diff --git a/zipline/examples/buyapple.ipynb b/zipline/examples/buyapple.ipynb
index ef8c2e46..8433b13a 100644
--- a/zipline/examples/buyapple.ipynb
+++ b/zipline/examples/buyapple.ipynb
@@ -9,7 +9,7 @@
    "outputs": [],
    "source": [
     "%matplotlib inline\n",
-    "import zipline"
+    "%load_ext zipline"
    ]
   },
   {
@@ -21,48 +21,18 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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WiIiIiIhI8dm/H1580YpACnTrBv/5T8HO9R7S03M/TuJXnqZOxIqmToiIiIiISEkwZQoM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\nuHGxSTKAjXhZty7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M//0vdO+evejY55/bsmxHH128/RRzwQXw9deZbe+tPkPnHB/ZiUg8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\n5xBztMvS9+uaEpeTUv2d6p9ka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xyc9XSbpYUpyky7z3dyVvv1VSW+/9venO98GMAQAAAADyy6FD0l/+Is2cKSUkSI0aSTNm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\noOhLHUxYvjx/gwl16liWQtu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j/Z580t5P6TFqlAUBfv4Zdu8Obj3r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Gh7M2BTYEdJ2wLTgJm2NwQurq+RtDHwFmBj4LXA5yRlV/ohMmvWrF4XIXog9T68UvfDK3U/fFLn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\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x11455fa10>"
+       "<matplotlib.figure.Figure at 0x1138b2950>"
       ]
      },
      "metadata": {},
      "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "%%zipline --start=2011-1-1 --end=2013-1-1 -o perf\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": 3,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
+    },
     {
      "data": {
       "text/html": [
-       "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
+       "<div>\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
@@ -92,723 +62,723 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>2011-01-03 21:00:00</th>\n",
-       "      <td>44.025853</td>\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>0.000000e+00</td>\n",
-       "      <td>-0.033600</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>0.011315</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>10000000.00000</td>\n",
-       "      <td>0.00000</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>0.000000</td>\n",
-       "      <td>10000000.00000</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>0.00000</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</th>\n",
-       "      <td>44.255622</td>\n",
-       "      <td>3.367492e-07</td>\n",
-       "      <td>-3.000000e-08</td>\n",
-       "      <td>-0.033607</td>\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>0.000002</td>\n",
-       "      <td>-442.85622</td>\n",
-       "      <td>9999557.14378</td>\n",
-       "      <td>442.55622</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>0.000000</td>\n",
-       "      <td>10000000.00000</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>0.00000</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': 0.3, u'amount': 10, u'sid': 0...</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</th>\n",
-       "      <td>44.617639</td>\n",
-       "      <td>3.189365e-06</td>\n",
-       "      <td>3.020170e-07</td>\n",
-       "      <td>-0.034978</td>\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>0.000002</td>\n",
-       "      <td>-446.47639</td>\n",
-       "      <td>9999110.66739</td>\n",
-       "      <td>892.35278</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>0.000000</td>\n",
-       "      <td>9999557.14378</td>\n",
-       "      <td>442.55622</td>\n",
-       "      <td>442.55622</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': 0.3, u'amount': 10, u'sid': 0...</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</th>\n",
-       "      <td>44.581568</td>\n",
-       "      <td>3.061500e-06</td>\n",
-       "      <td>1.998750e-07</td>\n",
-       "      <td>-0.034396</td>\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>0.000011</td>\n",
-       "      <td>-446.11568</td>\n",
-       "      <td>9998664.55171</td>\n",
-       "      <td>1337.44704</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>-23565.182910</td>\n",
-       "      <td>9999110.66739</td>\n",
-       "      <td>892.35278</td>\n",
-       "      <td>892.35278</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': 0.3, u'amount': 10, u'sid': 0...</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</th>\n",
-       "      <td>44.900840</td>\n",
-       "      <td>6.772637e-06</td>\n",
-       "      <td>1.127691e-06</td>\n",
-       "      <td>-0.033335</td>\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>-0.000017</td>\n",
-       "      <td>-449.30840</td>\n",
-       "      <td>9998215.24331</td>\n",
-       "      <td>1796.03360</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>-22849.578256</td>\n",
-       "      <td>9998664.55171</td>\n",
-       "      <td>1337.44704</td>\n",
-       "      <td>1337.44704</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': 0.3, u'amount': 10, u'sid': 0...</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</th>\n",
-       "      <td>45.746438</td>\n",
-       "      <td>2.115034e-05</td>\n",
-       "      <td>4.480083e-06</td>\n",
-       "      <td>-0.032983</td>\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>-0.000078</td>\n",
-       "      <td>-457.76438</td>\n",
-       "      <td>9997757.47893</td>\n",
-       "      <td>2287.32190</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>-22622.524165</td>\n",
-       "      <td>9998215.24331</td>\n",
-       "      <td>1796.03360</td>\n",
-       "      <td>1796.03360</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': 0.3, u'amount': 10, u'sid': 0...</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</th>\n",
-       "      <td>45.638232</td>\n",
-       "      <td>2.086359e-05</td>\n",
-       "      <td>3.909053e-06</td>\n",
-       "      <td>-0.033518</td>\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>-0.000092</td>\n",
-       "      <td>-456.68232</td>\n",
-       "      <td>9997300.79661</td>\n",
-       "      <td>2738.29392</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>-3483.780133</td>\n",
-       "      <td>9997757.47893</td>\n",
-       "      <td>2287.32190</td>\n",
-       "      <td>2287.32190</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': 0.3, u'amount': 10, u'sid': 0...</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</th>\n",
-       "      <td>46.009602</td>\n",
-       "      <td>2.139637e-05</td>\n",
-       "      <td>6.107273e-06</td>\n",
-       "      <td>-0.033794</td>\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>-0.000019</td>\n",
-       "      <td>-460.39602</td>\n",
-       "      <td>9996840.40059</td>\n",
-       "      <td>3220.67214</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>-3509.560955</td>\n",
-       "      <td>9997300.79661</td>\n",
-       "      <td>2738.29392</td>\n",
-       "      <td>2738.29392</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': 0.3, u'amount': 10, u'sid': 0...</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</th>\n",
-       "      <td>46.177921</td>\n",
-       "      <td>2.011778e-05</td>\n",
-       "      <td>7.255506e-06</td>\n",
-       "      <td>-0.033183</td>\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>-0.000025</td>\n",
-       "      <td>-462.07921</td>\n",
-       "      <td>9996378.32138</td>\n",
-       "      <td>3694.23368</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>-3446.156543</td>\n",
-       "      <td>9996840.40059</td>\n",
-       "      <td>3220.67214</td>\n",
-       "      <td>3220.67214</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': 0.3, u'amount': 10, u'sid': 0...</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</th>\n",
-       "      <td>46.551958</td>\n",
-       "      <td>2.183817e-05</td>\n",
-       "      <td>1.021780e-05</td>\n",
-       "      <td>-0.033255</td>\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>0.000019</td>\n",
-       "      <td>-465.81958</td>\n",
-       "      <td>9995912.50180</td>\n",
-       "      <td>4189.67622</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>-3450.897073</td>\n",
-       "      <td>9996378.32138</td>\n",
-       "      <td>3694.23368</td>\n",
-       "      <td>3694.23368</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': 0.3, u'amount': 10, u'sid': 0...</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</th>\n",
-       "      <td>45.505985</td>\n",
-       "      <td>5.420647e-05</td>\n",
-       "      <td>7.740450e-07</td>\n",
-       "      <td>-0.033931</td>\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>0.000075</td>\n",
-       "      <td>-455.35985</td>\n",
-       "      <td>9995457.14195</td>\n",
-       "      <td>4550.59850</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>-467.522948</td>\n",
-       "      <td>9995912.50180</td>\n",
-       "      <td>4189.67622</td>\n",
-       "      <td>4189.67622</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': 0.3, u'amount': 10, u'sid': 0...</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</th>\n",
-       "      <td>45.264195</td>\n",
-       "      <td>5.295654e-05</td>\n",
-       "      <td>-1.673855e-06</td>\n",
-       "      <td>-0.033781</td>\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>0.000122</td>\n",
-       "      <td>-452.94195</td>\n",
-       "      <td>9995004.20000</td>\n",
-       "      <td>4979.06145</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>-536.976025</td>\n",
-       "      <td>9995457.14195</td>\n",
-       "      <td>4550.59850</td>\n",
-       "      <td>4550.59850</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': 0.3, u'amount': 10, u'sid': 0...</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</th>\n",
-       "      <td>44.441305</td>\n",
-       "      <td>6.419337e-05</td>\n",
-       "      <td>-1.075564e-05</td>\n",
-       "      <td>-0.034965</td>\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>0.000180</td>\n",
-       "      <td>-444.71305</td>\n",
-       "      <td>9994559.48695</td>\n",
-       "      <td>5332.95660</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>-521.144535</td>\n",
-       "      <td>9995004.20000</td>\n",
-       "      <td>4979.06145</td>\n",
-       "      <td>4979.06145</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': 0.3, u'amount': 10, u'sid': 0...</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</th>\n",
-       "      <td>43.645134</td>\n",
-       "      <td>7.200051e-05</td>\n",
