catalyst/zipline/examples/buyapple.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "%load_ext zipline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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xyc9XSbpYUpyky7z3dyVvv1VSW+/9venO98GMAQAAAADyy6FD0l/+Is2cKSUkSI0aSTNm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\noOhLHUxYvjx/gwl16liWQtu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j/Z580t5P6TFqlAUBfv4Zdu8Obj3r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      "text/plain": [
       "<matplotlib.figure.Figure at 0x1138b2950>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>AAPL</th>\n",
       "      <th>algo_volatility</th>\n",
       "      <th>algorithm_period_return</th>\n",
       "      <th>alpha</th>\n",
       "      <th>benchmark_period_return</th>\n",
       "      <th>benchmark_volatility</th>\n",
       "      <th>beta</th>\n",
       "      <th>capital_used</th>\n",
       "      <th>ending_cash</th>\n",
       "      <th>ending_exposure</th>\n",
       "      <th>...</th>\n",
       "      <th>short_exposure</th>\n",
       "      <th>short_value</th>\n",
       "      <th>shorts_count</th>\n",
       "      <th>sortino</th>\n",
       "      <th>starting_cash</th>\n",
       "      <th>starting_exposure</th>\n",
       "      <th>starting_value</th>\n",
       "      <th>trading_days</th>\n",
       "      <th>transactions</th>\n",
       "      <th>treasury_period_return</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2011-01-03 21:00:00+00:00</th>\n",
       "      <td>329.570</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.011315</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.00</td>\n",
       "      <td>10000000.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10000000.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0336</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-01-04 21:00:00+00:00</th>\n",
       "      <td>331.290</td>\n",
       "      <td>0.000001</td>\n",
       "      <td>-1.000000e-07</td>\n",
       "      <td>-0.000023</td>\n",
       "      <td>0.009987</td>\n",
       "      <td>0.141748</td>\n",
       "      <td>0.000008</td>\n",
       "      <td>-3313.90</td>\n",
       "      <td>9996686.10</td>\n",
       "      <td>3312.90</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-11.224972</td>\n",
       "      <td>10000000.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2</td>\n",
       "      <td>[{u'commission': None, u'amount': 10, u'sid': ...</td>\n",
       "      <td>0.0336</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-01-05 21:00:00+00:00</th>\n",
       "      <td>334.000</td>\n",
       "      <td>0.000024</td>\n",
       "      <td>2.510000e-06</td>\n",
       "      <td>0.000201</td>\n",
       "      <td>0.015044</td>\n",
       "      <td>0.100231</td>\n",
       "      <td>0.000008</td>\n",
       "      <td>-3341.00</td>\n",
       "      <td>9993345.10</td>\n",
       "      <td>6680.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>230.045324</td>\n",
       "      <td>9996686.10</td>\n",
       "      <td>3312.90</td>\n",
       "      <td>3312.90</td>\n",
       "      <td>3</td>\n",
       "      <td>[{u'commission': None, u'amount': 10, u'sid': ...</td>\n",
       "      <td>0.0350</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-01-06 21:00:00+00:00</th>\n",
       "      <td>333.730</td>\n",
       "      <td>0.000023</td>\n",
       "      <td>1.870000e-06</td>\n",
       "      <td>0.000059</td>\n",
       "      <td>0.012889</td>\n",
       "      <td>0.099481</td>\n",
       "      <td>0.000072</td>\n",
       "      <td>-3338.30</td>\n",
       "      <td>9990006.80</td>\n",
       "      <td>10011.90</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>22.913722</td>\n",
       "      <td>9993345.10</td>\n",
       "      <td>6680.00</td>\n",
       "      <td>6680.00</td>\n",
       "      <td>4</td>\n",
       "      <td>[{u'commission': None, u'amount': 10, u'sid': ...</td>\n",
       "      <td>0.0344</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-01-07 21:00:00+00:00</th>\n",
       "      <td>336.120</td>\n",
       "      <td>0.000051</td>\n",
       "      <td>8.940000e-06</td>\n",
       "      <td>0.000524</td>\n",
       "      <td>0.011021</td>\n",
       "      <td>0.093360</td>\n",
       "      <td>-0.000132</td>\n",
       "      <td>-3362.20</td>\n",
       "      <td>9986644.60</td>\n",
       "      <td>13444.80</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>97.979577</td>\n",
       "      <td>9990006.80</td>\n",
       "      <td>10011.90</td>\n",
       "      <td>10011.90</td>\n",
       "      <td>5</td>\n",
       "      <td>[{u'commission': None, u'amount': 10, u'sid': ...</td>\n",
       "      <td>0.0334</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-01-10 21:00:00+00:00</th>\n",
       "      <td>342.455</td>\n",
       "      <td>0.000159</td>\n",
       "      <td>3.418000e-05</td>\n",
       "      <td>0.001676</td>\n",
       "      <td>0.009629</td>\n",
       "      <td>0.086675</td>\n",
       "      <td>-0.000592</td>\n",
       "      <td>-3425.55</td>\n",
       "      <td>9983219.05</td>\n",
       "      <td>17122.75</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>341.961345</td>\n",
       "      <td>9986644.60</td>\n",
       "      <td>13444.80</td>\n",
       "      <td>13444.80</td>\n",
       "      <td>6</td>\n",
       "      <td>[{u'commission': None, u'amount': 10, u'sid': ...</td>\n",
       "      <td>0.0332</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-01-11 21:00:00+00:00</th>\n",
       "      <td>341.640</td>\n",
       "      <td>0.000156</td>\n",
       "      <td>3.000500e-05</td>\n",
       "      <td>0.001415</td>\n",
       "      <td>0.013390</td>\n",
       "      <td>0.080133</td>\n",
       "      <td>-0.000694</td>\n",
       "      <td>-3417.40</td>\n",
       "      <td>9979801.65</td>\n",
       "      <td>20498.40</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>42.612419</td>\n",
       "      <td>9983219.05</td>\n",
       "      <td>17122.75</td>\n",
       "      <td>17122.75</td>\n",
       "      <td>7</td>\n",
       "      <td>[{u'commission': None, u'amount': 10, u'sid': ...</td>\n",
       "      <td>0.0337</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-01-12 21:00:00+00:00</th>\n",
       "      <td>344.420</td>\n",
       "      <td>0.000160</td>\n",
       "      <td>4.658500e-05</td>\n",
       "      <td>0.001574</td>\n",
       "      <td>0.022518</td>\n",
       "      <td>0.084200</td>\n",
       "      <td>-0.000152</td>\n",
       "      <td>-3445.20</td>\n",
       "      <td>9976356.45</td>\n",
       "      <td>24109.40</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>61.885447</td>\n",
       "      <td>9979801.65</td>\n",
       "      <td>20498.40</td>\n",
       "      <td>20498.40</td>\n",
       "      <td>8</td>\n",
       "      <td>[{u'commission': None, u'amount': 10, u'sid': ...</td>\n",
       "      <td>0.0340</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-01-13 21:00:00+00:00</th>\n",
       "      <td>345.680</td>\n",
       "      <td>0.000151</td>\n",
       "      <td>5.530500e-05</td>\n",
       "      <td>0.001660</td>\n",
       "      <td>0.020769</td>\n",
       "      <td>0.082298</td>\n",
       "      <td>-0.000193</td>\n",
       "      <td>-3457.80</td>\n",
       "      <td>9972898.65</td>\n",
       "      <td>27654.40</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>69.267298</td>\n",
       "      <td>9976356.45</td>\n",
       "      <td>24109.40</td>\n",
       "      <td>24109.40</td>\n",
       "      <td>9</td>\n",
       "      <td>[{u'commission': None, u'amount': 10, u'sid': ...</td>\n",
       "      <td>0.0334</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-01-14 21:00:00+00:00</th>\n",
       "      <td>348.480</td>\n",
       "      <td>0.000164</td>\n",
       "      <td>7.760500e-05</td>\n",
       "      <td>0.001859</td>\n",
       "      <td>0.028307</td>\n",
       "      <td>0.081684</td>\n",
       "      <td>0.000136</td>\n",
       "      <td>-3485.80</td>\n",
       "      <td>9969412.85</td>\n",
       "      <td>31363.20</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>92.208331</td>\n",
       "      <td>9972898.65</td>\n",
       "      <td>27654.40</td>\n",
       "      <td>27654.40</td>\n",
       "      <td>10</td>\n",
       "      <td>[{u'commission': None, u'amount': 10, u'sid': ...</td>\n",
       "      <td>0.0335</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-01-18 21:00:00+00:00</th>\n",
       "      <td>340.650</td>\n",
       "      <td>0.000406</td>\n",
       "      <td>7.035000e-06</td>\n",
       "      <td>-0.000216</td>\n",
       "      <td>0.029722</td>\n",
       "      <td>0.077794</td>\n",
       "      <td>0.000559</td>\n",
       "      <td>-3407.50</td>\n",
       "      <td>9966005.35</td>\n",
       "      <td>34065.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.476546</td>\n",
       "      <td>9969412.85</td>\n",
       "      <td>31363.20</td>\n",
       "      <td>31363.20</td>\n",
       "      <td>11</td>\n",
       "      <td>[{u'commission': None, u'amount': 10, u'sid': ...</td>\n",
       "      <td>0.0339</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-01-19 21:00:00+00:00</th>\n",
       "      <td>338.840</td>\n",
       "      <td>0.000396</td>\n",
       "      <td>-1.116500e-05</td>\n",
       "      <td>-0.000604</td>\n",
       "      <td>0.019306</td>\n",
       "      <td>0.094544</td>\n",
       "      <td>0.000911</td>\n",
       "      <td>-3389.40</td>\n",
       "      <td>9962615.95</td>\n",
       "      <td>37272.40</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-0.700708</td>\n",
       "      <td>9966005.35</td>\n",
       "      <td>34065.00</td>\n",
       "      <td>34065.00</td>\n",
       "      <td>12</td>\n",
       "      <td>[{u'commission': None, u'amount': 10, u'sid': ...</td>\n",
       "      <td>0.0337</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-01-20 21:00:00+00:00</th>\n",
       "      <td>332.680</td>\n",
       "      <td>0.000481</td>\n",
       "      <td>-7.902500e-05</td>\n",
       "      <td>-0.002002</td>\n",
       "      <td>0.017986</td>\n",
       "      <td>0.091418</td>\n",
       "      <td>0.001344</td>\n",
       "      <td>-3327.80</td>\n",
       "      <td>9959288.15</td>\n",
       "      <td>39921.60</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-3.490818</td>\n",
       "      <td>9962615.95</td>\n",
       "      <td>37272.40</td>\n",
       "      <td>37272.40</td>\n",
       "      <td>13</td>\n",
       "      <td>[{u'commission': None, u'amount': 10, u'sid': ...</td>\n",
       "      <td>0.0347</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-01-21 21:00:00+00:00</th>\n",
       "      <td>326.720</td>\n",
       "      <td>0.000539</td>\n",
       "      <td>-1.506450e-04</td>\n",
       "      <td>-0.003148</td>\n",
       "      <td>0.020443</td>\n",
       "      <td>0.087940</td>\n",
       "      <td>0.001184</td>\n",
       "      <td>-3268.20</td>\n",
       "      <td>9956019.95</td>\n",
       "      <td>42473.60</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-5.207546</td>\n",
       "      <td>9959288.15</td>\n",
       "      <td>39921.60</td>\n",
       "      <td>39921.60</td>\n",
       "      <td>14</td>\n",
       "      <td>[{u'commission': None, u'amount': 10, u'sid': ...</td>\n",
       "      <td>0.0344</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-01-24 21:00:00+00:00</th>\n",
       "      <td>337.450</td>\n",
       "      <td>0.000805</td>\n",
       "      <td>-1.125500e-05</td>\n",
       "      <td>-0.001339</td>\n",
       "      <td>0.026399</td>\n",
       "      <td>0.086618</td>\n",
       "      <td>0.002605</td>\n",
       "      <td>-3375.50</td>\n",
       "      <td>9952644.45</td>\n",
