diff --git a/0. load poliniex data 30m multindex.ipynb b/0. load poliniex data 30m multindex.ipynb
deleted file mode 100644
index 3cf7db9..0000000
--- a/0. load poliniex data 30m multindex.ipynb	
+++ /dev/null
@@ -1,5812 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "load 30m poloniex data"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "metadata": {
-    "ExecuteTime": {
-     "end_time": "2017-07-16T03:53:06.073181Z",
-     "start_time": "2017-07-16T11:53:05.188834+08:00"
-    },
-    "collapsed": true
-   },
-   "outputs": [],
-   "source": [
-    "# plotting\n",
-    "%matplotlib inline\n",
-    "from matplotlib import pyplot as plt\n",
-    "import seaborn as sns\n",
-    "plt.rcParams[\"figure.figsize\"] = (11.5,6)\n",
-    "plt.style.use('ggplot')\n",
-    "\n",
-    "# numeric\n",
-    "import quandl\n",
-    "import numpy as np\n",
-    "from numpy import random\n",
-    "import pandas as pd\n",
-    "\n",
-    "import glob\n",
-    "\n",
-    "from tqdm import tqdm_notebook as tqdm\n",
-    "\n",
-    "import os, json"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 52,
-   "metadata": {
-    "ExecuteTime": {
-     "end_time": "2017-07-16T04:10:15.756945Z",
-     "start_time": "2017-07-16T12:10:15.080283+08:00"
-    },
-    "collapsed": true
-   },
-   "outputs": [],
-   "source": [
-    "dfs=[]\n",
-    "for infile in glob.glob('./data/poloniex_teachmehowtotrade/*.csv'):\n",
-    "    df = pd.read_csv(infile)\n",
-    "    \n",
-    "    # date\n",
-    "    df.index=pd.to_datetime(df.date*1e9)\n",
-    "    del df['date']\n",
-    "    # just the cols from jiang 2017\n",
-    "    df = df[['close','high','low','open']]\n",
-    "    df=df.resample('30T').first()\n",
-    "    \n",
-    "    # name cols\n",
-    "    name = os.path.splitext(os.path.basename(infile))[0]\n",
-    "#     df.columns = ['%s|%s'%(name,col) for col in df.columns]\n",
-    "    df.name=name\n",
-    "    \n",
-    "    dfs.append(df)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 53,
-   "metadata": {
-    "ExecuteTime": {
-     "end_time": "2017-07-16T04:10:17.145476Z",
-     "start_time": "2017-07-16T12:10:17.142947+08:00"
-    },
-    "collapsed": true
-   },
-   "outputs": [],
-   "source": [
-    "# sort by time lengths\n",
-    "dfs.sort(key=lambda x:len(x), reverse=True)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 54,
-   "metadata": {
-    "ExecuteTime": {
-     "end_time": "2017-07-16T04:10:17.619379Z",
-     "start_time": "2017-07-16T12:10:17.615199+08:00"
-    },
-    "collapsed": true
-   },
-   "outputs": [],
-   "source": [
-    "# insert a fake one, the price of one bitcoin in bitcoin = 1\n",
-    "df=dfs[0].copy()\n",
-    "df[:]=1\n",
-    "df.name='BTCBTC'\n",
-    "dfs.insert(0,df)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 55,
-   "metadata": {
-    "ExecuteTime": {
-     "end_time": "2017-07-16T04:10:18.676104Z",
-     "start_time": "2017-07-16T12:10:17.998387+08:00"
-    }
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "['2014-01-18 04:00:00', '2014-01-18 04:00:00', '2014-01-21 22:30:00', '2014-02-07 20:30:00', '2014-05-19 05:30:00', '2014-08-14 03:30:00']\n"
-     ]
-    }
-   ],
-   "source": [
-    "# crop to ones with more data\n",
-    "dfs1= [df for df in dfs if df.index.min()<pd.Timestamp('2015-06-01')]\n",
-    "\n",
-    "# also only ones that are in BTC\n",
-    "dfs1= [df for df in dfs1 if df.name.endswith('BTC')]\n",
-    "print([str(min(df.index)) for df in dfs1])"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 56,
-   "metadata": {
-    "ExecuteTime": {
-     "end_time": "2017-07-16T04:10:18.720104Z",
-     "start_time": "2017-07-16T12:10:18.677877+08:00"
-    },
-    "collapsed": true
-   },
-   "outputs": [],
-   "source": [
-    "# reindex\n",
-    "mi = dfs1[0].index\n",
-    "for i in range(len(dfs1)):\n",
-    "    df = dfs1[i]\n",
-    "    dfs[i]=df.reindex(mi, method='pad')\n",
-    "    dfs[i][np.isnan(dfs[i])]  =0\n",
-    "    dfs[i].name = df.name"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {
-    "ExecuteTime": {
-     "end_time": "2017-07-15T03:47:14.170264Z",
-     "start_time": "2017-07-15T11:47:14.165543+08:00"
-    },
-    "collapsed": true
-   },
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 57,
-   "metadata": {
-    "ExecuteTime": {
-     "end_time": "2017-07-16T04:10:19.570715Z",
-     "start_time": "2017-07-16T12:10:19.463389+08:00"
-    }
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style>\n",
-       "    .dataframe thead tr:only-child th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: left;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr>\n",
-       "      <th>Pair</th>\n",
-       "      <th colspan=\"4\" halign=\"left\">BTCBTC</th>\n",
-       "      <th colspan=\"4\" halign=\"left\">LTCBTC</th>\n",
-       "      <th colspan=\"2\" halign=\"left\">DOGEBTC</th>\n",
-       "      <th>...</th>\n",
-       "      <th colspan=\"2\" halign=\"left\">DASHBTC</th>\n",
-       "      <th colspan=\"4\" halign=\"left\">XMRBTC</th>\n",
-       "      <th colspan=\"4\" halign=\"left\">XRPBTC</th>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Price</th>\n",
-       "      <th>close</th>\n",
-       "      <th>high</th>\n",
-       "      <th>low</th>\n",
-       "      <th>open</th>\n",
-       "      <th>close</th>\n",
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-       "      <th>low</th>\n",
-       "      <th>open</th>\n",
-       "      <th>close</th>\n",
-       "      <th>high</th>\n",
-       "      <th>...</th>\n",
-       "      <th>low</th>\n",
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-       "      <th>close</th>\n",
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-       "      <th>low</th>\n",
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-       "      <th>close</th>\n",
-       "      <th>high</th>\n",
-       "      <th>low</th>\n",
-       "      <th>open</th>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>date</th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
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-       "    </tr>\n",
-       "  </thead>\n",
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-       "      <td>NaN</td>\n",
-       "      <td>...</td>\n",
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-       "    </tr>\n",
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-       "      <td>0.028500</td>\n",
-       "      <td>0.028500</td>\n",
-       "      <td>0.028500</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>...</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2014-01-18 10:30:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.028500</td>\n",
-       "      <td>0.028500</td>\n",
-       "      <td>0.028500</td>\n",
-       "      <td>0.028500</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>...</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2014-01-18 11:00:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.028500</td>\n",
-       "      <td>0.028500</td>\n",
-       "      <td>0.028500</td>\n",
-       "      <td>0.028500</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>...</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2014-01-18 11:30:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.028500</td>\n",
-       "      <td>0.028500</td>\n",
-       "      <td>0.028500</td>\n",
-       "      <td>0.028500</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>...</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2014-01-18 12:00:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.028500</td>\n",
-       "      <td>0.028500</td>\n",
-       "      <td>0.028500</td>\n",
-       "      <td>0.028500</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>...</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2014-01-18 12:30:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.028500</td>\n",
-       "      <td>0.028500</td>\n",
-       "      <td>0.028500</td>\n",
-       "      <td>0.028500</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>...</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2014-01-18 13:00:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.028500</td>\n",
-       "      <td>0.028500</td>\n",
-       "      <td>0.028500</td>\n",
-       "      <td>0.028500</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>...</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2014-01-18 13:30:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.028500</td>\n",
-       "      <td>0.028500</td>\n",
-       "      <td>0.028500</td>\n",
-       "      <td>0.028500</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>...</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2014-01-18 14:00:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.028500</td>\n",
-       "      <td>0.028500</td>\n",
-       "      <td>0.028500</td>\n",
-       "      <td>0.028500</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>...</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2014-01-18 14:30:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.028500</td>\n",
-       "      <td>0.028500</td>\n",
-       "      <td>0.028500</td>\n",
-       "      <td>0.028500</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>...</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2014-01-18 15:00:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.028500</td>\n",
-       "      <td>0.028500</td>\n",
-       "      <td>0.028500</td>\n",
-       "      <td>0.028500</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>...</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2014-01-18 15:30:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.028500</td>\n",
-       "      <td>0.028500</td>\n",
-       "      <td>0.028500</td>\n",
-       "      <td>0.028500</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>...</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2014-01-18 16:00:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.028500</td>\n",
-       "      <td>0.028500</td>\n",
-       "      <td>0.028500</td>\n",
-       "      <td>0.028500</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>...</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2014-01-18 16:30:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.028500</td>\n",
-       "      <td>0.028500</td>\n",
-       "      <td>0.028500</td>\n",
-       "      <td>0.028500</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>...</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2014-01-18 17:00:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.028500</td>\n",
-       "      <td>0.028500</td>\n",
-       "      <td>0.028500</td>\n",
-       "      <td>0.028500</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>...</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2014-01-18 17:30:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.028500</td>\n",
-       "      <td>0.028500</td>\n",
-       "      <td>0.028500</td>\n",
-       "      <td>0.028500</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>...</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2014-01-18 18:00:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.028500</td>\n",
-       "      <td>0.028500</td>\n",
-       "      <td>0.028500</td>\n",
-       "      <td>0.028500</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>...</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2014-01-18 18:30:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.028500</td>\n",
-       "      <td>0.028500</td>\n",
-       "      <td>0.028500</td>\n",
-       "      <td>0.028500</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>...</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>...</th>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2017-07-13 09:00:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.019103</td>\n",
-       "      <td>0.019238</td>\n",
-       "      <td>0.019043</td>\n",
-       "      <td>0.019215</td>\n",
-       "      <td>7.700000e-07</td>\n",
-       "      <td>7.800000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.072012</td>\n",
-       "      <td>0.072809</td>\n",
-       "      <td>0.016200</td>\n",
-       "      <td>0.016260</td>\n",
-       "      <td>0.016151</td>\n",
-       "      <td>0.016220</td>\n",
-       "      <td>0.000083</td>\n",
-       "      <td>0.000083</td>\n",
-       "      <td>0.000082</td>\n",
-       "      <td>0.000083</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2017-07-13 09:30:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.019013</td>\n",
-       "      <td>0.019128</td>\n",
-       "      <td>0.019005</td>\n",
-       "      <td>0.019103</td>\n",
-       "      <td>7.600000e-07</td>\n",
-       "      <td>7.800000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.072300</td>\n",
-       "      <td>0.072425</td>\n",
-       "      <td>0.016214</td>\n",
-       "      <td>0.016396</td>\n",
-       "      <td>0.016200</td>\n",
-       "      <td>0.016200</td>\n",
-       "      <td>0.000082</td>\n",
-       "      <td>0.000083</td>\n",
-       "      <td>0.000081</td>\n",
-       "      <td>0.000083</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2017-07-13 10:00:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.019098</td>\n",
-       "      <td>0.019100</td>\n",
-       "      <td>0.019000</td>\n",
-       "      <td>0.019032</td>\n",
-       "      <td>7.600000e-07</td>\n",
-       "      <td>7.700000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.071729</td>\n",
-       "      <td>0.072481</td>\n",
-       "      <td>0.016263</td>\n",
-       "      <td>0.016281</td>\n",
-       "      <td>0.016211</td>\n",
-       "      <td>0.016214</td>\n",
-       "      <td>0.000081</td>\n",
-       "      <td>0.000082</td>\n",
-       "      <td>0.000080</td>\n",
-       "      <td>0.000082</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2017-07-13 10:30:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.019193</td>\n",
-       "      <td>0.019200</td>\n",
-       "      <td>0.019087</td>\n",
-       "      <td>0.019100</td>\n",
-       "      <td>7.700000e-07</td>\n",
-       "      <td>7.700000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.071585</td>\n",
-       "      <td>0.071730</td>\n",
-       "      <td>0.016304</td>\n",
-       "      <td>0.016367</td>\n",
-       "      <td>0.016263</td>\n",
-       "      <td>0.016279</td>\n",
-       "      <td>0.000081</td>\n",
-       "      <td>0.000082</td>\n",
-       "      <td>0.000080</td>\n",
-       "      <td>0.000081</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2017-07-13 11:00:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.019300</td>\n",
-       "      <td>0.019500</td>\n",
-       "      <td>0.019193</td>\n",
-       "      <td>0.019200</td>\n",
-       "      <td>7.700000e-07</td>\n",
-       "      <td>7.700000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.071670</td>\n",
-       "      <td>0.071771</td>\n",
-       "      <td>0.016382</td>\n",
-       "      <td>0.016408</td>\n",
-       "      <td>0.016304</td>\n",
-       "      <td>0.016304</td>\n",
-       "      <td>0.000081</td>\n",
-       "      <td>0.000082</td>\n",
-       "      <td>0.000080</td>\n",
-       "      <td>0.000081</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2017-07-13 11:30:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.019386</td>\n",
-       "      <td>0.019455</td>\n",
-       "      <td>0.019300</td>\n",
-       "      <td>0.019300</td>\n",
-       "      <td>7.700000e-07</td>\n",
-       "      <td>7.700000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.072640</td>\n",
-       "      <td>0.072640</td>\n",
-       "      <td>0.016490</td>\n",
-       "      <td>0.016490</td>\n",
-       "      <td>0.016382</td>\n",
-       "      <td>0.016404</td>\n",
-       "      <td>0.000084</td>\n",
-       "      <td>0.000084</td>\n",
-       "      <td>0.000081</td>\n",
-       "      <td>0.000081</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2017-07-13 12:00:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.019363</td>\n",
-       "      <td>0.019492</td>\n",
-       "      <td>0.019345</td>\n",
-       "      <td>0.019386</td>\n",
-       "      <td>7.800000e-07</td>\n",
-       "      <td>7.800000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.072867</td>\n",
-       "      <td>0.073170</td>\n",
-       "      <td>0.016433</td>\n",
-       "      <td>0.016499</td>\n",
-       "      <td>0.016365</td>\n",
-       "      <td>0.016490</td>\n",
-       "      <td>0.000083</td>\n",
-       "      <td>0.000084</td>\n",
-       "      <td>0.000083</td>\n",
-       "      <td>0.000084</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2017-07-13 12:30:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.019385</td>\n",
-       "      <td>0.019388</td>\n",
-       "      <td>0.019257</td>\n",
-       "      <td>0.019345</td>\n",
-       "      <td>7.800000e-07</td>\n",
-       "      <td>7.800000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.073020</td>\n",
-       "      <td>0.073070</td>\n",
-       "      <td>0.016441</td>\n",
-       "      <td>0.016499</td>\n",
-       "      <td>0.016353</td>\n",
-       "      <td>0.016499</td>\n",
-       "      <td>0.000083</td>\n",
-       "      <td>0.000083</td>\n",
-       "      <td>0.000082</td>\n",
-       "      <td>0.000083</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2017-07-13 13:00:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.019227</td>\n",
-       "      <td>0.019388</td>\n",
-       "      <td>0.019086</td>\n",
-       "      <td>0.019385</td>\n",
-       "      <td>7.600000e-07</td>\n",
-       "      <td>7.800000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.073221</td>\n",
-       "      <td>0.073400</td>\n",
-       "      <td>0.016410</td>\n",
-       "      <td>0.016437</td>\n",
-       "      <td>0.016337</td>\n",
-       "      <td>0.016437</td>\n",
-       "      <td>0.000082</td>\n",
-       "      <td>0.000083</td>\n",
-       "      <td>0.000082</td>\n",
-       "      <td>0.000083</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2017-07-13 13:30:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.019200</td>\n",
-       "      <td>0.019258</td>\n",
-       "      <td>0.019135</td>\n",
-       "      <td>0.019227</td>\n",
-       "      <td>7.800000e-07</td>\n",
-       "      <td>7.900000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.072830</td>\n",
-       "      <td>0.073230</td>\n",
-       "      <td>0.016351</td>\n",
-       "      <td>0.016425</td>\n",
-       "      <td>0.016334</td>\n",
-       "      <td>0.016410</td>\n",
-       "      <td>0.000083</td>\n",
-       "      <td>0.000083</td>\n",
-       "      <td>0.000082</td>\n",
-       "      <td>0.000082</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2017-07-13 14:00:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.019073</td>\n",
-       "      <td>0.019202</td>\n",
-       "      <td>0.019037</td>\n",
-       "      <td>0.019202</td>\n",
-       "      <td>7.700000e-07</td>\n",
-       "      <td>7.900000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.072800</td>\n",
-       "      <td>0.073193</td>\n",
-       "      <td>0.016306</td>\n",
-       "      <td>0.016400</td>\n",
-       "      <td>0.016306</td>\n",
-       "      <td>0.016400</td>\n",
-       "      <td>0.000083</td>\n",
-       "      <td>0.000083</td>\n",
-       "      <td>0.000082</td>\n",
-       "      <td>0.000083</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2017-07-13 14:30:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.019210</td>\n",
-       "      <td>0.019210</td>\n",
-       "      <td>0.019036</td>\n",
-       "      <td>0.019079</td>\n",
-       "      <td>7.800000e-07</td>\n",
-       "      <td>7.800000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.072639</td>\n",
-       "      <td>0.073000</td>\n",
-       "      <td>0.016306</td>\n",
-       "      <td>0.016377</td>\n",
-       "      <td>0.016306</td>\n",
-       "      <td>0.016306</td>\n",
-       "      <td>0.000082</td>\n",
-       "      <td>0.000083</td>\n",
-       "      <td>0.000082</td>\n",
-       "      <td>0.000083</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2017-07-13 15:00:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.019214</td>\n",
-       "      <td>0.019268</td>\n",
-       "      <td>0.019150</td>\n",
-       "      <td>0.019187</td>\n",
-       "      <td>7.600000e-07</td>\n",
-       "      <td>7.800000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.072056</td>\n",
-       "      <td>0.072642</td>\n",
-       "      <td>0.016120</td>\n",
-       "      <td>0.016392</td>\n",
-       "      <td>0.016046</td>\n",
-       "      <td>0.016306</td>\n",
-       "      <td>0.000083</td>\n",
-       "      <td>0.000083</td>\n",
-       "      <td>0.000082</td>\n",
-       "      <td>0.000082</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2017-07-13 15:30:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.019110</td>\n",
-       "      <td>0.019275</td>\n",
-       "      <td>0.019100</td>\n",
-       "      <td>0.019216</td>\n",
-       "      <td>7.500000e-07</td>\n",
-       "      <td>7.800000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.071605</td>\n",
-       "      <td>0.072298</td>\n",
-       "      <td>0.016027</td>\n",
-       "      <td>0.016200</td>\n",
-       "      <td>0.015992</td>\n",
-       "      <td>0.016200</td>\n",
-       "      <td>0.000081</td>\n",
-       "      <td>0.000083</td>\n",
-       "      <td>0.000080</td>\n",
-       "      <td>0.000082</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2017-07-13 16:00:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.019087</td>\n",
-       "      <td>0.019186</td>\n",
-       "      <td>0.018950</td>\n",
-       "      <td>0.019110</td>\n",
-       "      <td>7.500000e-07</td>\n",
-       "      <td>7.600000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.071100</td>\n",
-       "      <td>0.071605</td>\n",
-       "      <td>0.016020</td>\n",
-       "      <td>0.016080</td>\n",
-       "      <td>0.015960</td>\n",
-       "      <td>0.016010</td>\n",
-       "      <td>0.000081</td>\n",
-       "      <td>0.000082</td>\n",
-       "      <td>0.000080</td>\n",
-       "      <td>0.000081</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2017-07-13 16:30:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.019220</td>\n",
-       "      <td>0.019220</td>\n",
-       "      <td>0.019085</td>\n",
-       "      <td>0.019087</td>\n",
-       "      <td>7.600000e-07</td>\n",
-       "      <td>7.600000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.071455</td>\n",
-       "      <td>0.072033</td>\n",
-       "      <td>0.016030</td>\n",
-       "      <td>0.016100</td>\n",
-       "      <td>0.016002</td>\n",
-       "      <td>0.016070</td>\n",
-       "      <td>0.000081</td>\n",
-       "      <td>0.000081</td>\n",
-       "      <td>0.000079</td>\n",
-       "      <td>0.000081</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2017-07-13 17:00:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.019203</td>\n",
-       "      <td>0.019245</td>\n",
-       "      <td>0.019101</td>\n",
-       "      <td>0.019220</td>\n",
-       "      <td>7.600000e-07</td>\n",
-       "      <td>7.600000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.071630</td>\n",
-       "      <td>0.072100</td>\n",
-       "      <td>0.016229</td>\n",
-       "      <td>0.016232</td>\n",
-       "      <td>0.016115</td>\n",
-       "      <td>0.016115</td>\n",
-       "      <td>0.000080</td>\n",
-       "      <td>0.000081</td>\n",
-       "      <td>0.000080</td>\n",
-       "      <td>0.000080</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2017-07-13 17:30:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.019021</td>\n",
-       "      <td>0.019194</td>\n",
-       "      <td>0.018983</td>\n",
-       "      <td>0.019180</td>\n",
-       "      <td>7.500000e-07</td>\n",
-       "      <td>7.600000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.072511</td>\n",
-       "      <td>0.072635</td>\n",
-       "      <td>0.016057</td>\n",
-       "      <td>0.016232</td>\n",
-       "      <td>0.016030</td>\n",
-       "      <td>0.016218</td>\n",
-       "      <td>0.000079</td>\n",
-       "      <td>0.000080</td>\n",
-       "      <td>0.000078</td>\n",
-       "      <td>0.000080</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2017-07-13 18:00:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.019112</td>\n",
-       "      <td>0.019112</td>\n",
-       "      <td>0.018986</td>\n",
-       "      <td>0.019045</td>\n",
-       "      <td>7.600000e-07</td>\n",
-       "      <td>7.700000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.072492</td>\n",
-       "      <td>0.072610</td>\n",
-       "      <td>0.016128</td>\n",
-       "      <td>0.016157</td>\n",
-       "      <td>0.016000</td>\n",
-       "      <td>0.016038</td>\n",
-       "      <td>0.000079</td>\n",
-       "      <td>0.000081</td>\n",
-       "      <td>0.000079</td>\n",
-       "      <td>0.000079</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2017-07-13 18:30:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.019124</td>\n",
-       "      <td>0.019174</td>\n",
-       "      <td>0.019040</td>\n",
-       "      <td>0.019090</td>\n",
-       "      <td>7.700000e-07</td>\n",
-       "      <td>7.700000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.072563</td>\n",
-       "      <td>0.072563</td>\n",
-       "      <td>0.016389</td>\n",
-       "      <td>0.016399</td>\n",
-       "      <td>0.016100</td>\n",
-       "      <td>0.016110</td>\n",
-       "      <td>0.000079</td>\n",
-       "      <td>0.000081</td>\n",
-       "      <td>0.000079</td>\n",
-       "      <td>0.000079</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2017-07-13 19:00:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.019095</td>\n",
-       "      <td>0.019200</td>\n",
-       "      <td>0.019070</td>\n",
-       "      <td>0.019124</td>\n",
-       "      <td>7.600000e-07</td>\n",
-       "      <td>7.700000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.072381</td>\n",
-       "      <td>0.072984</td>\n",
-       "      <td>0.016366</td>\n",
-       "      <td>0.016488</td>\n",
-       "      <td>0.016300</td>\n",
-       "      <td>0.016300</td>\n",
-       "      <td>0.000078</td>\n",
-       "      <td>0.000079</td>\n",
-       "      <td>0.000078</td>\n",
-       "      <td>0.000079</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2017-07-13 19:30:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.019040</td>\n",
-       "      <td>0.019125</td>\n",
-       "      <td>0.019040</td>\n",
-       "      <td>0.019087</td>\n",
-       "      <td>7.600000e-07</td>\n",
-       "      <td>7.700000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.071570</td>\n",
-       "      <td>0.072545</td>\n",
-       "      <td>0.016305</td>\n",
-       "      <td>0.016488</td>\n",
-       "      <td>0.016305</td>\n",
-       "      <td>0.016362</td>\n",
-       "      <td>0.000079</td>\n",
-       "      <td>0.000079</td>\n",
-       "      <td>0.000078</td>\n",
-       "      <td>0.000078</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2017-07-13 20:00:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.019100</td>\n",
-       "      <td>0.019130</td>\n",
-       "      <td>0.019000</td>\n",
-       "      <td>0.019040</td>\n",
-       "      <td>7.600000e-07</td>\n",
-       "      <td>7.700000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.071586</td>\n",
-       "      <td>0.071586</td>\n",
-       "      <td>0.016180</td>\n",
-       "      <td>0.016382</td>\n",
-       "      <td>0.016175</td>\n",
-       "      <td>0.016341</td>\n",
-       "      <td>0.000079</td>\n",
-       "      <td>0.000080</td>\n",
-       "      <td>0.000079</td>\n",
-       "      <td>0.000079</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2017-07-13 20:30:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.019266</td>\n",
-       "      <td>0.019280</td>\n",
-       "      <td>0.019100</td>\n",
-       "      <td>0.019130</td>\n",
-       "      <td>7.500000e-07</td>\n",
