. 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>
+
+100000.0
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+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
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+82894.014
+
+.. 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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+.. raw:: html
+
+   </td>
+
+.. raw:: html
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+   <td>
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+0.0188
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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>
+
+.. 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>
+
+.. 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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+0.497690
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+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
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+-0.068474
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+
+   </td>
+
+.. raw:: html
+
+   <td>
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+-0.952786
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+
+   </td>
+
+.. raw:: html
+
+   <td>
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+0.031148
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
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+0.644272
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
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+0.704251
+
+.. 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>
+
+.. raw:: html
+
+   <td>
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+14455.525045
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+78697.050
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+…
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+100000.0
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+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>
+
+0.0193
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+90862
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.0193
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
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+-0.068474
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
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+0.031148
+
+.. 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
+
+.. raw:: html
+
+   </td>
+
+.. 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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+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
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+0.634965
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+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
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+0.703738
+
+.. 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>
+
+.. raw:: html
+
+   <td>
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+77122.950
+
+.. raw:: html
+
+   </td>
+
+.. 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
+
+   <td>
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+78697.050
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+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
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+78697.050
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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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+0.0201
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+.. raw:: html
+
+   </td>
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+.. raw:: html
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+   <td>
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+2299
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+.. raw:: html
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+   </td>
+
+.. raw:: html
+
+   <td>
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+0.0201
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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
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+   <td>
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+0.010523
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+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   </tr>
+
+.. raw:: html
+
+   <tr>
+
+.. raw:: html
+
+   <th>
+
+2015-03-27 23:59:00+00:00
+
+.. raw:: html
+
+   </th>
+
+.. raw:: html
+
+   <td>
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+0.495916
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+.. raw:: html
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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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+   <td>
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+-0.857592
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+.. raw:: html
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+   <td>
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+0.055636
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+   </td>
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+   <td>
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+0.636644
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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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+0.713671
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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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+   </td>
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+14455.525045
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+.. raw:: html
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+   <td>
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+14455.525045
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+.. raw:: html
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+   </td>
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+.. raw:: html
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+   <td>
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+80565.936
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+.. raw:: html
+
+   </td>
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+.. raw:: html
+
+   <td>
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+…
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+.. raw:: html
+
+   </td>
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+.. raw:: html
+
+   <td>
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+100000.0
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+.. raw:: html
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+   </td>
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+   <td>
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+77122.950
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+   <td>
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+   </td>
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+-0.049785
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+   <td>
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+
+   </td>
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+.. raw:: html
+
+   </tr>
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+.. raw:: html
+
+   <tr>
+
+.. raw:: html
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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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+0.488469
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+-0.064490
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+-0.848769
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+   <td>
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+   <td>
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+0.627920
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+.. raw:: html
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+   </td>
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+
+   <td>
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+0.713212
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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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+14455.525045
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+   <td>
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+14455.525045
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+.. raw:: html
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+   <td>
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+79095.504
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+.. raw:: html
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+   </td>
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+.. raw:: html
+
+   <td>
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+…
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+.. raw:: html
+
+   </td>
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+.. raw:: html
+
+   <td>
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+100000.0
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+.. raw:: html
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+   </td>
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+
+   <td>
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+80565.936
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+.. raw:: html
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+   <td>
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+80565.936
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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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+0.0195
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+
+   </td>
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+   <td>
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+-0.064490
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+   <td>
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+
+   </td>
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+.. raw:: html
+
+   </tr>
+
+.. raw:: html
+
+   <tr>
+
+.. raw:: html
+
+   <th>
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+2015-03-29 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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+0.479671
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+-0.066903
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+-0.822844
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+
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+