       "      <td>47243.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-0.375267</td>\n",
       "      <td>9956019.95</td>\n",
       "      <td>42473.60</td>\n",
       "      <td>42473.60</td>\n",
       "      <td>15</td>\n",
       "      <td>[{u'commission': None, u'amount': 10, u'sid': ...</td>\n",
       "      <td>0.0343</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-01-25 21:00:00+00:00</th>\n",
       "      <td>341.400</td>\n",
       "      <td>0.000809</td>\n",
       "      <td>4.394500e-05</td>\n",
       "      <td>-0.000313</td>\n",
       "      <td>0.026669</td>\n",
       "      <td>0.083889</td>\n",
       "      <td>0.002405</td>\n",
       "      <td>-3415.00</td>\n",
       "      <td>9949229.45</td>\n",
       "      <td>51210.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.421565</td>\n",
       "      <td>9952644.45</td>\n",
       "      <td>47243.00</td>\n",
       "      <td>47243.00</td>\n",
       "      <td>16</td>\n",
       "      <td>[{u'commission': None, u'amount': 10, u'sid': ...</td>\n",
       "      <td>0.0335</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-01-26 21:00:00+00:00</th>\n",
       "      <td>343.850</td>\n",
       "      <td>0.000794</td>\n",
       "      <td>8.059500e-05</td>\n",
       "      <td>0.000026</td>\n",
       "      <td>0.031003</td>\n",
       "      <td>0.081822</td>\n",
       "      <td>0.002563</td>\n",
       "      <td>-3439.50</td>\n",
       "      <td>9945789.95</td>\n",
       "      <td>55016.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2.528766</td>\n",
       "      <td>9949229.45</td>\n",
       "      <td>51210.00</td>\n",
       "      <td>51210.00</td>\n",
       "      <td>17</td>\n",
       "      <td>[{u'commission': None, u'amount': 10, u'sid': ...</td>\n",
       "      <td>0.0345</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-01-27 21:00:00+00:00</th>\n",
       "      <td>343.210</td>\n",
       "      <td>0.000773</td>\n",
       "      <td>7.025500e-05</td>\n",
       "      <td>-0.000193</td>\n",
       "      <td>0.033316</td>\n",
       "      <td>0.079396</td>\n",
       "      <td>0.002547</td>\n",
       "      <td>-3433.10</td>\n",
       "      <td>9942356.85</td>\n",
       "      <td>58345.70</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2.134760</td>\n",
       "      <td>9945789.95</td>\n",
       "      <td>55016.00</td>\n",
       "      <td>55016.00</td>\n",
       "      <td>18</td>\n",
       "      <td>[{u'commission': None, u'amount': 10, u'sid': ...</td>\n",
       "      <td>0.0342</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-01-28 21:00:00+00:00</th>\n",
       "      <td>336.100</td>\n",
       "      <td>0.000878</td>\n",
       "      <td>-5.071500e-05</td>\n",
       "      <td>-0.001538</td>\n",
       "      <td>0.014869</td>\n",
       "      <td>0.105327</td>\n",
       "      <td>0.004306</td>\n",
       "      <td>-3362.00</td>\n",
       "      <td>9938994.85</td>\n",
       "      <td>60498.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-1.069324</td>\n",
       "      <td>9942356.85</td>\n",
       "      <td>58345.70</td>\n",
       "      <td>58345.70</td>\n",
       "      <td>19</td>\n",
       "      <td>[{u'commission': None, u'amount': 10, u'sid': ...</td>\n",
       "      <td>0.0336</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-01-31 21:00:00+00:00</th>\n",
       "      <td>339.320</td>\n",
       "      <td>0.000881</td>\n",
       "      <td>7.145000e-06</td>\n",
       "      <td>-0.001217</td>\n",
       "      <td>0.022646</td>\n",
       "      <td>0.105374</td>\n",
       "      <td>0.004547</td>\n",
       "      <td>-3394.20</td>\n",
       "      <td>9935600.65</td>\n",
       "      <td>64470.80</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.147515</td>\n",
       "      <td>9938994.85</td>\n",
       "      <td>60498.00</td>\n",
       "      <td>60498.00</td>\n",
       "      <td>20</td>\n",
       "      <td>[{u'commission': None, u'amount': 10, u'sid': ...</td>\n",
       "      <td>0.0342</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-02-01 21:00:00+00:00</th>\n",
       "      <td>345.030</td>\n",
       "      <td>0.000937</td>\n",
       "      <td>1.155350e-04</td>\n",
       "      <td>-0.001015</td>\n",
       "      <td>0.039717</td>\n",
       "      <td>0.115978</td>\n",
       "      <td>0.005065</td>\n",
       "      <td>-3451.30</td>\n",
       "      <td>9932149.35</td>\n",
       "      <td>69006.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2.318921</td>\n",
       "      <td>9935600.65</td>\n",
       "      <td>64470.80</td>\n",
       "      <td>64470.80</td>\n",
       "      <td>21</td>\n",
       "      <td>[{u'commission': None, u'amount': 10, u'sid': ...</td>\n",
       "      <td>0.0348</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-02-02 21:00:00+00:00</th>\n",
       "      <td>344.320</td>\n",
       "      <td>0.000917</td>\n",
       "      <td>1.012350e-04</td>\n",
       "      <td>-0.000969</td>\n",
       "      <td>0.036887</td>\n",
       "      <td>0.114251</td>\n",
       "      <td>0.005050</td>\n",
       "      <td>-3444.20</td>\n",
       "      <td>9928705.15</td>\n",
       "      <td>72307.20</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.978514</td>\n",
       "      <td>9932149.35</td>\n",
       "      <td>69006.00</td>\n",
       "      <td>69006.00</td>\n",
       "      <td>22</td>\n",
       "      <td>[{u'commission': None, u'amount': 10, u'sid': ...</td>\n",
       "      <td>0.0352</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-02-03 21:00:00+00:00</th>\n",
       "      <td>343.440</td>\n",
       "      <td>0.000899</td>\n",
       "      <td>8.265500e-05</td>\n",
       "      <td>-0.001254</td>\n",
       "      <td>0.039328</td>\n",
       "      <td>0.111647</td>\n",
       "      <td>0.005035</td>\n",
       "      <td>-3435.40</td>\n",
       "      <td>9925269.75</td>\n",
       "      <td>75556.80</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.571015</td>\n",
       "      <td>9928705.15</td>\n",
       "      <td>72307.20</td>\n",
       "      <td>72307.20</td>\n",
       "      <td>23</td>\n",
       "      <td>[{u'commission': None, u'amount': 10, u'sid': ...</td>\n",
       "      <td>0.0358</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-02-04 21:00:00+00:00</th>\n",
       "      <td>346.500</td>\n",
       "      <td>0.000903</td>\n",
       "      <td>1.498750e-04</td>\n",
       "      <td>-0.000675</td>\n",
       "      <td>0.042325</td>\n",
       "      <td>0.109260</td>\n",
       "      <td>0.005094</td>\n",
       "      <td>-3466.00</td>\n",
       "      <td>9921803.75</td>\n",
       "      <td>79695.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2.788093</td>\n",
       "      <td>9925269.75</td>\n",
       "      <td>75556.80</td>\n",
       "      <td>75556.80</td>\n",
       "      <td>24</td>\n",
       "      <td>[{u'commission': None, u'amount': 10, u'sid': ...</td>\n",
       "      <td>0.0368</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-02-07 21:00:00+00:00</th>\n",
       "      <td>351.880</td>\n",
       "      <td>0.000959</td>\n",
       "      <td>2.735150e-04</td>\n",
       "      <td>0.000099</td>\n",
       "      <td>0.048830</td>\n",
       "      <td>0.107905</td>\n",
       "      <td>0.005462</td>\n",
       "      <td>-3519.80</td>\n",
       "      <td>9918283.95</td>\n",
       "      <td>84451.20</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4.984606</td>\n",
       "      <td>9921803.75</td>\n",
       "      <td>79695.00</td>\n",
       "      <td>79695.00</td>\n",
       "      <td>25</td>\n",
       "      <td>[{u'commission': None, u'amount': 10, u'sid': ...</td>\n",
       "      <td>0.0368</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-02-08 21:00:00+00:00</th>\n",
       "      <td>355.200</td>\n",
       "      <td>0.000964</td>\n",
       "      <td>3.530950e-04</td>\n",
       "      <td>0.000589</td>\n",
       "      <td>0.053219</td>\n",
       "      <td>0.105957</td>\n",
       "      <td>0.005571</td>\n",
       "      <td>-3553.00</td>\n",
       "      <td>9914730.95</td>\n",
       "      <td>88800.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6.309501</td>\n",
       "      <td>9918283.95</td>\n",
       "      <td>84451.20</td>\n",
       "      <td>84451.20</td>\n",
       "      <td>26</td>\n",
       "      <td>[{u'commission': None, u'amount': 10, u'sid': ...</td>\n",
       "      <td>0.0375</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-02-09 21:00:00+00:00</th>\n",
       "      <td>358.160</td>\n",
       "      <td>0.000963</td>\n",
       "      <td>4.269950e-04</td>\n",
       "      <td>0.001566</td>\n",
       "      <td>0.050285</td>\n",
       "      <td>0.104931</td>\n",
       "      <td>0.005217</td>\n",
       "      <td>-3582.60</td>\n",
       "      <td>9911148.35</td>\n",
       "      <td>93121.60</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7.486993</td>\n",
       "      <td>9914730.95</td>\n",
       "      <td>88800.00</td>\n",
       "      <td>88800.00</td>\n",
       "      <td>27</td>\n",
       "      <td>[{u'commission': None, u'amount': 10, u'sid': ...</td>\n",
       "      <td>0.0365</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-02-10 21:00:00+00:00</th>\n",
       "      <td>354.540</td>\n",
       "      <td>0.001001</td>\n",
       "      <td>3.327750e-04</td>\n",
       "      <td>0.000584</td>\n",
       "      <td>0.051072</td>\n",
       "      <td>0.103021</td>\n",
       "      <td>0.005313</td>\n",
       "      <td>-3546.40</td>\n",
       "      <td>9907601.95</td>\n",
       "      <td>95725.80</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5.040908</td>\n",
       "      <td>9911148.35</td>\n",
       "      <td>93121.60</td>\n",
       "      <td>93121.60</td>\n",
       "      <td>28</td>\n",
       "      <td>[{u'commission': None, u'amount': 10, u'sid': ...</td>\n",
       "      <td>0.0370</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-02-11 21:00:00+00:00</th>\n",
       "      <td>356.850</td>\n",
       "      <td>0.000994</td>\n",
       "      <td>3.950450e-04</td>\n",
       "      <td>0.000804</td>\n",
       "      <td>0.056860</td>\n",
       "      <td>0.101753</td>\n",
       "      <td>0.005409</td>\n",
       "      <td>-3569.50</td>\n",
       "      <td>9904032.45</td>\n",
       "      <td>99918.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5.879790</td>\n",
       "      <td>9907601.95</td>\n",
       "      <td>95725.80</td>\n",
       "      <td>95725.80</td>\n",
       "      <td>29</td>\n",
       "      <td>[{u'commission': None, u'amount': 10, u'sid': ...</td>\n",
       "      <td>0.0364</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-02-14 21:00:00+00:00</th>\n",
       "      <td>359.180</td>\n",
       "      <td>0.000988</td>\n",
       "      <td>4.601850e-04</td>\n",
       "      <td>0.001206</td>\n",
       "      <td>0.059381</td>\n",
       "      <td>0.099992</td>\n",
       "      <td>0.005427</td>\n",
       "      <td>-3592.80</td>\n",
       "      <td>9900439.65</td>\n",
       "      <td>104162.20</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6.733874</td>\n",
       "      <td>9904032.45</td>\n",
       "      <td>99918.00</td>\n",
       "      <td>99918.00</td>\n",
       "      <td>30</td>\n",
       "      <td>[{u'commission': None, u'amount': 10, u'sid': ...</td>\n",
       "      <td>0.0362</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-11-16 21:00:00+00:00</th>\n",
       "      <td>527.678</td>\n",
       "      <td>0.040048</td>\n",
       "      <td>2.943771e-02</td>\n",
       "      <td>0.011145</td>\n",
       "      <td>0.081295</td>\n",
       "      <td>0.191082</td>\n",
       "      <td>0.085310</td>\n",
       "      <td>-5277.78</td>\n",
       "      <td>7803736.93</td>\n",