-       "      <td>7.600000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.071727</td>\n",
-       "      <td>0.072091</td>\n",
-       "      <td>0.016281</td>\n",
-       "      <td>0.016380</td>\n",
-       "      <td>0.016220</td>\n",
-       "      <td>0.016318</td>\n",
-       "      <td>0.000081</td>\n",
-       "      <td>0.000081</td>\n",
-       "      <td>0.000079</td>\n",
-       "      <td>0.000079</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2017-07-13 21:00:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.019344</td>\n",
-       "      <td>0.019382</td>\n",
-       "      <td>0.019224</td>\n",
-       "      <td>0.019280</td>\n",
-       "      <td>7.600000e-07</td>\n",
-       "      <td>7.600000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.072067</td>\n",
-       "      <td>0.072315</td>\n",
-       "      <td>0.016360</td>\n",
-       "      <td>0.016425</td>\n",
-       "      <td>0.016281</td>\n",
-       "      <td>0.016379</td>\n",
-       "      <td>0.000081</td>\n",
-       "      <td>0.000082</td>\n",
-       "      <td>0.000081</td>\n",
-       "      <td>0.000081</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2017-07-13 21:30:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.019210</td>\n",
-       "      <td>0.019365</td>\n",
-       "      <td>0.019110</td>\n",
-       "      <td>0.019365</td>\n",
-       "      <td>7.700000e-07</td>\n",
-       "      <td>7.700000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.072067</td>\n",
-       "      <td>0.072148</td>\n",
-       "      <td>0.016348</td>\n",
-       "      <td>0.016422</td>\n",
-       "      <td>0.016227</td>\n",
-       "      <td>0.016360</td>\n",
-       "      <td>0.000081</td>\n",
-       "      <td>0.000082</td>\n",
-       "      <td>0.000081</td>\n",
-       "      <td>0.000081</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2017-07-13 22:00:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.019271</td>\n",
-       "      <td>0.019309</td>\n",
-       "      <td>0.019162</td>\n",
-       "      <td>0.019204</td>\n",
-       "      <td>7.600000e-07</td>\n",
-       "      <td>7.700000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.072068</td>\n",
-       "      <td>0.072500</td>\n",
-       "      <td>0.016348</td>\n",
-       "      <td>0.016401</td>\n",
-       "      <td>0.016323</td>\n",
-       "      <td>0.016348</td>\n",
-       "      <td>0.000082</td>\n",
-       "      <td>0.000083</td>\n",
-       "      <td>0.000081</td>\n",
-       "      <td>0.000081</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2017-07-13 22:30:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.019263</td>\n",
-       "      <td>0.019353</td>\n",
-       "      <td>0.019143</td>\n",
-       "      <td>0.019271</td>\n",
-       "      <td>7.700000e-07</td>\n",
-       "      <td>7.700000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.072169</td>\n",
-       "      <td>0.072169</td>\n",
-       "      <td>0.016269</td>\n",
-       "      <td>0.016400</td>\n",
-       "      <td>0.016262</td>\n",
-       "      <td>0.016348</td>\n",
-       "      <td>0.000082</td>\n",
-       "      <td>0.000082</td>\n",
-       "      <td>0.000082</td>\n",
-       "      <td>0.000082</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2017-07-13 23:00:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.019340</td>\n",
-       "      <td>0.019380</td>\n",
-       "      <td>0.019250</td>\n",
-       "      <td>0.019263</td>\n",
-       "      <td>7.600000e-07</td>\n",
-       "      <td>7.700000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.072430</td>\n",
-       "      <td>0.072500</td>\n",
-       "      <td>0.016260</td>\n",
-       "      <td>0.016365</td>\n",
-       "      <td>0.016260</td>\n",
-       "      <td>0.016269</td>\n",
-       "      <td>0.000082</td>\n",
-       "      <td>0.000082</td>\n",
-       "      <td>0.000081</td>\n",
-       "      <td>0.000082</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2017-07-13 23:30:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.019462</td>\n",
-       "      <td>0.019462</td>\n",
-       "      <td>0.019339</td>\n",
-       "      <td>0.019350</td>\n",
-       "      <td>7.600000e-07</td>\n",
-       "      <td>7.700000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.072450</td>\n",
-       "      <td>0.072770</td>\n",
-       "      <td>0.016289</td>\n",
-       "      <td>0.016420</td>\n",
-       "      <td>0.016260</td>\n",
-       "      <td>0.016261</td>\n",
-       "      <td>0.000082</td>\n",
-       "      <td>0.000083</td>\n",
-       "      <td>0.000082</td>\n",
-       "      <td>0.000082</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>61096 rows × 24 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "Pair                BTCBTC                   LTCBTC                      \\\n",
-       "Price                close high  low open     close      high       low   \n",
-       "date                                                                      \n",
-       "2014-01-18 04:00:00    1.0  1.0  1.0  1.0  0.028000  0.028000  0.028000   \n",
-       "2014-01-18 04:30:00    1.0  1.0  1.0  1.0  0.028500  0.029000  0.028000   \n",
-       "2014-01-18 05:00:00    1.0  1.0  1.0  1.0  0.028500  0.028500  0.028500   \n",
-       "2014-01-18 05:30:00    1.0  1.0  1.0  1.0  0.028500  0.028500  0.028500   \n",
-       "2014-01-18 06:00:00    1.0  1.0  1.0  1.0  0.028500  0.028500  0.028500   \n",
-       "2014-01-18 06:30:00    1.0  1.0  1.0  1.0  0.028500  0.028500  0.028500   \n",
-       "2014-01-18 07:00:00    1.0  1.0  1.0  1.0  0.028500  0.028500  0.028500   \n",
-       "2014-01-18 07:30:00    1.0  1.0  1.0  1.0  0.028500  0.028500  0.028500   \n",
-       "2014-01-18 08:00:00    1.0  1.0  1.0  1.0  0.028500  0.028500  0.028500   \n",
-       "2014-01-18 08:30:00    1.0  1.0  1.0  1.0  0.028500  0.028500  0.028500   \n",
-       "2014-01-18 09:00:00    1.0  1.0  1.0  1.0  0.028500  0.028500  0.028500   \n",
-       "2014-01-18 09:30:00    1.0  1.0  1.0  1.0  0.028500  0.028500  0.028500   \n",
-       "2014-01-18 10:00:00    1.0  1.0  1.0  1.0  0.028500  0.028500  0.028500   \n",
-       "2014-01-18 10:30:00    1.0  1.0  1.0  1.0  0.028500  0.028500  0.028500   \n",
-       "2014-01-18 11:00:00    1.0  1.0  1.0  1.0  0.028500  0.028500  0.028500   \n",
-       "2014-01-18 11:30:00    1.0  1.0  1.0  1.0  0.028500  0.028500  0.028500   \n",
-       "2014-01-18 12:00:00    1.0  1.0  1.0  1.0  0.028500  0.028500  0.028500   \n",
-       "2014-01-18 12:30:00    1.0  1.0  1.0  1.0  0.028500  0.028500  0.028500   \n",
-       "2014-01-18 13:00:00    1.0  1.0  1.0  1.0  0.028500  0.028500  0.028500   \n",
-       "2014-01-18 13:30:00    1.0  1.0  1.0  1.0  0.028500  0.028500  0.028500   \n",
-       "2014-01-18 14:00:00    1.0  1.0  1.0  1.0  0.028500  0.028500  0.028500   \n",
-       "2014-01-18 14:30:00    1.0  1.0  1.0  1.0  0.028500  0.028500  0.028500   \n",
-       "2014-01-18 15:00:00    1.0  1.0  1.0  1.0  0.028500  0.028500  0.028500   \n",
-       "2014-01-18 15:30:00    1.0  1.0  1.0  1.0  0.028500  0.028500  0.028500   \n",
-       "2014-01-18 16:00:00    1.0  1.0  1.0  1.0  0.028500  0.028500  0.028500   \n",
-       "2014-01-18 16:30:00    1.0  1.0  1.0  1.0  0.028500  0.028500  0.028500   \n",
-       "2014-01-18 17:00:00    1.0  1.0  1.0  1.0  0.028500  0.028500  0.028500   \n",
-       "2014-01-18 17:30:00    1.0  1.0  1.0  1.0  0.028500  0.028500  0.028500   \n",
-       "2014-01-18 18:00:00    1.0  1.0  1.0  1.0  0.028500  0.028500  0.028500   \n",
-       "2014-01-18 18:30:00    1.0  1.0  1.0  1.0  0.028500  0.028500  0.028500   \n",
-       "...                    ...  ...  ...  ...       ...       ...       ...   \n",
-       "2017-07-13 09:00:00    1.0  1.0  1.0  1.0  0.019103  0.019238  0.019043   \n",
-       "2017-07-13 09:30:00    1.0  1.0  1.0  1.0  0.019013  0.019128  0.019005   \n",
-       "2017-07-13 10:00:00    1.0  1.0  1.0  1.0  0.019098  0.019100  0.019000   \n",
-       "2017-07-13 10:30:00    1.0  1.0  1.0  1.0  0.019193  0.019200  0.019087   \n",
-       "2017-07-13 11:00:00    1.0  1.0  1.0  1.0  0.019300  0.019500  0.019193   \n",
-       "2017-07-13 11:30:00    1.0  1.0  1.0  1.0  0.019386  0.019455  0.019300   \n",
-       "2017-07-13 12:00:00    1.0  1.0  1.0  1.0  0.019363  0.019492  0.019345   \n",
-       "2017-07-13 12:30:00    1.0  1.0  1.0  1.0  0.019385  0.019388  0.019257   \n",
-       "2017-07-13 13:00:00    1.0  1.0  1.0  1.0  0.019227  0.019388  0.019086   \n",
-       "2017-07-13 13:30:00    1.0  1.0  1.0  1.0  0.019200  0.019258  0.019135   \n",
-       "2017-07-13 14:00:00    1.0  1.0  1.0  1.0  0.019073  0.019202  0.019037   \n",
-       "2017-07-13 14:30:00    1.0  1.0  1.0  1.0  0.019210  0.019210  0.019036   \n",
-       "2017-07-13 15:00:00    1.0  1.0  1.0  1.0  0.019214  0.019268  0.019150   \n",
-       "2017-07-13 15:30:00    1.0  1.0  1.0  1.0  0.019110  0.019275  0.019100   \n",
-       "2017-07-13 16:00:00    1.0  1.0  1.0  1.0  0.019087  0.019186  0.018950   \n",
-       "2017-07-13 16:30:00    1.0  1.0  1.0  1.0  0.019220  0.019220  0.019085   \n",
-       "2017-07-13 17:00:00    1.0  1.0  1.0  1.0  0.019203  0.019245  0.019101   \n",
-       "2017-07-13 17:30:00    1.0  1.0  1.0  1.0  0.019021  0.019194  0.018983   \n",
-       "2017-07-13 18:00:00    1.0  1.0  1.0  1.0  0.019112  0.019112  0.018986   \n",
-       "2017-07-13 18:30:00    1.0  1.0  1.0  1.0  0.019124  0.019174  0.019040   \n",
-       "2017-07-13 19:00:00    1.0  1.0  1.0  1.0  0.019095  0.019200  0.019070   \n",
-       "2017-07-13 19:30:00    1.0  1.0  1.0  1.0  0.019040  0.019125  0.019040   \n",
-       "2017-07-13 20:00:00    1.0  1.0  1.0  1.0  0.019100  0.019130  0.019000   \n",
-       "2017-07-13 20:30:00    1.0  1.0  1.0  1.0  0.019266  0.019280  0.019100   \n",
-       "2017-07-13 21:00:00    1.0  1.0  1.0  1.0  0.019344  0.019382  0.019224   \n",
-       "2017-07-13 21:30:00    1.0  1.0  1.0  1.0  0.019210  0.019365  0.019110   \n",
-       "2017-07-13 22:00:00    1.0  1.0  1.0  1.0  0.019271  0.019309  0.019162   \n",
-       "2017-07-13 22:30:00    1.0  1.0  1.0  1.0  0.019263  0.019353  0.019143   \n",
-       "2017-07-13 23:00:00    1.0  1.0  1.0  1.0  0.019340  0.019380  0.019250   \n",
-       "2017-07-13 23:30:00    1.0  1.0  1.0  1.0  0.019462  0.019462  0.019339   \n",
-       "\n",
-       "Pair                                DOGEBTC                  ...      DASHBTC  \\\n",
-       "Price                    open         close          high    ...          low   \n",
-       "date                                                         ...                \n",
-       "2014-01-18 04:00:00  0.028000           NaN           NaN    ...          NaN   \n",
-       "2014-01-18 04:30:00  0.029000           NaN           NaN    ...          NaN   \n",
-       "2014-01-18 05:00:00  0.028500           NaN           NaN    ...          NaN   \n",
-       "2014-01-18 05:30:00  0.028500           NaN           NaN    ...          NaN   \n",
-       "2014-01-18 06:00:00  0.028500           NaN           NaN    ...          NaN   \n",
-       "2014-01-18 06:30:00  0.028500           NaN           NaN    ...          NaN   \n",
-       "2014-01-18 07:00:00  0.028500           NaN           NaN    ...          NaN   \n",
-       "2014-01-18 07:30:00  0.028500           NaN           NaN    ...          NaN   \n",
-       "2014-01-18 08:00:00  0.028500           NaN           NaN    ...          NaN   \n",
-       "2014-01-18 08:30:00  0.028500           NaN           NaN    ...          NaN   \n",
-       "2014-01-18 09:00:00  0.028500           NaN           NaN    ...          NaN   \n",
-       "2014-01-18 09:30:00  0.028500           NaN           NaN    ...          NaN   \n",
-       "2014-01-18 10:00:00  0.028500           NaN           NaN    ...          NaN   \n",
-       "2014-01-18 10:30:00  0.028500           NaN           NaN    ...          NaN   \n",
-       "2014-01-18 11:00:00  0.028500           NaN           NaN    ...          NaN   \n",
-       "2014-01-18 11:30:00  0.028500           NaN           NaN    ...          NaN   \n",
-       "2014-01-18 12:00:00  0.028500           NaN           NaN    ...          NaN   \n",
-       "2014-01-18 12:30:00  0.028500           NaN           NaN    ...          NaN   \n",
-       "2014-01-18 13:00:00  0.028500           NaN           NaN    ...          NaN   \n",
-       "2014-01-18 13:30:00  0.028500           NaN           NaN    ...          NaN   \n",
-       "2014-01-18 14:00:00  0.028500           NaN           NaN    ...          NaN   \n",
-       "2014-01-18 14:30:00  0.028500           NaN           NaN    ...          NaN   \n",
-       "2014-01-18 15:00:00  0.028500           NaN           NaN    ...          NaN   \n",
-       "2014-01-18 15:30:00  0.028500           NaN           NaN    ...          NaN   \n",
-       "2014-01-18 16:00:00  0.028500           NaN           NaN    ...          NaN   \n",
-       "2014-01-18 16:30:00  0.028500           NaN           NaN    ...          NaN   \n",
-       "2014-01-18 17:00:00  0.028500           NaN           NaN    ...          NaN   \n",
-       "2014-01-18 17:30:00  0.028500           NaN           NaN    ...          NaN   \n",
-       "2014-01-18 18:00:00  0.028500           NaN           NaN    ...          NaN   \n",
-       "2014-01-18 18:30:00  0.028500           NaN           NaN    ...          NaN   \n",
-       "...                       ...           ...           ...    ...          ...   \n",
-       "2017-07-13 09:00:00  0.019215  7.700000e-07  7.800000e-07    ...     0.072012   \n",
-       "2017-07-13 09:30:00  0.019103  7.600000e-07  7.800000e-07    ...     0.072300   \n",
-       "2017-07-13 10:00:00  0.019032  7.600000e-07  7.700000e-07    ...     0.071729   \n",
-       "2017-07-13 10:30:00  0.019100  7.700000e-07  7.700000e-07    ...     0.071585   \n",
-       "2017-07-13 11:00:00  0.019200  7.700000e-07  7.700000e-07    ...     0.071670   \n",
-       "2017-07-13 11:30:00  0.019300  7.700000e-07  7.700000e-07    ...     0.072640   \n",
-       "2017-07-13 12:00:00  0.019386  7.800000e-07  7.800000e-07    ...     0.072867   \n",
-       "2017-07-13 12:30:00  0.019345  7.800000e-07  7.800000e-07    ...     0.073020   \n",
-       "2017-07-13 13:00:00  0.019385  7.600000e-07  7.800000e-07    ...     0.073221   \n",
-       "2017-07-13 13:30:00  0.019227  7.800000e-07  7.900000e-07    ...     0.072830   \n",
-       "2017-07-13 14:00:00  0.019202  7.700000e-07  7.900000e-07    ...     0.072800   \n",
-       "2017-07-13 14:30:00  0.019079  7.800000e-07  7.800000e-07    ...     0.072639   \n",
-       "2017-07-13 15:00:00  0.019187  7.600000e-07  7.800000e-07    ...     0.072056   \n",
-       "2017-07-13 15:30:00  0.019216  7.500000e-07  7.800000e-07    ...     0.071605   \n",
-       "2017-07-13 16:00:00  0.019110  7.500000e-07  7.600000e-07    ...     0.071100   \n",
-       "2017-07-13 16:30:00  0.019087  7.600000e-07  7.600000e-07    ...     0.071455   \n",
-       "2017-07-13 17:00:00  0.019220  7.600000e-07  7.600000e-07    ...     0.071630   \n",
-       "2017-07-13 17:30:00  0.019180  7.500000e-07  7.600000e-07    ...     0.072511   \n",
-       "2017-07-13 18:00:00  0.019045  7.600000e-07  7.700000e-07    ...     0.072492   \n",
-       "2017-07-13 18:30:00  0.019090  7.700000e-07  7.700000e-07    ...     0.072563   \n",
-       "2017-07-13 19:00:00  0.019124  7.600000e-07  7.700000e-07    ...     0.072381   \n",
-       "2017-07-13 19:30:00  0.019087  7.600000e-07  7.700000e-07    ...     0.071570   \n",
-       "2017-07-13 20:00:00  0.019040  7.600000e-07  7.700000e-07    ...     0.071586   \n",
-       "2017-07-13 20:30:00  0.019130  7.500000e-07  7.600000e-07    ...     0.071727   \n",
-       "2017-07-13 21:00:00  0.019280  7.600000e-07  7.600000e-07    ...     0.072067   \n",
-       "2017-07-13 21:30:00  0.019365  7.700000e-07  7.700000e-07    ...     0.072067   \n",
-       "2017-07-13 22:00:00  0.019204  7.600000e-07  7.700000e-07    ...     0.072068   \n",
-       "2017-07-13 22:30:00  0.019271  7.700000e-07  7.700000e-07    ...     0.072169   \n",
-       "2017-07-13 23:00:00  0.019263  7.600000e-07  7.700000e-07    ...     0.072430   \n",
-       "2017-07-13 23:30:00  0.019350  7.600000e-07  7.700000e-07    ...     0.072450   \n",
-       "\n",
-       "Pair                             XMRBTC                                \\\n",
-       "Price                    open     close      high       low      open   \n",
-       "date                                                                    \n",
-       "2014-01-18 04:00:00       NaN       NaN       NaN       NaN       NaN   \n",
-       "2014-01-18 04:30:00       NaN       NaN       NaN       NaN       NaN   \n",
-       "2014-01-18 05:00:00       NaN       NaN       NaN       NaN       NaN   \n",
-       "2014-01-18 05:30:00       NaN       NaN       NaN       NaN       NaN   \n",
-       "2014-01-18 06:00:00       NaN       NaN       NaN       NaN       NaN   \n",
-       "2014-01-18 06:30:00       NaN       NaN       NaN       NaN       NaN   \n",
-       "2014-01-18 07:00:00       NaN       NaN       NaN       NaN       NaN   \n",
-       "2014-01-18 07:30:00       NaN       NaN       NaN       NaN       NaN   \n",
-       "2014-01-18 08:00:00       NaN       NaN       NaN       NaN       NaN   \n",
-       "2014-01-18 08:30:00       NaN       NaN       NaN       NaN       NaN   \n",
-       "2014-01-18 09:00:00       NaN       NaN       NaN       NaN       NaN   \n",
-       "2014-01-18 09:30:00       NaN       NaN       NaN       NaN       NaN   \n",
-       "2014-01-18 10:00:00       NaN       NaN       NaN       NaN       NaN   \n",
-       "2014-01-18 10:30:00       NaN       NaN       NaN       NaN       NaN   \n",
-       "2014-01-18 11:00:00       NaN       NaN       NaN       NaN       NaN   \n",
-       "2014-01-18 11:30:00       NaN       NaN       NaN       NaN       NaN   \n",
-       "2014-01-18 12:00:00       NaN       NaN       NaN       NaN       NaN   \n",
-       "2014-01-18 12:30:00       NaN       NaN       NaN       NaN       NaN   \n",
-       "2014-01-18 13:00:00       NaN       NaN       NaN       NaN       NaN   \n",
-       "2014-01-18 13:30:00       NaN       NaN       NaN       NaN       NaN   \n",
-       "2014-01-18 14:00:00       NaN       NaN       NaN       NaN       NaN   \n",
-       "2014-01-18 14:30:00       NaN       NaN       NaN       NaN       NaN   \n",
-       "2014-01-18 15:00:00       NaN       NaN       NaN       NaN       NaN   \n",
-       "2014-01-18 15:30:00       NaN       NaN       NaN       NaN       NaN   \n",
-       "2014-01-18 16:00:00       NaN       NaN       NaN       NaN       NaN   \n",
-       "2014-01-18 16:30:00       NaN       NaN       NaN       NaN       NaN   \n",
-       "2014-01-18 17:00:00       NaN       NaN       NaN       NaN       NaN   \n",
-       "2014-01-18 17:30:00       NaN       NaN       NaN       NaN       NaN   \n",
-       "2014-01-18 18:00:00       NaN       NaN       NaN       NaN       NaN   \n",
-       "2014-01-18 18:30:00       NaN       NaN       NaN       NaN       NaN   \n",
-       "...                       ...       ...       ...       ...       ...   \n",
-       "2017-07-13 09:00:00  0.072809  0.016200  0.016260  0.016151  0.016220   \n",
-       "2017-07-13 09:30:00  0.072425  0.016214  0.016396  0.016200  0.016200   \n",
-       "2017-07-13 10:00:00  0.072481  0.016263  0.016281  0.016211  0.016214   \n",
-       "2017-07-13 10:30:00  0.071730  0.016304  0.016367  0.016263  0.016279   \n",
-       "2017-07-13 11:00:00  0.071771  0.016382  0.016408  0.016304  0.016304   \n",
-       "2017-07-13 11:30:00  0.072640  0.016490  0.016490  0.016382  0.016404   \n",
-       "2017-07-13 12:00:00  0.073170  0.016433  0.016499  0.016365  0.016490   \n",
-       "2017-07-13 12:30:00  0.073070  0.016441  0.016499  0.016353  0.016499   \n",
-       "2017-07-13 13:00:00  0.073400  0.016410  0.016437  0.016337  0.016437   \n",
-       "2017-07-13 13:30:00  0.073230  0.016351  0.016425  0.016334  0.016410   \n",
-       "2017-07-13 14:00:00  0.073193  0.016306  0.016400  0.016306  0.016400   \n",
-       "2017-07-13 14:30:00  0.073000  0.016306  0.016377  0.016306  0.016306   \n",
-       "2017-07-13 15:00:00  0.072642  0.016120  0.016392  0.016046  0.016306   \n",
-       "2017-07-13 15:30:00  0.072298  0.016027  0.016200  0.015992  0.016200   \n",
-       "2017-07-13 16:00:00  0.071605  0.016020  0.016080  0.015960  0.016010   \n",
-       "2017-07-13 16:30:00  0.072033  0.016030  0.016100  0.016002  0.016070   \n",
-       "2017-07-13 17:00:00  0.072100  0.016229  0.016232  0.016115  0.016115   \n",
-       "2017-07-13 17:30:00  0.072635  0.016057  0.016232  0.016030  0.016218   \n",
-       "2017-07-13 18:00:00  0.072610  0.016128  0.016157  0.016000  0.016038   \n",
-       "2017-07-13 18:30:00  0.072563  0.016389  0.016399  0.016100  0.016110   \n",
-       "2017-07-13 19:00:00  0.072984  0.016366  0.016488  0.016300  0.016300   \n",
-       "2017-07-13 19:30:00  0.072545  0.016305  0.016488  0.016305  0.016362   \n",
-       "2017-07-13 20:00:00  0.071586  0.016180  0.016382  0.016175  0.016341   \n",
-       "2017-07-13 20:30:00  0.072091  0.016281  0.016380  0.016220  0.016318   \n",
-       "2017-07-13 21:00:00  0.072315  0.016360  0.016425  0.016281  0.016379   \n",
-       "2017-07-13 21:30:00  0.072148  0.016348  0.016422  0.016227  0.016360   \n",
-       "2017-07-13 22:00:00  0.072500  0.016348  0.016401  0.016323  0.016348   \n",
-       "2017-07-13 22:30:00  0.072169  0.016269  0.016400  0.016262  0.016348   \n",
-       "2017-07-13 23:00:00  0.072500  0.016260  0.016365  0.016260  0.016269   \n",
-       "2017-07-13 23:30:00  0.072770  0.016289  0.016420  0.016260  0.016261   \n",
-       "\n",
-       "Pair                   XRPBTC                                \n",
-       "Price                   close      high       low      open  \n",
-       "date                                                         \n",
-       "2014-01-18 04:00:00       NaN       NaN       NaN       NaN  \n",
-       "2014-01-18 04:30:00       NaN       NaN       NaN       NaN  \n",
-       "2014-01-18 05:00:00       NaN       NaN       NaN       NaN  \n",
-       "2014-01-18 05:30:00       NaN       NaN       NaN       NaN  \n",
-       "2014-01-18 06:00:00       NaN       NaN       NaN       NaN  \n",
-       "2014-01-18 06:30:00       NaN       NaN       NaN       NaN  \n",
-       "2014-01-18 07:00:00       NaN       NaN       NaN       NaN  \n",
-       "2014-01-18 07:30:00       NaN       NaN       NaN       NaN  \n",
-       "2014-01-18 08:00:00       NaN       NaN       NaN       NaN  \n",
-       "2014-01-18 08:30:00       NaN       NaN       NaN       NaN  \n",
-       "2014-01-18 09:00:00       NaN       NaN       NaN       NaN  \n",
-       "2014-01-18 09:30:00       NaN       NaN       NaN       NaN  \n",
-       "2014-01-18 10:00:00       NaN       NaN       NaN       NaN  \n",
-       "2014-01-18 10:30:00       NaN       NaN       NaN       NaN  \n",
-       "2014-01-18 11:00:00       NaN       NaN       NaN       NaN  \n",
-       "2014-01-18 11:30:00       NaN       NaN       NaN       NaN  \n",
-       "2014-01-18 12:00:00       NaN       NaN       NaN       NaN  \n",
-       "2014-01-18 12:30:00       NaN       NaN       NaN       NaN  \n",
-       "2014-01-18 13:00:00       NaN       NaN       NaN       NaN  \n",
-       "2014-01-18 13:30:00       NaN       NaN       NaN       NaN  \n",
-       "2014-01-18 14:00:00       NaN       NaN       NaN       NaN  \n",
-       "2014-01-18 14:30:00       NaN       NaN       NaN       NaN  \n",
-       "2014-01-18 15:00:00       NaN       NaN       NaN       NaN  \n",
-       "2014-01-18 15:30:00       NaN       NaN       NaN       NaN  \n",
-       "2014-01-18 16:00:00       NaN       NaN       NaN       NaN  \n",
-       "2014-01-18 16:30:00       NaN       NaN       NaN       NaN  \n",
-       "2014-01-18 17:00:00       NaN       NaN       NaN       NaN  \n",
-       "2014-01-18 17:30:00       NaN       NaN       NaN       NaN  \n",
-       "2014-01-18 18:00:00       NaN       NaN       NaN       NaN  \n",
-       "2014-01-18 18:30:00       NaN       NaN       NaN       NaN  \n",
-       "...                       ...       ...       ...       ...  \n",
-       "2017-07-13 09:00:00  0.000083  0.000083  0.000082  0.000083  \n",
-       "2017-07-13 09:30:00  0.000082  0.000083  0.000081  0.000083  \n",
-       "2017-07-13 10:00:00  0.000081  0.000082  0.000080  0.000082  \n",
-       "2017-07-13 10:30:00  0.000081  0.000082  0.000080  0.000081  \n",
-       "2017-07-13 11:00:00  0.000081  0.000082  0.000080  0.000081  \n",
-       "2017-07-13 11:30:00  0.000084  0.000084  0.000081  0.000081  \n",
-       "2017-07-13 12:00:00  0.000083  0.000084  0.000083  0.000084  \n",
-       "2017-07-13 12:30:00  0.000083  0.000083  0.000082  0.000083  \n",
-       "2017-07-13 13:00:00  0.000082  0.000083  0.000082  0.000083  \n",
-       "2017-07-13 13:30:00  0.000083  0.000083  0.000082  0.000082  \n",
-       "2017-07-13 14:00:00  0.000083  0.000083  0.000082  0.000083  \n",
-       "2017-07-13 14:30:00  0.000082  0.000083  0.000082  0.000083  \n",
-       "2017-07-13 15:00:00  0.000083  0.000083  0.000082  0.000082  \n",
-       "2017-07-13 15:30:00  0.000081  0.000083  0.000080  0.000082  \n",
-       "2017-07-13 16:00:00  0.000081  0.000082  0.000080  0.000081  \n",
-       "2017-07-13 16:30:00  0.000081  0.000081  0.000079  0.000081  \n",
-       "2017-07-13 17:00:00  0.000080  0.000081  0.000080  0.000080  \n",
-       "2017-07-13 17:30:00  0.000079  0.000080  0.000078  0.000080  \n",
-       "2017-07-13 18:00:00  0.000079  0.000081  0.000079  0.000079  \n",
-       "2017-07-13 18:30:00  0.000079  0.000081  0.000079  0.000079  \n",
-       "2017-07-13 19:00:00  0.000078  0.000079  0.000078  0.000079  \n",
-       "2017-07-13 19:30:00  0.000079  0.000079  0.000078  0.000078  \n",
-       "2017-07-13 20:00:00  0.000079  0.000080  0.000079  0.000079  \n",
-       "2017-07-13 20:30:00  0.000081  0.000081  0.000079  0.000079  \n",
-       "2017-07-13 21:00:00  0.000081  0.000082  0.000081  0.000081  \n",
-       "2017-07-13 21:30:00  0.000081  0.000082  0.000081  0.000081  \n",
-       "2017-07-13 22:00:00  0.000082  0.000083  0.000081  0.000081  \n",
-       "2017-07-13 22:30:00  0.000082  0.000082  0.000082  0.000082  \n",
-       "2017-07-13 23:00:00  0.000082  0.000082  0.000081  0.000082  \n",
-       "2017-07-13 23:30:00  0.000082  0.000083  0.000082  0.000082  \n",
-       "\n",
-       "[61096 rows x 24 columns]"
-      ]
-     },
-     "execution_count": 57,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# concat\n",
-    "df = pd.concat(dfs1, axis=1, keys=[df.name for df in dfs1], names=['Pair','Price'])\n",
-    "df"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 58,
-   "metadata": {
-    "ExecuteTime": {
-     "end_time": "2017-07-16T04:10:22.016321Z",
-     "start_time": "2017-07-16T12:10:21.581865+08:00"
-    }
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "61096\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "51112"
-      ]
-     },
-     "execution_count": 58,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# crop to when they all exist\n",
-    "print(len(df))\n",
-    "t=max([min(df1.index) for df1 in dfs1])\n",
-    "df=df[df.index>t]\n",
-    "len(df)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 62,
-   "metadata": {
-    "ExecuteTime": {
-     "end_time": "2017-07-16T04:10:24.885718Z",
-     "start_time": "2017-07-16T12:10:24.796910+08:00"
-    }
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style>\n",
-       "    .dataframe thead tr:only-child th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: left;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr>\n",
-       "      <th>Pair</th>\n",
-       "      <th colspan=\"4\" halign=\"left\">BTCBTC</th>\n",
-       "      <th colspan=\"4\" halign=\"left\">LTCBTC</th>\n",
-       "      <th colspan=\"2\" halign=\"left\">DOGEBTC</th>\n",
-       "      <th>...</th>\n",
-       "      <th colspan=\"2\" halign=\"left\">DASHBTC</th>\n",
-       "      <th colspan=\"4\" halign=\"left\">XMRBTC</th>\n",