+   <td>
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+0.616787
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+
+   </td>
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+
+   <td>
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+0.712868
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+
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+.. raw:: html
+
+   <td>
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+0.000000
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+   </td>
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+   <td>
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+14455.525045
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+
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+.. raw:: html
+
+   <td>
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+14455.525045
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+
+   </td>
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+.. raw:: html
+
+   <td>
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+.. raw:: html
+
+   </td>
+
+.. 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
+
+   <td>
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+79095.504
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+.. raw:: html
+
+   </td>
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+.. raw:: html
+
+   <td>
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+
+   </td>
+
+.. raw:: html
+
+   <td>
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+
+   </td>
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+.. raw:: html
+
+   <td>
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+[]
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+.. raw:: html
+
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+.. raw:: html
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+   <td>
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+
+   </td>
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+.. raw:: html
+
+   <td>
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+0.0195
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+.. raw:: html
+
+   </td>
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+.. raw:: html
+
+   <td>
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+-0.066903
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+
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+.. raw:: html
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+   <td>
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+
+   </td>
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+.. raw:: html
+
+   </tr>
+
+.. raw:: html
+
+   <tr>
+
+.. raw:: html
+
+   <th>
+
+2015-03-30 23:59:00+00:00
+
+.. raw:: html
+
+   </th>
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+.. raw:: html
+
+   <td>
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+0.476306
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+-0.046605
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+.. raw:: html
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+   <td>
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+-0.769239
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+
+   </td>
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+.. raw:: html
+
+   <td>
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+0.059803
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+0.610002
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+
+   <td>
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+0.716464
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+.. raw:: html
+
+   </td>
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+.. raw:: html
+
+   <td>
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+0.000000
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+.. raw:: html
+
+   </td>
+
+.. raw:: html
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+   <td>
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+14455.525045
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+.. raw:: html
+
+   </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
+
+   <td>
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+80883.936
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+…
+
+.. 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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+78854.142
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+78854.142
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
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+30
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+[]
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
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+0.0196
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+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
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+29654
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+.. raw:: html
+
+   </td>
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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
+
+   </td>
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+.. raw:: html
+
+   <td>
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+0.059803
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+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   </tr>
+
+.. raw:: html
+
+   <tr>
+
+.. raw:: html
+
+   <th>
+
+…
+
+.. raw:: html
+
+   </th>
+
+.. raw:: html
+
+   <td>
+
+…
+
+.. 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
+
+   <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>
+
+…
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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
+
+.. 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
+
+.. 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>
+
+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>
+
+0.0221
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+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
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+40157964723
+
+.. 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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+
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+
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+   <td>
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+   </td>
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+   <td>
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+   <td>
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+   <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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+   <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
+
+   <tr>
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+.. raw:: html
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+   <th>
+
+2017-06-01 23:59:00+00:00
+
+.. raw:: html
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+   <td>
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+-0.014668
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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
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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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+   </tr>
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+.. raw:: html
+
+   <tr>
+
+.. raw:: html
+
+   <th>
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+.. raw:: html
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+   </td>
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+.. raw:: html
+
+   <td>
+
+…
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+.. raw:: html
+
+   </td>
+
+.. 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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+   <td>
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+
+   </td>
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+.. raw:: html
+
+   </tr>
+
+.. raw:: html
+
+   <tr>
+
+.. raw:: html
+
+   <th>
+
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+
+.. raw:: html
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+   </th>
+
+.. raw:: html
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+   <td>
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+
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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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+.. raw:: html
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+   <td>
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+   <td>
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+   </td>
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+   <td>
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+.. raw:: html
+
+   </td>
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+.. raw:: html
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+   <td>
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+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+…
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+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
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+100000.0
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+.. raw:: html
+
+   </td>
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+.. raw:: html
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+   <td>
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+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
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+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
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+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+[]
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+.. raw:: html
+
+   </td>
+
+.. raw:: html
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+   <td>
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+   </td>
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+.. raw:: html
+
+   <td>
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+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
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+
+.. raw:: html
+
+   </td>
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+.. raw:: html
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+   <td>
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+.. 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
+
+   </td>
+
+.. raw:: html