       "      <td>2490640.16</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.581207</td>\n",
       "      <td>7809014.71</td>\n",
       "      <td>2475670.20</td>\n",
       "      <td>2475670.20</td>\n",
       "      <td>473</td>\n",
       "      <td>[{u'commission': None, u'amount': 10, u'sid': ...</td>\n",
       "      <td>0.0158</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-11-19 21:00:00+00:00</th>\n",
       "      <td>565.730</td>\n",
       "      <td>0.041965</td>\n",
       "      <td>4.739815e-02</td>\n",
       "      <td>0.019182</td>\n",
       "      <td>0.102772</td>\n",
       "      <td>0.191416</td>\n",
       "      <td>0.089783</td>\n",
       "      <td>-5658.30</td>\n",
       "      <td>7798078.63</td>\n",
       "      <td>2675902.90</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.912542</td>\n",
       "      <td>7803736.93</td>\n",
       "      <td>2490640.16</td>\n",
       "      <td>2490640.16</td>\n",
       "      <td>474</td>\n",
       "      <td>[{u'commission': None, u'amount': 10, u'sid': ...</td>\n",
       "      <td>0.0161</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-11-20 21:00:00+00:00</th>\n",
       "      <td>560.913</td>\n",
       "      <td>0.041954</td>\n",
       "      <td>4.511961e-02</td>\n",
       "      <td>0.017957</td>\n",
       "      <td>0.103503</td>\n",
       "      <td>0.191214</td>\n",
       "      <td>0.089770</td>\n",
       "      <td>-5610.13</td>\n",
       "      <td>7792468.50</td>\n",
       "      <td>2658727.62</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.868836</td>\n",
       "      <td>7798078.63</td>\n",
       "      <td>2675902.90</td>\n",
       "      <td>2675902.90</td>\n",
       "      <td>475</td>\n",
       "      <td>[{u'commission': None, u'amount': 10, u'sid': ...</td>\n",
       "      <td>0.0166</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-11-21 21:00:00+00:00</th>\n",
       "      <td>561.700</td>\n",
       "      <td>0.041910</td>\n",
       "      <td>4.549255e-02</td>\n",
       "      <td>0.017997</td>\n",
       "      <td>0.106064</td>\n",
       "      <td>0.191018</td>\n",
       "      <td>0.089773</td>\n",
       "      <td>-5618.00</td>\n",
       "      <td>7786850.50</td>\n",
       "      <td>2668075.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.874687</td>\n",
       "      <td>7792468.50</td>\n",
       "      <td>2658727.62</td>\n",
       "      <td>2658727.62</td>\n",
       "      <td>476</td>\n",
       "      <td>[{u'commission': None, u'amount': 10, u'sid': ...</td>\n",
       "      <td>0.0169</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-11-23 18:00:00+00:00</th>\n",
       "      <td>571.500</td>\n",
       "      <td>0.041986</td>\n",
       "      <td>5.014745e-02</td>\n",
       "      <td>0.019648</td>\n",
       "      <td>0.120472</td>\n",
       "      <td>0.191042</td>\n",
       "      <td>0.090365</td>\n",
       "      <td>-5716.00</td>\n",
       "      <td>7781134.50</td>\n",
       "      <td>2720340.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.958079</td>\n",
       "      <td>7786850.50</td>\n",
       "      <td>2668075.00</td>\n",
       "      <td>2668075.00</td>\n",
       "      <td>477</td>\n",
       "      <td>[{u'commission': None, u'amount': 10, u'sid': ...</td>\n",
       "      <td>0.0170</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-11-26 21:00:00+00:00</th>\n",
       "      <td>589.530</td>\n",
       "      <td>0.042349</td>\n",
       "      <td>5.872963e-02</td>\n",
       "      <td>0.024033</td>\n",
       "      <td>0.118198</td>\n",
       "      <td>0.190850</td>\n",
       "      <td>0.090085</td>\n",
       "      <td>-5896.30</td>\n",
       "      <td>7775238.20</td>\n",
       "      <td>2812058.10</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.111665</td>\n",
       "      <td>7781134.50</td>\n",
       "      <td>2720340.00</td>\n",
       "      <td>2720340.00</td>\n",
       "      <td>478</td>\n",
       "      <td>[{u'commission': None, u'amount': 10, u'sid': ...</td>\n",
       "      <td>0.0166</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-11-27 21:00:00+00:00</th>\n",
       "      <td>584.780</td>\n",
       "      <td>0.042336</td>\n",
       "      <td>5.646378e-02</td>\n",
       "      <td>0.023094</td>\n",
       "      <td>0.112353</td>\n",
       "      <td>0.190692</td>\n",
       "      <td>0.090226</td>\n",
       "      <td>-5848.80</td>\n",
       "      <td>7769389.40</td>\n",
       "      <td>2795248.40</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.068403</td>\n",
       "      <td>7775238.20</td>\n",
       "      <td>2812058.10</td>\n",
       "      <td>2812058.10</td>\n",
       "      <td>479</td>\n",
       "      <td>[{u'commission': None, u'amount': 10, u'sid': ...</td>\n",
       "      <td>0.0164</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-11-28 21:00:00+00:00</th>\n",
       "      <td>582.940</td>\n",
       "      <td>0.042297</td>\n",
       "      <td>5.558416e-02</td>\n",
       "      <td>0.022251</td>\n",
       "      <td>0.121092</td>\n",
       "      <td>0.190572</td>\n",
       "      <td>0.090047</td>\n",
       "      <td>-5830.40</td>\n",
       "      <td>7763559.00</td>\n",
       "      <td>2792282.60</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.051351</td>\n",
       "      <td>7769389.40</td>\n",
       "      <td>2795248.40</td>\n",
       "      <td>2795248.40</td>\n",
       "      <td>480</td>\n",
       "      <td>[{u'commission': None, u'amount': 10, u'sid': ...</td>\n",
       "      <td>0.0163</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-11-29 21:00:00+00:00</th>\n",
       "      <td>589.360</td>\n",
       "      <td>0.042302</td>\n",
       "      <td>5.865924e-02</td>\n",
       "      <td>0.023518</td>\n",
       "      <td>0.125879</td>\n",
       "      <td>0.190395</td>\n",
       "      <td>0.090187</td>\n",
       "      <td>-5894.60</td>\n",
       "      <td>7757664.40</td>\n",
       "      <td>2828928.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.105093</td>\n",
       "      <td>7763559.00</td>\n",
       "      <td>2792282.60</td>\n",
       "      <td>2792282.60</td>\n",
       "      <td>481</td>\n",
       "      <td>[{u'commission': None, u'amount': 10, u'sid': ...</td>\n",
       "      <td>0.0162</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-11-30 21:00:00+00:00</th>\n",
       "      <td>585.280</td>\n",
       "      <td>0.042282</td>\n",
       "      <td>5.670074e-02</td>\n",
       "      <td>0.022494</td>\n",
       "      <td>0.126062</td>\n",
       "      <td>0.190197</td>\n",
       "      <td>0.090191</td>\n",
       "      <td>-5853.80</td>\n",
       "      <td>7751810.60</td>\n",
       "      <td>2815196.80</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.067924</td>\n",
       "      <td>7757664.40</td>\n",
       "      <td>2828928.00</td>\n",
       "      <td>2828928.00</td>\n",
       "      <td>482</td>\n",
       "      <td>[{u'commission': None, u'amount': 10, u'sid': ...</td>\n",
       "      <td>0.0162</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-12-03 21:00:00+00:00</th>\n",
       "      <td>586.190</td>\n",
       "      <td>0.042239</td>\n",
       "      <td>5.713835e-02</td>\n",
       "      <td>0.022891</td>\n",
       "      <td>0.120718</td>\n",
       "      <td>0.190034</td>\n",
       "      <td>0.090136</td>\n",
       "      <td>-5862.90</td>\n",
       "      <td>7745947.70</td>\n",
       "      <td>2825435.80</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.074588</td>\n",
       "      <td>7751810.60</td>\n",
       "      <td>2815196.80</td>\n",
       "      <td>2815196.80</td>\n",
       "      <td>483</td>\n",
       "      <td>[{u'commission': None, u'amount': 10, u'sid': ...</td>\n",
       "      <td>0.0163</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-12-04 21:00:00+00:00</th>\n",
       "      <td>575.845</td>\n",
       "      <td>0.042339</td>\n",
       "      <td>5.215196e-02</td>\n",
       "      <td>0.020458</td>\n",
       "      <td>0.118802</td>\n",
       "      <td>0.189843</td>\n",
       "      <td>0.090272</td>\n",
       "      <td>-5759.45</td>\n",
       "      <td>7740188.25</td>\n",
       "      <td>2781331.35</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.977756</td>\n",
       "      <td>7745947.70</td>\n",
       "      <td>2825435.80</td>\n",
       "      <td>2825435.80</td>\n",
       "      <td>484</td>\n",
       "      <td>[{u'commission': None, u'amount': 10, u'sid': ...</td>\n",
       "      <td>0.0162</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-12-05 21:00:00+00:00</th>\n",
       "      <td>538.792</td>\n",
       "      <td>0.044058</td>\n",
       "      <td>3.425526e-02</td>\n",
       "      <td>0.011528</td>\n",
       "      <td>0.120575</td>\n",
       "      <td>0.189649</td>\n",
       "      <td>0.089953</td>\n",
       "      <td>-5388.92</td>\n",
       "      <td>7734799.33</td>\n",
       "      <td>2607753.28</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.605002</td>\n",
       "      <td>7740188.25</td>\n",
       "      <td>2781331.35</td>\n",
       "      <td>2781331.35</td>\n",
       "      <td>485</td>\n",
       "      <td>[{u'commission': None, u'amount': 10, u'sid': ...</td>\n",
       "      <td>0.0160</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-12-06 21:00:00+00:00</th>\n",
       "      <td>547.244</td>\n",
       "      <td>0.044101</td>\n",
       "      <td>3.834593e-02</td>\n",
       "      <td>0.013389</td>\n",
       "      <td>0.124280</td>\n",
       "      <td>0.189466</td>\n",
       "      <td>0.090110</td>\n",
       "      <td>-5473.44</td>\n",
       "      <td>7729325.89</td>\n",
       "      <td>2654133.40</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.671627</td>\n",
       "      <td>7734799.33</td>\n",
       "      <td>2607753.28</td>\n",
       "      <td>2607753.28</td>\n",
       "      <td>486</td>\n",
       "      <td>[{u'commission': None, u'amount': 10, u'sid': ...</td>\n",
       "      <td>0.0159</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-12-07 21:00:00+00:00</th>\n",
       "      <td>533.250</td>\n",
       "      <td>0.044312</td>\n",
       "      <td>3.155874e-02</td>\n",
       "      <td>0.009863</td>\n",
       "      <td>0.127564</td>\n",
       "      <td>0.189280</td>\n",
       "      <td>0.089851</td>\n",
       "      <td>-5333.50</td>\n",
       "      <td>7723992.39</td>\n",
       "      <td>2591595.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.553361</td>\n",
       "      <td>7729325.89</td>\n",
       "      <td>2654133.40</td>\n",
       "      <td>2654133.40</td>\n",
       "      <td>487</td>\n",
       "      <td>[{u'commission': None, u'amount': 10, u'sid': ...</td>\n",
       "      <td>0.0164</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-12-10 21:00:00+00:00</th>\n",
       "      <td>529.820</td>\n",
       "      <td>0.044284</td>\n",
       "      <td>2.989166e-02</td>\n",
       "      <td>0.008993</td>\n",
       "      <td>0.127946</td>\n",
       "      <td>0.189086</td>\n",
       "      <td>0.089851</td>\n",
       "      <td>-5299.20</td>\n",
       "      <td>7718693.19</td>\n",
       "      <td>2580223.40</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.525320</td>\n",
       "      <td>7723992.39</td>\n",
       "      <td>2591595.00</td>\n",
       "      <td>2591595.00</td>\n",
       "      <td>488</td>\n",
       "      <td>[{u'commission': None, u'amount': 10, u'sid': ...</td>\n",
       "      <td>0.0163</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-12-11 21:00:00+00:00</th>\n",
       "      <td>541.388</td>\n",
       "      <td>0.044408</td>\n",
       "      <td>3.552517e-02</td>\n",
       "      <td>0.011454</td>\n",
       "      <td>0.135333</td>\n",
       "      <td>0.188945</td>\n",
       "      <td>0.090287</td>\n",