-       "      <th colspan=\"4\" halign=\"left\">XRPBTC</th>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Price</th>\n",
-       "      <th>close</th>\n",
-       "      <th>high</th>\n",
-       "      <th>low</th>\n",
-       "      <th>open</th>\n",
-       "      <th>close</th>\n",
-       "      <th>high</th>\n",
-       "      <th>low</th>\n",
-       "      <th>open</th>\n",
-       "      <th>close</th>\n",
-       "      <th>high</th>\n",
-       "      <th>...</th>\n",
-       "      <th>low</th>\n",
-       "      <th>open</th>\n",
-       "      <th>close</th>\n",
-       "      <th>high</th>\n",
-       "      <th>low</th>\n",
-       "      <th>open</th>\n",
-       "      <th>close</th>\n",
-       "      <th>high</th>\n",
-       "      <th>low</th>\n",
-       "      <th>open</th>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>date</th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>2014-08-14 04:00:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.009234</td>\n",
-       "      <td>0.009234</td>\n",
-       "      <td>0.009234</td>\n",
-       "      <td>0.009234</td>\n",
-       "      <td>2.600000e-07</td>\n",
-       "      <td>2.600000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.008855</td>\n",
-       "      <td>0.008855</td>\n",
-       "      <td>0.003440</td>\n",
-       "      <td>0.003440</td>\n",
-       "      <td>0.003440</td>\n",
-       "      <td>0.003440</td>\n",
-       "      <td>0.000010</td>\n",
-       "      <td>0.000010</td>\n",
-       "      <td>0.000010</td>\n",
-       "      <td>0.000010</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2014-08-14 04:30:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.009040</td>\n",
-       "      <td>0.009179</td>\n",
-       "      <td>0.009040</td>\n",
-       "      <td>0.009179</td>\n",
-       "      <td>2.700000e-07</td>\n",
-       "      <td>2.700000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.008785</td>\n",
-       "      <td>0.008785</td>\n",
-       "      <td>0.003500</td>\n",
-       "      <td>0.003500</td>\n",
-       "      <td>0.003440</td>\n",
-       "      <td>0.003440</td>\n",
-       "      <td>0.000010</td>\n",
-       "      <td>0.000010</td>\n",
-       "      <td>0.000010</td>\n",
-       "      <td>0.000010</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2014-08-14 05:00:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.009040</td>\n",
-       "      <td>0.009040</td>\n",
-       "      <td>0.009040</td>\n",
-       "      <td>0.009040</td>\n",
-       "      <td>2.600000e-07</td>\n",
-       "      <td>2.600000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.008789</td>\n",
-       "      <td>0.008789</td>\n",
-       "      <td>0.003451</td>\n",
-       "      <td>0.003458</td>\n",
-       "      <td>0.003451</td>\n",
-       "      <td>0.003458</td>\n",
-       "      <td>0.000010</td>\n",
-       "      <td>0.000010</td>\n",
-       "      <td>0.000010</td>\n",
-       "      <td>0.000010</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2014-08-14 05:30:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.009235</td>\n",
-       "      <td>0.009235</td>\n",
-       "      <td>0.009233</td>\n",
-       "      <td>0.009233</td>\n",
-       "      <td>2.600000e-07</td>\n",
-       "      <td>2.600000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.008789</td>\n",
-       "      <td>0.008855</td>\n",
-       "      <td>0.003441</td>\n",
-       "      <td>0.003451</td>\n",
-       "      <td>0.003441</td>\n",
-       "      <td>0.003451</td>\n",
-       "      <td>0.000010</td>\n",
-       "      <td>0.000010</td>\n",
-       "      <td>0.000010</td>\n",
-       "      <td>0.000010</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2014-08-14 06:00:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.009237</td>\n",
-       "      <td>0.009237</td>\n",
-       "      <td>0.009236</td>\n",
-       "      <td>0.009236</td>\n",
-       "      <td>2.600000e-07</td>\n",
-       "      <td>2.700000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.008800</td>\n",
-       "      <td>0.008800</td>\n",
-       "      <td>0.003420</td>\n",
-       "      <td>0.003441</td>\n",
-       "      <td>0.003420</td>\n",
-       "      <td>0.003441</td>\n",
-       "      <td>0.000010</td>\n",
-       "      <td>0.000010</td>\n",
-       "      <td>0.000010</td>\n",
-       "      <td>0.000010</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2014-08-14 06:30:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.009255</td>\n",
-       "      <td>0.009255</td>\n",
-       "      <td>0.009220</td>\n",
-       "      <td>0.009237</td>\n",
-       "      <td>2.600000e-07</td>\n",
-       "      <td>2.600000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.008800</td>\n",
-       "      <td>0.008800</td>\n",
-       "      <td>0.003416</td>\n",
-       "      <td>0.003416</td>\n",
-       "      <td>0.003416</td>\n",
-       "      <td>0.003416</td>\n",
-       "      <td>0.000010</td>\n",
-       "      <td>0.000010</td>\n",
-       "      <td>0.000010</td>\n",
-       "      <td>0.000010</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2014-08-14 07:00:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.009359</td>\n",
-       "      <td>0.009359</td>\n",
-       "      <td>0.009359</td>\n",
-       "      <td>0.009359</td>\n",
-       "      <td>2.600000e-07</td>\n",
-       "      <td>2.600000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.008800</td>\n",
-       "      <td>0.008800</td>\n",
-       "      <td>0.003425</td>\n",
-       "      <td>0.003425</td>\n",
-       "      <td>0.003425</td>\n",
-       "      <td>0.003425</td>\n",
-       "      <td>0.000010</td>\n",
-       "      <td>0.000010</td>\n",
-       "      <td>0.000010</td>\n",
-       "      <td>0.000010</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2014-08-14 07:30:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.009359</td>\n",
-       "      <td>0.009359</td>\n",
-       "      <td>0.009359</td>\n",
-       "      <td>0.009359</td>\n",
-       "      <td>2.800000e-07</td>\n",
-       "      <td>2.800000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.008789</td>\n",
-       "      <td>0.008800</td>\n",
-       "      <td>0.003416</td>\n",
-       "      <td>0.003425</td>\n",
-       "      <td>0.003416</td>\n",
-       "      <td>0.003425</td>\n",
-       "      <td>0.000010</td>\n",
-       "      <td>0.000010</td>\n",
-       "      <td>0.000010</td>\n",
-       "      <td>0.000010</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2014-08-14 08:00:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.009500</td>\n",
-       "      <td>0.009500</td>\n",
-       "      <td>0.009346</td>\n",
-       "      <td>0.009346</td>\n",
-       "      <td>2.600000e-07</td>\n",
-       "      <td>2.600000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.008730</td>\n",
-       "      <td>0.008740</td>\n",
-       "      <td>0.003372</td>\n",
-       "      <td>0.003416</td>\n",
-       "      <td>0.003372</td>\n",
-       "      <td>0.003416</td>\n",
-       "      <td>0.000010</td>\n",
-       "      <td>0.000010</td>\n",
-       "      <td>0.000010</td>\n",
-       "      <td>0.000010</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2014-08-14 08:30:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.009541</td>\n",
-       "      <td>0.009550</td>\n",
-       "      <td>0.009500</td>\n",
-       "      <td>0.009500</td>\n",
-       "      <td>2.600000e-07</td>\n",
-       "      <td>2.600000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.008724</td>\n",
-       "      <td>0.008724</td>\n",
-       "      <td>0.003393</td>\n",
-       "      <td>0.003393</td>\n",
-       "      <td>0.003372</td>\n",
-       "      <td>0.003372</td>\n",
-       "      <td>0.000010</td>\n",
-       "      <td>0.000010</td>\n",
-       "      <td>0.000010</td>\n",
-       "      <td>0.000010</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2014-08-14 09:00:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.010222</td>\n",
-       "      <td>0.010227</td>\n",
-       "      <td>0.009740</td>\n",
-       "      <td>0.009740</td>\n",
-       "      <td>2.800000e-07</td>\n",
-       "      <td>2.800000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.008690</td>\n",
-       "      <td>0.008860</td>\n",
-       "      <td>0.003361</td>\n",
-       "      <td>0.003372</td>\n",
-       "      <td>0.003360</td>\n",
-       "      <td>0.003370</td>\n",
-       "      <td>0.000010</td>\n",
-       "      <td>0.000010</td>\n",
-       "      <td>0.000010</td>\n",
-       "      <td>0.000010</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2014-08-14 09:30:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.010143</td>\n",
-       "      <td>0.010148</td>\n",
-       "      <td>0.010133</td>\n",
-       "      <td>0.010148</td>\n",
-       "      <td>2.800000e-07</td>\n",
-       "      <td>2.800000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.008690</td>\n",
-       "      <td>0.008690</td>\n",
-       "      <td>0.003372</td>\n",
-       "      <td>0.003372</td>\n",
-       "      <td>0.003360</td>\n",
-       "      <td>0.003361</td>\n",
-       "      <td>0.000010</td>\n",
-       "      <td>0.000010</td>\n",
-       "      <td>0.000010</td>\n",
-       "      <td>0.000010</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2014-08-14 10:00:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.010041</td>\n",
-       "      <td>0.010093</td>\n",
-       "      <td>0.010036</td>\n",
-       "      <td>0.010093</td>\n",
-       "      <td>2.700000e-07</td>\n",
-       "      <td>2.700000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.008724</td>\n",
-       "      <td>0.008724</td>\n",
-       "      <td>0.003370</td>\n",
-       "      <td>0.003370</td>\n",
-       "      <td>0.003360</td>\n",
-       "      <td>0.003360</td>\n",
-       "      <td>0.000010</td>\n",
-       "      <td>0.000010</td>\n",
-       "      <td>0.000010</td>\n",
-       "      <td>0.000010</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2014-08-14 10:30:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.010052</td>\n",
-       "      <td>0.010069</td>\n",
-       "      <td>0.010043</td>\n",
-       "      <td>0.010043</td>\n",
-       "      <td>2.700000e-07</td>\n",
-       "      <td>2.700000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.008850</td>\n",
-       "      <td>0.008850</td>\n",
-       "      <td>0.003372</td>\n",
-       "      <td>0.003380</td>\n",
-       "      <td>0.003370</td>\n",
-       "      <td>0.003379</td>\n",
-       "      <td>0.000010</td>\n",
-       "      <td>0.000010</td>\n",
-       "      <td>0.000010</td>\n",
-       "      <td>0.000010</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2014-08-14 11:00:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.010083</td>\n",
-       "      <td>0.010150</td>\n",
-       "      <td>0.010083</td>\n",
-       "      <td>0.010125</td>\n",
-       "      <td>2.600000e-07</td>\n",
-       "      <td>2.600000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.008804</td>\n",
-       "      <td>0.008804</td>\n",
-       "      <td>0.003406</td>\n",
-       "      <td>0.003410</td>\n",
-       "      <td>0.003372</td>\n",
-       "      <td>0.003372</td>\n",
-       "      <td>0.000010</td>\n",
-       "      <td>0.000010</td>\n",
-       "      <td>0.000010</td>\n",
-       "      <td>0.000010</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2014-08-14 11:30:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.010105</td>\n",
-       "      <td>0.010178</td>\n",
-       "      <td>0.010105</td>\n",
-       "      <td>0.010157</td>\n",
-       "      <td>2.600000e-07</td>\n",
-       "      <td>2.600000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.008850</td>\n",
-       "      <td>0.008850</td>\n",
-       "      <td>0.003420</td>\n",
-       "      <td>0.003500</td>\n",
-       "      <td>0.003379</td>\n",
-       "      <td>0.003379</td>\n",
-       "      <td>0.000010</td>\n",
-       "      <td>0.000010</td>\n",
-       "      <td>0.000010</td>\n",
-       "      <td>0.000010</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2014-08-14 12:00:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.010150</td>\n",
-       "      <td>0.010189</td>\n",
-       "      <td>0.010150</td>\n",
-       "      <td>0.010159</td>\n",
-       "      <td>2.700000e-07</td>\n",
-       "      <td>2.700000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.008700</td>\n",
-       "      <td>0.008704</td>\n",
-       "      <td>0.003451</td>\n",
-       "      <td>0.003500</td>\n",
-       "      <td>0.003437</td>\n",
-       "      <td>0.003440</td>\n",
-       "      <td>0.000020</td>\n",
-       "      <td>0.000020</td>\n",
-       "      <td>0.000012</td>\n",
-       "      <td>0.000012</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2014-08-14 12:30:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.010098</td>\n",
-       "      <td>0.010215</td>\n",
-       "      <td>0.010098</td>\n",
-       "      <td>0.010207</td>\n",
-       "      <td>2.700000e-07</td>\n",
-       "      <td>2.700000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.008959</td>\n",
-       "      <td>0.008959</td>\n",
-       "      <td>0.003451</td>\n",
-       "      <td>0.003500</td>\n",
-       "      <td>0.003451</td>\n",
-       "      <td>0.003457</td>\n",
-       "      <td>0.000020</td>\n",
-       "      <td>0.000020</td>\n",
-       "      <td>0.000020</td>\n",
-       "      <td>0.000020</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2014-08-14 13:00:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.010120</td>\n",
-       "      <td>0.010120</td>\n",
-       "      <td>0.010120</td>\n",
-       "      <td>0.010120</td>\n",
-       "      <td>2.700000e-07</td>\n",
-       "      <td>2.700000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.008892</td>\n",
-       "      <td>0.008892</td>\n",
-       "      <td>0.003451</td>\n",
-       "      <td>0.003451</td>\n",
-       "      <td>0.003450</td>\n",
-       "      <td>0.003451</td>\n",
-       "      <td>0.000020</td>\n",
-       "      <td>0.000020</td>\n",
-       "      <td>0.000020</td>\n",
-       "      <td>0.000020</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2014-08-14 13:30:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.010120</td>\n",
-       "      <td>0.010120</td>\n",
-       "      <td>0.010120</td>\n",
-       "      <td>0.010120</td>\n",
-       "      <td>2.700000e-07</td>\n",
-       "      <td>2.700000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.008700</td>\n",
-       "      <td>0.008770</td>\n",
-       "      <td>0.003513</td>\n",
-       "      <td>0.003520</td>\n",
-       "      <td>0.003468</td>\n",
-       "      <td>0.003468</td>\n",
-       "      <td>0.000020</td>\n",
-       "      <td>0.000020</td>\n",
-       "      <td>0.000020</td>\n",
-       "      <td>0.000020</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2014-08-14 14:00:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.010030</td>\n",
-       "      <td>0.010220</td>\n",
-       "      <td>0.009974</td>\n",
-       "      <td>0.010220</td>\n",
-       "      <td>2.700000e-07</td>\n",
-       "      <td>2.800000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.008700</td>\n",
-       "      <td>0.008700</td>\n",
-       "      <td>0.003500</td>\n",
-       "      <td>0.003518</td>\n",
-       "      <td>0.003500</td>\n",
-       "      <td>0.003513</td>\n",
-       "      <td>0.000020</td>\n",
-       "      <td>0.000020</td>\n",
-       "      <td>0.000020</td>\n",
-       "      <td>0.000020</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2014-08-14 14:30:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.010034</td>\n",
-       "      <td>0.010034</td>\n",
-       "      <td>0.010034</td>\n",
-       "      <td>0.010034</td>\n",
-       "      <td>2.800000e-07</td>\n",
-       "      <td>2.800000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.008825</td>\n",
-       "      <td>0.008825</td>\n",
-       "      <td>0.003500</td>\n",
-       "      <td>0.003500</td>\n",
-       "      <td>0.003500</td>\n",
-       "      <td>0.003500</td>\n",
-       "      <td>0.000020</td>\n",
-       "      <td>0.000020</td>\n",
-       "      <td>0.000020</td>\n",
-       "      <td>0.000020</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2014-08-14 15:00:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.010000</td>\n",
-       "      <td>0.010000</td>\n",
-       "      <td>0.010000</td>\n",
-       "      <td>0.010000</td>\n",
-       "      <td>2.800000e-07</td>\n",
-       "      <td>2.800000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.008530</td>\n",
-       "      <td>0.008660</td>\n",
-       "      <td>0.003510</td>\n",
-       "      <td>0.003520</td>\n",
-       "      <td>0.003500</td>\n",
-       "      <td>0.003500</td>\n",
-       "      <td>0.000020</td>\n",
-       "      <td>0.000020</td>\n",
-       "      <td>0.000020</td>\n",
-       "      <td>0.000020</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2014-08-14 15:30:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.009987</td>\n",
-       "      <td>0.010000</td>\n",
-       "      <td>0.009921</td>\n",
-       "      <td>0.010000</td>\n",
-       "      <td>2.800000e-07</td>\n",
-       "      <td>2.800000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.008530</td>\n",
-       "      <td>0.008543</td>\n",
-       "      <td>0.003500</td>\n",
-       "      <td>0.003506</td>\n",
-       "      <td>0.003500</td>\n",
-       "      <td>0.003506</td>\n",
-       "      <td>0.000020</td>\n",
-       "      <td>0.000020</td>\n",
-       "      <td>0.000020</td>\n",
-       "      <td>0.000020</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2014-08-14 16:00:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.009987</td>\n",
-       "      <td>0.009987</td>\n",
-       "      <td>0.009987</td>\n",
-       "      <td>0.009987</td>\n",
-       "      <td>2.900000e-07</td>\n",
-       "      <td>2.900000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.008309</td>\n",
-       "      <td>0.008435</td>\n",
-       "      <td>0.003471</td>\n",
-       "      <td>0.003500</td>\n",
-       "      <td>0.003470</td>\n",
-       "      <td>0.003500</td>\n",
-       "      <td>0.000020</td>\n",
-       "      <td>0.000020</td>\n",
-       "      <td>0.000020</td>\n",
-       "      <td>0.000020</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2014-08-14 16:30:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.009919</td>\n",
-       "      <td>0.009998</td>\n",
-       "      <td>0.009919</td>\n",
-       "      <td>0.009998</td>\n",
-       "      <td>2.900000e-07</td>\n",
-       "      <td>2.900000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.008247</td>\n",
-       "      <td>0.008247</td>\n",
-       "      <td>0.003506</td>\n",
-       "      <td>0.003550</td>\n",
-       "      <td>0.003468</td>\n",
-       "      <td>0.003471</td>\n",
-       "      <td>0.000020</td>\n",
-       "      <td>0.000020</td>\n",
-       "      <td>0.000020</td>\n",
-       "      <td>0.000020</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2014-08-14 17:00:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.009980</td>\n",
-       "      <td>0.009980</td>\n",
-       "      <td>0.009974</td>\n",
-       "      <td>0.009974</td>\n",
-       "      <td>2.800000e-07</td>\n",
-       "      <td>2.800000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.008247</td>\n",
-       "      <td>0.008247</td>\n",
-       "      <td>0.003506</td>\n",
-       "      <td>0.003550</td>\n",
-       "      <td>0.003506</td>\n",
-       "      <td>0.003532</td>\n",
-       "      <td>0.000020</td>\n",
-       "      <td>0.000020</td>\n",
-       "      <td>0.000020</td>\n",
-       "      <td>0.000020</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2014-08-14 17:30:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.009980</td>\n",
-       "      <td>0.009980</td>\n",
-       "      <td>0.009980</td>\n",
-       "      <td>0.009980</td>\n",
-       "      <td>2.900000e-07</td>\n",
-       "      <td>2.900000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.008000</td>\n",
-       "      <td>0.008185</td>\n",
-       "      <td>0.003534</td>\n",
-       "      <td>0.003570</td>\n",
-       "      <td>0.003506</td>\n",
-       "      <td>0.003506</td>\n",
-       "      <td>0.000020</td>\n",
-       "      <td>0.000020</td>\n",
-       "      <td>0.000020</td>\n",
-       "      <td>0.000020</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2014-08-14 18:00:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.009980</td>\n",
-       "      <td>0.009980</td>\n",
-       "      <td>0.009980</td>\n",
-       "      <td>0.009980</td>\n",
-       "      <td>2.900000e-07</td>\n",
-       "      <td>2.900000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.007998</td>\n",
-       "      <td>0.008000</td>\n",
-       "      <td>0.003520</td>\n",
-       "      <td>0.003550</td>\n",
-       "      <td>0.003520</td>\n",
-       "      <td>0.003550</td>\n",
-       "      <td>0.000020</td>\n",
-       "      <td>0.000020</td>\n",
-       "      <td>0.000020</td>\n",
-       "      <td>0.000020</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2014-08-14 18:30:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.009950</td>\n",
-       "      <td>0.009950</td>\n",
-       "      <td>0.009807</td>\n",
-       "      <td>0.009920</td>\n",
-       "      <td>2.700000e-07</td>\n",
-       "      <td>2.700000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.008060</td>\n",
-       "      <td>0.008060</td>\n",
-       "      <td>0.003474</td>\n",
-       "      <td>0.003534</td>\n",
-       "      <td>0.003468</td>\n",
-       "      <td>0.003531</td>\n",
-       "      <td>0.000020</td>\n",
-       "      <td>0.000020</td>\n",
-       "      <td>0.000020</td>\n",
-       "      <td>0.000020</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>...</th>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2017-07-13 09:00:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.019103</td>\n",
-       "      <td>0.019238</td>\n",
-       "      <td>0.019043</td>\n",
-       "      <td>0.019215</td>\n",
-       "      <td>7.700000e-07</td>\n",
-       "      <td>7.800000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.072012</td>\n",
-       "      <td>0.072809</td>\n",
-       "      <td>0.016200</td>\n",
-       "      <td>0.016260</td>\n",
-       "      <td>0.016151</td>\n",
-       "      <td>0.016220</td>\n",
-       "      <td>0.000083</td>\n",
-       "      <td>0.000083</td>\n",
-       "      <td>0.000082</td>\n",
-       "      <td>0.000083</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2017-07-13 09:30:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.019013</td>\n",
-       "      <td>0.019128</td>\n",
-       "      <td>0.019005</td>\n",
-       "      <td>0.019103</td>\n",
-       "      <td>7.600000e-07</td>\n",
-       "      <td>7.800000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.072300</td>\n",
-       "      <td>0.072425</td>\n",
-       "      <td>0.016214</td>\n",
-       "      <td>0.016396</td>\n",
-       "      <td>0.016200</td>\n",
-       "      <td>0.016200</td>\n",
-       "      <td>0.000082</td>\n",
-       "      <td>0.000083</td>\n",
-       "      <td>0.000081</td>\n",
-       "      <td>0.000083</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2017-07-13 10:00:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.019098</td>\n",
-       "      <td>0.019100</td>\n",
-       "      <td>0.019000</td>\n",
-       "      <td>0.019032</td>\n",
-       "      <td>7.600000e-07</td>\n",
-       "      <td>7.700000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.071729</td>\n",
-       "      <td>0.072481</td>\n",
-       "      <td>0.016263</td>\n",
-       "      <td>0.016281</td>\n",
-       "      <td>0.016211</td>\n",
-       "      <td>0.016214</td>\n",
-       "      <td>0.000081</td>\n",
-       "      <td>0.000082</td>\n",
-       "      <td>0.000080</td>\n",
-       "      <td>0.000082</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2017-07-13 10:30:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.019193</td>\n",
-       "      <td>0.019200</td>\n",
-       "      <td>0.019087</td>\n",
-       "      <td>0.019100</td>\n",
-       "      <td>7.700000e-07</td>\n",
-       "      <td>7.700000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.071585</td>\n",
-       "      <td>0.071730</td>\n",
-       "      <td>0.016304</td>\n",
-       "      <td>0.016367</td>\n",
-       "      <td>0.016263</td>\n",
-       "      <td>0.016279</td>\n",
-       "      <td>0.000081</td>\n",
-       "      <td>0.000082</td>\n",
-       "      <td>0.000080</td>\n",
-       "      <td>0.000081</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2017-07-13 11:00:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.019300</td>\n",
-       "      <td>0.019500</td>\n",
-       "      <td>0.019193</td>\n",
-       "      <td>0.019200</td>\n",
-       "      <td>7.700000e-07</td>\n",
-       "      <td>7.700000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.071670</td>\n",
-       "      <td>0.071771</td>\n",
-       "      <td>0.016382</td>\n",
-       "      <td>0.016408</td>\n",
-       "      <td>0.016304</td>\n",
-       "      <td>0.016304</td>\n",
-       "      <td>0.000081</td>\n",
-       "      <td>0.000082</td>\n",
-       "      <td>0.000080</td>\n",
-       "      <td>0.000081</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2017-07-13 11:30:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.019386</td>\n",
-       "      <td>0.019455</td>\n",
-       "      <td>0.019300</td>\n",
-       "      <td>0.019300</td>\n",
-       "      <td>7.700000e-07</td>\n",
-       "      <td>7.700000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.072640</td>\n",
-       "      <td>0.072640</td>\n",
-       "      <td>0.016490</td>\n",
-       "      <td>0.016490</td>\n",
-       "      <td>0.016382</td>\n",
-       "      <td>0.016404</td>\n",
-       "      <td>0.000084</td>\n",
-       "      <td>0.000084</td>\n",
-       "      <td>0.000081</td>\n",
-       "      <td>0.000081</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2017-07-13 12:00:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.019363</td>\n",
-       "      <td>0.019492</td>\n",
-       "      <td>0.019345</td>\n",
-       "      <td>0.019386</td>\n",
-       "      <td>7.800000e-07</td>\n",
-       "      <td>7.800000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.072867</td>\n",
-       "      <td>0.073170</td>\n",
-       "      <td>0.016433</td>\n",
-       "      <td>0.016499</td>\n",
-       "      <td>0.016365</td>\n",
-       "      <td>0.016490</td>\n",
-       "      <td>0.000083</td>\n",
-       "      <td>0.000084</td>\n",
-       "      <td>0.000083</td>\n",
-       "      <td>0.000084</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2017-07-13 12:30:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.019385</td>\n",
-       "      <td>0.019388</td>\n",
-       "      <td>0.019257</td>\n",
-       "      <td>0.019345</td>\n",
-       "      <td>7.800000e-07</td>\n",
-       "      <td>7.800000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.073020</td>\n",
-       "      <td>0.073070</td>\n",
-       "      <td>0.016441</td>\n",
-       "      <td>0.016499</td>\n",
-       "      <td>0.016353</td>\n",
-       "      <td>0.016499</td>\n",
-       "      <td>0.000083</td>\n",
-       "      <td>0.000083</td>\n",
-       "      <td>0.000082</td>\n",
-       "      <td>0.000083</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2017-07-13 13:00:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.019227</td>\n",
-       "      <td>0.019388</td>\n",
-       "      <td>0.019086</td>\n",
-       "      <td>0.019385</td>\n",
-       "      <td>7.600000e-07</td>\n",
-       "      <td>7.800000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.073221</td>\n",