+
+   <td>
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+
+   </td>
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+   <td>
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+-0.009554
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+
+   </td>
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+.. raw:: html
+
+   <td>
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+10.858330
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+.. raw:: html
+
+   </td>
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+.. raw:: html
+
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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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+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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+
+.. raw:: html
+
+   </td>
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+.. raw:: html
+
+   <td>
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+905028.000
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+…
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+100000.0
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
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+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
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+
+.. 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>
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+.. raw:: html
+
+   <td>
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+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
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+0.0214
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+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+8.194835
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
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+10.858330
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+.. 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>
+
+0.498895
+
+.. raw:: html
+
+   </td>
+
+.. 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
+
+   </td>
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+   <td>
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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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+   <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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+.. 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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+.. 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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+.. raw:: html
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+[]
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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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+   </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>
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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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+.. 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
+
+   </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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+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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+836
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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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+   <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>
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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
+
+   </tr>
+
+.. 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
+
+.. raw:: html
+
+   </td>
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+.. raw:: html
+
+   <td>
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+.. raw:: html
+
+   </td>
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+.. raw:: html
+
+   <td>
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+-0.016873
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+.. raw:: html
+
+   </td>
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+.. raw:: html
+
+   <td>
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+8.944917
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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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+   <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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+   <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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+   <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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+   </td>
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+.. raw:: html
+
+   <td>
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+…
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+.. raw:: html
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+   </td>
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+.. raw:: html
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+   <td>
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+   </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>
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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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+   <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>
+
+.. raw:: html
+
+   <td>
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+-0.014414
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+
+   </td>
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+   <td>
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+10.116664
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+.. raw:: html
+
+   </td>
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+.. raw:: html
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+0.564451
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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
+
+   <td>
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+
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+   <td>
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+
+   </td>
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+.. raw:: html
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+   <td>
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+.. 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
+
+   </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
+
+   <td>
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+.. raw:: html
+
+   </td>
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+.. raw:: html
+
+   <td>
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+821408.946
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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>
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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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+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
+
+   <td>
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+.. raw:: html
+
+   </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
+
+   </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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+-0.014900
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+
+   </td>
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+.. raw:: html
+
+   <td>
+
+9.916664
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
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+0.564238
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
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+0.894696
+
+.. raw:: html
+
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+   <td>
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+   <tr>
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+   <th>
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+   <tr>
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+   <tr>
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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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+.. 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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+   </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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+   <td>
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+.. raw:: html
+
+   </td>
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+.. raw:: html
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+   </tr>
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+.. raw:: html
+
+   <tr>
+
+.. 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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+   <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>
+
+.. 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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+.. 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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+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
+
+   </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
+
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+.. raw:: html
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+   <td>
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+.. raw:: html
+
+   </td>
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+.. raw:: html
+
+   <td>
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+-0.016340
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+.. raw:: html
+
+   </td>
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+.. raw:: html
+
+   <td>
+
+9.470831
+
+.. 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>
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+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+14455.525045
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+799134.000
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+…
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+100000.0
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+798180.000
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+798180.000
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+851
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+[]