       "      <td>-5414.88</td>\n",
       "      <td>7713278.31</td>\n",
       "      <td>2641973.44</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.616351</td>\n",
       "      <td>7718693.19</td>\n",
       "      <td>2580223.40</td>\n",
       "      <td>2580223.40</td>\n",
       "      <td>489</td>\n",
       "      <td>[{u'commission': None, u'amount': 10, u'sid': ...</td>\n",
       "      <td>0.0166</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-12-12 21:00:00+00:00</th>\n",
       "      <td>539.000</td>\n",
       "      <td>0.044371</td>\n",
       "      <td>3.435973e-02</td>\n",
       "      <td>0.010831</td>\n",
       "      <td>0.135842</td>\n",
       "      <td>0.188752</td>\n",
       "      <td>0.090285</td>\n",
       "      <td>-5391.00</td>\n",
       "      <td>7707887.31</td>\n",
       "      <td>2635710.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.596696</td>\n",
       "      <td>7713278.31</td>\n",
       "      <td>2641973.44</td>\n",
       "      <td>2641973.44</td>\n",
       "      <td>490</td>\n",
       "      <td>[{u'commission': None, u'amount': 10, u'sid': ...</td>\n",
       "      <td>0.0172</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-12-13 21:00:00+00:00</th>\n",
       "      <td>529.690</td>\n",
       "      <td>0.044441</td>\n",
       "      <td>2.980704e-02</td>\n",
       "      <td>0.008813</td>\n",
       "      <td>0.128662</td>\n",
       "      <td>0.188619</td>\n",
       "      <td>0.090656</td>\n",
       "      <td>-5297.90</td>\n",
       "      <td>7702589.41</td>\n",
       "      <td>2595481.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.519853</td>\n",
       "      <td>7707887.31</td>\n",
       "      <td>2635710.00</td>\n",
       "      <td>2635710.00</td>\n",
       "      <td>491</td>\n",
       "      <td>[{u'commission': None, u'amount': 10, u'sid': ...</td>\n",
       "      <td>0.0174</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-12-14 21:00:00+00:00</th>\n",
       "      <td>509.794</td>\n",
       "      <td>0.044917</td>\n",
       "      <td>2.005790e-02</td>\n",
       "      <td>0.004093</td>\n",
       "      <td>0.123994</td>\n",
       "      <td>0.188454</td>\n",
       "      <td>0.091242</td>\n",
       "      <td>-5098.94</td>\n",
       "      <td>7697490.47</td>\n",
       "      <td>2503088.54</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.353785</td>\n",
       "      <td>7702589.41</td>\n",
       "      <td>2595481.00</td>\n",
       "      <td>2595481.00</td>\n",
       "      <td>492</td>\n",
       "      <td>[{u'commission': None, u'amount': 10, u'sid': ...</td>\n",
       "      <td>0.0172</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-12-17 21:00:00+00:00</th>\n",
       "      <td>518.830</td>\n",
       "      <td>0.044977</td>\n",
       "      <td>2.449448e-02</td>\n",
       "      <td>0.005709</td>\n",
       "      <td>0.137337</td>\n",
       "      <td>0.188444</td>\n",
       "      <td>0.091783</td>\n",
       "      <td>-5189.30</td>\n",
       "      <td>7692301.17</td>\n",
       "      <td>2552643.60</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.423858</td>\n",
       "      <td>7697490.47</td>\n",
       "      <td>2503088.54</td>\n",
       "      <td>2503088.54</td>\n",
       "      <td>493</td>\n",
       "      <td>[{u'commission': None, u'amount': 10, u'sid': ...</td>\n",
       "      <td>0.0178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-12-18 21:00:00+00:00</th>\n",
       "      <td>533.900</td>\n",
       "      <td>0.045223</td>\n",
       "      <td>3.190882e-02</td>\n",
       "      <td>0.008763</td>\n",
       "      <td>0.150401</td>\n",
       "      <td>0.188421</td>\n",
       "      <td>0.092771</td>\n",
       "      <td>-5340.00</td>\n",
       "      <td>7686961.17</td>\n",
       "      <td>2632127.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.540504</td>\n",
       "      <td>7692301.17</td>\n",
       "      <td>2552643.60</td>\n",
       "      <td>2552643.60</td>\n",
       "      <td>494</td>\n",
       "      <td>[{u'commission': None, u'amount': 10, u'sid': ...</td>\n",
       "      <td>0.0184</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-12-19 21:00:00+00:00</th>\n",
       "      <td>526.310</td>\n",
       "      <td>0.045254</td>\n",
       "      <td>2.816685e-02</td>\n",
       "      <td>0.007229</td>\n",
       "      <td>0.141670</td>\n",
       "      <td>0.188315</td>\n",
       "      <td>0.093108</td>\n",
       "      <td>-5264.10</td>\n",
       "      <td>7681697.07</td>\n",
       "      <td>2599971.40</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.479739</td>\n",
       "      <td>7686961.17</td>\n",
       "      <td>2632127.00</td>\n",
       "      <td>2632127.00</td>\n",
       "      <td>495</td>\n",
       "      <td>[{u'commission': None, u'amount': 10, u'sid': ...</td>\n",
       "      <td>0.0182</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-12-20 21:00:00+00:00</th>\n",
       "      <td>521.730</td>\n",
       "      <td>0.045237</td>\n",
       "      <td>2.590423e-02</td>\n",
       "      <td>0.005855</td>\n",
       "      <td>0.147936</td>\n",
       "      <td>0.188161</td>\n",
       "      <td>0.092905</td>\n",
       "      <td>-5218.30</td>\n",
       "      <td>7676478.77</td>\n",
       "      <td>2582563.50</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.443299</td>\n",
       "      <td>7681697.07</td>\n",
       "      <td>2599971.40</td>\n",
       "      <td>2599971.40</td>\n",
       "      <td>496</td>\n",
       "      <td>[{u'commission': None, u'amount': 10, u'sid': ...</td>\n",
       "      <td>0.0181</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-12-21 21:00:00+00:00</th>\n",
       "      <td>519.330</td>\n",
       "      <td>0.045200</td>\n",
       "      <td>2.471613e-02</td>\n",
       "      <td>0.005694</td>\n",
       "      <td>0.137170</td>\n",
       "      <td>0.188099</td>\n",
       "      <td>0.092949</td>\n",
       "      <td>-5194.30</td>\n",
       "      <td>7671284.47</td>\n",
       "      <td>2575876.80</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.424116</td>\n",
       "      <td>7676478.77</td>\n",
       "      <td>2582563.50</td>\n",
       "      <td>2582563.50</td>\n",
       "      <td>497</td>\n",
       "      <td>[{u'commission': None, u'amount': 10, u'sid': ...</td>\n",
       "      <td>0.0177</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-12-24 18:00:00+00:00</th>\n",
       "      <td>520.168</td>\n",
       "      <td>0.045155</td>\n",
       "      <td>2.513167e-02</td>\n",
       "      <td>0.006004</td>\n",
       "      <td>0.134395</td>\n",
       "      <td>0.187920</td>\n",
       "      <td>0.092924</td>\n",
       "      <td>-5202.68</td>\n",
       "      <td>7666081.79</td>\n",
       "      <td>2585234.96</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.430192</td>\n",
       "      <td>7671284.47</td>\n",
       "      <td>2575876.80</td>\n",
       "      <td>2575876.80</td>\n",
       "      <td>498</td>\n",
       "      <td>[{u'commission': None, u'amount': 10, u'sid': ...</td>\n",
       "      <td>0.0179</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-12-26 21:00:00+00:00</th>\n",
       "      <td>512.999</td>\n",
       "      <td>0.045179</td>\n",
       "      <td>2.156858e-02</td>\n",
       "      <td>0.004444</td>\n",
       "      <td>0.128964</td>\n",
       "      <td>0.187766</td>\n",
       "      <td>0.093148</td>\n",
       "      <td>-5130.99</td>\n",
       "      <td>7660950.80</td>\n",
       "      <td>2554735.02</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.372948</td>\n",
       "      <td>7666081.79</td>\n",
       "      <td>2585234.96</td>\n",
       "      <td>2585234.96</td>\n",
       "      <td>499</td>\n",
       "      <td>[{u'commission': None, u'amount': 10, u'sid': ...</td>\n",
       "      <td>0.0177</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-12-27 21:00:00+00:00</th>\n",
       "      <td>515.059</td>\n",
       "      <td>0.045139</td>\n",
       "      <td>2.259436e-02</td>\n",
       "      <td>0.005000</td>\n",
       "      <td>0.127588</td>\n",
       "      <td>0.187581</td>\n",
       "      <td>0.093124</td>\n",
       "      <td>-5151.59</td>\n",
       "      <td>7655799.21</td>\n",
       "      <td>2570144.41</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.388592</td>\n",
       "      <td>7660950.80</td>\n",
       "      <td>2554735.02</td>\n",
       "      <td>2554735.02</td>\n",
       "      <td>500</td>\n",
       "      <td>[{u'commission': None, u'amount': 10, u'sid': ...</td>\n",
       "      <td>0.0174</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-12-28 21:00:00+00:00</th>\n",
       "      <td>509.589</td>\n",
       "      <td>0.045135</td>\n",
       "      <td>1.986473e-02</td>\n",
       "      <td>0.004146</td>\n",
       "      <td>0.115128</td>\n",
       "      <td>0.187566</td>\n",
       "      <td>0.093394</td>\n",
       "      <td>-5096.89</td>\n",
       "      <td>7650702.32</td>\n",
       "      <td>2547945.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.345046</td>\n",
       "      <td>7655799.21</td>\n",
       "      <td>2570144.41</td>\n",
       "      <td>2570144.41</td>\n",
       "      <td>501</td>\n",
       "      <td>[{u'commission': None, u'amount': 10, u'sid': ...</td>\n",
       "      <td>0.0173</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-12-31 21:00:00+00:00</th>\n",
       "      <td>532.172</td>\n",
       "      <td>0.045762</td>\n",
       "      <td>3.115613e-02</td>\n",
       "      <td>0.008719</td>\n",
       "      <td>0.134021</td>\n",
       "      <td>0.187750</td>\n",
       "      <td>0.095640</td>\n",
       "      <td>-5322.72</td>\n",
       "      <td>7645379.60</td>\n",
       "      <td>2666181.72</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.520644</td>\n",
       "      <td>7650702.32</td>\n",
       "      <td>2547945.00</td>\n",
       "      <td>2547945.00</td>\n",
       "      <td>502</td>\n",
       "      <td>[{u'commission': None, u'amount': 10, u'sid': ...</td>\n",
       "      <td>0.0178</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>502 rows × 39 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                              AAPL  algo_volatility  algorithm_period_return  \\\n",
       "2011-01-03 21:00:00+00:00  329.570              NaN             0.000000e+00   \n",
       "2011-01-04 21:00:00+00:00  331.290         0.000001            -1.000000e-07   \n",
       "2011-01-05 21:00:00+00:00  334.000         0.000024             2.510000e-06   \n",
       "2011-01-06 21:00:00+00:00  333.730         0.000023             1.870000e-06   \n",
       "2011-01-07 21:00:00+00:00  336.120         0.000051             8.940000e-06   \n",
       "2011-01-10 21:00:00+00:00  342.455         0.000159             3.418000e-05   \n",
       "2011-01-11 21:00:00+00:00  341.640         0.000156             3.000500e-05   \n",
       "2011-01-12 21:00:00+00:00  344.420         0.000160             4.658500e-05   \n",
       "2011-01-13 21:00:00+00:00  345.680         0.000151             5.530500e-05   \n",
       "2011-01-14 21:00:00+00:00  348.480         0.000164             7.760500e-05   \n",
       "2011-01-18 21:00:00+00:00  340.650         0.000406             7.035000e-06   \n",
       "2011-01-19 21:00:00+00:00  338.840         0.000396            -1.116500e-05   \n",
       "2011-01-20 21:00:00+00:00  332.680         0.000481            -7.902500e-05   \n",
       "2011-01-21 21:00:00+00:00  326.720         0.000539            -1.506450e-04   \n",
       "2011-01-24 21:00:00+00:00  337.450         0.000805            -1.125500e-05   \n",
       "2011-01-25 21:00:00+00:00  341.400         0.000809             4.394500e-05   \n",
       "2011-01-26 21:00:00+00:00  343.850         0.000794             8.059500e-05   \n",