-       "      <td>0.073400</td>\n",
-       "      <td>0.016410</td>\n",
-       "      <td>0.016437</td>\n",
-       "      <td>0.016337</td>\n",
-       "      <td>0.016437</td>\n",
-       "      <td>0.000082</td>\n",
-       "      <td>0.000083</td>\n",
-       "      <td>0.000082</td>\n",
-       "      <td>0.000083</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2017-07-13 13:30:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.019200</td>\n",
-       "      <td>0.019258</td>\n",
-       "      <td>0.019135</td>\n",
-       "      <td>0.019227</td>\n",
-       "      <td>7.800000e-07</td>\n",
-       "      <td>7.900000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.072830</td>\n",
-       "      <td>0.073230</td>\n",
-       "      <td>0.016351</td>\n",
-       "      <td>0.016425</td>\n",
-       "      <td>0.016334</td>\n",
-       "      <td>0.016410</td>\n",
-       "      <td>0.000083</td>\n",
-       "      <td>0.000083</td>\n",
-       "      <td>0.000082</td>\n",
-       "      <td>0.000082</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2017-07-13 14:00:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.019073</td>\n",
-       "      <td>0.019202</td>\n",
-       "      <td>0.019037</td>\n",
-       "      <td>0.019202</td>\n",
-       "      <td>7.700000e-07</td>\n",
-       "      <td>7.900000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.072800</td>\n",
-       "      <td>0.073193</td>\n",
-       "      <td>0.016306</td>\n",
-       "      <td>0.016400</td>\n",
-       "      <td>0.016306</td>\n",
-       "      <td>0.016400</td>\n",
-       "      <td>0.000083</td>\n",
-       "      <td>0.000083</td>\n",
-       "      <td>0.000082</td>\n",
-       "      <td>0.000083</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2017-07-13 14:30:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.019210</td>\n",
-       "      <td>0.019210</td>\n",
-       "      <td>0.019036</td>\n",
-       "      <td>0.019079</td>\n",
-       "      <td>7.800000e-07</td>\n",
-       "      <td>7.800000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.072639</td>\n",
-       "      <td>0.073000</td>\n",
-       "      <td>0.016306</td>\n",
-       "      <td>0.016377</td>\n",
-       "      <td>0.016306</td>\n",
-       "      <td>0.016306</td>\n",
-       "      <td>0.000082</td>\n",
-       "      <td>0.000083</td>\n",
-       "      <td>0.000082</td>\n",
-       "      <td>0.000083</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2017-07-13 15:00:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.019214</td>\n",
-       "      <td>0.019268</td>\n",
-       "      <td>0.019150</td>\n",
-       "      <td>0.019187</td>\n",
-       "      <td>7.600000e-07</td>\n",
-       "      <td>7.800000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.072056</td>\n",
-       "      <td>0.072642</td>\n",
-       "      <td>0.016120</td>\n",
-       "      <td>0.016392</td>\n",
-       "      <td>0.016046</td>\n",
-       "      <td>0.016306</td>\n",
-       "      <td>0.000083</td>\n",
-       "      <td>0.000083</td>\n",
-       "      <td>0.000082</td>\n",
-       "      <td>0.000082</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2017-07-13 15:30:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.019110</td>\n",
-       "      <td>0.019275</td>\n",
-       "      <td>0.019100</td>\n",
-       "      <td>0.019216</td>\n",
-       "      <td>7.500000e-07</td>\n",
-       "      <td>7.800000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.071605</td>\n",
-       "      <td>0.072298</td>\n",
-       "      <td>0.016027</td>\n",
-       "      <td>0.016200</td>\n",
-       "      <td>0.015992</td>\n",
-       "      <td>0.016200</td>\n",
-       "      <td>0.000081</td>\n",
-       "      <td>0.000083</td>\n",
-       "      <td>0.000080</td>\n",
-       "      <td>0.000082</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2017-07-13 16:00:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.019087</td>\n",
-       "      <td>0.019186</td>\n",
-       "      <td>0.018950</td>\n",
-       "      <td>0.019110</td>\n",
-       "      <td>7.500000e-07</td>\n",
-       "      <td>7.600000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.071100</td>\n",
-       "      <td>0.071605</td>\n",
-       "      <td>0.016020</td>\n",
-       "      <td>0.016080</td>\n",
-       "      <td>0.015960</td>\n",
-       "      <td>0.016010</td>\n",
-       "      <td>0.000081</td>\n",
-       "      <td>0.000082</td>\n",
-       "      <td>0.000080</td>\n",
-       "      <td>0.000081</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2017-07-13 16:30:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.019220</td>\n",
-       "      <td>0.019220</td>\n",
-       "      <td>0.019085</td>\n",
-       "      <td>0.019087</td>\n",
-       "      <td>7.600000e-07</td>\n",
-       "      <td>7.600000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.071455</td>\n",
-       "      <td>0.072033</td>\n",
-       "      <td>0.016030</td>\n",
-       "      <td>0.016100</td>\n",
-       "      <td>0.016002</td>\n",
-       "      <td>0.016070</td>\n",
-       "      <td>0.000081</td>\n",
-       "      <td>0.000081</td>\n",
-       "      <td>0.000079</td>\n",
-       "      <td>0.000081</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2017-07-13 17:00:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.019203</td>\n",
-       "      <td>0.019245</td>\n",
-       "      <td>0.019101</td>\n",
-       "      <td>0.019220</td>\n",
-       "      <td>7.600000e-07</td>\n",
-       "      <td>7.600000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.071630</td>\n",
-       "      <td>0.072100</td>\n",
-       "      <td>0.016229</td>\n",
-       "      <td>0.016232</td>\n",
-       "      <td>0.016115</td>\n",
-       "      <td>0.016115</td>\n",
-       "      <td>0.000080</td>\n",
-       "      <td>0.000081</td>\n",
-       "      <td>0.000080</td>\n",
-       "      <td>0.000080</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2017-07-13 17:30:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.019021</td>\n",
-       "      <td>0.019194</td>\n",
-       "      <td>0.018983</td>\n",
-       "      <td>0.019180</td>\n",
-       "      <td>7.500000e-07</td>\n",
-       "      <td>7.600000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.072511</td>\n",
-       "      <td>0.072635</td>\n",
-       "      <td>0.016057</td>\n",
-       "      <td>0.016232</td>\n",
-       "      <td>0.016030</td>\n",
-       "      <td>0.016218</td>\n",
-       "      <td>0.000079</td>\n",
-       "      <td>0.000080</td>\n",
-       "      <td>0.000078</td>\n",
-       "      <td>0.000080</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2017-07-13 18:00:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.019112</td>\n",
-       "      <td>0.019112</td>\n",
-       "      <td>0.018986</td>\n",
-       "      <td>0.019045</td>\n",
-       "      <td>7.600000e-07</td>\n",
-       "      <td>7.700000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.072492</td>\n",
-       "      <td>0.072610</td>\n",
-       "      <td>0.016128</td>\n",
-       "      <td>0.016157</td>\n",
-       "      <td>0.016000</td>\n",
-       "      <td>0.016038</td>\n",
-       "      <td>0.000079</td>\n",
-       "      <td>0.000081</td>\n",
-       "      <td>0.000079</td>\n",
-       "      <td>0.000079</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2017-07-13 18:30:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.019124</td>\n",
-       "      <td>0.019174</td>\n",
-       "      <td>0.019040</td>\n",
-       "      <td>0.019090</td>\n",
-       "      <td>7.700000e-07</td>\n",
-       "      <td>7.700000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.072563</td>\n",
-       "      <td>0.072563</td>\n",
-       "      <td>0.016389</td>\n",
-       "      <td>0.016399</td>\n",
-       "      <td>0.016100</td>\n",
-       "      <td>0.016110</td>\n",
-       "      <td>0.000079</td>\n",
-       "      <td>0.000081</td>\n",
-       "      <td>0.000079</td>\n",
-       "      <td>0.000079</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2017-07-13 19:00:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.019095</td>\n",
-       "      <td>0.019200</td>\n",
-       "      <td>0.019070</td>\n",
-       "      <td>0.019124</td>\n",
-       "      <td>7.600000e-07</td>\n",
-       "      <td>7.700000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.072381</td>\n",
-       "      <td>0.072984</td>\n",
-       "      <td>0.016366</td>\n",
-       "      <td>0.016488</td>\n",
-       "      <td>0.016300</td>\n",
-       "      <td>0.016300</td>\n",
-       "      <td>0.000078</td>\n",
-       "      <td>0.000079</td>\n",
-       "      <td>0.000078</td>\n",
-       "      <td>0.000079</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2017-07-13 19:30:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.019040</td>\n",
-       "      <td>0.019125</td>\n",
-       "      <td>0.019040</td>\n",
-       "      <td>0.019087</td>\n",
-       "      <td>7.600000e-07</td>\n",
-       "      <td>7.700000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.071570</td>\n",
-       "      <td>0.072545</td>\n",
-       "      <td>0.016305</td>\n",
-       "      <td>0.016488</td>\n",
-       "      <td>0.016305</td>\n",
-       "      <td>0.016362</td>\n",
-       "      <td>0.000079</td>\n",
-       "      <td>0.000079</td>\n",
-       "      <td>0.000078</td>\n",
-       "      <td>0.000078</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2017-07-13 20:00:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.019100</td>\n",
-       "      <td>0.019130</td>\n",
-       "      <td>0.019000</td>\n",
-       "      <td>0.019040</td>\n",
-       "      <td>7.600000e-07</td>\n",
-       "      <td>7.700000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.071586</td>\n",
-       "      <td>0.071586</td>\n",
-       "      <td>0.016180</td>\n",
-       "      <td>0.016382</td>\n",
-       "      <td>0.016175</td>\n",
-       "      <td>0.016341</td>\n",
-       "      <td>0.000079</td>\n",
-       "      <td>0.000080</td>\n",
-       "      <td>0.000079</td>\n",
-       "      <td>0.000079</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2017-07-13 20:30:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.019266</td>\n",
-       "      <td>0.019280</td>\n",
-       "      <td>0.019100</td>\n",
-       "      <td>0.019130</td>\n",
-       "      <td>7.500000e-07</td>\n",
-       "      <td>7.600000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.071727</td>\n",
-       "      <td>0.072091</td>\n",
-       "      <td>0.016281</td>\n",
-       "      <td>0.016380</td>\n",
-       "      <td>0.016220</td>\n",
-       "      <td>0.016318</td>\n",
-       "      <td>0.000081</td>\n",
-       "      <td>0.000081</td>\n",
-       "      <td>0.000079</td>\n",
-       "      <td>0.000079</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2017-07-13 21:00:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.019344</td>\n",
-       "      <td>0.019382</td>\n",
-       "      <td>0.019224</td>\n",
-       "      <td>0.019280</td>\n",
-       "      <td>7.600000e-07</td>\n",
-       "      <td>7.600000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.072067</td>\n",
-       "      <td>0.072315</td>\n",
-       "      <td>0.016360</td>\n",
-       "      <td>0.016425</td>\n",
-       "      <td>0.016281</td>\n",
-       "      <td>0.016379</td>\n",
-       "      <td>0.000081</td>\n",
-       "      <td>0.000082</td>\n",
-       "      <td>0.000081</td>\n",
-       "      <td>0.000081</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2017-07-13 21:30:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.019210</td>\n",
-       "      <td>0.019365</td>\n",
-       "      <td>0.019110</td>\n",
-       "      <td>0.019365</td>\n",
-       "      <td>7.700000e-07</td>\n",
-       "      <td>7.700000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.072067</td>\n",
-       "      <td>0.072148</td>\n",
-       "      <td>0.016348</td>\n",
-       "      <td>0.016422</td>\n",
-       "      <td>0.016227</td>\n",
-       "      <td>0.016360</td>\n",
-       "      <td>0.000081</td>\n",
-       "      <td>0.000082</td>\n",
-       "      <td>0.000081</td>\n",
-       "      <td>0.000081</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2017-07-13 22:00:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.019271</td>\n",
-       "      <td>0.019309</td>\n",
-       "      <td>0.019162</td>\n",
-       "      <td>0.019204</td>\n",
-       "      <td>7.600000e-07</td>\n",
-       "      <td>7.700000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.072068</td>\n",
-       "      <td>0.072500</td>\n",
-       "      <td>0.016348</td>\n",
-       "      <td>0.016401</td>\n",
-       "      <td>0.016323</td>\n",
-       "      <td>0.016348</td>\n",
-       "      <td>0.000082</td>\n",
-       "      <td>0.000083</td>\n",
-       "      <td>0.000081</td>\n",
-       "      <td>0.000081</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2017-07-13 22:30:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.019263</td>\n",
-       "      <td>0.019353</td>\n",
-       "      <td>0.019143</td>\n",
-       "      <td>0.019271</td>\n",
-       "      <td>7.700000e-07</td>\n",
-       "      <td>7.700000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.072169</td>\n",
-       "      <td>0.072169</td>\n",
-       "      <td>0.016269</td>\n",
-       "      <td>0.016400</td>\n",
-       "      <td>0.016262</td>\n",
-       "      <td>0.016348</td>\n",
-       "      <td>0.000082</td>\n",
-       "      <td>0.000082</td>\n",
-       "      <td>0.000082</td>\n",
-       "      <td>0.000082</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2017-07-13 23:00:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.019340</td>\n",
-       "      <td>0.019380</td>\n",
-       "      <td>0.019250</td>\n",
-       "      <td>0.019263</td>\n",
-       "      <td>7.600000e-07</td>\n",
-       "      <td>7.700000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.072430</td>\n",
-       "      <td>0.072500</td>\n",
-       "      <td>0.016260</td>\n",
-       "      <td>0.016365</td>\n",
-       "      <td>0.016260</td>\n",
-       "      <td>0.016269</td>\n",
-       "      <td>0.000082</td>\n",
-       "      <td>0.000082</td>\n",
-       "      <td>0.000081</td>\n",
-       "      <td>0.000082</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2017-07-13 23:30:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.019462</td>\n",
-       "      <td>0.019462</td>\n",
-       "      <td>0.019339</td>\n",
-       "      <td>0.019350</td>\n",
-       "      <td>7.600000e-07</td>\n",
-       "      <td>7.700000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.072450</td>\n",
-       "      <td>0.072770</td>\n",
-       "      <td>0.016289</td>\n",
-       "      <td>0.016420</td>\n",
-       "      <td>0.016260</td>\n",
-       "      <td>0.016261</td>\n",
-       "      <td>0.000082</td>\n",
-       "      <td>0.000083</td>\n",
-       "      <td>0.000082</td>\n",
-       "      <td>0.000082</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>51112 rows × 24 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "Pair                BTCBTC                   LTCBTC                      \\\n",
-       "Price                close high  low open     close      high       low   \n",
-       "date                                                                      \n",
-       "2014-08-14 04:00:00    1.0  1.0  1.0  1.0  0.009234  0.009234  0.009234   \n",
-       "2014-08-14 04:30:00    1.0  1.0  1.0  1.0  0.009040  0.009179  0.009040   \n",
-       "2014-08-14 05:00:00    1.0  1.0  1.0  1.0  0.009040  0.009040  0.009040   \n",
-       "2014-08-14 05:30:00    1.0  1.0  1.0  1.0  0.009235  0.009235  0.009233   \n",
-       "2014-08-14 06:00:00    1.0  1.0  1.0  1.0  0.009237  0.009237  0.009236   \n",
-       "2014-08-14 06:30:00    1.0  1.0  1.0  1.0  0.009255  0.009255  0.009220   \n",
-       "2014-08-14 07:00:00    1.0  1.0  1.0  1.0  0.009359  0.009359  0.009359   \n",
-       "2014-08-14 07:30:00    1.0  1.0  1.0  1.0  0.009359  0.009359  0.009359   \n",
-       "2014-08-14 08:00:00    1.0  1.0  1.0  1.0  0.009500  0.009500  0.009346   \n",
-       "2014-08-14 08:30:00    1.0  1.0  1.0  1.0  0.009541  0.009550  0.009500   \n",
-       "2014-08-14 09:00:00    1.0  1.0  1.0  1.0  0.010222  0.010227  0.009740   \n",
-       "2014-08-14 09:30:00    1.0  1.0  1.0  1.0  0.010143  0.010148  0.010133   \n",
-       "2014-08-14 10:00:00    1.0  1.0  1.0  1.0  0.010041  0.010093  0.010036   \n",
-       "2014-08-14 10:30:00    1.0  1.0  1.0  1.0  0.010052  0.010069  0.010043   \n",
-       "2014-08-14 11:00:00    1.0  1.0  1.0  1.0  0.010083  0.010150  0.010083   \n",
-       "2014-08-14 11:30:00    1.0  1.0  1.0  1.0  0.010105  0.010178  0.010105   \n",
-       "2014-08-14 12:00:00    1.0  1.0  1.0  1.0  0.010150  0.010189  0.010150   \n",
-       "2014-08-14 12:30:00    1.0  1.0  1.0  1.0  0.010098  0.010215  0.010098   \n",
-       "2014-08-14 13:00:00    1.0  1.0  1.0  1.0  0.010120  0.010120  0.010120   \n",
-       "2014-08-14 13:30:00    1.0  1.0  1.0  1.0  0.010120  0.010120  0.010120   \n",
-       "2014-08-14 14:00:00    1.0  1.0  1.0  1.0  0.010030  0.010220  0.009974   \n",
-       "2014-08-14 14:30:00    1.0  1.0  1.0  1.0  0.010034  0.010034  0.010034   \n",
-       "2014-08-14 15:00:00    1.0  1.0  1.0  1.0  0.010000  0.010000  0.010000   \n",
-       "2014-08-14 15:30:00    1.0  1.0  1.0  1.0  0.009987  0.010000  0.009921   \n",
-       "2014-08-14 16:00:00    1.0  1.0  1.0  1.0  0.009987  0.009987  0.009987   \n",
-       "2014-08-14 16:30:00    1.0  1.0  1.0  1.0  0.009919  0.009998  0.009919   \n",
-       "2014-08-14 17:00:00    1.0  1.0  1.0  1.0  0.009980  0.009980  0.009974   \n",
-       "2014-08-14 17:30:00    1.0  1.0  1.0  1.0  0.009980  0.009980  0.009980   \n",
-       "2014-08-14 18:00:00    1.0  1.0  1.0  1.0  0.009980  0.009980  0.009980   \n",
-       "2014-08-14 18:30:00    1.0  1.0  1.0  1.0  0.009950  0.009950  0.009807   \n",
-       "...                    ...  ...  ...  ...       ...       ...       ...   \n",
-       "2017-07-13 09:00:00    1.0  1.0  1.0  1.0  0.019103  0.019238  0.019043   \n",
-       "2017-07-13 09:30:00    1.0  1.0  1.0  1.0  0.019013  0.019128  0.019005   \n",
-       "2017-07-13 10:00:00    1.0  1.0  1.0  1.0  0.019098  0.019100  0.019000   \n",
-       "2017-07-13 10:30:00    1.0  1.0  1.0  1.0  0.019193  0.019200  0.019087   \n",
-       "2017-07-13 11:00:00    1.0  1.0  1.0  1.0  0.019300  0.019500  0.019193   \n",
-       "2017-07-13 11:30:00    1.0  1.0  1.0  1.0  0.019386  0.019455  0.019300   \n",
-       "2017-07-13 12:00:00    1.0  1.0  1.0  1.0  0.019363  0.019492  0.019345   \n",
-       "2017-07-13 12:30:00    1.0  1.0  1.0  1.0  0.019385  0.019388  0.019257   \n",
-       "2017-07-13 13:00:00    1.0  1.0  1.0  1.0  0.019227  0.019388  0.019086   \n",
-       "2017-07-13 13:30:00    1.0  1.0  1.0  1.0  0.019200  0.019258  0.019135   \n",
-       "2017-07-13 14:00:00    1.0  1.0  1.0  1.0  0.019073  0.019202  0.019037   \n",
-       "2017-07-13 14:30:00    1.0  1.0  1.0  1.0  0.019210  0.019210  0.019036   \n",
-       "2017-07-13 15:00:00    1.0  1.0  1.0  1.0  0.019214  0.019268  0.019150   \n",
-       "2017-07-13 15:30:00    1.0  1.0  1.0  1.0  0.019110  0.019275  0.019100   \n",
-       "2017-07-13 16:00:00    1.0  1.0  1.0  1.0  0.019087  0.019186  0.018950   \n",
-       "2017-07-13 16:30:00    1.0  1.0  1.0  1.0  0.019220  0.019220  0.019085   \n",
-       "2017-07-13 17:00:00    1.0  1.0  1.0  1.0  0.019203  0.019245  0.019101   \n",
-       "2017-07-13 17:30:00    1.0  1.0  1.0  1.0  0.019021  0.019194  0.018983   \n",
-       "2017-07-13 18:00:00    1.0  1.0  1.0  1.0  0.019112  0.019112  0.018986   \n",
-       "2017-07-13 18:30:00    1.0  1.0  1.0  1.0  0.019124  0.019174  0.019040   \n",
-       "2017-07-13 19:00:00    1.0  1.0  1.0  1.0  0.019095  0.019200  0.019070   \n",
-       "2017-07-13 19:30:00    1.0  1.0  1.0  1.0  0.019040  0.019125  0.019040   \n",
-       "2017-07-13 20:00:00    1.0  1.0  1.0  1.0  0.019100  0.019130  0.019000   \n",
-       "2017-07-13 20:30:00    1.0  1.0  1.0  1.0  0.019266  0.019280  0.019100   \n",
-       "2017-07-13 21:00:00    1.0  1.0  1.0  1.0  0.019344  0.019382  0.019224   \n",
-       "2017-07-13 21:30:00    1.0  1.0  1.0  1.0  0.019210  0.019365  0.019110   \n",
-       "2017-07-13 22:00:00    1.0  1.0  1.0  1.0  0.019271  0.019309  0.019162   \n",
-       "2017-07-13 22:30:00    1.0  1.0  1.0  1.0  0.019263  0.019353  0.019143   \n",
-       "2017-07-13 23:00:00    1.0  1.0  1.0  1.0  0.019340  0.019380  0.019250   \n",
-       "2017-07-13 23:30:00    1.0  1.0  1.0  1.0  0.019462  0.019462  0.019339   \n",
-       "\n",
-       "Pair                                DOGEBTC                  ...      DASHBTC  \\\n",
-       "Price                    open         close          high    ...          low   \n",
-       "date                                                         ...                \n",
-       "2014-08-14 04:00:00  0.009234  2.600000e-07  2.600000e-07    ...     0.008855   \n",
-       "2014-08-14 04:30:00  0.009179  2.700000e-07  2.700000e-07    ...     0.008785   \n",
-       "2014-08-14 05:00:00  0.009040  2.600000e-07  2.600000e-07    ...     0.008789   \n",
-       "2014-08-14 05:30:00  0.009233  2.600000e-07  2.600000e-07    ...     0.008789   \n",
-       "2014-08-14 06:00:00  0.009236  2.600000e-07  2.700000e-07    ...     0.008800   \n",
-       "2014-08-14 06:30:00  0.009237  2.600000e-07  2.600000e-07    ...     0.008800   \n",
-       "2014-08-14 07:00:00  0.009359  2.600000e-07  2.600000e-07    ...     0.008800   \n",
-       "2014-08-14 07:30:00  0.009359  2.800000e-07  2.800000e-07    ...     0.008789   \n",
-       "2014-08-14 08:00:00  0.009346  2.600000e-07  2.600000e-07    ...     0.008730   \n",
-       "2014-08-14 08:30:00  0.009500  2.600000e-07  2.600000e-07    ...     0.008724   \n",
-       "2014-08-14 09:00:00  0.009740  2.800000e-07  2.800000e-07    ...     0.008690   \n",
-       "2014-08-14 09:30:00  0.010148  2.800000e-07  2.800000e-07    ...     0.008690   \n",
-       "2014-08-14 10:00:00  0.010093  2.700000e-07  2.700000e-07    ...     0.008724   \n",
-       "2014-08-14 10:30:00  0.010043  2.700000e-07  2.700000e-07    ...     0.008850   \n",
-       "2014-08-14 11:00:00  0.010125  2.600000e-07  2.600000e-07    ...     0.008804   \n",
-       "2014-08-14 11:30:00  0.010157  2.600000e-07  2.600000e-07    ...     0.008850   \n",
-       "2014-08-14 12:00:00  0.010159  2.700000e-07  2.700000e-07    ...     0.008700   \n",
-       "2014-08-14 12:30:00  0.010207  2.700000e-07  2.700000e-07    ...     0.008959   \n",
-       "2014-08-14 13:00:00  0.010120  2.700000e-07  2.700000e-07    ...     0.008892   \n",
-       "2014-08-14 13:30:00  0.010120  2.700000e-07  2.700000e-07    ...     0.008700   \n",
-       "2014-08-14 14:00:00  0.010220  2.700000e-07  2.800000e-07    ...     0.008700   \n",
-       "2014-08-14 14:30:00  0.010034  2.800000e-07  2.800000e-07    ...     0.008825   \n",
-       "2014-08-14 15:00:00  0.010000  2.800000e-07  2.800000e-07    ...     0.008530   \n",
-       "2014-08-14 15:30:00  0.010000  2.800000e-07  2.800000e-07    ...     0.008530   \n",
-       "2014-08-14 16:00:00  0.009987  2.900000e-07  2.900000e-07    ...     0.008309   \n",
-       "2014-08-14 16:30:00  0.009998  2.900000e-07  2.900000e-07    ...     0.008247   \n",
-       "2014-08-14 17:00:00  0.009974  2.800000e-07  2.800000e-07    ...     0.008247   \n",
-       "2014-08-14 17:30:00  0.009980  2.900000e-07  2.900000e-07    ...     0.008000   \n",
-       "2014-08-14 18:00:00  0.009980  2.900000e-07  2.900000e-07    ...     0.007998   \n",
-       "2014-08-14 18:30:00  0.009920  2.700000e-07  2.700000e-07    ...     0.008060   \n",
-       "...                       ...           ...           ...    ...          ...   \n",
-       "2017-07-13 09:00:00  0.019215  7.700000e-07  7.800000e-07    ...     0.072012   \n",
-       "2017-07-13 09:30:00  0.019103  7.600000e-07  7.800000e-07    ...     0.072300   \n",
-       "2017-07-13 10:00:00  0.019032  7.600000e-07  7.700000e-07    ...     0.071729   \n",
-       "2017-07-13 10:30:00  0.019100  7.700000e-07  7.700000e-07    ...     0.071585   \n",
-       "2017-07-13 11:00:00  0.019200  7.700000e-07  7.700000e-07    ...     0.071670   \n",
-       "2017-07-13 11:30:00  0.019300  7.700000e-07  7.700000e-07    ...     0.072640   \n",
-       "2017-07-13 12:00:00  0.019386  7.800000e-07  7.800000e-07    ...     0.072867   \n",
-       "2017-07-13 12:30:00  0.019345  7.800000e-07  7.800000e-07    ...     0.073020   \n",
-       "2017-07-13 13:00:00  0.019385  7.600000e-07  7.800000e-07    ...     0.073221   \n",
-       "2017-07-13 13:30:00  0.019227  7.800000e-07  7.900000e-07    ...     0.072830   \n",
-       "2017-07-13 14:00:00  0.019202  7.700000e-07  7.900000e-07    ...     0.072800   \n",
-       "2017-07-13 14:30:00  0.019079  7.800000e-07  7.800000e-07    ...     0.072639   \n",
-       "2017-07-13 15:00:00  0.019187  7.600000e-07  7.800000e-07    ...     0.072056   \n",
-       "2017-07-13 15:30:00  0.019216  7.500000e-07  7.800000e-07    ...     0.071605   \n",
-       "2017-07-13 16:00:00  0.019110  7.500000e-07  7.600000e-07    ...     0.071100   \n",
-       "2017-07-13 16:30:00  0.019087  7.600000e-07  7.600000e-07    ...     0.071455   \n",
-       "2017-07-13 17:00:00  0.019220  7.600000e-07  7.600000e-07    ...     0.071630   \n",
-       "2017-07-13 17:30:00  0.019180  7.500000e-07  7.600000e-07    ...     0.072511   \n",
-       "2017-07-13 18:00:00  0.019045  7.600000e-07  7.700000e-07    ...     0.072492   \n",
-       "2017-07-13 18:30:00  0.019090  7.700000e-07  7.700000e-07    ...     0.072563   \n",
-       "2017-07-13 19:00:00  0.019124  7.600000e-07  7.700000e-07    ...     0.072381   \n",
-       "2017-07-13 19:30:00  0.019087  7.600000e-07  7.700000e-07    ...     0.071570   \n",
-       "2017-07-13 20:00:00  0.019040  7.600000e-07  7.700000e-07    ...     0.071586   \n",
-       "2017-07-13 20:30:00  0.019130  7.500000e-07  7.600000e-07    ...     0.071727   \n",
-       "2017-07-13 21:00:00  0.019280  7.600000e-07  7.600000e-07    ...     0.072067   \n",
-       "2017-07-13 21:30:00  0.019365  7.700000e-07  7.700000e-07    ...     0.072067   \n",
-       "2017-07-13 22:00:00  0.019204  7.600000e-07  7.700000e-07    ...     0.072068   \n",
-       "2017-07-13 22:30:00  0.019271  7.700000e-07  7.700000e-07    ...     0.072169   \n",
-       "2017-07-13 23:00:00  0.019263  7.600000e-07  7.700000e-07    ...     0.072430   \n",
-       "2017-07-13 23:30:00  0.019350  7.600000e-07  7.700000e-07    ...     0.072450   \n",
-       "\n",
-       "Pair                             XMRBTC                                \\\n",
-       "Price                    open     close      high       low      open   \n",
-       "date                                                                    \n",
-       "2014-08-14 04:00:00  0.008855  0.003440  0.003440  0.003440  0.003440   \n",
-       "2014-08-14 04:30:00  0.008785  0.003500  0.003500  0.003440  0.003440   \n",
-       "2014-08-14 05:00:00  0.008789  0.003451  0.003458  0.003451  0.003458   \n",
-       "2014-08-14 05:30:00  0.008855  0.003441  0.003451  0.003441  0.003451   \n",
-       "2014-08-14 06:00:00  0.008800  0.003420  0.003441  0.003420  0.003441   \n",
-       "2014-08-14 06:30:00  0.008800  0.003416  0.003416  0.003416  0.003416   \n",
-       "2014-08-14 07:00:00  0.008800  0.003425  0.003425  0.003425  0.003425   \n",
-       "2014-08-14 07:30:00  0.008800  0.003416  0.003425  0.003416  0.003425   \n",
-       "2014-08-14 08:00:00  0.008740  0.003372  0.003416  0.003372  0.003416   \n",
-       "2014-08-14 08:30:00  0.008724  0.003393  0.003393  0.003372  0.003372   \n",
-       "2014-08-14 09:00:00  0.008860  0.003361  0.003372  0.003360  0.003370   \n",
-       "2014-08-14 09:30:00  0.008690  0.003372  0.003372  0.003360  0.003361   \n",
-       "2014-08-14 10:00:00  0.008724  0.003370  0.003370  0.003360  0.003360   \n",