-       "      <td>-2.033970e-05</td>\n",
-       "      <td>-0.034819</td>\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>0.000159</td>\n",
-       "      <td>-436.75134</td>\n",
-       "      <td>9994122.73561</td>\n",
-       "      <td>5673.86742</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>-518.817098</td>\n",
-       "      <td>9994559.48695</td>\n",
-       "      <td>5332.95660</td>\n",
-       "      <td>5332.95660</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': 0.3, u'amount': 10, u'sid': 0...</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</th>\n",
-       "      <td>45.078508</td>\n",
-       "      <td>1.075741e-04</td>\n",
-       "      <td>-1.735835e-06</td>\n",
-       "      <td>-0.034472</td>\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>0.000348</td>\n",
-       "      <td>-451.08508</td>\n",
-       "      <td>9993671.65053</td>\n",
-       "      <td>6310.99112</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>-512.296426</td>\n",
-       "      <td>9994122.73561</td>\n",
-       "      <td>5673.86742</td>\n",
-       "      <td>5673.86742</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': 0.3, u'amount': 10, u'sid': 0...</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</th>\n",
-       "      <td>45.606171</td>\n",
-       "      <td>1.080754e-04</td>\n",
-       "      <td>5.621447e-06</td>\n",
-       "      <td>-0.033536</td>\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>0.000322</td>\n",
-       "      <td>-456.36171</td>\n",
-       "      <td>9993215.28882</td>\n",
-       "      <td>6840.92565</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>-498.601529</td>\n",
-       "      <td>9993671.65053</td>\n",
-       "      <td>6310.99112</td>\n",
-       "      <td>6310.99112</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': 0.3, u'amount': 10, u'sid': 0...</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</th>\n",
-       "      <td>45.933458</td>\n",
-       "      <td>1.060857e-04</td>\n",
-       "      <td>1.050075e-05</td>\n",
-       "      <td>-0.034490</td>\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>0.000343</td>\n",
-       "      <td>-459.63458</td>\n",
-       "      <td>9992755.65424</td>\n",
-       "      <td>7349.35328</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>-512.522955</td>\n",
-       "      <td>9993215.28882</td>\n",
-       "      <td>6840.92565</td>\n",
-       "      <td>6840.92565</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': 0.3, u'amount': 10, u'sid': 0...</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</th>\n",
-       "      <td>45.847962</td>\n",
-       "      <td>1.031942e-04</td>\n",
-       "      <td>9.102816e-06</td>\n",
-       "      <td>-0.034220</td>\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>0.000341</td>\n",
-       "      <td>-458.77962</td>\n",
-       "      <td>9992296.87462</td>\n",
-       "      <td>7794.15354</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>-537.649558</td>\n",
-       "      <td>9992755.65424</td>\n",
-       "      <td>7349.35328</td>\n",
-       "      <td>7349.35328</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': 0.3, u'amount': 10, u'sid': 0...</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</th>\n",
-       "      <td>44.898168</td>\n",
-       "      <td>1.172538e-04</td>\n",
-       "      <td>-7.073682e-06</td>\n",
-       "      <td>-0.033788</td>\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>0.000575</td>\n",
-       "      <td>-449.28168</td>\n",
-       "      <td>9991847.59294</td>\n",
-       "      <td>8081.67024</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>-389.884990</td>\n",
-       "      <td>9992296.87462</td>\n",
-       "      <td>7794.15354</td>\n",
-       "      <td>7794.15354</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': 0.3, u'amount': 10, u'sid': 0...</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</th>\n",
-       "      <td>45.328314</td>\n",
-       "      <td>1.176796e-04</td>\n",
-       "      <td>6.389460e-07</td>\n",
-       "      <td>-0.034345</td>\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>0.000608</td>\n",
-       "      <td>-453.58314</td>\n",
-       "      <td>9991394.00980</td>\n",
-       "      <td>8612.37966</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>-395.649056</td>\n",
-       "      <td>9991847.59294</td>\n",
-       "      <td>8081.67024</td>\n",
-       "      <td>8081.67024</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': 0.3, u'amount': 10, u'sid': 0...</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</th>\n",
-       "      <td>46.091090</td>\n",
-       "      <td>1.251200e-04</td>\n",
-       "      <td>1.510169e-05</td>\n",
-       "      <td>-0.034918</td>\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>0.000677</td>\n",
-       "      <td>-461.21090</td>\n",
-       "      <td>9990932.79890</td>\n",
-       "      <td>9218.21800</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>-400.588086</td>\n",
-       "      <td>9991394.00980</td>\n",
-       "      <td>8612.37966</td>\n",
-       "      <td>8612.37966</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': 0.3, u'amount': 10, u'sid': 0...</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</th>\n",
-       "      <td>45.996243</td>\n",
-       "      <td>1.224326e-04</td>\n",
-       "      <td>1.317475e-05</td>\n",
-       "      <td>-0.035310</td>\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>0.000675</td>\n",
-       "      <td>-460.26243</td>\n",
-       "      <td>9990472.53647</td>\n",
-       "      <td>9659.21103</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>-424.267183</td>\n",
-       "      <td>9990932.79890</td>\n",
-       "      <td>9218.21800</td>\n",
-       "      <td>9218.21800</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': 0.3, u'amount': 10, u'sid': 0...</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</th>\n",
-       "      <td>45.878689</td>\n",
-       "      <td>1.200563e-04</td>\n",
-       "      <td>1.067612e-05</td>\n",
-       "      <td>-0.035949</td>\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>0.000673</td>\n",
-       "      <td>-459.08689</td>\n",
-       "      <td>9990013.44958</td>\n",
-       "      <td>10093.31158</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>-451.896844</td>\n",
-       "      <td>9990472.53647</td>\n",
-       "      <td>9659.21103</td>\n",
-       "      <td>9659.21103</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': 0.3, u'amount': 10, u'sid': 0...</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</th>\n",
-       "      <td>46.287460</td>\n",
-       "      <td>1.206036e-04</td>\n",
-       "      <td>1.963908e-05</td>\n",
-       "      <td>-0.036871</td>\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>0.000681</td>\n",
-       "      <td>-463.17460</td>\n",
-       "      <td>9989550.27498</td>\n",
-       "      <td>10646.11580</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>-463.430922</td>\n",
-       "      <td>9990013.44958</td>\n",
-       "      <td>10093.31158</td>\n",
-       "      <td>10093.31158</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': 0.3, u'amount': 10, u'sid': 0...</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</th>\n",
-       "      <td>47.006150</td>\n",
-       "      <td>1.281322e-04</td>\n",
-       "      <td>3.613895e-05</td>\n",
-       "      <td>-0.036768</td>\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>0.000730</td>\n",
-       "      <td>-470.36150</td>\n",
-       "      <td>9989079.91348</td>\n",
-       "      <td>11281.47600</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>-461.429089</td>\n",
-       "      <td>9989550.27498</td>\n",
-       "      <td>10646.11580</td>\n",
-       "      <td>10646.11580</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': 0.3, u'amount': 10, u'sid': 0...</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</th>\n",
-       "      <td>47.449657</td>\n",
-       "      <td>1.287472e-04</td>\n",
-       "      <td>4.675312e-05</td>\n",
-       "      <td>-0.037403</td>\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>0.000744</td>\n",
-       "      <td>-474.79657</td>\n",
-       "      <td>9988605.11691</td>\n",
-       "      <td>11862.41425</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>-469.168623</td>\n",
-       "      <td>9989079.91348</td>\n",
-       "      <td>11281.47600</td>\n",
-       "      <td>11281.47600</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': 0.3, u'amount': 10, u'sid': 0...</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</th>\n",
-       "      <td>47.845070</td>\n",
-       "      <td>1.286240e-04</td>\n",
-       "      <td>5.660844e-05</td>\n",
-       "      <td>-0.036273</td>\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>0.000697</td>\n",
-       "      <td>-478.75070</td>\n",
-       "      <td>9988126.36621</td>\n",
-       "      <td>12439.71820</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>-455.552081</td>\n",
-       "      <td>9988605.11691</td>\n",
-       "      <td>11862.41425</td>\n",
-       "      <td>11862.41425</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': 0.3, u'amount': 10, u'sid': 0...</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</th>\n",
-       "      <td>47.361489</td>\n",
-       "      <td>1.337009e-04</td>\n",
-       "      <td>4.400534e-05</td>\n",
-       "      <td>-0.036904</td>\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>0.000710</td>\n",
-       "      <td>-473.91489</td>\n",
-       "      <td>9987652.45132</td>\n",
-       "      <td>12787.60203</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>-422.237078</td>\n",
-       "      <td>9988126.36621</td>\n",
-       "      <td>12439.71820</td>\n",
-       "      <td>12439.71820</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': 0.3, u'amount': 10, u'sid': 0...</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</th>\n",
-       "      <td>47.670074</td>\n",
-       "      <td>1.327820e-04</td>\n",
-       "      <td>5.230713e-05</td>\n",
-       "      <td>-0.036276</td>\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>0.000723</td>\n",
-       "      <td>-477.00074</td>\n",
-       "      <td>9987175.45058</td>\n",
-       "      <td>13347.62072</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>-414.641288</td>\n",
-       "      <td>9987652.45132</td>\n",
-       "      <td>12787.60203</td>\n",