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.0222
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+39676839183
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.0222
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+7.135895
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+9.470831
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   </tr>
+
+.. raw:: html
+
+   </tbody>
+
+.. raw:: html
+
+   </table>
+
+.. raw:: html
+
+   <p>
+
+851 rows × 45 columns
+
+.. raw:: html
+
+   </p>
+
+.. raw:: html
+
+   </div>
+
+Also, instead of defining an output file we are accessing it via the “_"
+variable that will be created in the name space and contain the
+performance DataFrame.
+
+.. code:: python
+
+    _.head()
+
+.. raw:: html
+
+   <div>
+
+.. raw:: html
+
+   <table border="1" class="dataframe">
+
+.. raw:: html
+
+   <thead>
+
+.. raw:: html
+
+   <tr style="text-align: right;">
+
+.. raw:: html
+
+   <th>
+
+.. raw:: html
+
+   </th>
+
+.. raw:: html
+
+   <th>
+
+algo_volatility
+
+.. raw:: html
+
+   </th>
+
+.. raw:: html
+
+   <th>
+
+algorithm_period_return
+
+.. raw:: html
+
+   </th>
+
+.. raw:: html
+
+   <th>
+
+alpha
+
+.. raw:: html
+
+   </th>
+
+.. raw:: html
+
+   <th>
+
+benchmark_period_return
+
+.. raw:: html
+
+   </th>
+
+.. raw:: html
+
+   <th>
+
+benchmark_volatility
+
+.. raw:: html
+
+   </th>
+
+.. raw:: html
+
+   <th>
+
+beta
+
+.. raw:: html
+
+   </th>
+
+.. raw:: html
+
+   <th>
+
+capital_used
+
+.. raw:: html
+
+   </th>
+
+.. raw:: html
+
+   <th>
+
+cash
+
+.. raw:: html
+
+   </th>
+
+.. raw:: html
+
+   <th>
+
+ending_cash
+
+.. raw:: html
+
+   </th>
+
+.. raw:: html
+
+   <th>
+
+ending_exposure
+
+.. raw:: html
+
+   </th>
+
+.. raw:: html
+
+   <th>
+
+…
+
+.. raw:: html
+
+   </th>
+
+.. raw:: html
+
+   <th>
+
+starting_cash
+
+.. raw:: html
+
+   </th>
+
+.. raw:: html
+
+   <th>
+
+starting_exposure
+
+.. raw:: html
+
+   </th>
+
+.. raw:: html
+
+   <th>
+
+starting_value
+
+.. raw:: html
+
+   </th>
+
+.. raw:: html
+
+   <th>
+
+trading_days
+
+.. raw:: html
+
+   </th>
+
+.. raw:: html
+
+   <th>
+
+transactions
+
+.. raw:: html
+
+   </th>
+
+.. raw:: html
+
+   <th>
+
+treasury_period_return
+
+.. raw:: html
+
+   </th>
+
+.. raw:: html
+
+   <th>
+
+volume
+
+.. raw:: html
+
+   </th>
+
+.. raw:: html
+
+   <th>
+
+treasury
+
+.. raw:: html
+
+   </th>
+
+.. raw:: html
+
+   <th>
+
+algorithm
+
+.. raw:: html
+
+   </th>
+
+.. raw:: html
+
+   <th>
+
+benchmark
+
+.. raw:: html
+
+   </th>
+
+.. raw:: html
+
+   </tr>
+
+.. raw:: html
+
+   </thead>
+
+.. raw:: html
+
+   <tbody>
+
+.. raw:: html
+
+   <tr>
+
+.. raw:: html
+
+   <th>
+
+2015-03-01 23:59:00+00:00
+
+.. raw:: html
+
+   </th>
+
+.. raw:: html
+
+   <td>
+
+NaN
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.000000
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+NaN
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.045833
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+NaN
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+NaN
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.000000
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+100000.000000
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+100000.000000
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.000
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+…
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+100000.0
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.000
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.000
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+1
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+[]
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.0200
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+317
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.0200
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.000000
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.045833
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   </tr>
+
+.. raw:: html
+
+   <tr>
+
+.. raw:: html
+
+   <th>
+
+2015-03-02 23:59:00+00:00
+
+.. raw:: html
+
+   </th>
+
+.. raw:: html
+
+   <td>
+
+0.000278
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+-0.000025
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.011045
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.120833
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.290503
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+-0.000956
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+-85544.474955
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+14455.525045
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+14455.525045
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+85542.000
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+…
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+100000.0
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.000
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.000
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+2
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+[{u’commission’: None, u’amount’: 318, u’sid’:…
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.0208
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+98063
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.0208
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+-0.000025
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.120833
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   </tr>
+
+.. raw:: html
+
+   <tr>
+
+.. raw:: html
+
+   <th>
+
+2015-03-03 23:59:00+00:00
+
+.. raw:: html
+
+   </th>
+
+.. raw:: html
+
+   <td>
+
+0.051796
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+-0.005688
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+-1.197544
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.113416
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.633538
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.077239
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.000000
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+14455.525045
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+14455.525045
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+84975.642
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+…
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+100000.0
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+85542.000
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+85542.000
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+3
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+[]
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.0212
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+442983
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.0212
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+-0.005688
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.113416
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   </tr>
+
+.. raw:: html
+
+   <tr>
+
+.. raw:: html
+
+   <th>
+
+2015-03-04 23:59:00+00:00
+
+.. raw:: html
+
+   </th>
+
+.. raw:: html
+
+   <td>
+
+0.342118
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.034955
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.401861
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.166666
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.524400
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.181468
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.000000
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+14455.525045
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+14455.525045
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+89040.000
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+…
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+100000.0
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+84975.642
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+84975.642
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+4
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+[]
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.0212
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+245889
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.0212
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.034955
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.166666
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   </tr>
+
+.. raw:: html
+
+   <tr>
+
+.. raw:: html
+
+   <th>
+
+2015-03-05 23:59:00+00:00
+
+.. raw:: html
+
+   </th>
+
+.. raw:: html
+
+   <td>
+
+0.637226
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+-0.038185
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+-3.914003
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.070834
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.976896
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.550520
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.000000
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+14455.525045
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+14455.525045
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+81726.000
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+…
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+100000.0
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+89040.000
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+89040.000
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+5
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+[]
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.0211
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+117440
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.0211
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+-0.038185
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   <td>
+
+0.070834
+
+.. raw:: html
+
+   </td>
+
+.. raw:: html
+
+   </tr>
+
+.. raw:: html
+
+   </tbody>
+
+.. raw:: html
+
+   </table>
+
+.. raw:: html
+
+   <p>
+
+5 rows × 45 columns
+
+.. raw:: html
+
+   </p>
+
+.. raw:: html
+
+   </div>
+
+
+
 Next steps
 ~~~~~~~~~~
 
diff --git a/docs/source/naming-convention.rst b/docs/source/features.rst
similarity index 58%
rename from docs/source/naming-convention.rst
rename to docs/source/features.rst
index 2a9e0398..3d73a5f4 100644
--- a/docs/source/naming-convention.rst
+++ b/docs/source/features.rst
@@ -1,5 +1,59 @@
+Features
+========
+
+This page describes the features that Catalyst provides in the current version,
+and what is planned for future releases.