       "2011-01-27 21:00:00+00:00  343.210         0.000773             7.025500e-05   \n",
       "2011-01-28 21:00:00+00:00  336.100         0.000878            -5.071500e-05   \n",
       "2011-01-31 21:00:00+00:00  339.320         0.000881             7.145000e-06   \n",
       "2011-02-01 21:00:00+00:00  345.030         0.000937             1.155350e-04   \n",
       "2011-02-02 21:00:00+00:00  344.320         0.000917             1.012350e-04   \n",
       "2011-02-03 21:00:00+00:00  343.440         0.000899             8.265500e-05   \n",
       "2011-02-04 21:00:00+00:00  346.500         0.000903             1.498750e-04   \n",
       "2011-02-07 21:00:00+00:00  351.880         0.000959             2.735150e-04   \n",
       "2011-02-08 21:00:00+00:00  355.200         0.000964             3.530950e-04   \n",
       "2011-02-09 21:00:00+00:00  358.160         0.000963             4.269950e-04   \n",
       "2011-02-10 21:00:00+00:00  354.540         0.001001             3.327750e-04   \n",
       "2011-02-11 21:00:00+00:00  356.850         0.000994             3.950450e-04   \n",
       "2011-02-14 21:00:00+00:00  359.180         0.000988             4.601850e-04   \n",
       "...                            ...              ...                      ...   \n",
       "2012-11-16 21:00:00+00:00  527.678         0.040048             2.943771e-02   \n",
       "2012-11-19 21:00:00+00:00  565.730         0.041965             4.739815e-02   \n",
       "2012-11-20 21:00:00+00:00  560.913         0.041954             4.511961e-02   \n",
       "2012-11-21 21:00:00+00:00  561.700         0.041910             4.549255e-02   \n",
       "2012-11-23 18:00:00+00:00  571.500         0.041986             5.014745e-02   \n",
       "2012-11-26 21:00:00+00:00  589.530         0.042349             5.872963e-02   \n",
       "2012-11-27 21:00:00+00:00  584.780         0.042336             5.646378e-02   \n",
       "2012-11-28 21:00:00+00:00  582.940         0.042297             5.558416e-02   \n",
       "2012-11-29 21:00:00+00:00  589.360         0.042302             5.865924e-02   \n",
       "2012-11-30 21:00:00+00:00  585.280         0.042282             5.670074e-02   \n",
       "2012-12-03 21:00:00+00:00  586.190         0.042239             5.713835e-02   \n",
       "2012-12-04 21:00:00+00:00  575.845         0.042339             5.215196e-02   \n",
       "2012-12-05 21:00:00+00:00  538.792         0.044058             3.425526e-02   \n",
       "2012-12-06 21:00:00+00:00  547.244         0.044101             3.834593e-02   \n",
       "2012-12-07 21:00:00+00:00  533.250         0.044312             3.155874e-02   \n",
       "2012-12-10 21:00:00+00:00  529.820         0.044284             2.989166e-02   \n",
       "2012-12-11 21:00:00+00:00  541.388         0.044408             3.552517e-02   \n",
       "2012-12-12 21:00:00+00:00  539.000         0.044371             3.435973e-02   \n",
       "2012-12-13 21:00:00+00:00  529.690         0.044441             2.980704e-02   \n",
       "2012-12-14 21:00:00+00:00  509.794         0.044917             2.005790e-02   \n",
       "2012-12-17 21:00:00+00:00  518.830         0.044977             2.449448e-02   \n",
       "2012-12-18 21:00:00+00:00  533.900         0.045223             3.190882e-02   \n",
       "2012-12-19 21:00:00+00:00  526.310         0.045254             2.816685e-02   \n",
       "2012-12-20 21:00:00+00:00  521.730         0.045237             2.590423e-02   \n",
       "2012-12-21 21:00:00+00:00  519.330         0.045200             2.471613e-02   \n",
       "2012-12-24 18:00:00+00:00  520.168         0.045155             2.513167e-02   \n",
       "2012-12-26 21:00:00+00:00  512.999         0.045179             2.156858e-02   \n",
       "2012-12-27 21:00:00+00:00  515.059         0.045139             2.259436e-02   \n",
       "2012-12-28 21:00:00+00:00  509.589         0.045135             1.986473e-02   \n",
       "2012-12-31 21:00:00+00:00  532.172         0.045762             3.115613e-02   \n",
       "\n",
       "                              alpha  benchmark_period_return  \\\n",
       "2011-01-03 21:00:00+00:00       NaN                 0.011315   \n",
       "2011-01-04 21:00:00+00:00 -0.000023                 0.009987   \n",
       "2011-01-05 21:00:00+00:00  0.000201                 0.015044   \n",
       "2011-01-06 21:00:00+00:00  0.000059                 0.012889   \n",
       "2011-01-07 21:00:00+00:00  0.000524                 0.011021   \n",
       "2011-01-10 21:00:00+00:00  0.001676                 0.009629   \n",
       "2011-01-11 21:00:00+00:00  0.001415                 0.013390   \n",
       "2011-01-12 21:00:00+00:00  0.001574                 0.022518   \n",
       "2011-01-13 21:00:00+00:00  0.001660                 0.020769   \n",
       "2011-01-14 21:00:00+00:00  0.001859                 0.028307   \n",
       "2011-01-18 21:00:00+00:00 -0.000216                 0.029722   \n",
       "2011-01-19 21:00:00+00:00 -0.000604                 0.019306   \n",
       "2011-01-20 21:00:00+00:00 -0.002002                 0.017986   \n",
       "2011-01-21 21:00:00+00:00 -0.003148                 0.020443   \n",
       "2011-01-24 21:00:00+00:00 -0.001339                 0.026399   \n",
       "2011-01-25 21:00:00+00:00 -0.000313                 0.026669   \n",
       "2011-01-26 21:00:00+00:00  0.000026                 0.031003   \n",
       "2011-01-27 21:00:00+00:00 -0.000193                 0.033316   \n",
       "2011-01-28 21:00:00+00:00 -0.001538                 0.014869   \n",
       "2011-01-31 21:00:00+00:00 -0.001217                 0.022646   \n",
       "2011-02-01 21:00:00+00:00 -0.001015                 0.039717   \n",
       "2011-02-02 21:00:00+00:00 -0.000969                 0.036887   \n",
       "2011-02-03 21:00:00+00:00 -0.001254                 0.039328   \n",
       "2011-02-04 21:00:00+00:00 -0.000675                 0.042325   \n",
       "2011-02-07 21:00:00+00:00  0.000099                 0.048830   \n",
       "2011-02-08 21:00:00+00:00  0.000589                 0.053219   \n",
       "2011-02-09 21:00:00+00:00  0.001566                 0.050285   \n",
       "2011-02-10 21:00:00+00:00  0.000584                 0.051072   \n",
       "2011-02-11 21:00:00+00:00  0.000804                 0.056860   \n",
       "2011-02-14 21:00:00+00:00  0.001206                 0.059381   \n",
       "...                             ...                      ...   \n",
       "2012-11-16 21:00:00+00:00  0.011145                 0.081295   \n",
       "2012-11-19 21:00:00+00:00  0.019182                 0.102772   \n",
       "2012-11-20 21:00:00+00:00  0.017957                 0.103503   \n",
       "2012-11-21 21:00:00+00:00  0.017997                 0.106064   \n",
       "2012-11-23 18:00:00+00:00  0.019648                 0.120472   \n",
       "2012-11-26 21:00:00+00:00  0.024033                 0.118198   \n",
       "2012-11-27 21:00:00+00:00  0.023094                 0.112353   \n",
       "2012-11-28 21:00:00+00:00  0.022251                 0.121092   \n",
       "2012-11-29 21:00:00+00:00  0.023518                 0.125879   \n",
       "2012-11-30 21:00:00+00:00  0.022494                 0.126062   \n",
       "2012-12-03 21:00:00+00:00  0.022891                 0.120718   \n",
       "2012-12-04 21:00:00+00:00  0.020458                 0.118802   \n",
       "2012-12-05 21:00:00+00:00  0.011528                 0.120575   \n",
       "2012-12-06 21:00:00+00:00  0.013389                 0.124280   \n",
       "2012-12-07 21:00:00+00:00  0.009863                 0.127564   \n",
       "2012-12-10 21:00:00+00:00  0.008993                 0.127946   \n",
       "2012-12-11 21:00:00+00:00  0.011454                 0.135333   \n",
       "2012-12-12 21:00:00+00:00  0.010831                 0.135842   \n",
       "2012-12-13 21:00:00+00:00  0.008813                 0.128662   \n",
       "2012-12-14 21:00:00+00:00  0.004093                 0.123994   \n",
       "2012-12-17 21:00:00+00:00  0.005709                 0.137337   \n",
       "2012-12-18 21:00:00+00:00  0.008763                 0.150401   \n",
       "2012-12-19 21:00:00+00:00  0.007229                 0.141670   \n",
       "2012-12-20 21:00:00+00:00  0.005855                 0.147936   \n",
       "2012-12-21 21:00:00+00:00  0.005694                 0.137170   \n",
       "2012-12-24 18:00:00+00:00  0.006004                 0.134395   \n",
       "2012-12-26 21:00:00+00:00  0.004444                 0.128964   \n",
       "2012-12-27 21:00:00+00:00  0.005000                 0.127588   \n",
       "2012-12-28 21:00:00+00:00  0.004146                 0.115128   \n",
       "2012-12-31 21:00:00+00:00  0.008719                 0.134021   \n",
       "\n",
       "                           benchmark_volatility      beta  capital_used  \\\n",
       "2011-01-03 21:00:00+00:00                   NaN       NaN          0.00   \n",
       "2011-01-04 21:00:00+00:00              0.141748  0.000008      -3313.90   \n",
       "2011-01-05 21:00:00+00:00              0.100231  0.000008      -3341.00   \n",
       "2011-01-06 21:00:00+00:00              0.099481  0.000072      -3338.30   \n",
       "2011-01-07 21:00:00+00:00              0.093360 -0.000132      -3362.20   \n",
       "2011-01-10 21:00:00+00:00              0.086675 -0.000592      -3425.55   \n",
       "2011-01-11 21:00:00+00:00              0.080133 -0.000694      -3417.40   \n",
       "2011-01-12 21:00:00+00:00              0.084200 -0.000152      -3445.20   \n",
       "2011-01-13 21:00:00+00:00              0.082298 -0.000193      -3457.80   \n",
       "2011-01-14 21:00:00+00:00              0.081684  0.000136      -3485.80   \n",
       "2011-01-18 21:00:00+00:00              0.077794  0.000559      -3407.50   \n",
       "2011-01-19 21:00:00+00:00              0.094544  0.000911      -3389.40   \n",
       "2011-01-20 21:00:00+00:00              0.091418  0.001344      -3327.80   \n",
       "2011-01-21 21:00:00+00:00              0.087940  0.001184      -3268.20   \n",
       "2011-01-24 21:00:00+00:00              0.086618  0.002605      -3375.50   \n",
       "2011-01-25 21:00:00+00:00              0.083889  0.002405      -3415.00   \n",
       "2011-01-26 21:00:00+00:00              0.081822  0.002563      -3439.50   \n",
       "2011-01-27 21:00:00+00:00              0.079396  0.002547      -3433.10   \n",
       "2011-01-28 21:00:00+00:00              0.105327  0.004306      -3362.00   \n",
       "2011-01-31 21:00:00+00:00              0.105374  0.004547      -3394.20   \n",
       "2011-02-01 21:00:00+00:00              0.115978  0.005065      -3451.30   \n",
       "2011-02-02 21:00:00+00:00              0.114251  0.005050      -3444.20   \n",
       "2011-02-03 21:00:00+00:00              0.111647  0.005035      -3435.40   \n",
       "2011-02-04 21:00:00+00:00              0.109260  0.005094      -3466.00   \n",
       "2011-02-07 21:00:00+00:00              0.107905  0.005462      -3519.80   \n",
       "2011-02-08 21:00:00+00:00              0.105957  0.005571      -3553.00   \n",
       "2011-02-09 21:00:00+00:00              0.104931  0.005217      -3582.60   \n",
       "2011-02-10 21:00:00+00:00              0.103021  0.005313      -3546.40   \n",
       "2011-02-11 21:00:00+00:00              0.101753  0.005409      -3569.50   \n",
       "2011-02-14 21:00:00+00:00              0.099992  0.005427      -3592.80   \n",
       "...                                         ...       ...           ...   \n",
       "2012-11-16 21:00:00+00:00              0.191082  0.085310      -5277.78   \n",
       "2012-11-19 21:00:00+00:00              0.191416  0.089783      -5658.30   \n",
       "2012-11-20 21:00:00+00:00              0.191214  0.089770      -5610.13   \n",
       "2012-11-21 21:00:00+00:00              0.191018  0.089773      -5618.00   \n",
       "2012-11-23 18:00:00+00:00              0.191042  0.090365      -5716.00   \n",