-       "      <td>12787.60203</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': 0.3, u'amount': 10, u'sid': 0...</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</th>\n",
-       "      <td>47.981327</td>\n",
-       "      <td>1.319879e-04</td>\n",
-       "      <td>6.099221e-05</td>\n",
-       "      <td>-0.036023</td>\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>0.000725</td>\n",
-       "      <td>-480.11327</td>\n",
-       "      <td>9986695.33731</td>\n",
-       "      <td>13914.58483</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>-411.667449</td>\n",
-       "      <td>9987175.45058</td>\n",
-       "      <td>13347.62072</td>\n",
-       "      <td>13347.62072</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': 0.3, u'amount': 10, u'sid': 0...</td>\n",
+       "      <td>[{u'commission': None, u'amount': 10, u'sid': ...</td>\n",
        "      <td>0.0362</td>\n",
        "    </tr>\n",
        "    <tr>\n",
@@ -836,723 +806,723 @@
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2012-11-16 21:00:00</th>\n",
-       "      <td>71.116514</td>\n",
-       "      <td>5.618301e-03</td>\n",
-       "      <td>4.192297e-03</td>\n",
-       "      <td>-0.013889</td>\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>0.011729</td>\n",
-       "      <td>-711.46514</td>\n",
-       "      <td>9706253.02397</td>\n",
-       "      <td>335669.94608</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>-2.935129</td>\n",
-       "      <td>9706964.48911</td>\n",
-       "      <td>333651.12951</td>\n",
-       "      <td>333651.12951</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': 0.3, u'amount': 10, u'sid': 0...</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</th>\n",
-       "      <td>76.244591</td>\n",
-       "      <td>5.879154e-03</td>\n",
-       "      <td>6.612719e-03</td>\n",
-       "      <td>-0.013060</td>\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>0.012348</td>\n",
-       "      <td>-762.74591</td>\n",
-       "      <td>9705490.27806</td>\n",
-       "      <td>360636.91543</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>-2.722651</td>\n",
-       "      <td>9706253.02397</td>\n",
-       "      <td>335669.94608</td>\n",
-       "      <td>335669.94608</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': 0.3, u'amount': 10, u'sid': 0...</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</th>\n",
-       "      <td>75.594985</td>\n",
-       "      <td>5.877550e-03</td>\n",
-       "      <td>6.305426e-03</td>\n",
-       "      <td>-0.013728</td>\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>0.012346</td>\n",
-       "      <td>-756.24985</td>\n",
-       "      <td>9704734.02821</td>\n",
-       "      <td>358320.22890</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>-2.873132</td>\n",
-       "      <td>9705490.27806</td>\n",
-       "      <td>360636.91543</td>\n",
-       "      <td>360636.91543</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': 0.3, u'amount': 10, u'sid': 0...</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</th>\n",
-       "      <td>75.701459</td>\n",
-       "      <td>5.871421e-03</td>\n",
-       "      <td>6.355864e-03</td>\n",
-       "      <td>-0.014020</td>\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>0.012346</td>\n",
-       "      <td>-757.31459</td>\n",
-       "      <td>9703976.71362</td>\n",
-       "      <td>359581.93025</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>-2.933896</td>\n",
-       "      <td>9704734.02821</td>\n",
-       "      <td>358320.22890</td>\n",
-       "      <td>358320.22890</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': 0.3, u'amount': 10, u'sid': 0...</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</th>\n",
-       "      <td>77.022227</td>\n",
-       "      <td>5.881984e-03</td>\n",
-       "      <td>6.983199e-03</td>\n",
-       "      <td>-0.013891</td>\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>0.012430</td>\n",
-       "      <td>-770.52227</td>\n",
-       "      <td>9703206.19135</td>\n",
-       "      <td>366625.80052</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>-2.885262</td>\n",
-       "      <td>9703976.71362</td>\n",
-       "      <td>359581.93025</td>\n",
-       "      <td>359581.93025</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': 0.3, u'amount': 10, u'sid': 0...</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</th>\n",
-       "      <td>79.452167</td>\n",
-       "      <td>5.933219e-03</td>\n",
-       "      <td>8.139821e-03</td>\n",
-       "      <td>-0.012875</td>\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>0.012390</td>\n",
-       "      <td>-794.82167</td>\n",
-       "      <td>9702411.36968</td>\n",
-       "      <td>378986.83659</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>-2.668056</td>\n",
-       "      <td>9703206.19135</td>\n",
-       "      <td>366625.80052</td>\n",
-       "      <td>366625.80052</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': 0.3, u'amount': 10, u'sid': 0...</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</th>\n",
-       "      <td>78.811997</td>\n",
-       "      <td>5.931551e-03</td>\n",
-       "      <td>7.834430e-03</td>\n",
-       "      <td>-0.012808</td>\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>0.012410</td>\n",
-       "      <td>-788.41997</td>\n",
-       "      <td>9701622.94971</td>\n",
-       "      <td>376721.34566</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>-2.666485</td>\n",
-       "      <td>9702411.36968</td>\n",
-       "      <td>378986.83659</td>\n",
-       "      <td>378986.83659</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': 0.3, u'amount': 10, u'sid': 0...</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</th>\n",
-       "      <td>78.564018</td>\n",
-       "      <td>5.926152e-03</td>\n",
-       "      <td>7.715866e-03</td>\n",
-       "      <td>-0.012835</td>\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>0.012385</td>\n",
-       "      <td>-785.94018</td>\n",
-       "      <td>9700837.00953</td>\n",
-       "      <td>376321.64622</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>-2.665345</td>\n",
-       "      <td>9701622.94971</td>\n",
-       "      <td>376721.34566</td>\n",
-       "      <td>376721.34566</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': 0.3, u'amount': 10, u'sid': 0...</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</th>\n",
-       "      <td>79.429250</td>\n",
-       "      <td>5.926881e-03</td>\n",
-       "      <td>8.130282e-03</td>\n",
-       "      <td>-0.012558</td>\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>0.012405</td>\n",
-       "      <td>-794.59250</td>\n",
-       "      <td>9700042.41703</td>\n",
-       "      <td>381260.40000</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>-2.598175</td>\n",
-       "      <td>9700837.00953</td>\n",
-       "      <td>376321.64622</td>\n",
-       "      <td>376321.64622</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': 0.3, u'amount': 10, u'sid': 0...</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</th>\n",
-       "      <td>78.879381</td>\n",
-       "      <td>5.924147e-03</td>\n",
-       "      <td>7.866315e-03</td>\n",
-       "      <td>-0.012704</td>\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>0.012406</td>\n",
-       "      <td>-789.09381</td>\n",
-       "      <td>9699253.32322</td>\n",
-       "      <td>379409.82261</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>-2.635477</td>\n",
-       "      <td>9700042.41703</td>\n",
-       "      <td>381260.40000</td>\n",
-       "      <td>381260.40000</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': 0.3, u'amount': 10, u'sid': 0...</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</th>\n",
-       "      <td>79.002029</td>\n",
-       "      <td>5.918076e-03</td>\n",
-       "      <td>7.925278e-03</td>\n",
-       "      <td>-0.012744</td>\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>0.012398</td>\n",
-       "      <td>-790.32029</td>\n",
-       "      <td>9698463.00293</td>\n",
-       "      <td>380789.77978</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>-2.652430</td>\n",
-       "      <td>9699253.32322</td>\n",
-       "      <td>379409.82261</td>\n",
-       "      <td>379409.82261</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': 0.3, u'amount': 10, u'sid': 0...</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</th>\n",
-       "      <td>77.608479</td>\n",
-       "      <td>5.932444e-03</td>\n",
-       "      <td>7.253557e-03</td>\n",
-       "      <td>-0.012990</td>\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>0.012417</td>\n",
-       "      <td>-776.38479</td>\n",
-       "      <td>9697686.61814</td>\n",
-       "      <td>374848.95357</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>-2.699883</td>\n",
-       "      <td>9698463.00293</td>\n",
-       "      <td>380789.77978</td>\n",
-       "      <td>380789.77978</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': 0.3, u'amount': 10, u'sid': 0...</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</th>\n",
-       "      <td>72.613831</td>\n",
-       "      <td>6.175693e-03</td>\n",
-       "      <td>4.841112e-03</td>\n",
-       "      <td>-0.014062</td>\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>0.012372</td>\n",
-       "      <td>-726.43831</td>\n",
-       "      <td>9696960.17983</td>\n",
-       "      <td>351450.94204</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>-2.638616</td>\n",
-       "      <td>9697686.61814</td>\n",
-       "      <td>374848.95357</td>\n",
-       "      <td>374848.95357</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': 0.3, u'amount': 10, u'sid': 0...</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</th>\n",
-       "      <td>73.752651</td>\n",
-       "      <td>6.181496e-03</td>\n",
-       "      <td>5.392271e-03</td>\n",
-       "      <td>-0.013706</td>\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>0.012394</td>\n",
-       "      <td>-737.82651</td>\n",
-       "      <td>9696222.35332</td>\n",
-       "      <td>357700.35735</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>-2.564139</td>\n",
-       "      <td>9696960.17983</td>\n",
-       "      <td>351450.94204</td>\n",
-       "      <td>351450.94204</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': 0.3, u'amount': 10, u'sid': 0...</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</th>\n",
-       "      <td>71.867195</td>\n",
-       "      <td>6.210549e-03</td>\n",
-       "      <td>4.477795e-03</td>\n",