-       "2014-08-14 10:30:00  0.008850  0.003372  0.003380  0.003370  0.003379   \n",
-       "2014-08-14 11:00:00  0.008804  0.003406  0.003410  0.003372  0.003372   \n",
-       "2014-08-14 11:30:00  0.008850  0.003420  0.003500  0.003379  0.003379   \n",
-       "2014-08-14 12:00:00  0.008704  0.003451  0.003500  0.003437  0.003440   \n",
-       "2014-08-14 12:30:00  0.008959  0.003451  0.003500  0.003451  0.003457   \n",
-       "2014-08-14 13:00:00  0.008892  0.003451  0.003451  0.003450  0.003451   \n",
-       "2014-08-14 13:30:00  0.008770  0.003513  0.003520  0.003468  0.003468   \n",
-       "2014-08-14 14:00:00  0.008700  0.003500  0.003518  0.003500  0.003513   \n",
-       "2014-08-14 14:30:00  0.008825  0.003500  0.003500  0.003500  0.003500   \n",
-       "2014-08-14 15:00:00  0.008660  0.003510  0.003520  0.003500  0.003500   \n",
-       "2014-08-14 15:30:00  0.008543  0.003500  0.003506  0.003500  0.003506   \n",
-       "2014-08-14 16:00:00  0.008435  0.003471  0.003500  0.003470  0.003500   \n",
-       "2014-08-14 16:30:00  0.008247  0.003506  0.003550  0.003468  0.003471   \n",
-       "2014-08-14 17:00:00  0.008247  0.003506  0.003550  0.003506  0.003532   \n",
-       "2014-08-14 17:30:00  0.008185  0.003534  0.003570  0.003506  0.003506   \n",
-       "2014-08-14 18:00:00  0.008000  0.003520  0.003550  0.003520  0.003550   \n",
-       "2014-08-14 18:30:00  0.008060  0.003474  0.003534  0.003468  0.003531   \n",
-       "...                       ...       ...       ...       ...       ...   \n",
-       "2017-07-13 09:00:00  0.072809  0.016200  0.016260  0.016151  0.016220   \n",
-       "2017-07-13 09:30:00  0.072425  0.016214  0.016396  0.016200  0.016200   \n",
-       "2017-07-13 10:00:00  0.072481  0.016263  0.016281  0.016211  0.016214   \n",
-       "2017-07-13 10:30:00  0.071730  0.016304  0.016367  0.016263  0.016279   \n",
-       "2017-07-13 11:00:00  0.071771  0.016382  0.016408  0.016304  0.016304   \n",
-       "2017-07-13 11:30:00  0.072640  0.016490  0.016490  0.016382  0.016404   \n",
-       "2017-07-13 12:00:00  0.073170  0.016433  0.016499  0.016365  0.016490   \n",
-       "2017-07-13 12:30:00  0.073070  0.016441  0.016499  0.016353  0.016499   \n",
-       "2017-07-13 13:00:00  0.073400  0.016410  0.016437  0.016337  0.016437   \n",
-       "2017-07-13 13:30:00  0.073230  0.016351  0.016425  0.016334  0.016410   \n",
-       "2017-07-13 14:00:00  0.073193  0.016306  0.016400  0.016306  0.016400   \n",
-       "2017-07-13 14:30:00  0.073000  0.016306  0.016377  0.016306  0.016306   \n",
-       "2017-07-13 15:00:00  0.072642  0.016120  0.016392  0.016046  0.016306   \n",
-       "2017-07-13 15:30:00  0.072298  0.016027  0.016200  0.015992  0.016200   \n",
-       "2017-07-13 16:00:00  0.071605  0.016020  0.016080  0.015960  0.016010   \n",
-       "2017-07-13 16:30:00  0.072033  0.016030  0.016100  0.016002  0.016070   \n",
-       "2017-07-13 17:00:00  0.072100  0.016229  0.016232  0.016115  0.016115   \n",
-       "2017-07-13 17:30:00  0.072635  0.016057  0.016232  0.016030  0.016218   \n",
-       "2017-07-13 18:00:00  0.072610  0.016128  0.016157  0.016000  0.016038   \n",
-       "2017-07-13 18:30:00  0.072563  0.016389  0.016399  0.016100  0.016110   \n",
-       "2017-07-13 19:00:00  0.072984  0.016366  0.016488  0.016300  0.016300   \n",
-       "2017-07-13 19:30:00  0.072545  0.016305  0.016488  0.016305  0.016362   \n",
-       "2017-07-13 20:00:00  0.071586  0.016180  0.016382  0.016175  0.016341   \n",
-       "2017-07-13 20:30:00  0.072091  0.016281  0.016380  0.016220  0.016318   \n",
-       "2017-07-13 21:00:00  0.072315  0.016360  0.016425  0.016281  0.016379   \n",
-       "2017-07-13 21:30:00  0.072148  0.016348  0.016422  0.016227  0.016360   \n",
-       "2017-07-13 22:00:00  0.072500  0.016348  0.016401  0.016323  0.016348   \n",
-       "2017-07-13 22:30:00  0.072169  0.016269  0.016400  0.016262  0.016348   \n",
-       "2017-07-13 23:00:00  0.072500  0.016260  0.016365  0.016260  0.016269   \n",
-       "2017-07-13 23:30:00  0.072770  0.016289  0.016420  0.016260  0.016261   \n",
-       "\n",
-       "Pair                   XRPBTC                                \n",
-       "Price                   close      high       low      open  \n",
-       "date                                                         \n",
-       "2014-08-14 04:00:00  0.000010  0.000010  0.000010  0.000010  \n",
-       "2014-08-14 04:30:00  0.000010  0.000010  0.000010  0.000010  \n",
-       "2014-08-14 05:00:00  0.000010  0.000010  0.000010  0.000010  \n",
-       "2014-08-14 05:30:00  0.000010  0.000010  0.000010  0.000010  \n",
-       "2014-08-14 06:00:00  0.000010  0.000010  0.000010  0.000010  \n",
-       "2014-08-14 06:30:00  0.000010  0.000010  0.000010  0.000010  \n",
-       "2014-08-14 07:00:00  0.000010  0.000010  0.000010  0.000010  \n",
-       "2014-08-14 07:30:00  0.000010  0.000010  0.000010  0.000010  \n",
-       "2014-08-14 08:00:00  0.000010  0.000010  0.000010  0.000010  \n",
-       "2014-08-14 08:30:00  0.000010  0.000010  0.000010  0.000010  \n",
-       "2014-08-14 09:00:00  0.000010  0.000010  0.000010  0.000010  \n",
-       "2014-08-14 09:30:00  0.000010  0.000010  0.000010  0.000010  \n",
-       "2014-08-14 10:00:00  0.000010  0.000010  0.000010  0.000010  \n",
-       "2014-08-14 10:30:00  0.000010  0.000010  0.000010  0.000010  \n",
-       "2014-08-14 11:00:00  0.000010  0.000010  0.000010  0.000010  \n",
-       "2014-08-14 11:30:00  0.000010  0.000010  0.000010  0.000010  \n",
-       "2014-08-14 12:00:00  0.000020  0.000020  0.000012  0.000012  \n",
-       "2014-08-14 12:30:00  0.000020  0.000020  0.000020  0.000020  \n",
-       "2014-08-14 13:00:00  0.000020  0.000020  0.000020  0.000020  \n",
-       "2014-08-14 13:30:00  0.000020  0.000020  0.000020  0.000020  \n",
-       "2014-08-14 14:00:00  0.000020  0.000020  0.000020  0.000020  \n",
-       "2014-08-14 14:30:00  0.000020  0.000020  0.000020  0.000020  \n",
-       "2014-08-14 15:00:00  0.000020  0.000020  0.000020  0.000020  \n",
-       "2014-08-14 15:30:00  0.000020  0.000020  0.000020  0.000020  \n",
-       "2014-08-14 16:00:00  0.000020  0.000020  0.000020  0.000020  \n",
-       "2014-08-14 16:30:00  0.000020  0.000020  0.000020  0.000020  \n",
-       "2014-08-14 17:00:00  0.000020  0.000020  0.000020  0.000020  \n",
-       "2014-08-14 17:30:00  0.000020  0.000020  0.000020  0.000020  \n",
-       "2014-08-14 18:00:00  0.000020  0.000020  0.000020  0.000020  \n",
-       "2014-08-14 18:30:00  0.000020  0.000020  0.000020  0.000020  \n",
-       "...                       ...       ...       ...       ...  \n",
-       "2017-07-13 09:00:00  0.000083  0.000083  0.000082  0.000083  \n",
-       "2017-07-13 09:30:00  0.000082  0.000083  0.000081  0.000083  \n",
-       "2017-07-13 10:00:00  0.000081  0.000082  0.000080  0.000082  \n",
-       "2017-07-13 10:30:00  0.000081  0.000082  0.000080  0.000081  \n",
-       "2017-07-13 11:00:00  0.000081  0.000082  0.000080  0.000081  \n",
-       "2017-07-13 11:30:00  0.000084  0.000084  0.000081  0.000081  \n",
-       "2017-07-13 12:00:00  0.000083  0.000084  0.000083  0.000084  \n",
-       "2017-07-13 12:30:00  0.000083  0.000083  0.000082  0.000083  \n",
-       "2017-07-13 13:00:00  0.000082  0.000083  0.000082  0.000083  \n",
-       "2017-07-13 13:30:00  0.000083  0.000083  0.000082  0.000082  \n",
-       "2017-07-13 14:00:00  0.000083  0.000083  0.000082  0.000083  \n",
-       "2017-07-13 14:30:00  0.000082  0.000083  0.000082  0.000083  \n",
-       "2017-07-13 15:00:00  0.000083  0.000083  0.000082  0.000082  \n",
-       "2017-07-13 15:30:00  0.000081  0.000083  0.000080  0.000082  \n",
-       "2017-07-13 16:00:00  0.000081  0.000082  0.000080  0.000081  \n",
-       "2017-07-13 16:30:00  0.000081  0.000081  0.000079  0.000081  \n",
-       "2017-07-13 17:00:00  0.000080  0.000081  0.000080  0.000080  \n",
-       "2017-07-13 17:30:00  0.000079  0.000080  0.000078  0.000080  \n",
-       "2017-07-13 18:00:00  0.000079  0.000081  0.000079  0.000079  \n",
-       "2017-07-13 18:30:00  0.000079  0.000081  0.000079  0.000079  \n",
-       "2017-07-13 19:00:00  0.000078  0.000079  0.000078  0.000079  \n",
-       "2017-07-13 19:30:00  0.000079  0.000079  0.000078  0.000078  \n",
-       "2017-07-13 20:00:00  0.000079  0.000080  0.000079  0.000079  \n",
-       "2017-07-13 20:30:00  0.000081  0.000081  0.000079  0.000079  \n",
-       "2017-07-13 21:00:00  0.000081  0.000082  0.000081  0.000081  \n",
-       "2017-07-13 21:30:00  0.000081  0.000082  0.000081  0.000081  \n",
-       "2017-07-13 22:00:00  0.000082  0.000083  0.000081  0.000081  \n",
-       "2017-07-13 22:30:00  0.000082  0.000082  0.000082  0.000082  \n",
-       "2017-07-13 23:00:00  0.000082  0.000082  0.000081  0.000082  \n",
-       "2017-07-13 23:30:00  0.000082  0.000083  0.000082  0.000082  \n",
-       "\n",
-       "[51112 rows x 24 columns]"
-      ]
-     },
-     "execution_count": 62,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# fill in na's\n",
-    "df = df.fillna(method=\"pad\")\n",
-    "\n",
-    "# replace rest\n",
-    "df.replace(np.nan, 0, inplace=True)\n",
-    "# df.unstack()\n",
-    "df"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 64,
-   "metadata": {
-    "ExecuteTime": {
-     "end_time": "2017-07-16T04:10:25.768212Z",
-     "start_time": "2017-07-16T12:10:25.758075+08:00"
-    }
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "test#: 7665 train#: 43447 test_frac: 0.14996478322116136 cutoff_time: 2017-02-04 07:00:00\n"
-     ]
-    }
-   ],
-   "source": [
-    "# split\n",
-    "test_split=0.15\n",
-    "c=int(len(df.index)*test_split)\n",
-    "split_time = df.index[-c]\n",
-    "\n",
-    "\n",
-    "df_test = df[df.index>split_time]\n",
-    "df_train = df[df.index<=split_time]\n",
-    "print('test#:',len(df_test), 'train#:',len(df_train), 'test_frac:', len(df_test)/len(df), 'cutoff_time:',split_time)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 67,
-   "metadata": {
-    "ExecuteTime": {
-     "end_time": "2017-07-16T04:10:27.769189Z",
-     "start_time": "2017-07-16T12:10:27.609445+08:00"
-    }
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style>\n",
-       "    .dataframe thead tr:only-child th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: left;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr>\n",
-       "      <th>Pair</th>\n",
-       "      <th colspan=\"4\" halign=\"left\">BTCBTC</th>\n",
-       "      <th colspan=\"4\" halign=\"left\">LTCBTC</th>\n",
-       "      <th colspan=\"2\" halign=\"left\">DOGEBTC</th>\n",
-       "      <th>...</th>\n",
-       "      <th colspan=\"2\" halign=\"left\">DASHBTC</th>\n",
-       "      <th colspan=\"4\" halign=\"left\">XMRBTC</th>\n",
-       "      <th colspan=\"4\" halign=\"left\">XRPBTC</th>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Price</th>\n",
-       "      <th>close</th>\n",
-       "      <th>high</th>\n",
-       "      <th>low</th>\n",
-       "      <th>open</th>\n",
-       "      <th>close</th>\n",
-       "      <th>high</th>\n",
-       "      <th>low</th>\n",
-       "      <th>open</th>\n",
-       "      <th>close</th>\n",
-       "      <th>high</th>\n",
-       "      <th>...</th>\n",
-       "      <th>low</th>\n",
-       "      <th>open</th>\n",
-       "      <th>close</th>\n",
-       "      <th>high</th>\n",
-       "      <th>low</th>\n",
-       "      <th>open</th>\n",
-       "      <th>close</th>\n",
-       "      <th>high</th>\n",
-       "      <th>low</th>\n",
-       "      <th>open</th>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>date</th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>2014-08-14 04:00:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.009234</td>\n",
-       "      <td>0.009234</td>\n",
-       "      <td>0.009234</td>\n",
-       "      <td>0.009234</td>\n",
-       "      <td>2.600000e-07</td>\n",
-       "      <td>2.600000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.008855</td>\n",
-       "      <td>0.008855</td>\n",
-       "      <td>0.003440</td>\n",
-       "      <td>0.003440</td>\n",
-       "      <td>0.003440</td>\n",
-       "      <td>0.003440</td>\n",
-       "      <td>0.000010</td>\n",
-       "      <td>0.000010</td>\n",
-       "      <td>0.000010</td>\n",
-       "      <td>0.000010</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2014-08-14 04:30:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.009040</td>\n",
-       "      <td>0.009179</td>\n",
-       "      <td>0.009040</td>\n",
-       "      <td>0.009179</td>\n",
-       "      <td>2.700000e-07</td>\n",
-       "      <td>2.700000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.008785</td>\n",
-       "      <td>0.008785</td>\n",
-       "      <td>0.003500</td>\n",
-       "      <td>0.003500</td>\n",
-       "      <td>0.003440</td>\n",
-       "      <td>0.003440</td>\n",
-       "      <td>0.000010</td>\n",
-       "      <td>0.000010</td>\n",
-       "      <td>0.000010</td>\n",
-       "      <td>0.000010</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2014-08-14 05:00:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.009040</td>\n",
-       "      <td>0.009040</td>\n",
-       "      <td>0.009040</td>\n",
-       "      <td>0.009040</td>\n",
-       "      <td>2.600000e-07</td>\n",
-       "      <td>2.600000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.008789</td>\n",
-       "      <td>0.008789</td>\n",
-       "      <td>0.003451</td>\n",
-       "      <td>0.003458</td>\n",
-       "      <td>0.003451</td>\n",
-       "      <td>0.003458</td>\n",
-       "      <td>0.000010</td>\n",
-       "      <td>0.000010</td>\n",
-       "      <td>0.000010</td>\n",
-       "      <td>0.000010</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2014-08-14 05:30:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.009235</td>\n",
-       "      <td>0.009235</td>\n",
-       "      <td>0.009233</td>\n",
-       "      <td>0.009233</td>\n",
-       "      <td>2.600000e-07</td>\n",
-       "      <td>2.600000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.008789</td>\n",
-       "      <td>0.008855</td>\n",
-       "      <td>0.003441</td>\n",
-       "      <td>0.003451</td>\n",
-       "      <td>0.003441</td>\n",
-       "      <td>0.003451</td>\n",
-       "      <td>0.000010</td>\n",
-       "      <td>0.000010</td>\n",
-       "      <td>0.000010</td>\n",
-       "      <td>0.000010</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2014-08-14 06:00:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.009237</td>\n",
-       "      <td>0.009237</td>\n",
-       "      <td>0.009236</td>\n",
-       "      <td>0.009236</td>\n",
-       "      <td>2.600000e-07</td>\n",
-       "      <td>2.700000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.008800</td>\n",
-       "      <td>0.008800</td>\n",
-       "      <td>0.003420</td>\n",
-       "      <td>0.003441</td>\n",
-       "      <td>0.003420</td>\n",
-       "      <td>0.003441</td>\n",
-       "      <td>0.000010</td>\n",
-       "      <td>0.000010</td>\n",
-       "      <td>0.000010</td>\n",
-       "      <td>0.000010</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2014-08-14 06:30:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.009255</td>\n",
-       "      <td>0.009255</td>\n",
-       "      <td>0.009220</td>\n",
-       "      <td>0.009237</td>\n",
-       "      <td>2.600000e-07</td>\n",
-       "      <td>2.600000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.008800</td>\n",
-       "      <td>0.008800</td>\n",
-       "      <td>0.003416</td>\n",
-       "      <td>0.003416</td>\n",
-       "      <td>0.003416</td>\n",
-       "      <td>0.003416</td>\n",
-       "      <td>0.000010</td>\n",
-       "      <td>0.000010</td>\n",
-       "      <td>0.000010</td>\n",
-       "      <td>0.000010</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2014-08-14 07:00:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.009359</td>\n",
-       "      <td>0.009359</td>\n",
-       "      <td>0.009359</td>\n",
-       "      <td>0.009359</td>\n",
-       "      <td>2.600000e-07</td>\n",
-       "      <td>2.600000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.008800</td>\n",
-       "      <td>0.008800</td>\n",
-       "      <td>0.003425</td>\n",
-       "      <td>0.003425</td>\n",
-       "      <td>0.003425</td>\n",
-       "      <td>0.003425</td>\n",
-       "      <td>0.000010</td>\n",
-       "      <td>0.000010</td>\n",
-       "      <td>0.000010</td>\n",
-       "      <td>0.000010</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2014-08-14 07:30:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.009359</td>\n",
-       "      <td>0.009359</td>\n",
-       "      <td>0.009359</td>\n",
-       "      <td>0.009359</td>\n",
-       "      <td>2.800000e-07</td>\n",
-       "      <td>2.800000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.008789</td>\n",
-       "      <td>0.008800</td>\n",
-       "      <td>0.003416</td>\n",
-       "      <td>0.003425</td>\n",
-       "      <td>0.003416</td>\n",
-       "      <td>0.003425</td>\n",
-       "      <td>0.000010</td>\n",
-       "      <td>0.000010</td>\n",
-       "      <td>0.000010</td>\n",
-       "      <td>0.000010</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2014-08-14 08:00:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.009500</td>\n",
-       "      <td>0.009500</td>\n",
-       "      <td>0.009346</td>\n",
-       "      <td>0.009346</td>\n",
-       "      <td>2.600000e-07</td>\n",
-       "      <td>2.600000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.008730</td>\n",
-       "      <td>0.008740</td>\n",
-       "      <td>0.003372</td>\n",
-       "      <td>0.003416</td>\n",
-       "      <td>0.003372</td>\n",
-       "      <td>0.003416</td>\n",
-       "      <td>0.000010</td>\n",
-       "      <td>0.000010</td>\n",
-       "      <td>0.000010</td>\n",
-       "      <td>0.000010</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2014-08-14 08:30:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.009541</td>\n",
-       "      <td>0.009550</td>\n",
-       "      <td>0.009500</td>\n",
-       "      <td>0.009500</td>\n",
-       "      <td>2.600000e-07</td>\n",
-       "      <td>2.600000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.008724</td>\n",
-       "      <td>0.008724</td>\n",
-       "      <td>0.003393</td>\n",
-       "      <td>0.003393</td>\n",
-       "      <td>0.003372</td>\n",
-       "      <td>0.003372</td>\n",
-       "      <td>0.000010</td>\n",
-       "      <td>0.000010</td>\n",
-       "      <td>0.000010</td>\n",
-       "      <td>0.000010</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2014-08-14 09:00:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.010222</td>\n",
-       "      <td>0.010227</td>\n",
-       "      <td>0.009740</td>\n",
-       "      <td>0.009740</td>\n",
-       "      <td>2.800000e-07</td>\n",
-       "      <td>2.800000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.008690</td>\n",
-       "      <td>0.008860</td>\n",
-       "      <td>0.003361</td>\n",
-       "      <td>0.003372</td>\n",
-       "      <td>0.003360</td>\n",
-       "      <td>0.003370</td>\n",
-       "      <td>0.000010</td>\n",
-       "      <td>0.000010</td>\n",
-       "      <td>0.000010</td>\n",
-       "      <td>0.000010</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2014-08-14 09:30:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.010143</td>\n",
-       "      <td>0.010148</td>\n",
-       "      <td>0.010133</td>\n",
-       "      <td>0.010148</td>\n",
-       "      <td>2.800000e-07</td>\n",
-       "      <td>2.800000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.008690</td>\n",
-       "      <td>0.008690</td>\n",
-       "      <td>0.003372</td>\n",
-       "      <td>0.003372</td>\n",
-       "      <td>0.003360</td>\n",
-       "      <td>0.003361</td>\n",
-       "      <td>0.000010</td>\n",
-       "      <td>0.000010</td>\n",
-       "      <td>0.000010</td>\n",
-       "      <td>0.000010</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2014-08-14 10:00:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.010041</td>\n",
-       "      <td>0.010093</td>\n",
-       "      <td>0.010036</td>\n",
-       "      <td>0.010093</td>\n",
-       "      <td>2.700000e-07</td>\n",
-       "      <td>2.700000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.008724</td>\n",
-       "      <td>0.008724</td>\n",
-       "      <td>0.003370</td>\n",
-       "      <td>0.003370</td>\n",
-       "      <td>0.003360</td>\n",
-       "      <td>0.003360</td>\n",
-       "      <td>0.000010</td>\n",
-       "      <td>0.000010</td>\n",
-       "      <td>0.000010</td>\n",
-       "      <td>0.000010</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2014-08-14 10:30:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.010052</td>\n",
-       "      <td>0.010069</td>\n",
-       "      <td>0.010043</td>\n",
-       "      <td>0.010043</td>\n",
-       "      <td>2.700000e-07</td>\n",
-       "      <td>2.700000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.008850</td>\n",
-       "      <td>0.008850</td>\n",
-       "      <td>0.003372</td>\n",
-       "      <td>0.003380</td>\n",
-       "      <td>0.003370</td>\n",
-       "      <td>0.003379</td>\n",
-       "      <td>0.000010</td>\n",
-       "      <td>0.000010</td>\n",
-       "      <td>0.000010</td>\n",
-       "      <td>0.000010</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2014-08-14 11:00:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.010083</td>\n",
-       "      <td>0.010150</td>\n",
-       "      <td>0.010083</td>\n",
-       "      <td>0.010125</td>\n",
-       "      <td>2.600000e-07</td>\n",
-       "      <td>2.600000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.008804</td>\n",
-       "      <td>0.008804</td>\n",
-       "      <td>0.003406</td>\n",
-       "      <td>0.003410</td>\n",
-       "      <td>0.003372</td>\n",
-       "      <td>0.003372</td>\n",
-       "      <td>0.000010</td>\n",
-       "      <td>0.000010</td>\n",
-       "      <td>0.000010</td>\n",
-       "      <td>0.000010</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2014-08-14 11:30:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.010105</td>\n",
-       "      <td>0.010178</td>\n",
-       "      <td>0.010105</td>\n",
-       "      <td>0.010157</td>\n",
-       "      <td>2.600000e-07</td>\n",
-       "      <td>2.600000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.008850</td>\n",
-       "      <td>0.008850</td>\n",
-       "      <td>0.003420</td>\n",
-       "      <td>0.003500</td>\n",
-       "      <td>0.003379</td>\n",
-       "      <td>0.003379</td>\n",
-       "      <td>0.000010</td>\n",
-       "      <td>0.000010</td>\n",
-       "      <td>0.000010</td>\n",
-       "      <td>0.000010</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2014-08-14 12:00:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.010150</td>\n",
-       "      <td>0.010189</td>\n",
-       "      <td>0.010150</td>\n",
-       "      <td>0.010159</td>\n",
-       "      <td>2.700000e-07</td>\n",
-       "      <td>2.700000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.008700</td>\n",
-       "      <td>0.008704</td>\n",
-       "      <td>0.003451</td>\n",
-       "      <td>0.003500</td>\n",
-       "      <td>0.003437</td>\n",
-       "      <td>0.003440</td>\n",
-       "      <td>0.000020</td>\n",
-       "      <td>0.000020</td>\n",
-       "      <td>0.000012</td>\n",
-       "      <td>0.000012</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2014-08-14 12:30:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.010098</td>\n",
-       "      <td>0.010215</td>\n",
-       "      <td>0.010098</td>\n",
-       "      <td>0.010207</td>\n",
-       "      <td>2.700000e-07</td>\n",
-       "      <td>2.700000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.008959</td>\n",
-       "      <td>0.008959</td>\n",
-       "      <td>0.003451</td>\n",
-       "      <td>0.003500</td>\n",
-       "      <td>0.003451</td>\n",
-       "      <td>0.003457</td>\n",
-       "      <td>0.000020</td>\n",
-       "      <td>0.000020</td>\n",
-       "      <td>0.000020</td>\n",
-       "      <td>0.000020</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2014-08-14 13:00:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.010120</td>\n",
-       "      <td>0.010120</td>\n",
-       "      <td>0.010120</td>\n",
-       "      <td>0.010120</td>\n",
-       "      <td>2.700000e-07</td>\n",
-       "      <td>2.700000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.008892</td>\n",
-       "      <td>0.008892</td>\n",
-       "      <td>0.003451</td>\n",
-       "      <td>0.003451</td>\n",
-       "      <td>0.003450</td>\n",
-       "      <td>0.003451</td>\n",
-       "      <td>0.000020</td>\n",
-       "      <td>0.000020</td>\n",
-       "      <td>0.000020</td>\n",
-       "      <td>0.000020</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2014-08-14 13:30:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.010120</td>\n",
-       "      <td>0.010120</td>\n",
-       "      <td>0.010120</td>\n",
-       "      <td>0.010120</td>\n",
-       "      <td>2.700000e-07</td>\n",
-       "      <td>2.700000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.008700</td>\n",
-       "      <td>0.008770</td>\n",
-       "      <td>0.003513</td>\n",
-       "      <td>0.003520</td>\n",
-       "      <td>0.003468</td>\n",
-       "      <td>0.003468</td>\n",
-       "      <td>0.000020</td>\n",
-       "      <td>0.000020</td>\n",
-       "      <td>0.000020</td>\n",
-       "      <td>0.000020</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2014-08-14 14:00:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.010030</td>\n",
-       "      <td>0.010220</td>\n",
-       "      <td>0.009974</td>\n",
-       "      <td>0.010220</td>\n",
-       "      <td>2.700000e-07</td>\n",
-       "      <td>2.800000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.008700</td>\n",
-       "      <td>0.008700</td>\n",
-       "      <td>0.003500</td>\n",
-       "      <td>0.003518</td>\n",
-       "      <td>0.003500</td>\n",
-       "      <td>0.003513</td>\n",
-       "      <td>0.000020</td>\n",
-       "      <td>0.000020</td>\n",
-       "      <td>0.000020</td>\n",
-       "      <td>0.000020</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2014-08-14 14:30:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.010034</td>\n",
-       "      <td>0.010034</td>\n",
-       "      <td>0.010034</td>\n",
-       "      <td>0.010034</td>\n",
-       "      <td>2.800000e-07</td>\n",
-       "      <td>2.800000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.008825</td>\n",
-       "      <td>0.008825</td>\n",
-       "      <td>0.003500</td>\n",
-       "      <td>0.003500</td>\n",
-       "      <td>0.003500</td>\n",
-       "      <td>0.003500</td>\n",
-       "      <td>0.000020</td>\n",
-       "      <td>0.000020</td>\n",
-       "      <td>0.000020</td>\n",
-       "      <td>0.000020</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2014-08-14 15:00:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.010000</td>\n",
-       "      <td>0.010000</td>\n",
-       "      <td>0.010000</td>\n",
-       "      <td>0.010000</td>\n",
-       "      <td>2.800000e-07</td>\n",
-       "      <td>2.800000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.008530</td>\n",
-       "      <td>0.008660</td>\n",
-       "      <td>0.003510</td>\n",
-       "      <td>0.003520</td>\n",
-       "      <td>0.003500</td>\n",
-       "      <td>0.003500</td>\n",
-       "      <td>0.000020</td>\n",
-       "      <td>0.000020</td>\n",
-       "      <td>0.000020</td>\n",
-       "      <td>0.000020</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2014-08-14 15:30:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.009987</td>\n",
-       "      <td>0.010000</td>\n",
-       "      <td>0.009921</td>\n",
-       "      <td>0.010000</td>\n",
-       "      <td>2.800000e-07</td>\n",