       "2012-11-26 21:00:00+00:00              0.190850  0.090085      -5896.30   \n",
       "2012-11-27 21:00:00+00:00              0.190692  0.090226      -5848.80   \n",
       "2012-11-28 21:00:00+00:00              0.190572  0.090047      -5830.40   \n",
       "2012-11-29 21:00:00+00:00              0.190395  0.090187      -5894.60   \n",
       "2012-11-30 21:00:00+00:00              0.190197  0.090191      -5853.80   \n",
       "2012-12-03 21:00:00+00:00              0.190034  0.090136      -5862.90   \n",
       "2012-12-04 21:00:00+00:00              0.189843  0.090272      -5759.45   \n",
       "2012-12-05 21:00:00+00:00              0.189649  0.089953      -5388.92   \n",
       "2012-12-06 21:00:00+00:00              0.189466  0.090110      -5473.44   \n",
       "2012-12-07 21:00:00+00:00              0.189280  0.089851      -5333.50   \n",
       "2012-12-10 21:00:00+00:00              0.189086  0.089851      -5299.20   \n",
       "2012-12-11 21:00:00+00:00              0.188945  0.090287      -5414.88   \n",
       "2012-12-12 21:00:00+00:00              0.188752  0.090285      -5391.00   \n",
       "2012-12-13 21:00:00+00:00              0.188619  0.090656      -5297.90   \n",
       "2012-12-14 21:00:00+00:00              0.188454  0.091242      -5098.94   \n",
       "2012-12-17 21:00:00+00:00              0.188444  0.091783      -5189.30   \n",
       "2012-12-18 21:00:00+00:00              0.188421  0.092771      -5340.00   \n",
       "2012-12-19 21:00:00+00:00              0.188315  0.093108      -5264.10   \n",
       "2012-12-20 21:00:00+00:00              0.188161  0.092905      -5218.30   \n",
       "2012-12-21 21:00:00+00:00              0.188099  0.092949      -5194.30   \n",
       "2012-12-24 18:00:00+00:00              0.187920  0.092924      -5202.68   \n",
       "2012-12-26 21:00:00+00:00              0.187766  0.093148      -5130.99   \n",
       "2012-12-27 21:00:00+00:00              0.187581  0.093124      -5151.59   \n",
       "2012-12-28 21:00:00+00:00              0.187566  0.093394      -5096.89   \n",
       "2012-12-31 21:00:00+00:00              0.187750  0.095640      -5322.72   \n",
       "\n",
       "                           ending_cash  ending_exposure  \\\n",
       "2011-01-03 21:00:00+00:00  10000000.00             0.00   \n",
       "2011-01-04 21:00:00+00:00   9996686.10          3312.90   \n",
       "2011-01-05 21:00:00+00:00   9993345.10          6680.00   \n",
       "2011-01-06 21:00:00+00:00   9990006.80         10011.90   \n",
       "2011-01-07 21:00:00+00:00   9986644.60         13444.80   \n",
       "2011-01-10 21:00:00+00:00   9983219.05         17122.75   \n",
       "2011-01-11 21:00:00+00:00   9979801.65         20498.40   \n",
       "2011-01-12 21:00:00+00:00   9976356.45         24109.40   \n",
       "2011-01-13 21:00:00+00:00   9972898.65         27654.40   \n",
       "2011-01-14 21:00:00+00:00   9969412.85         31363.20   \n",
       "2011-01-18 21:00:00+00:00   9966005.35         34065.00   \n",
       "2011-01-19 21:00:00+00:00   9962615.95         37272.40   \n",
       "2011-01-20 21:00:00+00:00   9959288.15         39921.60   \n",
       "2011-01-21 21:00:00+00:00   9956019.95         42473.60   \n",
       "2011-01-24 21:00:00+00:00   9952644.45         47243.00   \n",
       "2011-01-25 21:00:00+00:00   9949229.45         51210.00   \n",
       "2011-01-26 21:00:00+00:00   9945789.95         55016.00   \n",
       "2011-01-27 21:00:00+00:00   9942356.85         58345.70   \n",
       "2011-01-28 21:00:00+00:00   9938994.85         60498.00   \n",
       "2011-01-31 21:00:00+00:00   9935600.65         64470.80   \n",
       "2011-02-01 21:00:00+00:00   9932149.35         69006.00   \n",
       "2011-02-02 21:00:00+00:00   9928705.15         72307.20   \n",
       "2011-02-03 21:00:00+00:00   9925269.75         75556.80   \n",
       "2011-02-04 21:00:00+00:00   9921803.75         79695.00   \n",
       "2011-02-07 21:00:00+00:00   9918283.95         84451.20   \n",
       "2011-02-08 21:00:00+00:00   9914730.95         88800.00   \n",
       "2011-02-09 21:00:00+00:00   9911148.35         93121.60   \n",
       "2011-02-10 21:00:00+00:00   9907601.95         95725.80   \n",
       "2011-02-11 21:00:00+00:00   9904032.45         99918.00   \n",
       "2011-02-14 21:00:00+00:00   9900439.65        104162.20   \n",
       "...                                ...              ...   \n",
       "2012-11-16 21:00:00+00:00   7803736.93       2490640.16   \n",
       "2012-11-19 21:00:00+00:00   7798078.63       2675902.90   \n",
       "2012-11-20 21:00:00+00:00   7792468.50       2658727.62   \n",
       "2012-11-21 21:00:00+00:00   7786850.50       2668075.00   \n",
       "2012-11-23 18:00:00+00:00   7781134.50       2720340.00   \n",
       "2012-11-26 21:00:00+00:00   7775238.20       2812058.10   \n",
       "2012-11-27 21:00:00+00:00   7769389.40       2795248.40   \n",
       "2012-11-28 21:00:00+00:00   7763559.00       2792282.60   \n",
       "2012-11-29 21:00:00+00:00   7757664.40       2828928.00   \n",
       "2012-11-30 21:00:00+00:00   7751810.60       2815196.80   \n",
       "2012-12-03 21:00:00+00:00   7745947.70       2825435.80   \n",
       "2012-12-04 21:00:00+00:00   7740188.25       2781331.35   \n",
       "2012-12-05 21:00:00+00:00   7734799.33       2607753.28   \n",
       "2012-12-06 21:00:00+00:00   7729325.89       2654133.40   \n",
       "2012-12-07 21:00:00+00:00   7723992.39       2591595.00   \n",
       "2012-12-10 21:00:00+00:00   7718693.19       2580223.40   \n",
       "2012-12-11 21:00:00+00:00   7713278.31       2641973.44   \n",
       "2012-12-12 21:00:00+00:00   7707887.31       2635710.00   \n",
       "2012-12-13 21:00:00+00:00   7702589.41       2595481.00   \n",
       "2012-12-14 21:00:00+00:00   7697490.47       2503088.54   \n",
       "2012-12-17 21:00:00+00:00   7692301.17       2552643.60   \n",
       "2012-12-18 21:00:00+00:00   7686961.17       2632127.00   \n",
       "2012-12-19 21:00:00+00:00   7681697.07       2599971.40   \n",
       "2012-12-20 21:00:00+00:00   7676478.77       2582563.50   \n",
       "2012-12-21 21:00:00+00:00   7671284.47       2575876.80   \n",
       "2012-12-24 18:00:00+00:00   7666081.79       2585234.96   \n",
       "2012-12-26 21:00:00+00:00   7660950.80       2554735.02   \n",
       "2012-12-27 21:00:00+00:00   7655799.21       2570144.41   \n",
       "2012-12-28 21:00:00+00:00   7650702.32       2547945.00   \n",
       "2012-12-31 21:00:00+00:00   7645379.60       2666181.72   \n",
       "\n",
       "                                    ...            short_exposure  \\\n",
       "2011-01-03 21:00:00+00:00           ...                         0   \n",
       "2011-01-04 21:00:00+00:00           ...                         0   \n",
       "2011-01-05 21:00:00+00:00           ...                         0   \n",
       "2011-01-06 21:00:00+00:00           ...                         0   \n",
       "2011-01-07 21:00:00+00:00           ...                         0   \n",
       "2011-01-10 21:00:00+00:00           ...                         0   \n",
       "2011-01-11 21:00:00+00:00           ...                         0   \n",
       "2011-01-12 21:00:00+00:00           ...                         0   \n",
       "2011-01-13 21:00:00+00:00           ...                         0   \n",
       "2011-01-14 21:00:00+00:00           ...                         0   \n",
       "2011-01-18 21:00:00+00:00           ...                         0   \n",
       "2011-01-19 21:00:00+00:00           ...                         0   \n",
       "2011-01-20 21:00:00+00:00           ...                         0   \n",
       "2011-01-21 21:00:00+00:00           ...                         0   \n",
       "2011-01-24 21:00:00+00:00           ...                         0   \n",
       "2011-01-25 21:00:00+00:00           ...                         0   \n",
       "2011-01-26 21:00:00+00:00           ...                         0   \n",
       "2011-01-27 21:00:00+00:00           ...                         0   \n",
       "2011-01-28 21:00:00+00:00           ...                         0   \n",
       "2011-01-31 21:00:00+00:00           ...                         0   \n",
       "2011-02-01 21:00:00+00:00           ...                         0   \n",
       "2011-02-02 21:00:00+00:00           ...                         0   \n",
       "2011-02-03 21:00:00+00:00           ...                         0   \n",
       "2011-02-04 21:00:00+00:00           ...                         0   \n",
       "2011-02-07 21:00:00+00:00           ...                         0   \n",
       "2011-02-08 21:00:00+00:00           ...                         0   \n",
       "2011-02-09 21:00:00+00:00           ...                         0   \n",
       "2011-02-10 21:00:00+00:00           ...                         0   \n",
       "2011-02-11 21:00:00+00:00           ...                         0   \n",
       "2011-02-14 21:00:00+00:00           ...                         0   \n",
       "...                                 ...                       ...   \n",
       "2012-11-16 21:00:00+00:00           ...                         0   \n",
       "2012-11-19 21:00:00+00:00           ...                         0   \n",
       "2012-11-20 21:00:00+00:00           ...                         0   \n",
       "2012-11-21 21:00:00+00:00           ...                         0   \n",
       "2012-11-23 18:00:00+00:00           ...                         0   \n",
       "2012-11-26 21:00:00+00:00           ...                         0   \n",
       "2012-11-27 21:00:00+00:00           ...                         0   \n",
       "2012-11-28 21:00:00+00:00           ...                         0   \n",
       "2012-11-29 21:00:00+00:00           ...                         0   \n",
       "2012-11-30 21:00:00+00:00           ...                         0   \n",
       "2012-12-03 21:00:00+00:00           ...                         0   \n",
       "2012-12-04 21:00:00+00:00           ...                         0   \n",
       "2012-12-05 21:00:00+00:00           ...                         0   \n",
       "2012-12-06 21:00:00+00:00           ...                         0   \n",
       "2012-12-07 21:00:00+00:00           ...                         0   \n",
       "2012-12-10 21:00:00+00:00           ...                         0   \n",
       "2012-12-11 21:00:00+00:00           ...                         0   \n",
       "2012-12-12 21:00:00+00:00           ...                         0   \n",
       "2012-12-13 21:00:00+00:00           ...                         0   \n",
       "2012-12-14 21:00:00+00:00           ...                         0   \n",
       "2012-12-17 21:00:00+00:00           ...                         0   \n",
       "2012-12-18 21:00:00+00:00           ...                         0   \n",
       "2012-12-19 21:00:00+00:00           ...                         0   \n",
       "2012-12-20 21:00:00+00:00           ...                         0   \n",
       "2012-12-21 21:00:00+00:00           ...                         0   \n",
       "2012-12-24 18:00:00+00:00           ...                         0   \n",
       "2012-12-26 21:00:00+00:00           ...                         0   \n",
       "2012-12-27 21:00:00+00:00           ...                         0   \n",
       "2012-12-28 21:00:00+00:00           ...                         0   \n",
       "2012-12-31 21:00:00+00:00           ...                         0   \n",
       "\n",
       "                           short_value  shorts_count     sortino  \\\n",
       "2011-01-03 21:00:00+00:00            0             0         NaN   \n",
       "2011-01-04 21:00:00+00:00            0             0  -11.224972   \n",
       "2011-01-05 21:00:00+00:00            0             0  230.045324   \n",
       "2011-01-06 21:00:00+00:00            0             0   22.913722   \n",