-       "      <td>-0.014696</td>\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>0.012358</td>\n",
-       "      <td>-718.97195</td>\n",
-       "      <td>9695503.38137</td>\n",
-       "      <td>349274.56770</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>-2.735365</td>\n",
-       "      <td>9696222.35332</td>\n",
-       "      <td>357700.35735</td>\n",
-       "      <td>357700.35735</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': 0.3, u'amount': 10, u'sid': 0...</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</th>\n",
-       "      <td>71.404922</td>\n",
-       "      <td>6.206427e-03</td>\n",
-       "      <td>4.253100e-03</td>\n",
-       "      <td>-0.014719</td>\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>0.012358</td>\n",
-       "      <td>-714.34922</td>\n",
-       "      <td>9694789.03215</td>\n",
-       "      <td>347741.97014</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>-2.745126</td>\n",
-       "      <td>9695503.38137</td>\n",
-       "      <td>349274.56770</td>\n",
-       "      <td>349274.56770</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': 0.3, u'amount': 10, u'sid': 0...</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</th>\n",
-       "      <td>72.964240</td>\n",
-       "      <td>6.223235e-03</td>\n",
-       "      <td>5.012458e-03</td>\n",
-       "      <td>-0.014677</td>\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>0.012418</td>\n",
-       "      <td>-729.94240</td>\n",
-       "      <td>9694059.08975</td>\n",
-       "      <td>356065.49120</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>-2.728224</td>\n",
-       "      <td>9694789.03215</td>\n",
-       "      <td>347741.97014</td>\n",
-       "      <td>347741.97014</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': 0.3, u'amount': 10, u'sid': 0...</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</th>\n",
-       "      <td>72.642132</td>\n",
-       "      <td>6.218018e-03</td>\n",
-       "      <td>4.855239e-03</td>\n",
-       "      <td>-0.015357</td>\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>0.012418</td>\n",
-       "      <td>-726.72132</td>\n",
-       "      <td>9693332.36843</td>\n",
-       "      <td>355220.02548</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>-2.867480</td>\n",
-       "      <td>9694059.08975</td>\n",
-       "      <td>356065.49120</td>\n",
-       "      <td>356065.49120</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': 0.3, u'amount': 10, u'sid': 0...</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</th>\n",
-       "      <td>71.387403</td>\n",
-       "      <td>6.227560e-03</td>\n",
-       "      <td>4.241647e-03</td>\n",
-       "      <td>-0.015829</td>\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>0.012470</td>\n",
-       "      <td>-714.17403</td>\n",
-       "      <td>9692618.19440</td>\n",
-       "      <td>349798.27470</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>-2.966252</td>\n",
-       "      <td>9693332.36843</td>\n",
-       "      <td>355220.02548</td>\n",
-       "      <td>355220.02548</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': 0.3, u'amount': 10, u'sid': 0...</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</th>\n",
-       "      <td>68.705439</td>\n",
-       "      <td>6.292247e-03</td>\n",
-       "      <td>2.927455e-03</td>\n",
-       "      <td>-0.016282</td>\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>0.012551</td>\n",
-       "      <td>-687.35439</td>\n",
-       "      <td>9691930.84001</td>\n",
-       "      <td>337343.70549</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>-2.997439</td>\n",
-       "      <td>9692618.19440</td>\n",
-       "      <td>349798.27470</td>\n",
-       "      <td>349798.27470</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': 0.3, u'amount': 10, u'sid': 0...</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</th>\n",
-       "      <td>69.923777</td>\n",
-       "      <td>6.300007e-03</td>\n",
-       "      <td>3.525629e-03</td>\n",
-       "      <td>-0.016659</td>\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>0.012625</td>\n",
-       "      <td>-699.53777</td>\n",
-       "      <td>9691231.30224</td>\n",
-       "      <td>344024.98284</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>-3.054194</td>\n",
-       "      <td>9691930.84001</td>\n",
-       "      <td>337343.70549</td>\n",
-       "      <td>337343.70549</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': 0.3, u'amount': 10, u'sid': 0...</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</th>\n",
-       "      <td>71.954797</td>\n",
-       "      <td>6.333091e-03</td>\n",
-       "      <td>4.524860e-03</td>\n",
-       "      <td>-0.016836</td>\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>0.012761</td>\n",
-       "      <td>-719.84797</td>\n",
-       "      <td>9690511.45427</td>\n",
-       "      <td>354737.14921</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>-3.072124</td>\n",
-       "      <td>9691231.30224</td>\n",
-       "      <td>344024.98284</td>\n",
-       "      <td>344024.98284</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': 0.3, u'amount': 10, u'sid': 0...</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</th>\n",
-       "      <td>70.931874</td>\n",
-       "      <td>6.337186e-03</td>\n",
-       "      <td>4.020529e-03</td>\n",
-       "      <td>-0.016844</td>\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>0.012808</td>\n",
-       "      <td>-709.61874</td>\n",
-       "      <td>9689801.83553</td>\n",
-       "      <td>350403.45756</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>-3.085890</td>\n",
-       "      <td>9690511.45427</td>\n",
-       "      <td>354737.14921</td>\n",
-       "      <td>354737.14921</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': 0.3, u'amount': 10, u'sid': 0...</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</th>\n",
-       "      <td>70.314622</td>\n",
-       "      <td>6.334684e-03</td>\n",
-       "      <td>3.715577e-03</td>\n",
-       "      <td>-0.016941</td>\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>0.012780</td>\n",
-       "      <td>-703.44622</td>\n",
-       "      <td>9689098.38931</td>\n",
-       "      <td>348057.37890</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>-3.103211</td>\n",
-       "      <td>9689801.83553</td>\n",
-       "      <td>350403.45756</td>\n",
-       "      <td>350403.45756</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': 0.3, u'amount': 10, u'sid': 0...</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</th>\n",
-       "      <td>69.991169</td>\n",
-       "      <td>6.329414e-03</td>\n",
-       "      <td>3.555438e-03</td>\n",
-       "      <td>-0.016560</td>\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>0.012786</td>\n",
-       "      <td>-700.21169</td>\n",
-       "      <td>9688398.17762</td>\n",
-       "      <td>347156.19824</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>-3.048816</td>\n",
-       "      <td>9689098.38931</td>\n",
-       "      <td>348057.37890</td>\n",
-       "      <td>348057.37890</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': 0.3, u'amount': 10, u'sid': 0...</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</th>\n",
-       "      <td>70.104372</td>\n",
-       "      <td>6.323138e-03</td>\n",
-       "      <td>3.611556e-03</td>\n",
-       "      <td>-0.016713</td>\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>0.012782</td>\n",
-       "      <td>-701.34372</td>\n",
-       "      <td>9687696.83390</td>\n",
-       "      <td>348418.72884</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>-3.082421</td>\n",
-       "      <td>9688398.17762</td>\n",
-       "      <td>347156.19824</td>\n",
-       "      <td>347156.19824</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': 0.3, u'amount': 10, u'sid': 0...</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</th>\n",
-       "      <td>69.138058</td>\n",
-       "      <td>6.326216e-03</td>\n",
-       "      <td>3.131268e-03</td>\n",
-       "      <td>-0.016726</td>\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>0.012813</td>\n",
-       "      <td>-691.68058</td>\n",
-       "      <td>9687005.15332</td>\n",
-       "      <td>344307.52884</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>-3.094058</td>\n",
-       "      <td>9687696.83390</td>\n",
-       "      <td>348418.72884</td>\n",
-       "      <td>348418.72884</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': 0.3, u'amount': 10, u'sid': 0...</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</th>\n",
-       "      <td>69.415691</td>\n",
-       "      <td>6.320563e-03</td>\n",
-       "      <td>3.269499e-03</td>\n",
-       "      <td>-0.016353</td>\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>0.012810</td>\n",
-       "      <td>-694.45691</td>\n",
-       "      <td>9686310.69641</td>\n",
-       "      <td>346384.29809</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>-3.023706</td>\n",
-       "      <td>9687005.15332</td>\n",
-       "      <td>344307.52884</td>\n",
-       "      <td>344307.52884</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': 0.3, u'amount': 10, u'sid': 0...</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</th>\n",
-       "      <td>68.678484</td>\n",
-       "      <td>6.319787e-03</td>\n",
-       "      <td>2.901603e-03</td>\n",
-       "      <td>-0.016362</td>\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>0.012847</td>\n",
-       "      <td>-687.08484</td>\n",
-       "      <td>9685623.61157</td>\n",
-       "      <td>343392.42000</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>-3.045813</td>\n",
-       "      <td>9686310.69641</td>\n",
-       "      <td>346384.29809</td>\n",
-       "      <td>346384.29809</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': 0.3, u'amount': 10, u'sid': 0...</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</th>\n",
-       "      <td>71.721638</td>\n",
-       "      <td>6.403634e-03</td>\n",
-       "      <td>4.423150e-03</td>\n",
-       "      <td>-0.016230</td>\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>0.013154</td>\n",
-       "      <td>-717.51638</td>\n",
-       "      <td>9684906.09519</td>\n",
-       "      <td>359325.40638</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>-2.995648</td>\n",
-       "      <td>9685623.61157</td>\n",
-       "      <td>343392.42000</td>\n",
-       "      <td>343392.42000</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': 0.3, u'amount': 10, u'sid': 0...</td>\n",