+
+Current Functionality
+~~~~~~~~~~~~~~~~~~~~~
+
+* Backtesting and live-trading modes to run your trading algorithms, with a 
+  seamless transition between the two.
+* Support for 3 exchanges: Bitfinex, Bittrex and Poloniex in both modes 
+  (backtesting and live-trading). Historical data for backtesting is provided 
+  with daily resolution for all three exchanges, and minute resolution for 
+  Bitfinex and Poloniex. No minute-resolution data is currently available for 
+  Bittrex. Refer to 
+  `Catalyst Market Coverage <https://www.enigma.co/catalyst/status>`_ for 
+  details.
+* Standardized naming convention for all asset pairs trading on any exchange in 
+  the form ``{market_currency}_{base_currency}``. See 
+  :ref:`naming`.
+* Output of performance statistics based on Pandas DataFrames to integrate 
+  nicely into the existing PyData ecosystem.
+* Support for accessing multiple exchanges per algorithm, which opens the door
+  to cross-exchange arbitrage opportunities.
+* Support for running multiple algorithms on the same exchange independently of
+  one another. Catalyst performance tracker stores just enough data to allow 
+  algorithms to run independently while still sharing critical data through 
+  exchanges.
+* Benchmark defaults to Bitcoin price (btc_usdt in Poloniex exchange) for the 
+  purpose of comparing performance across trading algorithms. A custom benchmark
+  can be specified through ``set_benchmark()`` (but see 
+  `issue #86 <https://github.com/enigmampc/catalyst/issues/86>`_). 
+* Support for MacOS, Linux and Windows installations.
+* Support for Python2 and Python3.
+
+For additional details on the functionality added on recent releases, see the
+:doc:`Release Notes<releases>`.
+
+Upcoming features
+~~~~~~~~~~~~~~~~~
+
+* Paper trading mode (v0.4 - mid Dec. 2017)
+* Support for additional exchanges (v0.4 - mid Dec. 2017)
+* Additional datasets beyond pricing data (Dec. 2017)
+* API documentation (Jan. 2017)
+* Support for decentralized exchanges (Jan. 2017)
+* Support for data ingestion of community-contributed data sets (Jan. 2017)
+* Pipeline support (Jan. 2018)
+* Web UI (Q2 2018)
+
+
+ .. _naming:
+
 Naming Convention
-=================
+~~~~~~~~~~~~~~~~~
 
 Catalyst introduces a standardized naming convention for all asset pairs 
 trading on any exchange in the following form:
diff --git a/docs/source/index.rst b/docs/source/index.rst
index 3e94084f..c500ba29 100644
--- a/docs/source/index.rst
+++ b/docs/source/index.rst
@@ -9,9 +9,8 @@ Table of Contents
 
    install
    beginner-tutorial
-   jupyter
    live-trading
-   naming-convention
+   features
    example-algos
    utilities
    videos
@@ -19,7 +18,6 @@ Table of Contents
    development-guidelines
    releases
 ..   bundles
-..   development-guidelines
 ..   appendix
 ..   release-process
 
diff --git a/docs/source/jupyter.rst b/docs/source/jupyter.rst
deleted file mode 100644
index 21fc010a..00000000
--- a/docs/source/jupyter.rst
+++ /dev/null
@@ -1,15799 +0,0 @@
-Catalyst & Jupyter Notebook
-===========================
-
-(`This is actual Notebook <https://github.com/enigmampc/catalyst/blob/master/catalyst/examples/running_catalyst_in_jupyter_notebook.ipynb>`_ referenced in the text below)
-
-The `Jupyter Notebook <https://jupyter.org/>`__ is a very powerful
-browser-based interface to a Python interpreter. As it is already the
-de-facto interface for most quantitative researchers, ``catalyst``
-provides an easy way to run your algorithm inside the Notebook without
-requiring you to use the CLI.