-       "      <td>2.800000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.008530</td>\n",
-       "      <td>0.008543</td>\n",
-       "      <td>0.003500</td>\n",
-       "      <td>0.003506</td>\n",
-       "      <td>0.003500</td>\n",
-       "      <td>0.003506</td>\n",
-       "      <td>0.000020</td>\n",
-       "      <td>0.000020</td>\n",
-       "      <td>0.000020</td>\n",
-       "      <td>0.000020</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2014-08-14 16:00:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.009987</td>\n",
-       "      <td>0.009987</td>\n",
-       "      <td>0.009987</td>\n",
-       "      <td>0.009987</td>\n",
-       "      <td>2.900000e-07</td>\n",
-       "      <td>2.900000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.008309</td>\n",
-       "      <td>0.008435</td>\n",
-       "      <td>0.003471</td>\n",
-       "      <td>0.003500</td>\n",
-       "      <td>0.003470</td>\n",
-       "      <td>0.003500</td>\n",
-       "      <td>0.000020</td>\n",
-       "      <td>0.000020</td>\n",
-       "      <td>0.000020</td>\n",
-       "      <td>0.000020</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2014-08-14 16:30:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.009919</td>\n",
-       "      <td>0.009998</td>\n",
-       "      <td>0.009919</td>\n",
-       "      <td>0.009998</td>\n",
-       "      <td>2.900000e-07</td>\n",
-       "      <td>2.900000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.008247</td>\n",
-       "      <td>0.008247</td>\n",
-       "      <td>0.003506</td>\n",
-       "      <td>0.003550</td>\n",
-       "      <td>0.003468</td>\n",
-       "      <td>0.003471</td>\n",
-       "      <td>0.000020</td>\n",
-       "      <td>0.000020</td>\n",
-       "      <td>0.000020</td>\n",
-       "      <td>0.000020</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2014-08-14 17:00:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.009980</td>\n",
-       "      <td>0.009980</td>\n",
-       "      <td>0.009974</td>\n",
-       "      <td>0.009974</td>\n",
-       "      <td>2.800000e-07</td>\n",
-       "      <td>2.800000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.008247</td>\n",
-       "      <td>0.008247</td>\n",
-       "      <td>0.003506</td>\n",
-       "      <td>0.003550</td>\n",
-       "      <td>0.003506</td>\n",
-       "      <td>0.003532</td>\n",
-       "      <td>0.000020</td>\n",
-       "      <td>0.000020</td>\n",
-       "      <td>0.000020</td>\n",
-       "      <td>0.000020</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2014-08-14 17:30:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.009980</td>\n",
-       "      <td>0.009980</td>\n",
-       "      <td>0.009980</td>\n",
-       "      <td>0.009980</td>\n",
-       "      <td>2.900000e-07</td>\n",
-       "      <td>2.900000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.008000</td>\n",
-       "      <td>0.008185</td>\n",
-       "      <td>0.003534</td>\n",
-       "      <td>0.003570</td>\n",
-       "      <td>0.003506</td>\n",
-       "      <td>0.003506</td>\n",
-       "      <td>0.000020</td>\n",
-       "      <td>0.000020</td>\n",
-       "      <td>0.000020</td>\n",
-       "      <td>0.000020</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2014-08-14 18:00:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.009980</td>\n",
-       "      <td>0.009980</td>\n",
-       "      <td>0.009980</td>\n",
-       "      <td>0.009980</td>\n",
-       "      <td>2.900000e-07</td>\n",
-       "      <td>2.900000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.007998</td>\n",
-       "      <td>0.008000</td>\n",
-       "      <td>0.003520</td>\n",
-       "      <td>0.003550</td>\n",
-       "      <td>0.003520</td>\n",
-       "      <td>0.003550</td>\n",
-       "      <td>0.000020</td>\n",
-       "      <td>0.000020</td>\n",
-       "      <td>0.000020</td>\n",
-       "      <td>0.000020</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2014-08-14 18:30:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.009950</td>\n",
-       "      <td>0.009950</td>\n",
-       "      <td>0.009807</td>\n",
-       "      <td>0.009920</td>\n",
-       "      <td>2.700000e-07</td>\n",
-       "      <td>2.700000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.008060</td>\n",
-       "      <td>0.008060</td>\n",
-       "      <td>0.003474</td>\n",
-       "      <td>0.003534</td>\n",
-       "      <td>0.003468</td>\n",
-       "      <td>0.003531</td>\n",
-       "      <td>0.000020</td>\n",
-       "      <td>0.000020</td>\n",
-       "      <td>0.000020</td>\n",
-       "      <td>0.000020</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>...</th>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2017-02-03 16:30:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.003949</td>\n",
-       "      <td>0.003970</td>\n",
-       "      <td>0.003949</td>\n",
-       "      <td>0.003970</td>\n",
-       "      <td>2.000000e-07</td>\n",
-       "      <td>2.100000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.016913</td>\n",
-       "      <td>0.016978</td>\n",
-       "      <td>0.012275</td>\n",
-       "      <td>0.012300</td>\n",
-       "      <td>0.012201</td>\n",
-       "      <td>0.012300</td>\n",
-       "      <td>0.000006</td>\n",
-       "      <td>0.000006</td>\n",
-       "      <td>0.000006</td>\n",
-       "      <td>0.000006</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2017-02-03 17:00:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.003951</td>\n",
-       "      <td>0.003968</td>\n",
-       "      <td>0.003949</td>\n",
-       "      <td>0.003949</td>\n",
-       "      <td>2.100000e-07</td>\n",
-       "      <td>2.100000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.016920</td>\n",
-       "      <td>0.017099</td>\n",
-       "      <td>0.012299</td>\n",
-       "      <td>0.012300</td>\n",
-       "      <td>0.012215</td>\n",
-       "      <td>0.012275</td>\n",
-       "      <td>0.000006</td>\n",
-       "      <td>0.000006</td>\n",
-       "      <td>0.000006</td>\n",
-       "      <td>0.000006</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2017-02-03 17:30:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.003960</td>\n",
-       "      <td>0.003970</td>\n",
-       "      <td>0.003951</td>\n",
-       "      <td>0.003951</td>\n",
-       "      <td>2.100000e-07</td>\n",
-       "      <td>2.100000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.016907</td>\n",
-       "      <td>0.017010</td>\n",
-       "      <td>0.012304</td>\n",
-       "      <td>0.012304</td>\n",
-       "      <td>0.012229</td>\n",
-       "      <td>0.012299</td>\n",
-       "      <td>0.000006</td>\n",
-       "      <td>0.000006</td>\n",
-       "      <td>0.000006</td>\n",
-       "      <td>0.000006</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2017-02-03 18:00:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.003961</td>\n",
-       "      <td>0.003965</td>\n",
-       "      <td>0.003951</td>\n",
-       "      <td>0.003960</td>\n",
-       "      <td>2.100000e-07</td>\n",
-       "      <td>2.100000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.016958</td>\n",
-       "      <td>0.017000</td>\n",
-       "      <td>0.012326</td>\n",
-       "      <td>0.012376</td>\n",
-       "      <td>0.012298</td>\n",
-       "      <td>0.012301</td>\n",
-       "      <td>0.000006</td>\n",
-       "      <td>0.000006</td>\n",
-       "      <td>0.000006</td>\n",
-       "      <td>0.000006</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2017-02-03 18:30:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.003977</td>\n",
-       "      <td>0.003977</td>\n",
-       "      <td>0.003961</td>\n",
-       "      <td>0.003961</td>\n",
-       "      <td>2.000000e-07</td>\n",
-       "      <td>2.100000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.016959</td>\n",
-       "      <td>0.017049</td>\n",
-       "      <td>0.012345</td>\n",
-       "      <td>0.012373</td>\n",
-       "      <td>0.012298</td>\n",
-       "      <td>0.012298</td>\n",
-       "      <td>0.000006</td>\n",
-       "      <td>0.000006</td>\n",
-       "      <td>0.000006</td>\n",
-       "      <td>0.000006</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2017-02-03 19:00:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.003983</td>\n",
-       "      <td>0.004085</td>\n",
-       "      <td>0.003962</td>\n",
-       "      <td>0.003968</td>\n",
-       "      <td>2.000000e-07</td>\n",
-       "      <td>2.100000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.016930</td>\n",
-       "      <td>0.017119</td>\n",
-       "      <td>0.012400</td>\n",
-       "      <td>0.012402</td>\n",
-       "      <td>0.012310</td>\n",
-       "      <td>0.012340</td>\n",
-       "      <td>0.000006</td>\n",
-       "      <td>0.000006</td>\n",
-       "      <td>0.000006</td>\n",
-       "      <td>0.000006</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2017-02-03 19:30:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.003969</td>\n",
-       "      <td>0.003982</td>\n",
-       "      <td>0.003969</td>\n",
-       "      <td>0.003976</td>\n",
-       "      <td>2.100000e-07</td>\n",
-       "      <td>2.100000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.016873</td>\n",
-       "      <td>0.016929</td>\n",
-       "      <td>0.012420</td>\n",
-       "      <td>0.012441</td>\n",
-       "      <td>0.012359</td>\n",
-       "      <td>0.012402</td>\n",
-       "      <td>0.000006</td>\n",
-       "      <td>0.000006</td>\n",
-       "      <td>0.000006</td>\n",
-       "      <td>0.000006</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2017-02-03 20:00:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.003976</td>\n",
-       "      <td>0.003986</td>\n",
-       "      <td>0.003969</td>\n",
-       "      <td>0.003969</td>\n",
-       "      <td>2.100000e-07</td>\n",
-       "      <td>2.100000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.017010</td>\n",
-       "      <td>0.017010</td>\n",
-       "      <td>0.012460</td>\n",
-       "      <td>0.012482</td>\n",
-       "      <td>0.012390</td>\n",
-       "      <td>0.012393</td>\n",
-       "      <td>0.000006</td>\n",
-       "      <td>0.000006</td>\n",
-       "      <td>0.000006</td>\n",
-       "      <td>0.000006</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2017-02-03 20:30:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.003976</td>\n",
-       "      <td>0.004000</td>\n",
-       "      <td>0.003965</td>\n",
-       "      <td>0.003980</td>\n",
-       "      <td>2.100000e-07</td>\n",
-       "      <td>2.100000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.016971</td>\n",
-       "      <td>0.017100</td>\n",
-       "      <td>0.012470</td>\n",
-       "      <td>0.012470</td>\n",
-       "      <td>0.012439</td>\n",
-       "      <td>0.012460</td>\n",
-       "      <td>0.000006</td>\n",
-       "      <td>0.000006</td>\n",
-       "      <td>0.000006</td>\n",
-       "      <td>0.000006</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2017-02-03 21:00:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.003982</td>\n",
-       "      <td>0.004015</td>\n",
-       "      <td>0.003976</td>\n",
-       "      <td>0.003976</td>\n",
-       "      <td>2.100000e-07</td>\n",
-       "      <td>2.100000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.017003</td>\n",
-       "      <td>0.017100</td>\n",
-       "      <td>0.012450</td>\n",
-       "      <td>0.012470</td>\n",
-       "      <td>0.012440</td>\n",
-       "      <td>0.012470</td>\n",
-       "      <td>0.000006</td>\n",
-       "      <td>0.000006</td>\n",
-       "      <td>0.000006</td>\n",
-       "      <td>0.000006</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2017-02-03 21:30:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.003976</td>\n",
-       "      <td>0.003999</td>\n",
-       "      <td>0.003976</td>\n",
-       "      <td>0.003986</td>\n",
-       "      <td>2.100000e-07</td>\n",
-       "      <td>2.100000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.016912</td>\n",
-       "      <td>0.017090</td>\n",
-       "      <td>0.012451</td>\n",
-       "      <td>0.012487</td>\n",
-       "      <td>0.012440</td>\n",
-       "      <td>0.012450</td>\n",
-       "      <td>0.000006</td>\n",
-       "      <td>0.000006</td>\n",
-       "      <td>0.000006</td>\n",
-       "      <td>0.000006</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2017-02-03 22:00:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.003989</td>\n",
-       "      <td>0.003991</td>\n",
-       "      <td>0.003968</td>\n",
-       "      <td>0.003976</td>\n",
-       "      <td>2.100000e-07</td>\n",
-       "      <td>2.100000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.016817</td>\n",
-       "      <td>0.017031</td>\n",
-       "      <td>0.012481</td>\n",
-       "      <td>0.012487</td>\n",
-       "      <td>0.012450</td>\n",
-       "      <td>0.012481</td>\n",
-       "      <td>0.000006</td>\n",
-       "      <td>0.000006</td>\n",
-       "      <td>0.000006</td>\n",
-       "      <td>0.000006</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2017-02-03 22:30:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.003974</td>\n",
-       "      <td>0.003975</td>\n",
-       "      <td>0.003969</td>\n",
-       "      <td>0.003975</td>\n",
-       "      <td>2.100000e-07</td>\n",
-       "      <td>2.100000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.016820</td>\n",
-       "      <td>0.016968</td>\n",
-       "      <td>0.012402</td>\n",
-       "      <td>0.012500</td>\n",
-       "      <td>0.012400</td>\n",
-       "      <td>0.012485</td>\n",
-       "      <td>0.000006</td>\n",
-       "      <td>0.000006</td>\n",
-       "      <td>0.000006</td>\n",
-       "      <td>0.000006</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2017-02-03 23:00:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.003972</td>\n",
-       "      <td>0.003989</td>\n",
-       "      <td>0.003961</td>\n",
-       "      <td>0.003974</td>\n",
-       "      <td>2.000000e-07</td>\n",
-       "      <td>2.100000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.016810</td>\n",
-       "      <td>0.017000</td>\n",
-       "      <td>0.012493</td>\n",
-       "      <td>0.012514</td>\n",
-       "      <td>0.012390</td>\n",
-       "      <td>0.012402</td>\n",
-       "      <td>0.000006</td>\n",
-       "      <td>0.000006</td>\n",
-       "      <td>0.000006</td>\n",
-       "      <td>0.000006</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2017-02-03 23:30:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.003967</td>\n",
-       "      <td>0.003990</td>\n",
-       "      <td>0.003966</td>\n",
-       "      <td>0.003972</td>\n",
-       "      <td>2.100000e-07</td>\n",
-       "      <td>2.100000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.016810</td>\n",
-       "      <td>0.016813</td>\n",
-       "      <td>0.012519</td>\n",
-       "      <td>0.012531</td>\n",
-       "      <td>0.012451</td>\n",
-       "      <td>0.012498</td>\n",
-       "      <td>0.000006</td>\n",
-       "      <td>0.000006</td>\n",
-       "      <td>0.000006</td>\n",
-       "      <td>0.000006</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2017-02-04 00:00:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.003961</td>\n",
-       "      <td>0.003979</td>\n",
-       "      <td>0.003961</td>\n",
-       "      <td>0.003967</td>\n",
-       "      <td>2.000000e-07</td>\n",
-       "      <td>2.100000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.016899</td>\n",
-       "      <td>0.017024</td>\n",
-       "      <td>0.012451</td>\n",
-       "      <td>0.012543</td>\n",
-       "      <td>0.012417</td>\n",
-       "      <td>0.012519</td>\n",
-       "      <td>0.000006</td>\n",
-       "      <td>0.000006</td>\n",
-       "      <td>0.000006</td>\n",
-       "      <td>0.000006</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2017-02-04 00:30:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.003952</td>\n",
-       "      <td>0.003977</td>\n",
-       "      <td>0.003952</td>\n",
-       "      <td>0.003973</td>\n",
-       "      <td>2.100000e-07</td>\n",
-       "      <td>2.100000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.016950</td>\n",
-       "      <td>0.016991</td>\n",
-       "      <td>0.012333</td>\n",
-       "      <td>0.012485</td>\n",
-       "      <td>0.012250</td>\n",
-       "      <td>0.012451</td>\n",
-       "      <td>0.000006</td>\n",
-       "      <td>0.000006</td>\n",
-       "      <td>0.000006</td>\n",
-       "      <td>0.000006</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2017-02-04 01:00:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.003942</td>\n",
-       "      <td>0.003966</td>\n",
-       "      <td>0.003942</td>\n",
-       "      <td>0.003952</td>\n",
-       "      <td>2.100000e-07</td>\n",
-       "      <td>2.100000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.016887</td>\n",
-       "      <td>0.017000</td>\n",
-       "      <td>0.012310</td>\n",
-       "      <td>0.012399</td>\n",
-       "      <td>0.012251</td>\n",
-       "      <td>0.012333</td>\n",
-       "      <td>0.000006</td>\n",
-       "      <td>0.000006</td>\n",
-       "      <td>0.000006</td>\n",
-       "      <td>0.000006</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2017-02-04 01:30:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.003966</td>\n",
-       "      <td>0.003966</td>\n",
-       "      <td>0.003942</td>\n",
-       "      <td>0.003958</td>\n",
-       "      <td>2.000000e-07</td>\n",
-       "      <td>2.100000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.016889</td>\n",
-       "      <td>0.016889</td>\n",
-       "      <td>0.012416</td>\n",
-       "      <td>0.012416</td>\n",
-       "      <td>0.012310</td>\n",
-       "      <td>0.012320</td>\n",
-       "      <td>0.000006</td>\n",
-       "      <td>0.000006</td>\n",
-       "      <td>0.000006</td>\n",
-       "      <td>0.000006</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2017-02-04 02:00:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.003966</td>\n",
-       "      <td>0.003966</td>\n",
-       "      <td>0.003943</td>\n",
-       "      <td>0.003966</td>\n",
-       "      <td>2.100000e-07</td>\n",
-       "      <td>2.100000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.016965</td>\n",
-       "      <td>0.017065</td>\n",
-       "      <td>0.012343</td>\n",
-       "      <td>0.012416</td>\n",
-       "      <td>0.012281</td>\n",
-       "      <td>0.012413</td>\n",
-       "      <td>0.000006</td>\n",
-       "      <td>0.000006</td>\n",
-       "      <td>0.000006</td>\n",
-       "      <td>0.000006</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2017-02-04 02:30:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.003963</td>\n",
-       "      <td>0.003986</td>\n",
-       "      <td>0.003962</td>\n",
-       "      <td>0.003966</td>\n",
-       "      <td>2.100000e-07</td>\n",
-       "      <td>2.100000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.016977</td>\n",
-       "      <td>0.017077</td>\n",
-       "      <td>0.012305</td>\n",
-       "      <td>0.012359</td>\n",
-       "      <td>0.012281</td>\n",
-       "      <td>0.012343</td>\n",
-       "      <td>0.000006</td>\n",
-       "      <td>0.000006</td>\n",
-       "      <td>0.000006</td>\n",
-       "      <td>0.000006</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2017-02-04 03:00:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.003965</td>\n",
-       "      <td>0.003980</td>\n",
-       "      <td>0.003946</td>\n",
-       "      <td>0.003964</td>\n",
-       "      <td>2.000000e-07</td>\n",
-       "      <td>2.100000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.017118</td>\n",
-       "      <td>0.017140</td>\n",
-       "      <td>0.012220</td>\n",
-       "      <td>0.012305</td>\n",
-       "      <td>0.012163</td>\n",
-       "      <td>0.012305</td>\n",
-       "      <td>0.000006</td>\n",
-       "      <td>0.000006</td>\n",
-       "      <td>0.000006</td>\n",
-       "      <td>0.000006</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2017-02-04 03:30:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.003970</td>\n",
-       "      <td>0.003970</td>\n",
-       "      <td>0.003950</td>\n",
-       "      <td>0.003965</td>\n",
-       "      <td>2.000000e-07</td>\n",
-       "      <td>2.100000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.017140</td>\n",
-       "      <td>0.017197</td>\n",
-       "      <td>0.012370</td>\n",
-       "      <td>0.012388</td>\n",
-       "      <td>0.012150</td>\n",
-       "      <td>0.012220</td>\n",
-       "      <td>0.000006</td>\n",
-       "      <td>0.000006</td>\n",
-       "      <td>0.000006</td>\n",
-       "      <td>0.000006</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2017-02-04 04:00:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.003950</td>\n",
-       "      <td>0.003970</td>\n",
-       "      <td>0.003942</td>\n",
-       "      <td>0.003970</td>\n",
-       "      <td>2.100000e-07</td>\n",
-       "      <td>2.100000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.017140</td>\n",
-       "      <td>0.017181</td>\n",
-       "      <td>0.012387</td>\n",
-       "      <td>0.012392</td>\n",
-       "      <td>0.012280</td>\n",
-       "      <td>0.012370</td>\n",
-       "      <td>0.000006</td>\n",
-       "      <td>0.000006</td>\n",
-       "      <td>0.000006</td>\n",
-       "      <td>0.000006</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2017-02-04 04:30:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.003964</td>\n",
-       "      <td>0.003967</td>\n",
-       "      <td>0.003933</td>\n",
-       "      <td>0.003948</td>\n",
-       "      <td>2.100000e-07</td>\n",
-       "      <td>2.100000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.017200</td>\n",
-       "      <td>0.017200</td>\n",
-       "      <td>0.012398</td>\n",
-       "      <td>0.012400</td>\n",
-       "      <td>0.012379</td>\n",
-       "      <td>0.012383</td>\n",
-       "      <td>0.000006</td>\n",
-       "      <td>0.000006</td>\n",
-       "      <td>0.000006</td>\n",
-       "      <td>0.000006</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2017-02-04 05:00:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.003968</td>\n",
-       "      <td>0.003968</td>\n",
-       "      <td>0.003931</td>\n",
-       "      <td>0.003963</td>\n",
-       "      <td>2.100000e-07</td>\n",
-       "      <td>2.100000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.017307</td>\n",
-       "      <td>0.017338</td>\n",
-       "      <td>0.012420</td>\n",
-       "      <td>0.012500</td>\n",
-       "      <td>0.012398</td>\n",
-       "      <td>0.012400</td>\n",
-       "      <td>0.000006</td>\n",
-       "      <td>0.000006</td>\n",
-       "      <td>0.000006</td>\n",
-       "      <td>0.000006</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2017-02-04 05:30:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.003945</td>\n",
-       "      <td>0.003970</td>\n",
-       "      <td>0.003945</td>\n",
-       "      <td>0.003967</td>\n",
-       "      <td>2.000000e-07</td>\n",
-       "      <td>2.100000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.017200</td>\n",
-       "      <td>0.017409</td>\n",
-       "      <td>0.012502</td>\n",
-       "      <td>0.012524</td>\n",
-       "      <td>0.012434</td>\n",
-       "      <td>0.012477</td>\n",
-       "      <td>0.000006</td>\n",
-       "      <td>0.000006</td>\n",
-       "      <td>0.000006</td>\n",
-       "      <td>0.000006</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2017-02-04 06:00:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.003947</td>\n",
-       "      <td>0.003967</td>\n",
-       "      <td>0.003945</td>\n",
-       "      <td>0.003945</td>\n",
-       "      <td>2.000000e-07</td>\n",
-       "      <td>2.100000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.017100</td>\n",
-       "      <td>0.017256</td>\n",
-       "      <td>0.012428</td>\n",
-       "      <td>0.012503</td>\n",
-       "      <td>0.012428</td>\n",
-       "      <td>0.012502</td>\n",
-       "      <td>0.000006</td>\n",
-       "      <td>0.000006</td>\n",
-       "      <td>0.000006</td>\n",
-       "      <td>0.000006</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2017-02-04 06:30:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.003941</td>\n",
-       "      <td>0.003953</td>\n",
-       "      <td>0.003930</td>\n",
-       "      <td>0.003950</td>\n",
-       "      <td>2.000000e-07</td>\n",
-       "      <td>2.100000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.016850</td>\n",
-       "      <td>0.017105</td>\n",
-       "      <td>0.012428</td>\n",
-       "      <td>0.012470</td>\n",
-       "      <td>0.012428</td>\n",
-       "      <td>0.012428</td>\n",
-       "      <td>0.000006</td>\n",
-       "      <td>0.000006</td>\n",
-       "      <td>0.000006</td>\n",
-       "      <td>0.000006</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2017-02-04 07:00:00</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.003944</td>\n",
-       "      <td>0.003958</td>\n",
-       "      <td>0.003941</td>\n",
-       "      <td>0.003941</td>\n",
-       "      <td>2.100000e-07</td>\n",
-       "      <td>2.100000e-07</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.016810</td>\n",
-       "      <td>0.016850</td>\n",
-       "      <td>0.012386</td>\n",
-       "      <td>0.012460</td>\n",
-       "      <td>0.012386</td>\n",
-       "      <td>0.012428</td>\n",
-       "      <td>0.000006</td>\n",
-       "      <td>0.000006</td>\n",
-       "      <td>0.000006</td>\n",
-       "      <td>0.000006</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>43447 rows × 24 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "Pair                BTCBTC                   LTCBTC                      \\\n",
-       "Price                close high  low open     close      high       low   \n",
-       "date                                                                      \n",
-       "2014-08-14 04:00:00    1.0  1.0  1.0  1.0  0.009234  0.009234  0.009234   \n",
-       "2014-08-14 04:30:00    1.0  1.0  1.0  1.0  0.009040  0.009179  0.009040   \n",
-       "2014-08-14 05:00:00    1.0  1.0  1.0  1.0  0.009040  0.009040  0.009040   \n",
-       "2014-08-14 05:30:00    1.0  1.0  1.0  1.0  0.009235  0.009235  0.009233   \n",
-       "2014-08-14 06:00:00    1.0  1.0  1.0  1.0  0.009237  0.009237  0.009236   \n",
-       "2014-08-14 06:30:00    1.0  1.0  1.0  1.0  0.009255  0.009255  0.009220   \n",
-       "2014-08-14 07:00:00    1.0  1.0  1.0  1.0  0.009359  0.009359  0.009359   \n",
-       "2014-08-14 07:30:00    1.0  1.0  1.0  1.0  0.009359  0.009359  0.009359   \n",
-       "2014-08-14 08:00:00    1.0  1.0  1.0  1.0  0.009500  0.009500  0.009346   \n",
-       "2014-08-14 08:30:00    1.0  1.0  1.0  1.0  0.009541  0.009550  0.009500   \n",
-       "2014-08-14 09:00:00    1.0  1.0  1.0  1.0  0.010222  0.010227  0.009740   \n",
-       "2014-08-14 09:30:00    1.0  1.0  1.0  1.0  0.010143  0.010148  0.010133   \n",
-       "2014-08-14 10:00:00    1.0  1.0  1.0  1.0  0.010041  0.010093  0.010036   \n",
-       "2014-08-14 10:30:00    1.0  1.0  1.0  1.0  0.010052  0.010069  0.010043   \n",
-       "2014-08-14 11:00:00    1.0  1.0  1.0  1.0  0.010083  0.010150  0.010083   \n",
-       "2014-08-14 11:30:00    1.0  1.0  1.0  1.0  0.010105  0.010178  0.010105   \n",
-       "2014-08-14 12:00:00    1.0  1.0  1.0  1.0  0.010150  0.010189  0.010150   \n",
-       "2014-08-14 12:30:00    1.0  1.0  1.0  1.0  0.010098  0.010215  0.010098   \n",
-       "2014-08-14 13:00:00    1.0  1.0  1.0  1.0  0.010120  0.010120  0.010120   \n",
-       "2014-08-14 13:30:00    1.0  1.0  1.0  1.0  0.010120  0.010120  0.010120   \n",
-       "2014-08-14 14:00:00    1.0  1.0  1.0  1.0  0.010030  0.010220  0.009974   \n",
-       "2014-08-14 14:30:00    1.0  1.0  1.0  1.0  0.010034  0.010034  0.010034   \n",