+       "      <td>[{u'commission': None, u'amount': 10, u'sid': ...</td>\n",
        "      <td>0.0178</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
@@ -1561,520 +1531,664 @@
        "</div>"
       ],
       "text/plain": [
-       "                          AAPL  algo_volatility  algorithm_period_return  \\\n",
-       "2011-01-03 21:00:00  44.025853     0.000000e+00             0.000000e+00   \n",
-       "2011-01-04 21:00:00  44.255622     3.367492e-07            -3.000000e-08   \n",
-       "2011-01-05 21:00:00  44.617639     3.189365e-06             3.020170e-07   \n",
-       "2011-01-06 21:00:00  44.581568     3.061500e-06             1.998750e-07   \n",
-       "2011-01-07 21:00:00  44.900840     6.772637e-06             1.127691e-06   \n",
-       "2011-01-10 21:00:00  45.746438     2.115034e-05             4.480083e-06   \n",
-       "2011-01-11 21:00:00  45.638232     2.086359e-05             3.909053e-06   \n",
-       "2011-01-12 21:00:00  46.009602     2.139637e-05             6.107273e-06   \n",
-       "2011-01-13 21:00:00  46.177921     2.011778e-05             7.255506e-06   \n",
-       "2011-01-14 21:00:00  46.551958     2.183817e-05             1.021780e-05   \n",
-       "2011-01-18 21:00:00  45.505985     5.420647e-05             7.740450e-07   \n",
-       "2011-01-19 21:00:00  45.264195     5.295654e-05            -1.673855e-06   \n",
-       "2011-01-20 21:00:00  44.441305     6.419337e-05            -1.075564e-05   \n",
-       "2011-01-21 21:00:00  43.645134     7.200051e-05            -2.033970e-05   \n",
-       "2011-01-24 21:00:00  45.078508     1.075741e-04            -1.735835e-06   \n",
-       "2011-01-25 21:00:00  45.606171     1.080754e-04             5.621447e-06   \n",
-       "2011-01-26 21:00:00  45.933458     1.060857e-04             1.050075e-05   \n",
-       "2011-01-27 21:00:00  45.847962     1.031942e-04             9.102816e-06   \n",
-       "2011-01-28 21:00:00  44.898168     1.172538e-04            -7.073682e-06   \n",
-       "2011-01-31 21:00:00  45.328314     1.176796e-04             6.389460e-07   \n",
-       "2011-02-01 21:00:00  46.091090     1.251200e-04             1.510169e-05   \n",
-       "2011-02-02 21:00:00  45.996243     1.224326e-04             1.317475e-05   \n",
-       "2011-02-03 21:00:00  45.878689     1.200563e-04             1.067612e-05   \n",
-       "2011-02-04 21:00:00  46.287460     1.206036e-04             1.963908e-05   \n",
-       "2011-02-07 21:00:00  47.006150     1.281322e-04             3.613895e-05   \n",
-       "2011-02-08 21:00:00  47.449657     1.287472e-04             4.675312e-05   \n",
-       "2011-02-09 21:00:00  47.845070     1.286240e-04             5.660844e-05   \n",
-       "2011-02-10 21:00:00  47.361489     1.337009e-04             4.400534e-05   \n",
-       "2011-02-11 21:00:00  47.670074     1.327820e-04             5.230713e-05   \n",
-       "2011-02-14 21:00:00  47.981327     1.319879e-04             6.099221e-05   \n",
-       "...                        ...              ...                      ...   \n",
-       "2012-11-16 21:00:00  71.116514     5.618301e-03             4.192297e-03   \n",
-       "2012-11-19 21:00:00  76.244591     5.879154e-03             6.612719e-03   \n",
-       "2012-11-20 21:00:00  75.594985     5.877550e-03             6.305426e-03   \n",
-       "2012-11-21 21:00:00  75.701459     5.871421e-03             6.355864e-03   \n",
-       "2012-11-23 18:00:00  77.022227     5.881984e-03             6.983199e-03   \n",
-       "2012-11-26 21:00:00  79.452167     5.933219e-03             8.139821e-03   \n",
-       "2012-11-27 21:00:00  78.811997     5.931551e-03             7.834430e-03   \n",
-       "2012-11-28 21:00:00  78.564018     5.926152e-03             7.715866e-03   \n",
-       "2012-11-29 21:00:00  79.429250     5.926881e-03             8.130282e-03   \n",
-       "2012-11-30 21:00:00  78.879381     5.924147e-03             7.866315e-03   \n",
-       "2012-12-03 21:00:00  79.002029     5.918076e-03             7.925278e-03   \n",
-       "2012-12-04 21:00:00  77.608479     5.932444e-03             7.253557e-03   \n",
-       "2012-12-05 21:00:00  72.613831     6.175693e-03             4.841112e-03   \n",
-       "2012-12-06 21:00:00  73.752651     6.181496e-03             5.392271e-03   \n",
-       "2012-12-07 21:00:00  71.867195     6.210549e-03             4.477795e-03   \n",
-       "2012-12-10 21:00:00  71.404922     6.206427e-03             4.253100e-03   \n",
-       "2012-12-11 21:00:00  72.964240     6.223235e-03             5.012458e-03   \n",
-       "2012-12-12 21:00:00  72.642132     6.218018e-03             4.855239e-03   \n",
-       "2012-12-13 21:00:00  71.387403     6.227560e-03             4.241647e-03   \n",
-       "2012-12-14 21:00:00  68.705439     6.292247e-03             2.927455e-03   \n",
-       "2012-12-17 21:00:00  69.923777     6.300007e-03             3.525629e-03   \n",
-       "2012-12-18 21:00:00  71.954797     6.333091e-03             4.524860e-03   \n",
-       "2012-12-19 21:00:00  70.931874     6.337186e-03             4.020529e-03   \n",
-       "2012-12-20 21:00:00  70.314622     6.334684e-03             3.715577e-03   \n",
-       "2012-12-21 21:00:00  69.991169     6.329414e-03             3.555438e-03   \n",
-       "2012-12-24 18:00:00  70.104372     6.323138e-03             3.611556e-03   \n",
-       "2012-12-26 21:00:00  69.138058     6.326216e-03             3.131268e-03   \n",
-       "2012-12-27 21:00:00  69.415691     6.320563e-03             3.269499e-03   \n",
-       "2012-12-28 21:00:00  68.678484     6.319787e-03             2.901603e-03   \n",
-       "2012-12-31 21:00:00  71.721638     6.403634e-03             4.423150e-03   \n",
+       "                              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  benchmark_volatility  \\\n",
-       "2011-01-03 21:00:00 -0.033600                 0.011315              0.000000   \n",
-       "2011-01-04 21:00:00 -0.033607                 0.009987              0.141748   \n",
-       "2011-01-05 21:00:00 -0.034978                 0.015044              0.100231   \n",
-       "2011-01-06 21:00:00 -0.034396                 0.012889              0.099481   \n",
-       "2011-01-07 21:00:00 -0.033335                 0.011021              0.093360   \n",
-       "2011-01-10 21:00:00 -0.032983                 0.009629              0.086675   \n",
-       "2011-01-11 21:00:00 -0.033518                 0.013390              0.080133   \n",
-       "2011-01-12 21:00:00 -0.033794                 0.022518              0.084200   \n",
-       "2011-01-13 21:00:00 -0.033183                 0.020769              0.082298   \n",
-       "2011-01-14 21:00:00 -0.033255                 0.028307              0.081684   \n",
-       "2011-01-18 21:00:00 -0.033931                 0.029722              0.077794   \n",
-       "2011-01-19 21:00:00 -0.033781                 0.019306              0.094544   \n",
-       "2011-01-20 21:00:00 -0.034965                 0.017986              0.091418   \n",
-       "2011-01-21 21:00:00 -0.034819                 0.020443              0.087940   \n",
-       "2011-01-24 21:00:00 -0.034472                 0.026399              0.086618   \n",
-       "2011-01-25 21:00:00 -0.033536                 0.026669              0.083889   \n",
-       "2011-01-26 21:00:00 -0.034490                 0.031003              0.081822   \n",
-       "2011-01-27 21:00:00 -0.034220                 0.033316              0.079396   \n",
-       "2011-01-28 21:00:00 -0.033788                 0.014869              0.105327   \n",
-       "2011-01-31 21:00:00 -0.034345                 0.022646              0.105374   \n",
-       "2011-02-01 21:00:00 -0.034918                 0.039717              0.115978   \n",
-       "2011-02-02 21:00:00 -0.035310                 0.036887              0.114251   \n",
-       "2011-02-03 21:00:00 -0.035949                 0.039328              0.111647   \n",
-       "2011-02-04 21:00:00 -0.036871                 0.042325              0.109260   \n",
-       "2011-02-07 21:00:00 -0.036768                 0.048830              0.107905   \n",
-       "2011-02-08 21:00:00 -0.037403                 0.053219              0.105957   \n",
-       "2011-02-09 21:00:00 -0.036273                 0.050285              0.104931   \n",
-       "2011-02-10 21:00:00 -0.036904                 0.051072              0.103021   \n",
-       "2011-02-11 21:00:00 -0.036276                 0.056860              0.101753   \n",
-       "2011-02-14 21:00:00 -0.036023                 0.059381              0.099992   \n",
-       "...                       ...                      ...                   ...   \n",
-       "2012-11-16 21:00:00 -0.013889                 0.081295              0.191082   \n",
-       "2012-11-19 21:00:00 -0.013060                 0.102772              0.191416   \n",
-       "2012-11-20 21:00:00 -0.013728                 0.103503              0.191214   \n",
-       "2012-11-21 21:00:00 -0.014020                 0.106064              0.191018   \n",
-       "2012-11-23 18:00:00 -0.013891                 0.120472              0.191042   \n",
-       "2012-11-26 21:00:00 -0.012875                 0.118198              0.190850   \n",
-       "2012-11-27 21:00:00 -0.012808                 0.112353              0.190692   \n",
-       "2012-11-28 21:00:00 -0.012835                 0.121092              0.190572   \n",
-       "2012-11-29 21:00:00 -0.012558                 0.125879              0.190395   \n",
-       "2012-11-30 21:00:00 -0.012704                 0.126062              0.190197   \n",
-       "2012-12-03 21:00:00 -0.012744                 0.120718              0.190034   \n",
-       "2012-12-04 21:00:00 -0.012990                 0.118802              0.189843   \n",
-       "2012-12-05 21:00:00 -0.014062                 0.120575              0.189649   \n",
-       "2012-12-06 21:00:00 -0.013706                 0.124280              0.189466   \n",
-       "2012-12-07 21:00:00 -0.014696                 0.127564              0.189280   \n",
-       "2012-12-10 21:00:00 -0.014719                 0.127946              0.189086   \n",
-       "2012-12-11 21:00:00 -0.014677                 0.135333              0.188945   \n",
-       "2012-12-12 21:00:00 -0.015357                 0.135842              0.188752   \n",
-       "2012-12-13 21:00:00 -0.015829                 0.128662              0.188619   \n",
-       "2012-12-14 21:00:00 -0.016282                 0.123994              0.188454   \n",