       "2011-01-07 21:00:00+00:00            0             0   97.979577   \n",
       "2011-01-10 21:00:00+00:00            0             0  341.961345   \n",
       "2011-01-11 21:00:00+00:00            0             0   42.612419   \n",
       "2011-01-12 21:00:00+00:00            0             0   61.885447   \n",
       "2011-01-13 21:00:00+00:00            0             0   69.267298   \n",
       "2011-01-14 21:00:00+00:00            0             0   92.208331   \n",
       "2011-01-18 21:00:00+00:00            0             0    0.476546   \n",
       "2011-01-19 21:00:00+00:00            0             0   -0.700708   \n",
       "2011-01-20 21:00:00+00:00            0             0   -3.490818   \n",
       "2011-01-21 21:00:00+00:00            0             0   -5.207546   \n",
       "2011-01-24 21:00:00+00:00            0             0   -0.375267   \n",
       "2011-01-25 21:00:00+00:00            0             0    1.421565   \n",
       "2011-01-26 21:00:00+00:00            0             0    2.528766   \n",
       "2011-01-27 21:00:00+00:00            0             0    2.134760   \n",
       "2011-01-28 21:00:00+00:00            0             0   -1.069324   \n",
       "2011-01-31 21:00:00+00:00            0             0    0.147515   \n",
       "2011-02-01 21:00:00+00:00            0             0    2.318921   \n",
       "2011-02-02 21:00:00+00:00            0             0    1.978514   \n",
       "2011-02-03 21:00:00+00:00            0             0    1.571015   \n",
       "2011-02-04 21:00:00+00:00            0             0    2.788093   \n",
       "2011-02-07 21:00:00+00:00            0             0    4.984606   \n",
       "2011-02-08 21:00:00+00:00            0             0    6.309501   \n",
       "2011-02-09 21:00:00+00:00            0             0    7.486993   \n",
       "2011-02-10 21:00:00+00:00            0             0    5.040908   \n",
       "2011-02-11 21:00:00+00:00            0             0    5.879790   \n",
       "2011-02-14 21:00:00+00:00            0             0    6.733874   \n",
       "...                                ...           ...         ...   \n",
       "2012-11-16 21:00:00+00:00            0             0    0.581207   \n",
       "2012-11-19 21:00:00+00:00            0             0    0.912542   \n",
       "2012-11-20 21:00:00+00:00            0             0    0.868836   \n",
       "2012-11-21 21:00:00+00:00            0             0    0.874687   \n",
       "2012-11-23 18:00:00+00:00            0             0    0.958079   \n",
       "2012-11-26 21:00:00+00:00            0             0    1.111665   \n",
       "2012-11-27 21:00:00+00:00            0             0    1.068403   \n",
       "2012-11-28 21:00:00+00:00            0             0    1.051351   \n",
       "2012-11-29 21:00:00+00:00            0             0    1.105093   \n",
       "2012-11-30 21:00:00+00:00            0             0    1.067924   \n",
       "2012-12-03 21:00:00+00:00            0             0    1.074588   \n",
       "2012-12-04 21:00:00+00:00            0             0    0.977756   \n",
       "2012-12-05 21:00:00+00:00            0             0    0.605002   \n",
       "2012-12-06 21:00:00+00:00            0             0    0.671627   \n",
       "2012-12-07 21:00:00+00:00            0             0    0.553361   \n",
       "2012-12-10 21:00:00+00:00            0             0    0.525320   \n",
       "2012-12-11 21:00:00+00:00            0             0    0.616351   \n",
       "2012-12-12 21:00:00+00:00            0             0    0.596696   \n",
       "2012-12-13 21:00:00+00:00            0             0    0.519853   \n",
       "2012-12-14 21:00:00+00:00            0             0    0.353785   \n",
       "2012-12-17 21:00:00+00:00            0             0    0.423858   \n",
       "2012-12-18 21:00:00+00:00            0             0    0.540504   \n",
       "2012-12-19 21:00:00+00:00            0             0    0.479739   \n",
       "2012-12-20 21:00:00+00:00            0             0    0.443299   \n",
       "2012-12-21 21:00:00+00:00            0             0    0.424116   \n",
       "2012-12-24 18:00:00+00:00            0             0    0.430192   \n",
       "2012-12-26 21:00:00+00:00            0             0    0.372948   \n",
       "2012-12-27 21:00:00+00:00            0             0    0.388592   \n",
       "2012-12-28 21:00:00+00:00            0             0    0.345046   \n",
       "2012-12-31 21:00:00+00:00            0             0    0.520644   \n",
       "\n",
       "                           starting_cash  starting_exposure  starting_value  \\\n",
       "2011-01-03 21:00:00+00:00    10000000.00               0.00            0.00   \n",
       "2011-01-04 21:00:00+00:00    10000000.00               0.00            0.00   \n",
       "2011-01-05 21:00:00+00:00     9996686.10            3312.90         3312.90   \n",
       "2011-01-06 21:00:00+00:00     9993345.10            6680.00         6680.00   \n",
       "2011-01-07 21:00:00+00:00     9990006.80           10011.90        10011.90   \n",
       "2011-01-10 21:00:00+00:00     9986644.60           13444.80        13444.80   \n",
       "2011-01-11 21:00:00+00:00     9983219.05           17122.75        17122.75   \n",
       "2011-01-12 21:00:00+00:00     9979801.65           20498.40        20498.40   \n",
       "2011-01-13 21:00:00+00:00     9976356.45           24109.40        24109.40   \n",
       "2011-01-14 21:00:00+00:00     9972898.65           27654.40        27654.40   \n",
       "2011-01-18 21:00:00+00:00     9969412.85           31363.20        31363.20   \n",
       "2011-01-19 21:00:00+00:00     9966005.35           34065.00        34065.00   \n",
       "2011-01-20 21:00:00+00:00     9962615.95           37272.40        37272.40   \n",
       "2011-01-21 21:00:00+00:00     9959288.15           39921.60        39921.60   \n",
       "2011-01-24 21:00:00+00:00     9956019.95           42473.60        42473.60   \n",
       "2011-01-25 21:00:00+00:00     9952644.45           47243.00        47243.00   \n",
       "2011-01-26 21:00:00+00:00     9949229.45           51210.00        51210.00   \n",
       "2011-01-27 21:00:00+00:00     9945789.95           55016.00        55016.00   \n",
       "2011-01-28 21:00:00+00:00     9942356.85           58345.70        58345.70   \n",
       "2011-01-31 21:00:00+00:00     9938994.85           60498.00        60498.00   \n",
       "2011-02-01 21:00:00+00:00     9935600.65           64470.80        64470.80   \n",
       "2011-02-02 21:00:00+00:00     9932149.35           69006.00        69006.00   \n",
       "2011-02-03 21:00:00+00:00     9928705.15           72307.20        72307.20   \n",
       "2011-02-04 21:00:00+00:00     9925269.75           75556.80        75556.80   \n",
       "2011-02-07 21:00:00+00:00     9921803.75           79695.00        79695.00   \n",
       "2011-02-08 21:00:00+00:00     9918283.95           84451.20        84451.20   \n",
       "2011-02-09 21:00:00+00:00     9914730.95           88800.00        88800.00   \n",
       "2011-02-10 21:00:00+00:00     9911148.35           93121.60        93121.60   \n",
       "2011-02-11 21:00:00+00:00     9907601.95           95725.80        95725.80   \n",
       "2011-02-14 21:00:00+00:00     9904032.45           99918.00        99918.00   \n",
       "...                                  ...                ...             ...   \n",
       "2012-11-16 21:00:00+00:00     7809014.71         2475670.20      2475670.20   \n",
       "2012-11-19 21:00:00+00:00     7803736.93         2490640.16      2490640.16   \n",
       "2012-11-20 21:00:00+00:00     7798078.63         2675902.90      2675902.90   \n",
       "2012-11-21 21:00:00+00:00     7792468.50         2658727.62      2658727.62   \n",
       "2012-11-23 18:00:00+00:00     7786850.50         2668075.00      2668075.00   \n",
       "2012-11-26 21:00:00+00:00     7781134.50         2720340.00      2720340.00   \n",
       "2012-11-27 21:00:00+00:00     7775238.20         2812058.10      2812058.10   \n",
       "2012-11-28 21:00:00+00:00     7769389.40         2795248.40      2795248.40   \n",
       "2012-11-29 21:00:00+00:00     7763559.00         2792282.60      2792282.60   \n",
       "2012-11-30 21:00:00+00:00     7757664.40         2828928.00      2828928.00   \n",
       "2012-12-03 21:00:00+00:00     7751810.60         2815196.80      2815196.80   \n",
       "2012-12-04 21:00:00+00:00     7745947.70         2825435.80      2825435.80   \n",
       "2012-12-05 21:00:00+00:00     7740188.25         2781331.35      2781331.35   \n",
       "2012-12-06 21:00:00+00:00     7734799.33         2607753.28      2607753.28   \n",
       "2012-12-07 21:00:00+00:00     7729325.89         2654133.40      2654133.40   \n",
       "2012-12-10 21:00:00+00:00     7723992.39         2591595.00      2591595.00   \n",
       "2012-12-11 21:00:00+00:00     7718693.19         2580223.40      2580223.40   \n",
       "2012-12-12 21:00:00+00:00     7713278.31         2641973.44      2641973.44   \n",
       "2012-12-13 21:00:00+00:00     7707887.31         2635710.00      2635710.00   \n",
       "2012-12-14 21:00:00+00:00     7702589.41         2595481.00      2595481.00   \n",
       "2012-12-17 21:00:00+00:00     7697490.47         2503088.54      2503088.54   \n",
       "2012-12-18 21:00:00+00:00     7692301.17         2552643.60      2552643.60   \n",
       "2012-12-19 21:00:00+00:00     7686961.17         2632127.00      2632127.00   \n",
       "2012-12-20 21:00:00+00:00     7681697.07         2599971.40      2599971.40   \n",
       "2012-12-21 21:00:00+00:00     7676478.77         2582563.50      2582563.50   \n",
       "2012-12-24 18:00:00+00:00     7671284.47         2575876.80      2575876.80   \n",
       "2012-12-26 21:00:00+00:00     7666081.79         2585234.96      2585234.96   \n",
       "2012-12-27 21:00:00+00:00     7660950.80         2554735.02      2554735.02   \n",
       "2012-12-28 21:00:00+00:00     7655799.21         2570144.41      2570144.41   \n",
       "2012-12-31 21:00:00+00:00     7650702.32         2547945.00      2547945.00   \n",
       "\n",
       "                           trading_days  \\\n",
       "2011-01-03 21:00:00+00:00             1   \n",
       "2011-01-04 21:00:00+00:00             2   \n",
       "2011-01-05 21:00:00+00:00             3   \n",
       "2011-01-06 21:00:00+00:00             4   \n",
       "2011-01-07 21:00:00+00:00             5   \n",
       "2011-01-10 21:00:00+00:00             6   \n",
       "2011-01-11 21:00:00+00:00             7   \n",
       "2011-01-12 21:00:00+00:00             8   \n",
       "2011-01-13 21:00:00+00:00             9   \n",
       "2011-01-14 21:00:00+00:00            10   \n",
       "2011-01-18 21:00:00+00:00            11   \n",
       "2011-01-19 21:00:00+00:00            12   \n",
       "2011-01-20 21:00:00+00:00            13   \n",
       "2011-01-21 21:00:00+00:00            14   \n",
       "2011-01-24 21:00:00+00:00            15   \n",
       "2011-01-25 21:00:00+00:00            16   \n",
       "2011-01-26 21:00:00+00:00            17   \n",
       "2011-01-27 21:00:00+00:00            18   \n",
       "2011-01-28 21:00:00+00:00            19   \n",
       "2011-01-31 21:00:00+00:00            20   \n",
       "2011-02-01 21:00:00+00:00            21   \n",
       "2011-02-02 21:00:00+00:00            22   \n",
       "2011-02-03 21:00:00+00:00            23   \n",
       "2011-02-04 21:00:00+00:00            24   \n",
       "2011-02-07 21:00:00+00:00            25   \n",
       "2011-02-08 21:00:00+00:00            26   \n",
       "2011-02-09 21:00:00+00:00            27   \n",
       "2011-02-10 21:00:00+00:00            28   \n",
       "2011-02-11 21:00:00+00:00            29   \n",
       "2011-02-14 21:00:00+00:00            30   \n",
       "...                                 ...   \n",
       "2012-11-16 21:00:00+00:00           473   \n",
       "2012-11-19 21:00:00+00:00           474   \n",