-       "2014-08-14 15:00:00    1.0  1.0  1.0  1.0  0.010000  0.010000  0.010000   \n",
-       "2014-08-14 15:30:00    1.0  1.0  1.0  1.0  0.009987  0.010000  0.009921   \n",
-       "2014-08-14 16:00:00    1.0  1.0  1.0  1.0  0.009987  0.009987  0.009987   \n",
-       "2014-08-14 16:30:00    1.0  1.0  1.0  1.0  0.009919  0.009998  0.009919   \n",
-       "2014-08-14 17:00:00    1.0  1.0  1.0  1.0  0.009980  0.009980  0.009974   \n",
-       "2014-08-14 17:30:00    1.0  1.0  1.0  1.0  0.009980  0.009980  0.009980   \n",
-       "2014-08-14 18:00:00    1.0  1.0  1.0  1.0  0.009980  0.009980  0.009980   \n",
-       "2014-08-14 18:30:00    1.0  1.0  1.0  1.0  0.009950  0.009950  0.009807   \n",
-       "...                    ...  ...  ...  ...       ...       ...       ...   \n",
-       "2017-02-03 16:30:00    1.0  1.0  1.0  1.0  0.003949  0.003970  0.003949   \n",
-       "2017-02-03 17:00:00    1.0  1.0  1.0  1.0  0.003951  0.003968  0.003949   \n",
-       "2017-02-03 17:30:00    1.0  1.0  1.0  1.0  0.003960  0.003970  0.003951   \n",
-       "2017-02-03 18:00:00    1.0  1.0  1.0  1.0  0.003961  0.003965  0.003951   \n",
-       "2017-02-03 18:30:00    1.0  1.0  1.0  1.0  0.003977  0.003977  0.003961   \n",
-       "2017-02-03 19:00:00    1.0  1.0  1.0  1.0  0.003983  0.004085  0.003962   \n",
-       "2017-02-03 19:30:00    1.0  1.0  1.0  1.0  0.003969  0.003982  0.003969   \n",
-       "2017-02-03 20:00:00    1.0  1.0  1.0  1.0  0.003976  0.003986  0.003969   \n",
-       "2017-02-03 20:30:00    1.0  1.0  1.0  1.0  0.003976  0.004000  0.003965   \n",
-       "2017-02-03 21:00:00    1.0  1.0  1.0  1.0  0.003982  0.004015  0.003976   \n",
-       "2017-02-03 21:30:00    1.0  1.0  1.0  1.0  0.003976  0.003999  0.003976   \n",
-       "2017-02-03 22:00:00    1.0  1.0  1.0  1.0  0.003989  0.003991  0.003968   \n",
-       "2017-02-03 22:30:00    1.0  1.0  1.0  1.0  0.003974  0.003975  0.003969   \n",
-       "2017-02-03 23:00:00    1.0  1.0  1.0  1.0  0.003972  0.003989  0.003961   \n",
-       "2017-02-03 23:30:00    1.0  1.0  1.0  1.0  0.003967  0.003990  0.003966   \n",
-       "2017-02-04 00:00:00    1.0  1.0  1.0  1.0  0.003961  0.003979  0.003961   \n",
-       "2017-02-04 00:30:00    1.0  1.0  1.0  1.0  0.003952  0.003977  0.003952   \n",
-       "2017-02-04 01:00:00    1.0  1.0  1.0  1.0  0.003942  0.003966  0.003942   \n",
-       "2017-02-04 01:30:00    1.0  1.0  1.0  1.0  0.003966  0.003966  0.003942   \n",
-       "2017-02-04 02:00:00    1.0  1.0  1.0  1.0  0.003966  0.003966  0.003943   \n",
-       "2017-02-04 02:30:00    1.0  1.0  1.0  1.0  0.003963  0.003986  0.003962   \n",
-       "2017-02-04 03:00:00    1.0  1.0  1.0  1.0  0.003965  0.003980  0.003946   \n",
-       "2017-02-04 03:30:00    1.0  1.0  1.0  1.0  0.003970  0.003970  0.003950   \n",
-       "2017-02-04 04:00:00    1.0  1.0  1.0  1.0  0.003950  0.003970  0.003942   \n",
-       "2017-02-04 04:30:00    1.0  1.0  1.0  1.0  0.003964  0.003967  0.003933   \n",
-       "2017-02-04 05:00:00    1.0  1.0  1.0  1.0  0.003968  0.003968  0.003931   \n",
-       "2017-02-04 05:30:00    1.0  1.0  1.0  1.0  0.003945  0.003970  0.003945   \n",
-       "2017-02-04 06:00:00    1.0  1.0  1.0  1.0  0.003947  0.003967  0.003945   \n",
-       "2017-02-04 06:30:00    1.0  1.0  1.0  1.0  0.003941  0.003953  0.003930   \n",
-       "2017-02-04 07:00:00    1.0  1.0  1.0  1.0  0.003944  0.003958  0.003941   \n",
-       "\n",
-       "Pair                                DOGEBTC                  ...      DASHBTC  \\\n",
-       "Price                    open         close          high    ...          low   \n",
-       "date                                                         ...                \n",
-       "2014-08-14 04:00:00  0.009234  2.600000e-07  2.600000e-07    ...     0.008855   \n",
-       "2014-08-14 04:30:00  0.009179  2.700000e-07  2.700000e-07    ...     0.008785   \n",
-       "2014-08-14 05:00:00  0.009040  2.600000e-07  2.600000e-07    ...     0.008789   \n",
-       "2014-08-14 05:30:00  0.009233  2.600000e-07  2.600000e-07    ...     0.008789   \n",
-       "2014-08-14 06:00:00  0.009236  2.600000e-07  2.700000e-07    ...     0.008800   \n",
-       "2014-08-14 06:30:00  0.009237  2.600000e-07  2.600000e-07    ...     0.008800   \n",
-       "2014-08-14 07:00:00  0.009359  2.600000e-07  2.600000e-07    ...     0.008800   \n",
-       "2014-08-14 07:30:00  0.009359  2.800000e-07  2.800000e-07    ...     0.008789   \n",
-       "2014-08-14 08:00:00  0.009346  2.600000e-07  2.600000e-07    ...     0.008730   \n",
-       "2014-08-14 08:30:00  0.009500  2.600000e-07  2.600000e-07    ...     0.008724   \n",
-       "2014-08-14 09:00:00  0.009740  2.800000e-07  2.800000e-07    ...     0.008690   \n",
-       "2014-08-14 09:30:00  0.010148  2.800000e-07  2.800000e-07    ...     0.008690   \n",
-       "2014-08-14 10:00:00  0.010093  2.700000e-07  2.700000e-07    ...     0.008724   \n",
-       "2014-08-14 10:30:00  0.010043  2.700000e-07  2.700000e-07    ...     0.008850   \n",
-       "2014-08-14 11:00:00  0.010125  2.600000e-07  2.600000e-07    ...     0.008804   \n",
-       "2014-08-14 11:30:00  0.010157  2.600000e-07  2.600000e-07    ...     0.008850   \n",
-       "2014-08-14 12:00:00  0.010159  2.700000e-07  2.700000e-07    ...     0.008700   \n",
-       "2014-08-14 12:30:00  0.010207  2.700000e-07  2.700000e-07    ...     0.008959   \n",
-       "2014-08-14 13:00:00  0.010120  2.700000e-07  2.700000e-07    ...     0.008892   \n",
-       "2014-08-14 13:30:00  0.010120  2.700000e-07  2.700000e-07    ...     0.008700   \n",
-       "2014-08-14 14:00:00  0.010220  2.700000e-07  2.800000e-07    ...     0.008700   \n",
-       "2014-08-14 14:30:00  0.010034  2.800000e-07  2.800000e-07    ...     0.008825   \n",
-       "2014-08-14 15:00:00  0.010000  2.800000e-07  2.800000e-07    ...     0.008530   \n",
-       "2014-08-14 15:30:00  0.010000  2.800000e-07  2.800000e-07    ...     0.008530   \n",
-       "2014-08-14 16:00:00  0.009987  2.900000e-07  2.900000e-07    ...     0.008309   \n",
-       "2014-08-14 16:30:00  0.009998  2.900000e-07  2.900000e-07    ...     0.008247   \n",
-       "2014-08-14 17:00:00  0.009974  2.800000e-07  2.800000e-07    ...     0.008247   \n",
-       "2014-08-14 17:30:00  0.009980  2.900000e-07  2.900000e-07    ...     0.008000   \n",
-       "2014-08-14 18:00:00  0.009980  2.900000e-07  2.900000e-07    ...     0.007998   \n",
-       "2014-08-14 18:30:00  0.009920  2.700000e-07  2.700000e-07    ...     0.008060   \n",
-       "...                       ...           ...           ...    ...          ...   \n",
-       "2017-02-03 16:30:00  0.003970  2.000000e-07  2.100000e-07    ...     0.016913   \n",
-       "2017-02-03 17:00:00  0.003949  2.100000e-07  2.100000e-07    ...     0.016920   \n",
-       "2017-02-03 17:30:00  0.003951  2.100000e-07  2.100000e-07    ...     0.016907   \n",
-       "2017-02-03 18:00:00  0.003960  2.100000e-07  2.100000e-07    ...     0.016958   \n",
-       "2017-02-03 18:30:00  0.003961  2.000000e-07  2.100000e-07    ...     0.016959   \n",
-       "2017-02-03 19:00:00  0.003968  2.000000e-07  2.100000e-07    ...     0.016930   \n",
-       "2017-02-03 19:30:00  0.003976  2.100000e-07  2.100000e-07    ...     0.016873   \n",
-       "2017-02-03 20:00:00  0.003969  2.100000e-07  2.100000e-07    ...     0.017010   \n",
-       "2017-02-03 20:30:00  0.003980  2.100000e-07  2.100000e-07    ...     0.016971   \n",
-       "2017-02-03 21:00:00  0.003976  2.100000e-07  2.100000e-07    ...     0.017003   \n",
-       "2017-02-03 21:30:00  0.003986  2.100000e-07  2.100000e-07    ...     0.016912   \n",
-       "2017-02-03 22:00:00  0.003976  2.100000e-07  2.100000e-07    ...     0.016817   \n",
-       "2017-02-03 22:30:00  0.003975  2.100000e-07  2.100000e-07    ...     0.016820   \n",
-       "2017-02-03 23:00:00  0.003974  2.000000e-07  2.100000e-07    ...     0.016810   \n",
-       "2017-02-03 23:30:00  0.003972  2.100000e-07  2.100000e-07    ...     0.016810   \n",
-       "2017-02-04 00:00:00  0.003967  2.000000e-07  2.100000e-07    ...     0.016899   \n",
-       "2017-02-04 00:30:00  0.003973  2.100000e-07  2.100000e-07    ...     0.016950   \n",
-       "2017-02-04 01:00:00  0.003952  2.100000e-07  2.100000e-07    ...     0.016887   \n",
-       "2017-02-04 01:30:00  0.003958  2.000000e-07  2.100000e-07    ...     0.016889   \n",
-       "2017-02-04 02:00:00  0.003966  2.100000e-07  2.100000e-07    ...     0.016965   \n",
-       "2017-02-04 02:30:00  0.003966  2.100000e-07  2.100000e-07    ...     0.016977   \n",
-       "2017-02-04 03:00:00  0.003964  2.000000e-07  2.100000e-07    ...     0.017118   \n",
-       "2017-02-04 03:30:00  0.003965  2.000000e-07  2.100000e-07    ...     0.017140   \n",
-       "2017-02-04 04:00:00  0.003970  2.100000e-07  2.100000e-07    ...     0.017140   \n",
-       "2017-02-04 04:30:00  0.003948  2.100000e-07  2.100000e-07    ...     0.017200   \n",
-       "2017-02-04 05:00:00  0.003963  2.100000e-07  2.100000e-07    ...     0.017307   \n",
-       "2017-02-04 05:30:00  0.003967  2.000000e-07  2.100000e-07    ...     0.017200   \n",
-       "2017-02-04 06:00:00  0.003945  2.000000e-07  2.100000e-07    ...     0.017100   \n",
-       "2017-02-04 06:30:00  0.003950  2.000000e-07  2.100000e-07    ...     0.016850   \n",
-       "2017-02-04 07:00:00  0.003941  2.100000e-07  2.100000e-07    ...     0.016810   \n",
-       "\n",
-       "Pair                             XMRBTC                                \\\n",
-       "Price                    open     close      high       low      open   \n",
-       "date                                                                    \n",
-       "2014-08-14 04:00:00  0.008855  0.003440  0.003440  0.003440  0.003440   \n",
-       "2014-08-14 04:30:00  0.008785  0.003500  0.003500  0.003440  0.003440   \n",
-       "2014-08-14 05:00:00  0.008789  0.003451  0.003458  0.003451  0.003458   \n",
-       "2014-08-14 05:30:00  0.008855  0.003441  0.003451  0.003441  0.003451   \n",
-       "2014-08-14 06:00:00  0.008800  0.003420  0.003441  0.003420  0.003441   \n",
-       "2014-08-14 06:30:00  0.008800  0.003416  0.003416  0.003416  0.003416   \n",
-       "2014-08-14 07:00:00  0.008800  0.003425  0.003425  0.003425  0.003425   \n",
-       "2014-08-14 07:30:00  0.008800  0.003416  0.003425  0.003416  0.003425   \n",
-       "2014-08-14 08:00:00  0.008740  0.003372  0.003416  0.003372  0.003416   \n",
-       "2014-08-14 08:30:00  0.008724  0.003393  0.003393  0.003372  0.003372   \n",
-       "2014-08-14 09:00:00  0.008860  0.003361  0.003372  0.003360  0.003370   \n",
-       "2014-08-14 09:30:00  0.008690  0.003372  0.003372  0.003360  0.003361   \n",
-       "2014-08-14 10:00:00  0.008724  0.003370  0.003370  0.003360  0.003360   \n",
-       "2014-08-14 10:30:00  0.008850  0.003372  0.003380  0.003370  0.003379   \n",
-       "2014-08-14 11:00:00  0.008804  0.003406  0.003410  0.003372  0.003372   \n",
-       "2014-08-14 11:30:00  0.008850  0.003420  0.003500  0.003379  0.003379   \n",
-       "2014-08-14 12:00:00  0.008704  0.003451  0.003500  0.003437  0.003440   \n",
-       "2014-08-14 12:30:00  0.008959  0.003451  0.003500  0.003451  0.003457   \n",
-       "2014-08-14 13:00:00  0.008892  0.003451  0.003451  0.003450  0.003451   \n",
-       "2014-08-14 13:30:00  0.008770  0.003513  0.003520  0.003468  0.003468   \n",
-       "2014-08-14 14:00:00  0.008700  0.003500  0.003518  0.003500  0.003513   \n",
-       "2014-08-14 14:30:00  0.008825  0.003500  0.003500  0.003500  0.003500   \n",
-       "2014-08-14 15:00:00  0.008660  0.003510  0.003520  0.003500  0.003500   \n",
-       "2014-08-14 15:30:00  0.008543  0.003500  0.003506  0.003500  0.003506   \n",
-       "2014-08-14 16:00:00  0.008435  0.003471  0.003500  0.003470  0.003500   \n",
-       "2014-08-14 16:30:00  0.008247  0.003506  0.003550  0.003468  0.003471   \n",
-       "2014-08-14 17:00:00  0.008247  0.003506  0.003550  0.003506  0.003532   \n",
-       "2014-08-14 17:30:00  0.008185  0.003534  0.003570  0.003506  0.003506   \n",
-       "2014-08-14 18:00:00  0.008000  0.003520  0.003550  0.003520  0.003550   \n",
-       "2014-08-14 18:30:00  0.008060  0.003474  0.003534  0.003468  0.003531   \n",
-       "...                       ...       ...       ...       ...       ...   \n",
-       "2017-02-03 16:30:00  0.016978  0.012275  0.012300  0.012201  0.012300   \n",
-       "2017-02-03 17:00:00  0.017099  0.012299  0.012300  0.012215  0.012275   \n",
-       "2017-02-03 17:30:00  0.017010  0.012304  0.012304  0.012229  0.012299   \n",
-       "2017-02-03 18:00:00  0.017000  0.012326  0.012376  0.012298  0.012301   \n",
-       "2017-02-03 18:30:00  0.017049  0.012345  0.012373  0.012298  0.012298   \n",
-       "2017-02-03 19:00:00  0.017119  0.012400  0.012402  0.012310  0.012340   \n",
-       "2017-02-03 19:30:00  0.016929  0.012420  0.012441  0.012359  0.012402   \n",
-       "2017-02-03 20:00:00  0.017010  0.012460  0.012482  0.012390  0.012393   \n",
-       "2017-02-03 20:30:00  0.017100  0.012470  0.012470  0.012439  0.012460   \n",
-       "2017-02-03 21:00:00  0.017100  0.012450  0.012470  0.012440  0.012470   \n",
-       "2017-02-03 21:30:00  0.017090  0.012451  0.012487  0.012440  0.012450   \n",
-       "2017-02-03 22:00:00  0.017031  0.012481  0.012487  0.012450  0.012481   \n",
-       "2017-02-03 22:30:00  0.016968  0.012402  0.012500  0.012400  0.012485   \n",
-       "2017-02-03 23:00:00  0.017000  0.012493  0.012514  0.012390  0.012402   \n",
-       "2017-02-03 23:30:00  0.016813  0.012519  0.012531  0.012451  0.012498   \n",
-       "2017-02-04 00:00:00  0.017024  0.012451  0.012543  0.012417  0.012519   \n",
-       "2017-02-04 00:30:00  0.016991  0.012333  0.012485  0.012250  0.012451   \n",
-       "2017-02-04 01:00:00  0.017000  0.012310  0.012399  0.012251  0.012333   \n",
-       "2017-02-04 01:30:00  0.016889  0.012416  0.012416  0.012310  0.012320   \n",
-       "2017-02-04 02:00:00  0.017065  0.012343  0.012416  0.012281  0.012413   \n",
-       "2017-02-04 02:30:00  0.017077  0.012305  0.012359  0.012281  0.012343   \n",
-       "2017-02-04 03:00:00  0.017140  0.012220  0.012305  0.012163  0.012305   \n",
-       "2017-02-04 03:30:00  0.017197  0.012370  0.012388  0.012150  0.012220   \n",
-       "2017-02-04 04:00:00  0.017181  0.012387  0.012392  0.012280  0.012370   \n",
-       "2017-02-04 04:30:00  0.017200  0.012398  0.012400  0.012379  0.012383   \n",
-       "2017-02-04 05:00:00  0.017338  0.012420  0.012500  0.012398  0.012400   \n",
-       "2017-02-04 05:30:00  0.017409  0.012502  0.012524  0.012434  0.012477   \n",
-       "2017-02-04 06:00:00  0.017256  0.012428  0.012503  0.012428  0.012502   \n",
-       "2017-02-04 06:30:00  0.017105  0.012428  0.012470  0.012428  0.012428   \n",
-       "2017-02-04 07:00:00  0.016850  0.012386  0.012460  0.012386  0.012428   \n",
-       "\n",
-       "Pair                   XRPBTC                                \n",
-       "Price                   close      high       low      open  \n",
-       "date                                                         \n",
-       "2014-08-14 04:00:00  0.000010  0.000010  0.000010  0.000010  \n",
-       "2014-08-14 04:30:00  0.000010  0.000010  0.000010  0.000010  \n",
-       "2014-08-14 05:00:00  0.000010  0.000010  0.000010  0.000010  \n",
-       "2014-08-14 05:30:00  0.000010  0.000010  0.000010  0.000010  \n",
-       "2014-08-14 06:00:00  0.000010  0.000010  0.000010  0.000010  \n",
-       "2014-08-14 06:30:00  0.000010  0.000010  0.000010  0.000010  \n",
-       "2014-08-14 07:00:00  0.000010  0.000010  0.000010  0.000010  \n",
-       "2014-08-14 07:30:00  0.000010  0.000010  0.000010  0.000010  \n",
-       "2014-08-14 08:00:00  0.000010  0.000010  0.000010  0.000010  \n",
-       "2014-08-14 08:30:00  0.000010  0.000010  0.000010  0.000010  \n",
-       "2014-08-14 09:00:00  0.000010  0.000010  0.000010  0.000010  \n",
-       "2014-08-14 09:30:00  0.000010  0.000010  0.000010  0.000010  \n",
-       "2014-08-14 10:00:00  0.000010  0.000010  0.000010  0.000010  \n",
-       "2014-08-14 10:30:00  0.000010  0.000010  0.000010  0.000010  \n",
-       "2014-08-14 11:00:00  0.000010  0.000010  0.000010  0.000010  \n",
-       "2014-08-14 11:30:00  0.000010  0.000010  0.000010  0.000010  \n",
-       "2014-08-14 12:00:00  0.000020  0.000020  0.000012  0.000012  \n",
-       "2014-08-14 12:30:00  0.000020  0.000020  0.000020  0.000020  \n",
-       "2014-08-14 13:00:00  0.000020  0.000020  0.000020  0.000020  \n",
-       "2014-08-14 13:30:00  0.000020  0.000020  0.000020  0.000020  \n",
-       "2014-08-14 14:00:00  0.000020  0.000020  0.000020  0.000020  \n",
-       "2014-08-14 14:30:00  0.000020  0.000020  0.000020  0.000020  \n",
-       "2014-08-14 15:00:00  0.000020  0.000020  0.000020  0.000020  \n",
-       "2014-08-14 15:30:00  0.000020  0.000020  0.000020  0.000020  \n",
-       "2014-08-14 16:00:00  0.000020  0.000020  0.000020  0.000020  \n",
-       "2014-08-14 16:30:00  0.000020  0.000020  0.000020  0.000020  \n",
-       "2014-08-14 17:00:00  0.000020  0.000020  0.000020  0.000020  \n",
-       "2014-08-14 17:30:00  0.000020  0.000020  0.000020  0.000020  \n",
-       "2014-08-14 18:00:00  0.000020  0.000020  0.000020  0.000020  \n",
-       "2014-08-14 18:30:00  0.000020  0.000020  0.000020  0.000020  \n",
-       "...                       ...       ...       ...       ...  \n",
-       "2017-02-03 16:30:00  0.000006  0.000006  0.000006  0.000006  \n",
-       "2017-02-03 17:00:00  0.000006  0.000006  0.000006  0.000006  \n",
-       "2017-02-03 17:30:00  0.000006  0.000006  0.000006  0.000006  \n",
-       "2017-02-03 18:00:00  0.000006  0.000006  0.000006  0.000006  \n",
-       "2017-02-03 18:30:00  0.000006  0.000006  0.000006  0.000006  \n",
-       "2017-02-03 19:00:00  0.000006  0.000006  0.000006  0.000006  \n",
-       "2017-02-03 19:30:00  0.000006  0.000006  0.000006  0.000006  \n",
-       "2017-02-03 20:00:00  0.000006  0.000006  0.000006  0.000006  \n",
-       "2017-02-03 20:30:00  0.000006  0.000006  0.000006  0.000006  \n",
-       "2017-02-03 21:00:00  0.000006  0.000006  0.000006  0.000006  \n",
-       "2017-02-03 21:30:00  0.000006  0.000006  0.000006  0.000006  \n",
-       "2017-02-03 22:00:00  0.000006  0.000006  0.000006  0.000006  \n",
-       "2017-02-03 22:30:00  0.000006  0.000006  0.000006  0.000006  \n",
-       "2017-02-03 23:00:00  0.000006  0.000006  0.000006  0.000006  \n",
-       "2017-02-03 23:30:00  0.000006  0.000006  0.000006  0.000006  \n",
-       "2017-02-04 00:00:00  0.000006  0.000006  0.000006  0.000006  \n",
-       "2017-02-04 00:30:00  0.000006  0.000006  0.000006  0.000006  \n",
-       "2017-02-04 01:00:00  0.000006  0.000006  0.000006  0.000006  \n",
-       "2017-02-04 01:30:00  0.000006  0.000006  0.000006  0.000006  \n",
-       "2017-02-04 02:00:00  0.000006  0.000006  0.000006  0.000006  \n",
-       "2017-02-04 02:30:00  0.000006  0.000006  0.000006  0.000006  \n",
-       "2017-02-04 03:00:00  0.000006  0.000006  0.000006  0.000006  \n",
-       "2017-02-04 03:30:00  0.000006  0.000006  0.000006  0.000006  \n",
-       "2017-02-04 04:00:00  0.000006  0.000006  0.000006  0.000006  \n",
-       "2017-02-04 04:30:00  0.000006  0.000006  0.000006  0.000006  \n",
-       "2017-02-04 05:00:00  0.000006  0.000006  0.000006  0.000006  \n",
-       "2017-02-04 05:30:00  0.000006  0.000006  0.000006  0.000006  \n",
-       "2017-02-04 06:00:00  0.000006  0.000006  0.000006  0.000006  \n",
-       "2017-02-04 06:30:00  0.000006  0.000006  0.000006  0.000006  \n",
-       "2017-02-04 07:00:00  0.000006  0.000006  0.000006  0.000006  \n",
-       "\n",
-       "[43447 rows x 24 columns]"
-      ]
-     },
-     "execution_count": 67,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# save\n",
-    "df_train.to_hdf('./data/poloniex_30m.hf',key='train')\n",
-    "df_test.to_hdf('./data/poloniex_30m.hf',key='test')\n",
-    "df_train"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 51,
-   "metadata": {
-    "ExecuteTime": {
-     "end_time": "2017-07-16T03:59:44.830090Z",
-     "start_time": "2017-07-16T11:59:37.005931+08:00"
-    }
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.legend.Legend at 0x7f8cb01582b0>"
-      ]
-     },
-     "execution_count": 51,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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UEmUAAACFRBkAAEAhUQYAAFBIlAEAABQSZQAAAIVEGQAAQCFRBgAAUEiUAQAAFBJlAAAA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\nIiIiIgb6P4gQuGSGq7zdAAAAAElFTkSuQmCC\n",
-      "text/plain": [
-       "<matplotlib.figure.Figure at 0x7f8cb174ec18>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# view timeseries\n",
-    "plt.figure(figsize=(15,16))\n",
-    "for i, d in enumerate(dfs1):\n",
-    "    name = d.name\n",
-    "    x=d.dropna().index\n",
-    "    y=[-i]*len(x)\n",
-    "    plt.scatter(x,y,label=name[:20], s=1)\n",
-    "plt.legend()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {
-    "collapsed": true
-   },
-   "outputs": [],
-   "source": []
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "jupyter3",
-   "language": "python",
-   "name": "jupyter3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.6.0"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 2
-}
diff --git a/data/0. load poliniex data 30m multindex.ipynb b/data/0. load poliniex data 30m multindex.ipynb
new file mode 100644
index 0000000..b586ff5
--- /dev/null
+++ b/data/0. load poliniex data 30m multindex.ipynb	
@@ -0,0 +1,4850 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "load 30m poloniex data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2017-10-29T11:47:14.596706Z",
+     "start_time": "2017-10-29T11:47:14.588605Z"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/media/oldhome/wassname/Documents/projects/rl-portfolio-gh/rl-portfolio-management\n"
+     ]
+    }
+   ],
+   "source": [
+    "cd .."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2017-10-29T11:47:15.217642Z",
+     "start_time": "2017-10-29T11:47:14.601046Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "# plotting\n",
+    "%matplotlib inline\n",
+    "from matplotlib import pyplot as plt\n",
+    "import seaborn as sns\n",
+    "plt.rcParams[\"figure.figsize\"] = (11.5,6)\n",
+    "plt.style.use('ggplot')\n",
+    "\n",
+    "# numeric\n",
+    "import numpy as np\n",
+    "from numpy import random\n",
+    "import pandas as pd\n",
+    "\n",
+    "import glob\n",
+    "\n",
+    "from tqdm import tqdm_notebook as tqdm\n",
+    "\n",
+    "import os, json"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2017-10-29T11:47:15.866889Z",
+     "start_time": "2017-10-29T11:47:15.219386Z"
+    },
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "dfs=[]\n",
+    "for infile in glob.glob('./data/poloniex_teachmehowtotrade/*.csv'):\n",
+    "    df = pd.read_csv(infile)\n",
+    "    \n",
+    "    # date\n",
+    "    df.index=pd.to_datetime(df.date*1e9)\n",
+    "    del df['date']\n",
+    "    # just the cols from jiang 2017\n",
+    "    df = df[['close','high','low','open']]\n",
+    "    df=df.resample('30T').first()\n",
+    "    \n",
+    "    # name cols\n",
+    "    name = os.path.splitext(os.path.basename(infile))[0]\n",
+    "#     df.columns = ['%s|%s'%(name,col) for col in df.columns]\n",
+    "    df.name=name\n",
+    "    \n",
+    "    dfs.append(df)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2017-10-29T11:47:15.871262Z",
+     "start_time": "2017-10-29T11:47:15.868556Z"
+    },
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "# sort by time lengths\n",
+    "dfs.sort(key=lambda x:len(x), reverse=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2017-10-29T11:47:15.881075Z",
+     "start_time": "2017-10-29T11:47:15.872904Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "# insert a fake one, the price of one bitcoin in bitcoin = 1\n",
+    "df=dfs[0].copy()\n",
+    "df[:]=1\n",
+    "df.name='BTCBTC'\n",
+    "dfs.insert(0,df)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2017-10-29T11:47:16.232938Z",
+     "start_time": "2017-10-29T11:47:15.883338Z"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "['2014-01-18 04:00:00', '2014-01-18 04:00:00', '2014-01-21 22:30:00', '2014-02-07 20:30:00', '2014-05-19 05:30:00']\n"
+     ]
+    }
+   ],
+   "source": [
+    "# crop to ones with more data\n",
+    "dfs1= [df for df in dfs if df.index.min()<pd.Timestamp('2014-07-01')]\n",
+    "\n",
+    "# also only ones that are in BTC\n",
+    "dfs1= [df for df in dfs1 if df.name.endswith('BTC')]\n",
+    "print([str(min(df.index)) for df in dfs1])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2017-10-29T11:47:16.238074Z",
+     "start_time": "2017-10-29T11:47:16.234436Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "# something is wrong with DOGEBTC when I plot it, it has jumps and flat intervals everywhere, I think it might be a rounding error in the data\n",
+    "blacklist = ['DOGEBTC', 'XRPBTC']\n",
+    "dfs1 = [d for d in dfs1 if d.name not in blacklist]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2017-10-29T11:47:16.250922Z",
+     "start_time": "2017-10-29T11:47:16.241149Z"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "restricted from 15 to 4\n"
+     ]
+    }
+   ],
+   "source": [
+    "print('restricted from', len(dfs), 'to', len(dfs1))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2017-10-29T11:47:16.277416Z",
+     "start_time": "2017-10-29T11:47:16.252584Z"
+    },
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "# reindex\n",
+    "mi = dfs1[0].index\n",
+    "for i in range(len(dfs1)):\n",
+    "    df = dfs1[i]\n",
+    "    dfs[i]=df.reindex(mi, method='pad')\n",
+    "    dfs[i][np.isnan(dfs[i])]  =0\n",
+    "    dfs[i].name = df.name"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2017-07-15T03:47:14.170264Z",
+     "start_time": "2017-07-15T11:47:14.165543+08:00"
+    },
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2017-10-29T11:47:16.361972Z",
+     "start_time": "2017-10-29T11:47:16.279139Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style>\n",
+       "    .dataframe thead tr:only-child th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: left;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr>\n",
+       "      <th>Pair</th>\n",
+       "      <th colspan=\"4\" halign=\"left\">BTCBTC</th>\n",
+       "      <th colspan=\"4\" halign=\"left\">LTCBTC</th>\n",
+       "      <th colspan=\"4\" halign=\"left\">DASHBTC</th>\n",
+       "      <th colspan=\"4\" halign=\"left\">XMRBTC</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Price</th>\n",
+       "      <th>close</th>\n",
+       "      <th>high</th>\n",
+       "      <th>low</th>\n",
+       "      <th>open</th>\n",
+       "      <th>close</th>\n",
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+       "      <th>low</th>\n",
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+       "      <th>low</th>\n",
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+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>date</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
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+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
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+       "      <th>2014-01-18 04:00:00</th>\n",
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+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
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+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
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+       "      <th>2014-01-18 05:00:00</th>\n",
+       "      <td>1.0</td>\n",
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+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
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+       "      <td>NaN</td>\n",
+       "    </tr>\n",
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+       "      <td>1.0</td>\n",
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+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
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+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2014-01-18 10:00:00</th>\n",