-
-Install
-^^^^^^^
-
-In order to use Jupyter Notebook, you first have to install it inside your
-environment. It's available as ``pip`` package, so regardless of how you 
-installed Catalyst, go inside your catalyst environemnt and run:
-
-.. code:: bash
-
-    (catalyst)$ pip install jupyter
-
-Once you have Jupyter Notebook installed, every time you want to use it run:
-
-.. code:: bash
-
-    (catalyst)$ jupyter notebook
-
-A local server will launch, and will open a new window on your browser. That's
-the interface through which you will interact with Jupyter Notebook.
-
-Running Algorithms
-^^^^^^^^^^^^^^^^^^
-
-Before running your algorithms inside the Jupyter Notebook, remember to ingest
-the data from the command line interface (CLI). In the example below, you would
-need to run first:
-
-.. code:: bash
-
-  catalyst ingest-exchange -x bitfinex -i btc_usd
-
-To use Catalyst inside a Jupyter Noebook, you have to write your algorithm in a 
-cell and let the Jupyter know that it is supposed to execute this algorithm with 
-Catalyst. This is done via the ``%%catalyst`` IPython magic command that is 
-available after you import ``catalyst`` from within the Notebook. This magic 
-takes the same arguments as the command line interface. Thus to run the
-algorithm just supply the same parameters as the CLI but without the -f
-and -o arguments. We just have to execute the following cell after
-importing ``catalyst`` to register the magic.
-
-.. code:: python
-
-    # Register the catalyst magic
-    %load_ext catalyst
-
-.. code:: python
-
-    # Setup matplotlib to display graphs inline in this Notebook
-    %matplotlib inline
-
-Note below that we do not have to specify an input file (-f) since the
-magic will use the contents of the cell and look for your algorithm
-functions.
-
-.. code:: python
-
-    %%catalyst --start 2015-3-2 --end 2017-6-28 --capital-base 100000 -x bitfinex -c usd
-
-    from catalyst.finance.slippage import VolumeShareSlippage
-
-    from catalyst.api import (
-        order_target_value,
-        symbol,
-        record,
-        cancel_order,
-        get_open_orders,
-    )
-
-    def initialize(context):
-        context.ASSET_NAME = 'btc_usd'
-        context.TARGET_HODL_RATIO = 0.8
-        context.RESERVE_RATIO = 1.0 - context.TARGET_HODL_RATIO
-
-        # For all trading pairs in the poloniex bundle, the default denomination
-        # currently supported by Catalyst is 1/1000th of a full coin. Use this
-        # constant to scale the price of up to that of a full coin if desired.
-        context.TICK_SIZE = 1000.0
-
-        context.is_buying = True
-        context.asset = symbol(context.ASSET_NAME)
-
-        context.i = 0
-
-    def handle_data(context, data):
-        context.i += 1
-
-        starting_cash = context.portfolio.starting_cash
-        target_hodl_value = context.TARGET_HODL_RATIO * starting_cash
-        reserve_value = context.RESERVE_RATIO * starting_cash
-
-        # Cancel any outstanding orders
-        orders = get_open_orders(context.asset) or []
-        for order in orders:
-            cancel_order(order)
-        
-        # Stop buying after passing the reserve threshold
-        cash = context.portfolio.cash
-        if cash <= reserve_value:
-            context.is_buying = False
-
-        # Retrieve current asset price from pricing data
-        price = data.current(context.asset, 'price')
-
-        # Check if still buying and could (approximately) afford another purchase
-        if context.is_buying and cash > price:
-            # Place order to make position in asset equal to target_hodl_value
-            order_target_value(
-                context.asset,
-                target_hodl_value,
-                limit_price=price*1.1,
-                stop_price=price*0.9,
-            )
-
-        record(
-            price=price,
-            volume=data.current(context.asset, 'volume'),
-            cash=cash,
-            starting_cash=context.portfolio.starting_cash,
-            leverage=context.account.leverage,
-        )
-
-    def analyze(context=None, results=None):
-        import matplotlib.pyplot as plt
-
-        # Plot the portfolio and asset data.