       "2012-11-20 21:00:00+00:00           475   \n",
       "2012-11-21 21:00:00+00:00           476   \n",
       "2012-11-23 18:00:00+00:00           477   \n",
       "2012-11-26 21:00:00+00:00           478   \n",
       "2012-11-27 21:00:00+00:00           479   \n",
       "2012-11-28 21:00:00+00:00           480   \n",
       "2012-11-29 21:00:00+00:00           481   \n",
       "2012-11-30 21:00:00+00:00           482   \n",
       "2012-12-03 21:00:00+00:00           483   \n",
       "2012-12-04 21:00:00+00:00           484   \n",
       "2012-12-05 21:00:00+00:00           485   \n",
       "2012-12-06 21:00:00+00:00           486   \n",
       "2012-12-07 21:00:00+00:00           487   \n",
       "2012-12-10 21:00:00+00:00           488   \n",
       "2012-12-11 21:00:00+00:00           489   \n",
       "2012-12-12 21:00:00+00:00           490   \n",
       "2012-12-13 21:00:00+00:00           491   \n",
       "2012-12-14 21:00:00+00:00           492   \n",
       "2012-12-17 21:00:00+00:00           493   \n",
       "2012-12-18 21:00:00+00:00           494   \n",
       "2012-12-19 21:00:00+00:00           495   \n",
       "2012-12-20 21:00:00+00:00           496   \n",
       "2012-12-21 21:00:00+00:00           497   \n",
       "2012-12-24 18:00:00+00:00           498   \n",
       "2012-12-26 21:00:00+00:00           499   \n",
       "2012-12-27 21:00:00+00:00           500   \n",
       "2012-12-28 21:00:00+00:00           501   \n",
       "2012-12-31 21:00:00+00:00           502   \n",
       "\n",
       "                                                                transactions  \\\n",
       "2011-01-03 21:00:00+00:00                                                 []   \n",
       "2011-01-04 21:00:00+00:00  [{u'commission': None, u'amount': 10, u'sid': ...   \n",
       "2011-01-05 21:00:00+00:00  [{u'commission': None, u'amount': 10, u'sid': ...   \n",
       "2011-01-06 21:00:00+00:00  [{u'commission': None, u'amount': 10, u'sid': ...   \n",
       "2011-01-07 21:00:00+00:00  [{u'commission': None, u'amount': 10, u'sid': ...   \n",
       "2011-01-10 21:00:00+00:00  [{u'commission': None, u'amount': 10, u'sid': ...   \n",
       "2011-01-11 21:00:00+00:00  [{u'commission': None, u'amount': 10, u'sid': ...   \n",
       "2011-01-12 21:00:00+00:00  [{u'commission': None, u'amount': 10, u'sid': ...   \n",
       "2011-01-13 21:00:00+00:00  [{u'commission': None, u'amount': 10, u'sid': ...   \n",
       "2011-01-14 21:00:00+00:00  [{u'commission': None, u'amount': 10, u'sid': ...   \n",
       "2011-01-18 21:00:00+00:00  [{u'commission': None, u'amount': 10, u'sid': ...   \n",
       "2011-01-19 21:00:00+00:00  [{u'commission': None, u'amount': 10, u'sid': ...   \n",
       "2011-01-20 21:00:00+00:00  [{u'commission': None, u'amount': 10, u'sid': ...   \n",
       "2011-01-21 21:00:00+00:00  [{u'commission': None, u'amount': 10, u'sid': ...   \n",
       "2011-01-24 21:00:00+00:00  [{u'commission': None, u'amount': 10, u'sid': ...   \n",
       "2011-01-25 21:00:00+00:00  [{u'commission': None, u'amount': 10, u'sid': ...   \n",
       "2011-01-26 21:00:00+00:00  [{u'commission': None, u'amount': 10, u'sid': ...   \n",
       "2011-01-27 21:00:00+00:00  [{u'commission': None, u'amount': 10, u'sid': ...   \n",
       "2011-01-28 21:00:00+00:00  [{u'commission': None, u'amount': 10, u'sid': ...   \n",
       "2011-01-31 21:00:00+00:00  [{u'commission': None, u'amount': 10, u'sid': ...   \n",
       "2011-02-01 21:00:00+00:00  [{u'commission': None, u'amount': 10, u'sid': ...   \n",
       "2011-02-02 21:00:00+00:00  [{u'commission': None, u'amount': 10, u'sid': ...   \n",
       "2011-02-03 21:00:00+00:00  [{u'commission': None, u'amount': 10, u'sid': ...   \n",
       "2011-02-04 21:00:00+00:00  [{u'commission': None, u'amount': 10, u'sid': ...   \n",
       "2011-02-07 21:00:00+00:00  [{u'commission': None, u'amount': 10, u'sid': ...   \n",
       "2011-02-08 21:00:00+00:00  [{u'commission': None, u'amount': 10, u'sid': ...   \n",
       "2011-02-09 21:00:00+00:00  [{u'commission': None, u'amount': 10, u'sid': ...   \n",
       "2011-02-10 21:00:00+00:00  [{u'commission': None, u'amount': 10, u'sid': ...   \n",
       "2011-02-11 21:00:00+00:00  [{u'commission': None, u'amount': 10, u'sid': ...   \n",
       "2011-02-14 21:00:00+00:00  [{u'commission': None, u'amount': 10, u'sid': ...   \n",
       "...                                                                      ...   \n",
       "2012-11-16 21:00:00+00:00  [{u'commission': None, u'amount': 10, u'sid': ...   \n",
       "2012-11-19 21:00:00+00:00  [{u'commission': None, u'amount': 10, u'sid': ...   \n",
       "2012-11-20 21:00:00+00:00  [{u'commission': None, u'amount': 10, u'sid': ...   \n",
       "2012-11-21 21:00:00+00:00  [{u'commission': None, u'amount': 10, u'sid': ...   \n",
       "2012-11-23 18:00:00+00:00  [{u'commission': None, u'amount': 10, u'sid': ...   \n",
       "2012-11-26 21:00:00+00:00  [{u'commission': None, u'amount': 10, u'sid': ...   \n",
       "2012-11-27 21:00:00+00:00  [{u'commission': None, u'amount': 10, u'sid': ...   \n",
       "2012-11-28 21:00:00+00:00  [{u'commission': None, u'amount': 10, u'sid': ...   \n",
       "2012-11-29 21:00:00+00:00  [{u'commission': None, u'amount': 10, u'sid': ...   \n",
       "2012-11-30 21:00:00+00:00  [{u'commission': None, u'amount': 10, u'sid': ...   \n",
       "2012-12-03 21:00:00+00:00  [{u'commission': None, u'amount': 10, u'sid': ...   \n",
       "2012-12-04 21:00:00+00:00  [{u'commission': None, u'amount': 10, u'sid': ...   \n",
       "2012-12-05 21:00:00+00:00  [{u'commission': None, u'amount': 10, u'sid': ...   \n",
       "2012-12-06 21:00:00+00:00  [{u'commission': None, u'amount': 10, u'sid': ...   \n",
       "2012-12-07 21:00:00+00:00  [{u'commission': None, u'amount': 10, u'sid': ...   \n",
       "2012-12-10 21:00:00+00:00  [{u'commission': None, u'amount': 10, u'sid': ...   \n",
       "2012-12-11 21:00:00+00:00  [{u'commission': None, u'amount': 10, u'sid': ...   \n",
       "2012-12-12 21:00:00+00:00  [{u'commission': None, u'amount': 10, u'sid': ...   \n",
       "2012-12-13 21:00:00+00:00  [{u'commission': None, u'amount': 10, u'sid': ...   \n",
       "2012-12-14 21:00:00+00:00  [{u'commission': None, u'amount': 10, u'sid': ...   \n",
       "2012-12-17 21:00:00+00:00  [{u'commission': None, u'amount': 10, u'sid': ...   \n",
       "2012-12-18 21:00:00+00:00  [{u'commission': None, u'amount': 10, u'sid': ...   \n",
       "2012-12-19 21:00:00+00:00  [{u'commission': None, u'amount': 10, u'sid': ...   \n",
       "2012-12-20 21:00:00+00:00  [{u'commission': None, u'amount': 10, u'sid': ...   \n",
       "2012-12-21 21:00:00+00:00  [{u'commission': None, u'amount': 10, u'sid': ...   \n",
       "2012-12-24 18:00:00+00:00  [{u'commission': None, u'amount': 10, u'sid': ...   \n",
       "2012-12-26 21:00:00+00:00  [{u'commission': None, u'amount': 10, u'sid': ...   \n",
       "2012-12-27 21:00:00+00:00  [{u'commission': None, u'amount': 10, u'sid': ...   \n",
       "2012-12-28 21:00:00+00:00  [{u'commission': None, u'amount': 10, u'sid': ...   \n",
       "2012-12-31 21:00:00+00:00  [{u'commission': None, u'amount': 10, u'sid': ...   \n",
       "\n",
       "                           treasury_period_return  \n",
       "2011-01-03 21:00:00+00:00                  0.0336  \n",
       "2011-01-04 21:00:00+00:00                  0.0336  \n",
       "2011-01-05 21:00:00+00:00                  0.0350  \n",
       "2011-01-06 21:00:00+00:00                  0.0344  \n",
       "2011-01-07 21:00:00+00:00                  0.0334  \n",
       "2011-01-10 21:00:00+00:00                  0.0332  \n",
       "2011-01-11 21:00:00+00:00                  0.0337  \n",
       "2011-01-12 21:00:00+00:00                  0.0340  \n",
       "2011-01-13 21:00:00+00:00                  0.0334  \n",
       "2011-01-14 21:00:00+00:00                  0.0335  \n",
       "2011-01-18 21:00:00+00:00                  0.0339  \n",
       "2011-01-19 21:00:00+00:00                  0.0337  \n",
       "2011-01-20 21:00:00+00:00                  0.0347  \n",
       "2011-01-21 21:00:00+00:00                  0.0344  \n",
       "2011-01-24 21:00:00+00:00                  0.0343  \n",
       "2011-01-25 21:00:00+00:00                  0.0335  \n",
       "2011-01-26 21:00:00+00:00                  0.0345  \n",
       "2011-01-27 21:00:00+00:00                  0.0342  \n",
       "2011-01-28 21:00:00+00:00                  0.0336  \n",
       "2011-01-31 21:00:00+00:00                  0.0342  \n",
       "2011-02-01 21:00:00+00:00                  0.0348  \n",
       "2011-02-02 21:00:00+00:00                  0.0352  \n",
       "2011-02-03 21:00:00+00:00                  0.0358  \n",
       "2011-02-04 21:00:00+00:00                  0.0368  \n",
       "2011-02-07 21:00:00+00:00                  0.0368  \n",
       "2011-02-08 21:00:00+00:00                  0.0375  \n",
       "2011-02-09 21:00:00+00:00                  0.0365  \n",
       "2011-02-10 21:00:00+00:00                  0.0370  \n",
       "2011-02-11 21:00:00+00:00                  0.0364  \n",
       "2011-02-14 21:00:00+00:00                  0.0362  \n",
       "...                                           ...  \n",
       "2012-11-16 21:00:00+00:00                  0.0158  \n",
       "2012-11-19 21:00:00+00:00                  0.0161  \n",
       "2012-11-20 21:00:00+00:00                  0.0166  \n",
       "2012-11-21 21:00:00+00:00                  0.0169  \n",
       "2012-11-23 18:00:00+00:00                  0.0170  \n",
       "2012-11-26 21:00:00+00:00                  0.0166  \n",
       "2012-11-27 21:00:00+00:00                  0.0164  \n",
       "2012-11-28 21:00:00+00:00                  0.0163  \n",
       "2012-11-29 21:00:00+00:00                  0.0162  \n",
       "2012-11-30 21:00:00+00:00                  0.0162  \n",
       "2012-12-03 21:00:00+00:00                  0.0163  \n",
       "2012-12-04 21:00:00+00:00                  0.0162  \n",
       "2012-12-05 21:00:00+00:00                  0.0160  \n",
       "2012-12-06 21:00:00+00:00                  0.0159  \n",
       "2012-12-07 21:00:00+00:00                  0.0164  \n",
       "2012-12-10 21:00:00+00:00                  0.0163  \n",
       "2012-12-11 21:00:00+00:00                  0.0166  \n",
       "2012-12-12 21:00:00+00:00                  0.0172  \n",
       "2012-12-13 21:00:00+00:00                  0.0174  \n",
       "2012-12-14 21:00:00+00:00                  0.0172  \n",
       "2012-12-17 21:00:00+00:00                  0.0178  \n",
       "2012-12-18 21:00:00+00:00                  0.0184  \n",
       "2012-12-19 21:00:00+00:00                  0.0182  \n",
       "2012-12-20 21:00:00+00:00                  0.0181  \n",
       "2012-12-21 21:00:00+00:00                  0.0177  \n",
       "2012-12-24 18:00:00+00:00                  0.0179  \n",
       "2012-12-26 21:00:00+00:00                  0.0177  \n",
       "2012-12-27 21:00:00+00:00                  0.0174  \n",
       "2012-12-28 21:00:00+00:00                  0.0173  \n",
       "2012-12-31 21:00:00+00:00                  0.0178  \n",
       "\n",
       "[502 rows x 39 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%zipline --start=2011-1-1 --end=2013-1-1\n",
    "\n",
    "from zipline.api import order, record, symbol\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "def initialize(context):\n",
    "    pass\n",
    "\n",
    "def handle_data(context, data):\n",
    "    order(symbol('AAPL'), 10)\n",
    "    record(AAPL=data[symbol('AAPL')].price)\n",
    "    \n",
    "def analyze(context, perf):\n",
    "    ax1 = plt.subplot(211)\n",
    "    perf.portfolio_value.plot(ax=ax1)\n",
    "    ax2 = plt.subplot(212, sharex=ax1)\n",
    "    perf.AAPL.plot(ax=ax2)\n",
    "    plt.gcf().set_size_inches(18, 8)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
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