-       "2012-12-17 21:00:00 -0.016659                 0.137337              0.188444   \n",
-       "2012-12-18 21:00:00 -0.016836                 0.150401              0.188421   \n",
-       "2012-12-19 21:00:00 -0.016844                 0.141670              0.188315   \n",
-       "2012-12-20 21:00:00 -0.016941                 0.147936              0.188161   \n",
-       "2012-12-21 21:00:00 -0.016560                 0.137170              0.188099   \n",
-       "2012-12-24 18:00:00 -0.016713                 0.134395              0.187920   \n",
-       "2012-12-26 21:00:00 -0.016726                 0.128964              0.187766   \n",
-       "2012-12-27 21:00:00 -0.016353                 0.127588              0.187581   \n",
-       "2012-12-28 21:00:00 -0.016362                 0.115128              0.187566   \n",
-       "2012-12-31 21:00:00 -0.016230                 0.134021              0.187750   \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",
-       "                         beta  capital_used     ending_cash  ending_exposure  \\\n",
-       "2011-01-03 21:00:00  0.000000       0.00000  10000000.00000          0.00000   \n",
-       "2011-01-04 21:00:00  0.000002    -442.85622   9999557.14378        442.55622   \n",
-       "2011-01-05 21:00:00  0.000002    -446.47639   9999110.66739        892.35278   \n",
-       "2011-01-06 21:00:00  0.000011    -446.11568   9998664.55171       1337.44704   \n",
-       "2011-01-07 21:00:00 -0.000017    -449.30840   9998215.24331       1796.03360   \n",
-       "2011-01-10 21:00:00 -0.000078    -457.76438   9997757.47893       2287.32190   \n",
-       "2011-01-11 21:00:00 -0.000092    -456.68232   9997300.79661       2738.29392   \n",
-       "2011-01-12 21:00:00 -0.000019    -460.39602   9996840.40059       3220.67214   \n",
-       "2011-01-13 21:00:00 -0.000025    -462.07921   9996378.32138       3694.23368   \n",
-       "2011-01-14 21:00:00  0.000019    -465.81958   9995912.50180       4189.67622   \n",
-       "2011-01-18 21:00:00  0.000075    -455.35985   9995457.14195       4550.59850   \n",
-       "2011-01-19 21:00:00  0.000122    -452.94195   9995004.20000       4979.06145   \n",
-       "2011-01-20 21:00:00  0.000180    -444.71305   9994559.48695       5332.95660   \n",
-       "2011-01-21 21:00:00  0.000159    -436.75134   9994122.73561       5673.86742   \n",
-       "2011-01-24 21:00:00  0.000348    -451.08508   9993671.65053       6310.99112   \n",
-       "2011-01-25 21:00:00  0.000322    -456.36171   9993215.28882       6840.92565   \n",
-       "2011-01-26 21:00:00  0.000343    -459.63458   9992755.65424       7349.35328   \n",
-       "2011-01-27 21:00:00  0.000341    -458.77962   9992296.87462       7794.15354   \n",
-       "2011-01-28 21:00:00  0.000575    -449.28168   9991847.59294       8081.67024   \n",
-       "2011-01-31 21:00:00  0.000608    -453.58314   9991394.00980       8612.37966   \n",
-       "2011-02-01 21:00:00  0.000677    -461.21090   9990932.79890       9218.21800   \n",
-       "2011-02-02 21:00:00  0.000675    -460.26243   9990472.53647       9659.21103   \n",
-       "2011-02-03 21:00:00  0.000673    -459.08689   9990013.44958      10093.31158   \n",
-       "2011-02-04 21:00:00  0.000681    -463.17460   9989550.27498      10646.11580   \n",
-       "2011-02-07 21:00:00  0.000730    -470.36150   9989079.91348      11281.47600   \n",
-       "2011-02-08 21:00:00  0.000744    -474.79657   9988605.11691      11862.41425   \n",
-       "2011-02-09 21:00:00  0.000697    -478.75070   9988126.36621      12439.71820   \n",
-       "2011-02-10 21:00:00  0.000710    -473.91489   9987652.45132      12787.60203   \n",
-       "2011-02-11 21:00:00  0.000723    -477.00074   9987175.45058      13347.62072   \n",
-       "2011-02-14 21:00:00  0.000725    -480.11327   9986695.33731      13914.58483   \n",
-       "...                       ...           ...             ...              ...   \n",
-       "2012-11-16 21:00:00  0.011729    -711.46514   9706253.02397     335669.94608   \n",
-       "2012-11-19 21:00:00  0.012348    -762.74591   9705490.27806     360636.91543   \n",
-       "2012-11-20 21:00:00  0.012346    -756.24985   9704734.02821     358320.22890   \n",
-       "2012-11-21 21:00:00  0.012346    -757.31459   9703976.71362     359581.93025   \n",
-       "2012-11-23 18:00:00  0.012430    -770.52227   9703206.19135     366625.80052   \n",
-       "2012-11-26 21:00:00  0.012390    -794.82167   9702411.36968     378986.83659   \n",
-       "2012-11-27 21:00:00  0.012410    -788.41997   9701622.94971     376721.34566   \n",
-       "2012-11-28 21:00:00  0.012385    -785.94018   9700837.00953     376321.64622   \n",
-       "2012-11-29 21:00:00  0.012405    -794.59250   9700042.41703     381260.40000   \n",
-       "2012-11-30 21:00:00  0.012406    -789.09381   9699253.32322     379409.82261   \n",
-       "2012-12-03 21:00:00  0.012398    -790.32029   9698463.00293     380789.77978   \n",
-       "2012-12-04 21:00:00  0.012417    -776.38479   9697686.61814     374848.95357   \n",
-       "2012-12-05 21:00:00  0.012372    -726.43831   9696960.17983     351450.94204   \n",
-       "2012-12-06 21:00:00  0.012394    -737.82651   9696222.35332     357700.35735   \n",
-       "2012-12-07 21:00:00  0.012358    -718.97195   9695503.38137     349274.56770   \n",
-       "2012-12-10 21:00:00  0.012358    -714.34922   9694789.03215     347741.97014   \n",
-       "2012-12-11 21:00:00  0.012418    -729.94240   9694059.08975     356065.49120   \n",
-       "2012-12-12 21:00:00  0.012418    -726.72132   9693332.36843     355220.02548   \n",
-       "2012-12-13 21:00:00  0.012470    -714.17403   9692618.19440     349798.27470   \n",
-       "2012-12-14 21:00:00  0.012551    -687.35439   9691930.84001     337343.70549   \n",
-       "2012-12-17 21:00:00  0.012625    -699.53777   9691231.30224     344024.98284   \n",
-       "2012-12-18 21:00:00  0.012761    -719.84797   9690511.45427     354737.14921   \n",
-       "2012-12-19 21:00:00  0.012808    -709.61874   9689801.83553     350403.45756   \n",
-       "2012-12-20 21:00:00  0.012780    -703.44622   9689098.38931     348057.37890   \n",
-       "2012-12-21 21:00:00  0.012786    -700.21169   9688398.17762     347156.19824   \n",
-       "2012-12-24 18:00:00  0.012782    -701.34372   9687696.83390     348418.72884   \n",
-       "2012-12-26 21:00:00  0.012813    -691.68058   9687005.15332     344307.52884   \n",
-       "2012-12-27 21:00:00  0.012810    -694.45691   9686310.69641     346384.29809   \n",
-       "2012-12-28 21:00:00  0.012847    -687.08484   9685623.61157     343392.42000   \n",
-       "2012-12-31 21:00:00  0.013154    -717.51638   9684906.09519     359325.40638   \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",
-       "                              ...            short_exposure  short_value  \\\n",
-       "2011-01-03 21:00:00           ...                         0            0   \n",
-       "2011-01-04 21:00:00           ...                         0            0   \n",
-       "2011-01-05 21:00:00           ...                         0            0   \n",
-       "2011-01-06 21:00:00           ...                         0            0   \n",
-       "2011-01-07 21:00:00           ...                         0            0   \n",
-       "2011-01-10 21:00:00           ...                         0            0   \n",
-       "2011-01-11 21:00:00           ...                         0            0   \n",
-       "2011-01-12 21:00:00           ...                         0            0   \n",
-       "2011-01-13 21:00:00           ...                         0            0   \n",
-       "2011-01-14 21:00:00           ...                         0            0   \n",
-       "2011-01-18 21:00:00           ...                         0            0   \n",
-       "2011-01-19 21:00:00           ...                         0            0   \n",
-       "2011-01-20 21:00:00           ...                         0            0   \n",
-       "2011-01-21 21:00:00           ...                         0            0   \n",
-       "2011-01-24 21:00:00           ...                         0            0   \n",
-       "2011-01-25 21:00:00           ...                         0            0   \n",
-       "2011-01-26 21:00:00           ...                         0            0   \n",
-       "2011-01-27 21:00:00           ...                         0            0   \n",
-       "2011-01-28 21:00:00           ...                         0            0   \n",
-       "2011-01-31 21:00:00           ...                         0            0   \n",
-       "2011-02-01 21:00:00           ...                         0            0   \n",
-       "2011-02-02 21:00:00           ...                         0            0   \n",
-       "2011-02-03 21:00:00           ...                         0            0   \n",
-       "2011-02-04 21:00:00           ...                         0            0   \n",
-       "2011-02-07 21:00:00           ...                         0            0   \n",
-       "2011-02-08 21:00:00           ...                         0            0   \n",
-       "2011-02-09 21:00:00           ...                         0            0   \n",
-       "2011-02-10 21:00:00           ...                         0            0   \n",
-       "2011-02-11 21:00:00           ...                         0            0   \n",
-       "2011-02-14 21:00:00           ...                         0            0   \n",
-       "...                           ...                       ...          ...   \n",
-       "2012-11-16 21:00:00           ...                         0            0   \n",
-       "2012-11-19 21:00:00           ...                         0            0   \n",
-       "2012-11-20 21:00:00           ...                         0            0   \n",
-       "2012-11-21 21:00:00           ...                         0            0   \n",
-       "2012-11-23 18:00:00           ...                         0            0   \n",
-       "2012-11-26 21:00:00           ...                         0            0   \n",
-       "2012-11-27 21:00:00           ...                         0            0   \n",
-       "2012-11-28 21:00:00           ...                         0            0   \n",
-       "2012-11-29 21:00:00           ...                         0            0   \n",
-       "2012-11-30 21:00:00           ...                         0            0   \n",
-       "2012-12-03 21:00:00           ...                         0            0   \n",
-       "2012-12-04 21:00:00           ...                         0            0   \n",