-        ax1 = plt.subplot(611)
-        results[['portfolio_value']].plot(ax=ax1)
-        ax1.set_ylabel('Portfolio Value (USD)')
-
-        ax2 = plt.subplot(612, sharex=ax1)
-        ax2.set_ylabel('{asset} (USD)'.format(asset=context.ASSET_NAME))
-        (context.TICK_SIZE * results[['price']]).plot(ax=ax2)
-
-        trans = results.ix[[t != [] for t in results.transactions]]
-        buys = trans.ix[
-            [t[0]['amount'] > 0 for t in trans.transactions]
-        ]
-        ax2.plot(
-            buys.index,
-            context.TICK_SIZE * results.price[buys.index],
-            '^',
-            markersize=10,
-            color='g',
-        )
-
-        ax3 = plt.subplot(613, sharex=ax1)
-        results[['leverage', 'alpha', 'beta']].plot(ax=ax3)
-        ax3.set_ylabel('Leverage ')
-
-        ax4 = plt.subplot(614, sharex=ax1)
-        results[['starting_cash', 'cash']].plot(ax=ax4)
-        ax4.set_ylabel('Cash (USD)')
-
-        results[[
-            'treasury',
-            'algorithm',
-            'benchmark',
-        ]] = results[[
-            'treasury_period_return',
-            'algorithm_period_return',
-            'benchmark_period_return',
-        ]]
-
-        ax5 = plt.subplot(615, sharex=ax1)
-        results[[
-            'treasury',
-            'algorithm',
-            'benchmark',
-        ]].plot(ax=ax5)
-        ax5.set_ylabel('Percent Change')
-
-        ax6 = plt.subplot(616, sharex=ax1)
-        results[['volume']].plot(ax=ax6)
-        ax6.set_ylabel('Volume (mCoins/5min)')
-
-        plt.legend(loc=3)
-
-        # Show the plot.
-        plt.gcf().set_size_inches(18, 8)
-        plt.show()
-
-::
-
-    [2017-08-11 07:19:46.411748] INFO: Loader: Loading benchmark data for 'USDT_BTC' from 1989-12-31 00:00:00+00:00 to 2017-08-09 00:00:00+00:00
-    [2017-08-11 07:19:46.418983] INFO: Loader: Loading data for /Users/<snipped>/.catalyst/data/USDT_BTC_benchmark.csv failed with error [Unknown string format].
-    [2017-08-11 07:19:46.419740] INFO: Loader: Cache at /Users/<snipped>/.catalyst/data/USDT_BTC_benchmark.csv does not have data from 1990-01-01 00:00:00+00:00 to 2017-08-09 00:00:00+00:00.
-
-    [2017-08-11 07:19:46.420770] INFO: Loader: Downloading benchmark data for 'USDT_BTC' from 1989-12-31 00:00:00+00:00 to 2017-08-09 00:00:00+00:00
-    [2017-08-11 07:19:50.060244] WARNING: Loader: Still don't have expected data after redownload!
-    [2017-08-11 07:19:50.097334] WARNING: Loader: Refusing to download new treasury data because a download succeeded at 2017-08-11 06:56:49+00:00.
-    [2017-08-11 07:19:54.618399] INFO: Performance: Simulated 851 trading days out of 851.
-    [2017-08-11 07:19:54.619301] INFO: Performance: first open: 2015-03-01 00:00:00+00:00
-    [2017-08-11 07:19:54.620430] INFO: Performance: last close: 2017-06-28 23:59:00+00:00
-
-.. figure:: https://i.imgur.com/DS5w47q.png
-   :alt: png
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--0.038185
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--3.914003
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-117440
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-.. 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>