-       "2012-12-05 21:00:00           ...                         0            0   \n",
-       "2012-12-06 21:00:00           ...                         0            0   \n",
-       "2012-12-07 21:00:00           ...                         0            0   \n",
-       "2012-12-10 21:00:00           ...                         0            0   \n",
-       "2012-12-11 21:00:00           ...                         0            0   \n",
-       "2012-12-12 21:00:00           ...                         0            0   \n",
-       "2012-12-13 21:00:00           ...                         0            0   \n",
-       "2012-12-14 21:00:00           ...                         0            0   \n",
-       "2012-12-17 21:00:00           ...                         0            0   \n",
-       "2012-12-18 21:00:00           ...                         0            0   \n",
-       "2012-12-19 21:00:00           ...                         0            0   \n",
-       "2012-12-20 21:00:00           ...                         0            0   \n",
-       "2012-12-21 21:00:00           ...                         0            0   \n",
-       "2012-12-24 18:00:00           ...                         0            0   \n",
-       "2012-12-26 21:00:00           ...                         0            0   \n",
-       "2012-12-27 21:00:00           ...                         0            0   \n",
-       "2012-12-28 21:00:00           ...                         0            0   \n",
-       "2012-12-31 21:00:00           ...                         0            0   \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",
-       "                     shorts_count       sortino   starting_cash  \\\n",
-       "2011-01-03 21:00:00             0      0.000000  10000000.00000   \n",
-       "2011-01-04 21:00:00             0      0.000000  10000000.00000   \n",
-       "2011-01-05 21:00:00             0      0.000000   9999557.14378   \n",
-       "2011-01-06 21:00:00             0 -23565.182910   9999110.66739   \n",
-       "2011-01-07 21:00:00             0 -22849.578256   9998664.55171   \n",
-       "2011-01-10 21:00:00             0 -22622.524165   9998215.24331   \n",
-       "2011-01-11 21:00:00             0  -3483.780133   9997757.47893   \n",
-       "2011-01-12 21:00:00             0  -3509.560955   9997300.79661   \n",
-       "2011-01-13 21:00:00             0  -3446.156543   9996840.40059   \n",
-       "2011-01-14 21:00:00             0  -3450.897073   9996378.32138   \n",
-       "2011-01-18 21:00:00             0   -467.522948   9995912.50180   \n",
-       "2011-01-19 21:00:00             0   -536.976025   9995457.14195   \n",
-       "2011-01-20 21:00:00             0   -521.144535   9995004.20000   \n",
-       "2011-01-21 21:00:00             0   -518.817098   9994559.48695   \n",
-       "2011-01-24 21:00:00             0   -512.296426   9994122.73561   \n",
-       "2011-01-25 21:00:00             0   -498.601529   9993671.65053   \n",
-       "2011-01-26 21:00:00             0   -512.522955   9993215.28882   \n",
-       "2011-01-27 21:00:00             0   -537.649558   9992755.65424   \n",
-       "2011-01-28 21:00:00             0   -389.884990   9992296.87462   \n",
-       "2011-01-31 21:00:00             0   -395.649056   9991847.59294   \n",
-       "2011-02-01 21:00:00             0   -400.588086   9991394.00980   \n",
-       "2011-02-02 21:00:00             0   -424.267183   9990932.79890   \n",
-       "2011-02-03 21:00:00             0   -451.896844   9990472.53647   \n",
-       "2011-02-04 21:00:00             0   -463.430922   9990013.44958   \n",
-       "2011-02-07 21:00:00             0   -461.429089   9989550.27498   \n",
-       "2011-02-08 21:00:00             0   -469.168623   9989079.91348   \n",
-       "2011-02-09 21:00:00             0   -455.552081   9988605.11691   \n",
-       "2011-02-10 21:00:00             0   -422.237078   9988126.36621   \n",
-       "2011-02-11 21:00:00             0   -414.641288   9987652.45132   \n",
-       "2011-02-14 21:00:00             0   -411.667449   9987175.45058   \n",
-       "...                           ...           ...             ...   \n",
-       "2012-11-16 21:00:00             0     -2.935129   9706964.48911   \n",
-       "2012-11-19 21:00:00             0     -2.722651   9706253.02397   \n",
-       "2012-11-20 21:00:00             0     -2.873132   9705490.27806   \n",
-       "2012-11-21 21:00:00             0     -2.933896   9704734.02821   \n",
-       "2012-11-23 18:00:00             0     -2.885262   9703976.71362   \n",
-       "2012-11-26 21:00:00             0     -2.668056   9703206.19135   \n",
-       "2012-11-27 21:00:00             0     -2.666485   9702411.36968   \n",
-       "2012-11-28 21:00:00             0     -2.665345   9701622.94971   \n",
-       "2012-11-29 21:00:00             0     -2.598175   9700837.00953   \n",
-       "2012-11-30 21:00:00             0     -2.635477   9700042.41703   \n",
-       "2012-12-03 21:00:00             0     -2.652430   9699253.32322   \n",
-       "2012-12-04 21:00:00             0     -2.699883   9698463.00293   \n",
-       "2012-12-05 21:00:00             0     -2.638616   9697686.61814   \n",
-       "2012-12-06 21:00:00             0     -2.564139   9696960.17983   \n",
-       "2012-12-07 21:00:00             0     -2.735365   9696222.35332   \n",
-       "2012-12-10 21:00:00             0     -2.745126   9695503.38137   \n",
-       "2012-12-11 21:00:00             0     -2.728224   9694789.03215   \n",
-       "2012-12-12 21:00:00             0     -2.867480   9694059.08975   \n",
-       "2012-12-13 21:00:00             0     -2.966252   9693332.36843   \n",
-       "2012-12-14 21:00:00             0     -2.997439   9692618.19440   \n",
-       "2012-12-17 21:00:00             0     -3.054194   9691930.84001   \n",
-       "2012-12-18 21:00:00             0     -3.072124   9691231.30224   \n",
-       "2012-12-19 21:00:00             0     -3.085890   9690511.45427   \n",
-       "2012-12-20 21:00:00             0     -3.103211   9689801.83553   \n",
-       "2012-12-21 21:00:00             0     -3.048816   9689098.38931   \n",
-       "2012-12-24 18:00:00             0     -3.082421   9688398.17762   \n",
-       "2012-12-26 21:00:00             0     -3.094058   9687696.83390   \n",
-       "2012-12-27 21:00:00             0     -3.023706   9687005.15332   \n",
-       "2012-12-28 21:00:00             0     -3.045813   9686310.69641   \n",
-       "2012-12-31 21:00:00             0     -2.995648   9685623.61157   \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",
-       "                     starting_exposure  starting_value  trading_days  \\\n",
-       "2011-01-03 21:00:00            0.00000         0.00000             1   \n",
-       "2011-01-04 21:00:00            0.00000         0.00000             2   \n",
-       "2011-01-05 21:00:00          442.55622       442.55622             3   \n",
-       "2011-01-06 21:00:00          892.35278       892.35278             4   \n",
-       "2011-01-07 21:00:00         1337.44704      1337.44704             5   \n",
-       "2011-01-10 21:00:00         1796.03360      1796.03360             6   \n",
-       "2011-01-11 21:00:00         2287.32190      2287.32190             7   \n",
-       "2011-01-12 21:00:00         2738.29392      2738.29392             8   \n",
-       "2011-01-13 21:00:00         3220.67214      3220.67214             9   \n",
-       "2011-01-14 21:00:00         3694.23368      3694.23368            10   \n",
-       "2011-01-18 21:00:00         4189.67622      4189.67622            11   \n",
-       "2011-01-19 21:00:00         4550.59850      4550.59850            12   \n",
-       "2011-01-20 21:00:00         4979.06145      4979.06145            13   \n",
-       "2011-01-21 21:00:00         5332.95660      5332.95660            14   \n",
-       "2011-01-24 21:00:00         5673.86742      5673.86742            15   \n",
-       "2011-01-25 21:00:00         6310.99112      6310.99112            16   \n",
-       "2011-01-26 21:00:00         6840.92565      6840.92565            17   \n",
-       "2011-01-27 21:00:00         7349.35328      7349.35328            18   \n",
-       "2011-01-28 21:00:00         7794.15354      7794.15354            19   \n",
-       "2011-01-31 21:00:00         8081.67024      8081.67024            20   \n",
-       "2011-02-01 21:00:00         8612.37966      8612.37966            21   \n",
-       "2011-02-02 21:00:00         9218.21800      9218.21800            22   \n",
-       "2011-02-03 21:00:00         9659.21103      9659.21103            23   \n",
-       "2011-02-04 21:00:00        10093.31158     10093.31158            24   \n",
-       "2011-02-07 21:00:00        10646.11580     10646.11580            25   \n",
-       "2011-02-08 21:00:00        11281.47600     11281.47600            26   \n",
-       "2011-02-09 21:00:00        11862.41425     11862.41425            27   \n",
-       "2011-02-10 21:00:00        12439.71820     12439.71820            28   \n",
-       "2011-02-11 21:00:00        12787.60203     12787.60203            29   \n",
-       "2011-02-14 21:00:00        13347.62072     13347.62072            30   \n",
-       "...                                ...             ...           ...   \n",
-       "2012-11-16 21:00:00       333651.12951    333651.12951           473   \n",
-       "2012-11-19 21:00:00       335669.94608    335669.94608           474   \n",
-       "2012-11-20 21:00:00       360636.91543    360636.91543           475   \n",
-       "2012-11-21 21:00:00       358320.22890    358320.22890           476   \n",
-       "2012-11-23 18:00:00       359581.93025    359581.93025           477   \n",
-       "2012-11-26 21:00:00       366625.80052    366625.80052           478   \n",
-       "2012-11-27 21:00:00       378986.83659    378986.83659           479   \n",
-       "2012-11-28 21:00:00       376721.34566    376721.34566           480   \n",
-       "2012-11-29 21:00:00       376321.64622    376321.64622           481   \n",
-       "2012-11-30 21:00:00       381260.40000    381260.40000           482   \n",
-       "2012-12-03 21:00:00       379409.82261    379409.82261           483   \n",
-       "2012-12-04 21:00:00       380789.77978    380789.77978           484   \n",
-       "2012-12-05 21:00:00       374848.95357    374848.95357           485   \n",
-       "2012-12-06 21:00:00       351450.94204    351450.94204           486   \n",
-       "2012-12-07 21:00:00       357700.35735    357700.35735           487   \n",
-       "2012-12-10 21:00:00       349274.56770    349274.56770           488   \n",
-       "2012-12-11 21:00:00       347741.97014    347741.97014           489   \n",
-       "2012-12-12 21:00:00       356065.49120    356065.49120           490   \n",
-       "2012-12-13 21:00:00       355220.02548    355220.02548           491   \n",
-       "2012-12-14 21:00:00       349798.27470    349798.27470           492   \n",
-       "2012-12-17 21:00:00       337343.70549    337343.70549           493   \n",
-       "2012-12-18 21:00:00       344024.98284    344024.98284           494   \n",
-       "2012-12-19 21:00:00       354737.14921    354737.14921           495   \n",
-       "2012-12-20 21:00:00       350403.45756    350403.45756           496   \n",
-       "2012-12-21 21:00:00       348057.37890    348057.37890           497   \n",
-       "2012-12-24 18:00:00       347156.19824    347156.19824           498   \n",
-       "2012-12-26 21:00:00       348418.72884    348418.72884           499   \n",
-       "2012-12-27 21:00:00       344307.52884    344307.52884           500   \n",
-       "2012-12-28 21:00:00       346384.29809    346384.29809           501   \n",
-       "2012-12-31 21:00:00       343392.42000    343392.42000           502   \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",
-       "                                                          transactions  \\\n",
-       "2011-01-03 21:00:00                                                 []   \n",
-       "2011-01-04 21:00:00  [{u'commission': 0.3, u'amount': 10, u'sid': 0...   \n",
-       "2011-01-05 21:00:00  [{u'commission': 0.3, u'amount': 10, u'sid': 0...   \n",
-       "2011-01-06 21:00:00  [{u'commission': 0.3, u'amount': 10, u'sid': 0...   \n",
-       "2011-01-07 21:00:00  [{u'commission': 0.3, u'amount': 10, u'sid': 0...   \n",
-       "2011-01-10 21:00:00  [{u'commission': 0.3, u'amount': 10, u'sid': 0...   \n",
-       "2011-01-11 21:00:00  [{u'commission': 0.3, u'amount': 10, u'sid': 0...   \n",
-       "2011-01-12 21:00:00  [{u'commission': 0.3, u'amount': 10, u'sid': 0...   \n",
-       "2011-01-13 21:00:00  [{u'commission': 0.3, u'amount': 10, u'sid': 0...   \n",
-       "2011-01-14 21:00:00  [{u'commission': 0.3, u'amount': 10, u'sid': 0...   \n",
-       "2011-01-18 21:00:00  [{u'commission': 0.3, u'amount': 10, u'sid': 0...   \n",
-       "2011-01-19 21:00:00  [{u'commission': 0.3, u'amount': 10, u'sid': 0...   \n",
-       "2011-01-20 21:00:00  [{u'commission': 0.3, u'amount': 10, u'sid': 0...   \n",
-       "2011-01-21 21:00:00  [{u'commission': 0.3, u'amount': 10, u'sid': 0...   \n",
-       "2011-01-24 21:00:00  [{u'commission': 0.3, u'amount': 10, u'sid': 0...   \n",
-       "2011-01-25 21:00:00  [{u'commission': 0.3, u'amount': 10, u'sid': 0...   \n",
-       "2011-01-26 21:00:00  [{u'commission': 0.3, u'amount': 10, u'sid': 0...   \n",
-       "2011-01-27 21:00:00  [{u'commission': 0.3, u'amount': 10, u'sid': 0...   \n",
-       "2011-01-28 21:00:00  [{u'commission': 0.3, u'amount': 10, u'sid': 0...   \n",
-       "2011-01-31 21:00:00  [{u'commission': 0.3, u'amount': 10, u'sid': 0...   \n",
-       "2011-02-01 21:00:00  [{u'commission': 0.3, u'amount': 10, u'sid': 0...   \n",
-       "2011-02-02 21:00:00  [{u'commission': 0.3, u'amount': 10, u'sid': 0...   \n",
-       "2011-02-03 21:00:00  [{u'commission': 0.3, u'amount': 10, u'sid': 0...   \n",
-       "2011-02-04 21:00:00  [{u'commission': 0.3, u'amount': 10, u'sid': 0...   \n",
-       "2011-02-07 21:00:00  [{u'commission': 0.3, u'amount': 10, u'sid': 0...   \n",
-       "2011-02-08 21:00:00  [{u'commission': 0.3, u'amount': 10, u'sid': 0...   \n",
-       "2011-02-09 21:00:00  [{u'commission': 0.3, u'amount': 10, u'sid': 0...   \n",
-       "2011-02-10 21:00:00  [{u'commission': 0.3, u'amount': 10, u'sid': 0...   \n",
-       "2011-02-11 21:00:00  [{u'commission': 0.3, u'amount': 10, u'sid': 0...   \n",
-       "2011-02-14 21:00:00  [{u'commission': 0.3, u'amount': 10, u'sid': 0...   \n",
-       "...                                                                ...   \n",
-       "2012-11-16 21:00:00  [{u'commission': 0.3, u'amount': 10, u'sid': 0...   \n",
-       "2012-11-19 21:00:00  [{u'commission': 0.3, u'amount': 10, u'sid': 0...   \n",
-       "2012-11-20 21:00:00  [{u'commission': 0.3, u'amount': 10, u'sid': 0...   \n",
-       "2012-11-21 21:00:00  [{u'commission': 0.3, u'amount': 10, u'sid': 0...   \n",
-       "2012-11-23 18:00:00  [{u'commission': 0.3, u'amount': 10, u'sid': 0...   \n",
-       "2012-11-26 21:00:00  [{u'commission': 0.3, u'amount': 10, u'sid': 0...   \n",
-       "2012-11-27 21:00:00  [{u'commission': 0.3, u'amount': 10, u'sid': 0...   \n",
-       "2012-11-28 21:00:00  [{u'commission': 0.3, u'amount': 10, u'sid': 0...   \n",
-       "2012-11-29 21:00:00  [{u'commission': 0.3, u'amount': 10, u'sid': 0...   \n",
-       "2012-11-30 21:00:00  [{u'commission': 0.3, u'amount': 10, u'sid': 0...   \n",
-       "2012-12-03 21:00:00  [{u'commission': 0.3, u'amount': 10, u'sid': 0...   \n",
-       "2012-12-04 21:00:00  [{u'commission': 0.3, u'amount': 10, u'sid': 0...   \n",
-       "2012-12-05 21:00:00  [{u'commission': 0.3, u'amount': 10, u'sid': 0...   \n",
-       "2012-12-06 21:00:00  [{u'commission': 0.3, u'amount': 10, u'sid': 0...   \n",
-       "2012-12-07 21:00:00  [{u'commission': 0.3, u'amount': 10, u'sid': 0...   \n",
-       "2012-12-10 21:00:00  [{u'commission': 0.3, u'amount': 10, u'sid': 0...   \n",
-       "2012-12-11 21:00:00  [{u'commission': 0.3, u'amount': 10, u'sid': 0...   \n",
-       "2012-12-12 21:00:00  [{u'commission': 0.3, u'amount': 10, u'sid': 0...   \n",
-       "2012-12-13 21:00:00  [{u'commission': 0.3, u'amount': 10, u'sid': 0...   \n",
-       "2012-12-14 21:00:00  [{u'commission': 0.3, u'amount': 10, u'sid': 0...   \n",
-       "2012-12-17 21:00:00  [{u'commission': 0.3, u'amount': 10, u'sid': 0...   \n",
-       "2012-12-18 21:00:00  [{u'commission': 0.3, u'amount': 10, u'sid': 0...   \n",
-       "2012-12-19 21:00:00  [{u'commission': 0.3, u'amount': 10, u'sid': 0...   \n",
-       "2012-12-20 21:00:00  [{u'commission': 0.3, u'amount': 10, u'sid': 0...   \n",
-       "2012-12-21 21:00:00  [{u'commission': 0.3, u'amount': 10, u'sid': 0...   \n",
-       "2012-12-24 18:00:00  [{u'commission': 0.3, u'amount': 10, u'sid': 0...   \n",
-       "2012-12-26 21:00:00  [{u'commission': 0.3, u'amount': 10, u'sid': 0...   \n",
-       "2012-12-27 21:00:00  [{u'commission': 0.3, u'amount': 10, u'sid': 0...   \n",
-       "2012-12-28 21:00:00  [{u'commission': 0.3, u'amount': 10, u'sid': 0...   \n",
-       "2012-12-31 21:00:00  [{u'commission': 0.3, u'amount': 10, u'sid': 0...   \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",
-       "                     treasury_period_return  \n",
-       "2011-01-03 21:00:00                  0.0336  \n",
-       "2011-01-04 21:00:00                  0.0336  \n",
-       "2011-01-05 21:00:00                  0.0350  \n",
-       "2011-01-06 21:00:00                  0.0344  \n",
-       "2011-01-07 21:00:00                  0.0334  \n",
-       "2011-01-10 21:00:00                  0.0332  \n",
-       "2011-01-11 21:00:00                  0.0337  \n",
-       "2011-01-12 21:00:00                  0.0340  \n",
-       "2011-01-13 21:00:00                  0.0334  \n",
-       "2011-01-14 21:00:00                  0.0335  \n",
-       "2011-01-18 21:00:00                  0.0339  \n",
-       "2011-01-19 21:00:00                  0.0337  \n",
-       "2011-01-20 21:00:00                  0.0347  \n",
-       "2011-01-21 21:00:00                  0.0344  \n",
-       "2011-01-24 21:00:00                  0.0343  \n",
-       "2011-01-25 21:00:00                  0.0335  \n",
-       "2011-01-26 21:00:00                  0.0345  \n",
-       "2011-01-27 21:00:00                  0.0342  \n",
-       "2011-01-28 21:00:00                  0.0336  \n",
-       "2011-01-31 21:00:00                  0.0342  \n",
-       "2011-02-01 21:00:00                  0.0348  \n",
-       "2011-02-02 21:00:00                  0.0352  \n",
-       "2011-02-03 21:00:00                  0.0358  \n",
-       "2011-02-04 21:00:00                  0.0368  \n",
-       "2011-02-07 21:00:00                  0.0368  \n",
-       "2011-02-08 21:00:00                  0.0375  \n",
-       "2011-02-09 21:00:00                  0.0365  \n",
-       "2011-02-10 21:00:00                  0.0370  \n",
-       "2011-02-11 21:00:00                  0.0364  \n",
-       "2011-02-14 21:00:00                  0.0362  \n",
-       "...                                     ...  \n",
-       "2012-11-16 21:00:00                  0.0158  \n",
-       "2012-11-19 21:00:00                  0.0161  \n",
-       "2012-11-20 21:00:00                  0.0166  \n",
-       "2012-11-21 21:00:00                  0.0169  \n",
-       "2012-11-23 18:00:00                  0.0170  \n",
-       "2012-11-26 21:00:00                  0.0166  \n",
-       "2012-11-27 21:00:00                  0.0164  \n",
-       "2012-11-28 21:00:00                  0.0163  \n",
-       "2012-11-29 21:00:00                  0.0162  \n",
-       "2012-11-30 21:00:00                  0.0162  \n",
-       "2012-12-03 21:00:00                  0.0163  \n",
-       "2012-12-04 21:00:00                  0.0162  \n",
-       "2012-12-05 21:00:00                  0.0160  \n",
-       "2012-12-06 21:00:00                  0.0159  \n",
-       "2012-12-07 21:00:00                  0.0164  \n",
-       "2012-12-10 21:00:00                  0.0163  \n",
-       "2012-12-11 21:00:00                  0.0166  \n",
-       "2012-12-12 21:00:00                  0.0172  \n",
-       "2012-12-13 21:00:00                  0.0174  \n",
-       "2012-12-14 21:00:00                  0.0172  \n",
-       "2012-12-17 21:00:00                  0.0178  \n",
-       "2012-12-18 21:00:00                  0.0184  \n",
-       "2012-12-19 21:00:00                  0.0182  \n",
-       "2012-12-20 21:00:00                  0.0181  \n",
-       "2012-12-21 21:00:00                  0.0177  \n",
-       "2012-12-24 18:00:00                  0.0179  \n",
-       "2012-12-26 21:00:00                  0.0177  \n",
-       "2012-12-27 21:00:00                  0.0174  \n",
-       "2012-12-28 21:00:00                  0.0173  \n",
-       "2012-12-31 21:00:00                  0.0178  \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": 3,
+     "execution_count": 2,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "perf"
+    "%%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()"
    ]
   },
   {