+       "      <td>1.0</td>\n",
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+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2014-01-18 10:30:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
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+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2014-01-18 11:00:00</th>\n",
+       "      <td>1.0</td>\n",
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+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2014-01-18 11:30:00</th>\n",
+       "      <td>1.0</td>\n",
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+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
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+       "      <td>1.0</td>\n",
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+       "    </tr>\n",
+       "    <tr>\n",
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+       "      <td>1.0</td>\n",
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+       "      <td>0.028500</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2014-01-18 13:00:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.028500</td>\n",
+       "      <td>0.028500</td>\n",
+       "      <td>0.028500</td>\n",
+       "      <td>0.028500</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2014-01-18 13:30:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.028500</td>\n",
+       "      <td>0.028500</td>\n",
+       "      <td>0.028500</td>\n",
+       "      <td>0.028500</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2014-01-18 14:00:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.028500</td>\n",
+       "      <td>0.028500</td>\n",
+       "      <td>0.028500</td>\n",
+       "      <td>0.028500</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2014-01-18 14:30:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.028500</td>\n",
+       "      <td>0.028500</td>\n",
+       "      <td>0.028500</td>\n",
+       "      <td>0.028500</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2014-01-18 15:00:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.028500</td>\n",
+       "      <td>0.028500</td>\n",
+       "      <td>0.028500</td>\n",
+       "      <td>0.028500</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2014-01-18 15:30:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.028500</td>\n",
+       "      <td>0.028500</td>\n",
+       "      <td>0.028500</td>\n",
+       "      <td>0.028500</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2014-01-18 16:00:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.028500</td>\n",
+       "      <td>0.028500</td>\n",
+       "      <td>0.028500</td>\n",
+       "      <td>0.028500</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2014-01-18 16:30:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.028500</td>\n",
+       "      <td>0.028500</td>\n",
+       "      <td>0.028500</td>\n",
+       "      <td>0.028500</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2014-01-18 17:00:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.028500</td>\n",
+       "      <td>0.028500</td>\n",
+       "      <td>0.028500</td>\n",
+       "      <td>0.028500</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2014-01-18 17:30:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.028500</td>\n",
+       "      <td>0.028500</td>\n",
+       "      <td>0.028500</td>\n",
+       "      <td>0.028500</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2014-01-18 18:00:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.028500</td>\n",
+       "      <td>0.028500</td>\n",
+       "      <td>0.028500</td>\n",
+       "      <td>0.028500</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2014-01-18 18:30:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.028500</td>\n",
+       "      <td>0.028500</td>\n",
+       "      <td>0.028500</td>\n",
+       "      <td>0.028500</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2017-07-13 09:00:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.019103</td>\n",
+       "      <td>0.019238</td>\n",
+       "      <td>0.019043</td>\n",
+       "      <td>0.019215</td>\n",
+       "      <td>0.072300</td>\n",
+       "      <td>0.072809</td>\n",
+       "      <td>0.072012</td>\n",
+       "      <td>0.072809</td>\n",
+       "      <td>0.016200</td>\n",
+       "      <td>0.016260</td>\n",
+       "      <td>0.016151</td>\n",
+       "      <td>0.016220</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2017-07-13 09:30:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.019013</td>\n",
+       "      <td>0.019128</td>\n",
+       "      <td>0.019005</td>\n",
+       "      <td>0.019103</td>\n",
+       "      <td>0.072481</td>\n",
+       "      <td>0.072619</td>\n",
+       "      <td>0.072300</td>\n",
+       "      <td>0.072425</td>\n",
+       "      <td>0.016214</td>\n",
+       "      <td>0.016396</td>\n",
+       "      <td>0.016200</td>\n",
+       "      <td>0.016200</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2017-07-13 10:00:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.019098</td>\n",
+       "      <td>0.019100</td>\n",
+       "      <td>0.019000</td>\n",
+       "      <td>0.019032</td>\n",
+       "      <td>0.071730</td>\n",
+       "      <td>0.072584</td>\n",
+       "      <td>0.071729</td>\n",
+       "      <td>0.072481</td>\n",
+       "      <td>0.016263</td>\n",
+       "      <td>0.016281</td>\n",
+       "      <td>0.016211</td>\n",
+       "      <td>0.016214</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2017-07-13 10:30:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.019193</td>\n",
+       "      <td>0.019200</td>\n",
+       "      <td>0.019087</td>\n",
+       "      <td>0.019100</td>\n",
+       "      <td>0.071670</td>\n",
+       "      <td>0.072127</td>\n",
+       "      <td>0.071585</td>\n",
+       "      <td>0.071730</td>\n",
+       "      <td>0.016304</td>\n",
+       "      <td>0.016367</td>\n",
+       "      <td>0.016263</td>\n",
+       "      <td>0.016279</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2017-07-13 11:00:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.019300</td>\n",
+       "      <td>0.019500</td>\n",
+       "      <td>0.019193</td>\n",
+       "      <td>0.019200</td>\n",
+       "      <td>0.072920</td>\n",
+       "      <td>0.072920</td>\n",
+       "      <td>0.071670</td>\n",
+       "      <td>0.071771</td>\n",
+       "      <td>0.016382</td>\n",
+       "      <td>0.016408</td>\n",
+       "      <td>0.016304</td>\n",
+       "      <td>0.016304</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2017-07-13 11:30:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.019386</td>\n",
+       "      <td>0.019455</td>\n",
+       "      <td>0.019300</td>\n",
+       "      <td>0.019300</td>\n",
+       "      <td>0.073171</td>\n",
+       "      <td>0.073316</td>\n",
+       "      <td>0.072640</td>\n",
+       "      <td>0.072640</td>\n",
+       "      <td>0.016490</td>\n",
+       "      <td>0.016490</td>\n",
+       "      <td>0.016382</td>\n",
+       "      <td>0.016404</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2017-07-13 12:00:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.019363</td>\n",
+       "      <td>0.019492</td>\n",
+       "      <td>0.019345</td>\n",
+       "      <td>0.019386</td>\n",
+       "      <td>0.073020</td>\n",
+       "      <td>0.073433</td>\n",
+       "      <td>0.072867</td>\n",
+       "      <td>0.073170</td>\n",
+       "      <td>0.016433</td>\n",
+       "      <td>0.016499</td>\n",
+       "      <td>0.016365</td>\n",
+       "      <td>0.016490</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2017-07-13 12:30:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.019385</td>\n",
+       "      <td>0.019388</td>\n",
+       "      <td>0.019257</td>\n",
+       "      <td>0.019345</td>\n",
+       "      <td>0.073400</td>\n",
+       "      <td>0.073400</td>\n",
+       "      <td>0.073020</td>\n",
+       "      <td>0.073070</td>\n",
+       "      <td>0.016441</td>\n",
+       "      <td>0.016499</td>\n",
+       "      <td>0.016353</td>\n",
+       "      <td>0.016499</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2017-07-13 13:00:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.019227</td>\n",
+       "      <td>0.019388</td>\n",
+       "      <td>0.019086</td>\n",
+       "      <td>0.019385</td>\n",
+       "      <td>0.073230</td>\n",
+       "      <td>0.073500</td>\n",
+       "      <td>0.073221</td>\n",
+       "      <td>0.073400</td>\n",
+       "      <td>0.016410</td>\n",
+       "      <td>0.016437</td>\n",
+       "      <td>0.016337</td>\n",
+       "      <td>0.016437</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2017-07-13 13:30:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.019200</td>\n",
+       "      <td>0.019258</td>\n",
+       "      <td>0.019135</td>\n",
+       "      <td>0.019227</td>\n",
+       "      <td>0.073168</td>\n",
+       "      <td>0.073500</td>\n",
+       "      <td>0.072830</td>\n",
+       "      <td>0.073230</td>\n",
+       "      <td>0.016351</td>\n",
+       "      <td>0.016425</td>\n",
+       "      <td>0.016334</td>\n",
+       "      <td>0.016410</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2017-07-13 14:00:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.019073</td>\n",
+       "      <td>0.019202</td>\n",
+       "      <td>0.019037</td>\n",
+       "      <td>0.019202</td>\n",
+       "      <td>0.072918</td>\n",
+       "      <td>0.073487</td>\n",
+       "      <td>0.072800</td>\n",
+       "      <td>0.073193</td>\n",
+       "      <td>0.016306</td>\n",
+       "      <td>0.016400</td>\n",
+       "      <td>0.016306</td>\n",
+       "      <td>0.016400</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2017-07-13 14:30:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.019210</td>\n",
+       "      <td>0.019210</td>\n",
+       "      <td>0.019036</td>\n",
+       "      <td>0.019079</td>\n",
+       "      <td>0.072642</td>\n",
+       "      <td>0.073489</td>\n",
+       "      <td>0.072639</td>\n",
+       "      <td>0.073000</td>\n",
+       "      <td>0.016306</td>\n",
+       "      <td>0.016377</td>\n",
+       "      <td>0.016306</td>\n",
+       "      <td>0.016306</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2017-07-13 15:00:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.019214</td>\n",
+       "      <td>0.019268</td>\n",
+       "      <td>0.019150</td>\n",
+       "      <td>0.019187</td>\n",
+       "      <td>0.072485</td>\n",
+       "      <td>0.073480</td>\n",
+       "      <td>0.072056</td>\n",
+       "      <td>0.072642</td>\n",
+       "      <td>0.016120</td>\n",
+       "      <td>0.016392</td>\n",
+       "      <td>0.016046</td>\n",
+       "      <td>0.016306</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2017-07-13 15:30:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.019110</td>\n",
+       "      <td>0.019275</td>\n",
+       "      <td>0.019100</td>\n",
+       "      <td>0.019216</td>\n",
+       "      <td>0.071605</td>\n",
+       "      <td>0.072485</td>\n",
+       "      <td>0.071605</td>\n",
+       "      <td>0.072298</td>\n",
+       "      <td>0.016027</td>\n",
+       "      <td>0.016200</td>\n",
+       "      <td>0.015992</td>\n",
+       "      <td>0.016200</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2017-07-13 16:00:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.019087</td>\n",
+       "      <td>0.019186</td>\n",
+       "      <td>0.018950</td>\n",
+       "      <td>0.019110</td>\n",
+       "      <td>0.072035</td>\n",
+       "      <td>0.072104</td>\n",
+       "      <td>0.071100</td>\n",
+       "      <td>0.071605</td>\n",
+       "      <td>0.016020</td>\n",
+       "      <td>0.016080</td>\n",
+       "      <td>0.015960</td>\n",
+       "      <td>0.016010</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2017-07-13 16:30:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.019220</td>\n",
+       "      <td>0.019220</td>\n",
+       "      <td>0.019085</td>\n",
+       "      <td>0.019087</td>\n",
+       "      <td>0.072100</td>\n",
+       "      <td>0.072486</td>\n",
+       "      <td>0.071455</td>\n",
+       "      <td>0.072033</td>\n",
+       "      <td>0.016030</td>\n",
+       "      <td>0.016100</td>\n",
+       "      <td>0.016002</td>\n",
+       "      <td>0.016070</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2017-07-13 17:00:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.019203</td>\n",
+       "      <td>0.019245</td>\n",
+       "      <td>0.019101</td>\n",
+       "      <td>0.019220</td>\n",
+       "      <td>0.072656</td>\n",
+       "      <td>0.072656</td>\n",
+       "      <td>0.071630</td>\n",
+       "      <td>0.072100</td>\n",
+       "      <td>0.016229</td>\n",
+       "      <td>0.016232</td>\n",
+       "      <td>0.016115</td>\n",
+       "      <td>0.016115</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2017-07-13 17:30:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.019021</td>\n",
+       "      <td>0.019194</td>\n",
+       "      <td>0.018983</td>\n",
+       "      <td>0.019180</td>\n",
+       "      <td>0.072889</td>\n",
+       "      <td>0.073760</td>\n",
+       "      <td>0.072511</td>\n",
+       "      <td>0.072635</td>\n",
+       "      <td>0.016057</td>\n",
+       "      <td>0.016232</td>\n",
+       "      <td>0.016030</td>\n",
+       "      <td>0.016218</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2017-07-13 18:00:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.019112</td>\n",
+       "      <td>0.019112</td>\n",
+       "      <td>0.018986</td>\n",
+       "      <td>0.019045</td>\n",
+       "      <td>0.072943</td>\n",
+       "      <td>0.073016</td>\n",
+       "      <td>0.072492</td>\n",
+       "      <td>0.072610</td>\n",
+       "      <td>0.016128</td>\n",
+       "      <td>0.016157</td>\n",
+       "      <td>0.016000</td>\n",
+       "      <td>0.016038</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2017-07-13 18:30:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.019124</td>\n",
+       "      <td>0.019174</td>\n",
+       "      <td>0.019040</td>\n",
+       "      <td>0.019090</td>\n",
+       "      <td>0.072984</td>\n",
+       "      <td>0.073311</td>\n",
+       "      <td>0.072563</td>\n",
+       "      <td>0.072563</td>\n",
+       "      <td>0.016389</td>\n",
+       "      <td>0.016399</td>\n",
+       "      <td>0.016100</td>\n",
+       "      <td>0.016110</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2017-07-13 19:00:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.019095</td>\n",
+       "      <td>0.019200</td>\n",
+       "      <td>0.019070</td>\n",
+       "      <td>0.019124</td>\n",
+       "      <td>0.072545</td>\n",
+       "      <td>0.073138</td>\n",
+       "      <td>0.072381</td>\n",
+       "      <td>0.072984</td>\n",
+       "      <td>0.016366</td>\n",
+       "      <td>0.016488</td>\n",
+       "      <td>0.016300</td>\n",
+       "      <td>0.016300</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2017-07-13 19:30:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.019040</td>\n",
+       "      <td>0.019125</td>\n",
+       "      <td>0.019040</td>\n",
+       "      <td>0.019087</td>\n",
+       "      <td>0.071898</td>\n",
+       "      <td>0.072545</td>\n",
+       "      <td>0.071570</td>\n",
+       "      <td>0.072545</td>\n",
+       "      <td>0.016305</td>\n",
+       "      <td>0.016488</td>\n",
+       "      <td>0.016305</td>\n",
+       "      <td>0.016362</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2017-07-13 20:00:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.019100</td>\n",
+       "      <td>0.019130</td>\n",
+       "      <td>0.019000</td>\n",
+       "      <td>0.019040</td>\n",
+       "      <td>0.071810</td>\n",
+       "      <td>0.072320</td>\n",
+       "      <td>0.071586</td>\n",
+       "      <td>0.071586</td>\n",
+       "      <td>0.016180</td>\n",
+       "      <td>0.016382</td>\n",
+       "      <td>0.016175</td>\n",
+       "      <td>0.016341</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2017-07-13 20:30:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.019266</td>\n",
+       "      <td>0.019280</td>\n",
+       "      <td>0.019100</td>\n",
+       "      <td>0.019130</td>\n",
+       "      <td>0.072315</td>\n",
+       "      <td>0.072750</td>\n",
+       "      <td>0.071727</td>\n",
+       "      <td>0.072091</td>\n",
+       "      <td>0.016281</td>\n",
+       "      <td>0.016380</td>\n",
+       "      <td>0.016220</td>\n",
+       "      <td>0.016318</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2017-07-13 21:00:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.019344</td>\n",
+       "      <td>0.019382</td>\n",
+       "      <td>0.019224</td>\n",
+       "      <td>0.019280</td>\n",
+       "      <td>0.072148</td>\n",
+       "      <td>0.072690</td>\n",
+       "      <td>0.072067</td>\n",
+       "      <td>0.072315</td>\n",
+       "      <td>0.016360</td>\n",
+       "      <td>0.016425</td>\n",
+       "      <td>0.016281</td>\n",
+       "      <td>0.016379</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2017-07-13 21:30:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.019210</td>\n",
+       "      <td>0.019365</td>\n",
+       "      <td>0.019110</td>\n",
+       "      <td>0.019365</td>\n",
+       "      <td>0.072790</td>\n",
+       "      <td>0.072791</td>\n",
+       "      <td>0.072067</td>\n",
+       "      <td>0.072148</td>\n",
+       "      <td>0.016348</td>\n",
+       "      <td>0.016422</td>\n",
+       "      <td>0.016227</td>\n",
+       "      <td>0.016360</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2017-07-13 22:00:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.019271</td>\n",
+       "      <td>0.019309</td>\n",
+       "      <td>0.019162</td>\n",
+       "      <td>0.019204</td>\n",
+       "      <td>0.072360</td>\n",
+       "      <td>0.072790</td>\n",
+       "      <td>0.072068</td>\n",
+       "      <td>0.072500</td>\n",
+       "      <td>0.016348</td>\n",
+       "      <td>0.016401</td>\n",
+       "      <td>0.016323</td>\n",
+       "      <td>0.016348</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2017-07-13 22:30:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.019263</td>\n",
+       "      <td>0.019353</td>\n",
+       "      <td>0.019143</td>\n",
+       "      <td>0.019271</td>\n",
+       "      <td>0.072500</td>\n",
+       "      <td>0.072740</td>\n",
+       "      <td>0.072169</td>\n",
+       "      <td>0.072169</td>\n",
+       "      <td>0.016269</td>\n",
+       "      <td>0.016400</td>\n",
+       "      <td>0.016262</td>\n",
+       "      <td>0.016348</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2017-07-13 23:00:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.019340</td>\n",
+       "      <td>0.019380</td>\n",
+       "      <td>0.019250</td>\n",
+       "      <td>0.019263</td>\n",
+       "      <td>0.072770</td>\n",
+       "      <td>0.072826</td>\n",
+       "      <td>0.072430</td>\n",
+       "      <td>0.072500</td>\n",
+       "      <td>0.016260</td>\n",
+       "      <td>0.016365</td>\n",
+       "      <td>0.016260</td>\n",
+       "      <td>0.016269</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2017-07-13 23:30:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.019462</td>\n",
+       "      <td>0.019462</td>\n",
+       "      <td>0.019339</td>\n",
+       "      <td>0.019350</td>\n",
+       "      <td>0.072494</td>\n",
+       "      <td>0.072800</td>\n",
+       "      <td>0.072450</td>\n",
+       "      <td>0.072770</td>\n",
+       "      <td>0.016289</td>\n",
+       "      <td>0.016420</td>\n",
+       "      <td>0.016260</td>\n",
+       "      <td>0.016261</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>61096 rows × 16 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "Pair                BTCBTC                   LTCBTC                      \\\n",
+       "Price                close high  low open     close      high       low   \n",
+       "date                                                                      \n",
+       "2014-01-18 04:00:00    1.0  1.0  1.0  1.0  0.028000  0.028000  0.028000   \n",
+       "2014-01-18 04:30:00    1.0  1.0  1.0  1.0  0.028500  0.029000  0.028000   \n",
+       "2014-01-18 05:00:00    1.0  1.0  1.0  1.0  0.028500  0.028500  0.028500   \n",
+       "2014-01-18 05:30:00    1.0  1.0  1.0  1.0  0.028500  0.028500  0.028500   \n",
+       "2014-01-18 06:00:00    1.0  1.0  1.0  1.0  0.028500  0.028500  0.028500   \n",
+       "2014-01-18 06:30:00    1.0  1.0  1.0  1.0  0.028500  0.028500  0.028500   \n",
+       "2014-01-18 07:00:00    1.0  1.0  1.0  1.0  0.028500  0.028500  0.028500   \n",
+       "2014-01-18 07:30:00    1.0  1.0  1.0  1.0  0.028500  0.028500  0.028500   \n",
+       "2014-01-18 08:00:00    1.0  1.0  1.0  1.0  0.028500  0.028500  0.028500   \n",
+       "2014-01-18 08:30:00    1.0  1.0  1.0  1.0  0.028500  0.028500  0.028500   \n",
+       "2014-01-18 09:00:00    1.0  1.0  1.0  1.0  0.028500  0.028500  0.028500   \n",
+       "2014-01-18 09:30:00    1.0  1.0  1.0  1.0  0.028500  0.028500  0.028500   \n",
+       "2014-01-18 10:00:00    1.0  1.0  1.0  1.0  0.028500  0.028500  0.028500   \n",
+       "2014-01-18 10:30:00    1.0  1.0  1.0  1.0  0.028500  0.028500  0.028500   \n",
+       "2014-01-18 11:00:00    1.0  1.0  1.0  1.0  0.028500  0.028500  0.028500   \n",
+       "2014-01-18 11:30:00    1.0  1.0  1.0  1.0  0.028500  0.028500  0.028500   \n",
+       "2014-01-18 12:00:00    1.0  1.0  1.0  1.0  0.028500  0.028500  0.028500   \n",
+       "2014-01-18 12:30:00    1.0  1.0  1.0  1.0  0.028500  0.028500  0.028500   \n",
+       "2014-01-18 13:00:00    1.0  1.0  1.0  1.0  0.028500  0.028500  0.028500   \n",
+       "2014-01-18 13:30:00    1.0  1.0  1.0  1.0  0.028500  0.028500  0.028500   \n",
+       "2014-01-18 14:00:00    1.0  1.0  1.0  1.0  0.028500  0.028500  0.028500   \n",
+       "2014-01-18 14:30:00    1.0  1.0  1.0  1.0  0.028500  0.028500  0.028500   \n",
+       "2014-01-18 15:00:00    1.0  1.0  1.0  1.0  0.028500  0.028500  0.028500   \n",
+       "2014-01-18 15:30:00    1.0  1.0  1.0  1.0  0.028500  0.028500  0.028500   \n",
+       "2014-01-18 16:00:00    1.0  1.0  1.0  1.0  0.028500  0.028500  0.028500   \n",
+       "2014-01-18 16:30:00    1.0  1.0  1.0  1.0  0.028500  0.028500  0.028500   \n",
+       "2014-01-18 17:00:00    1.0  1.0  1.0  1.0  0.028500  0.028500  0.028500   \n",
+       "2014-01-18 17:30:00    1.0  1.0  1.0  1.0  0.028500  0.028500  0.028500   \n",
+       "2014-01-18 18:00:00    1.0  1.0  1.0  1.0  0.028500  0.028500  0.028500   \n",
+       "2014-01-18 18:30:00    1.0  1.0  1.0  1.0  0.028500  0.028500  0.028500   \n",
+       "...                    ...  ...  ...  ...       ...       ...       ...   \n",
+       "2017-07-13 09:00:00    1.0  1.0  1.0  1.0  0.019103  0.019238  0.019043   \n",
+       "2017-07-13 09:30:00    1.0  1.0  1.0  1.0  0.019013  0.019128  0.019005   \n",
+       "2017-07-13 10:00:00    1.0  1.0  1.0  1.0  0.019098  0.019100  0.019000   \n",
+       "2017-07-13 10:30:00    1.0  1.0  1.0  1.0  0.019193  0.019200  0.019087   \n",
+       "2017-07-13 11:00:00    1.0  1.0  1.0  1.0  0.019300  0.019500  0.019193   \n",
+       "2017-07-13 11:30:00    1.0  1.0  1.0  1.0  0.019386  0.019455  0.019300   \n",
+       "2017-07-13 12:00:00    1.0  1.0  1.0  1.0  0.019363  0.019492  0.019345   \n",
+       "2017-07-13 12:30:00    1.0  1.0  1.0  1.0  0.019385  0.019388  0.019257   \n",
+       "2017-07-13 13:00:00    1.0  1.0  1.0  1.0  0.019227  0.019388  0.019086   \n",
+       "2017-07-13 13:30:00    1.0  1.0  1.0  1.0  0.019200  0.019258  0.019135   \n",
+       "2017-07-13 14:00:00    1.0  1.0  1.0  1.0  0.019073  0.019202  0.019037   \n",
+       "2017-07-13 14:30:00    1.0  1.0  1.0  1.0  0.019210  0.019210  0.019036   \n",
+       "2017-07-13 15:00:00    1.0  1.0  1.0  1.0  0.019214  0.019268  0.019150   \n",
+       "2017-07-13 15:30:00    1.0  1.0  1.0  1.0  0.019110  0.019275  0.019100   \n",
+       "2017-07-13 16:00:00    1.0  1.0  1.0  1.0  0.019087  0.019186  0.018950   \n",
+       "2017-07-13 16:30:00    1.0  1.0  1.0  1.0  0.019220  0.019220  0.019085   \n",
+       "2017-07-13 17:00:00    1.0  1.0  1.0  1.0  0.019203  0.019245  0.019101   \n",
+       "2017-07-13 17:30:00    1.0  1.0  1.0  1.0  0.019021  0.019194  0.018983   \n",
+       "2017-07-13 18:00:00    1.0  1.0  1.0  1.0  0.019112  0.019112  0.018986   \n",
+       "2017-07-13 18:30:00    1.0  1.0  1.0  1.0  0.019124  0.019174  0.019040   \n",
+       "2017-07-13 19:00:00    1.0  1.0  1.0  1.0  0.019095  0.019200  0.019070   \n",
+       "2017-07-13 19:30:00    1.0  1.0  1.0  1.0  0.019040  0.019125  0.019040   \n",
+       "2017-07-13 20:00:00    1.0  1.0  1.0  1.0  0.019100  0.019130  0.019000   \n",
+       "2017-07-13 20:30:00    1.0  1.0  1.0  1.0  0.019266  0.019280  0.019100   \n",
+       "2017-07-13 21:00:00    1.0  1.0  1.0  1.0  0.019344  0.019382  0.019224   \n",
+       "2017-07-13 21:30:00    1.0  1.0  1.0  1.0  0.019210  0.019365  0.019110   \n",
+       "2017-07-13 22:00:00    1.0  1.0  1.0  1.0  0.019271  0.019309  0.019162   \n",
+       "2017-07-13 22:30:00    1.0  1.0  1.0  1.0  0.019263  0.019353  0.019143   \n",
+       "2017-07-13 23:00:00    1.0  1.0  1.0  1.0  0.019340  0.019380  0.019250   \n",
+       "2017-07-13 23:30:00    1.0  1.0  1.0  1.0  0.019462  0.019462  0.019339   \n",
+       "\n",
+       "Pair                            DASHBTC                                \\\n",
+       "Price                    open     close      high       low      open   \n",
+       "date                                                                    \n",
+       "2014-01-18 04:00:00  0.028000       NaN       NaN       NaN       NaN   \n",
+       "2014-01-18 04:30:00  0.029000       NaN       NaN       NaN       NaN   \n",
+       "2014-01-18 05:00:00  0.028500       NaN       NaN       NaN       NaN   \n",
+       "2014-01-18 05:30:00  0.028500       NaN       NaN       NaN       NaN   \n",
+       "2014-01-18 06:00:00  0.028500       NaN       NaN       NaN       NaN   \n",
+       "2014-01-18 06:30:00  0.028500       NaN       NaN       NaN       NaN   \n",
+       "2014-01-18 07:00:00  0.028500       NaN       NaN       NaN       NaN   \n",
+       "2014-01-18 07:30:00  0.028500       NaN       NaN       NaN       NaN   \n",
+       "2014-01-18 08:00:00  0.028500       NaN       NaN       NaN       NaN   \n",
+       "2014-01-18 08:30:00  0.028500       NaN       NaN       NaN       NaN   \n",
+       "2014-01-18 09:00:00  0.028500       NaN       NaN       NaN       NaN   \n",
+       "2014-01-18 09:30:00  0.028500       NaN       NaN       NaN       NaN   \n",
+       "2014-01-18 10:00:00  0.028500       NaN       NaN       NaN       NaN   \n",
+       "2014-01-18 10:30:00  0.028500       NaN       NaN       NaN       NaN   \n",
+       "2014-01-18 11:00:00  0.028500       NaN       NaN       NaN       NaN   \n",
+       "2014-01-18 11:30:00  0.028500       NaN       NaN       NaN       NaN   \n",
+       "2014-01-18 12:00:00  0.028500       NaN       NaN       NaN       NaN   \n",
+       "2014-01-18 12:30:00  0.028500       NaN       NaN       NaN       NaN   \n",
+       "2014-01-18 13:00:00  0.028500       NaN       NaN       NaN       NaN   \n",
+       "2014-01-18 13:30:00  0.028500       NaN       NaN       NaN       NaN   \n",
+       "2014-01-18 14:00:00  0.028500       NaN       NaN       NaN       NaN   \n",
+       "2014-01-18 14:30:00  0.028500       NaN       NaN       NaN       NaN   \n",
+       "2014-01-18 15:00:00  0.028500       NaN       NaN       NaN       NaN   \n",
+       "2014-01-18 15:30:00  0.028500       NaN       NaN       NaN       NaN   \n",
+       "2014-01-18 16:00:00  0.028500       NaN       NaN       NaN       NaN   \n",
+       "2014-01-18 16:30:00  0.028500       NaN       NaN       NaN       NaN   \n",
+       "2014-01-18 17:00:00  0.028500       NaN       NaN       NaN       NaN   \n",
+       "2014-01-18 17:30:00  0.028500       NaN       NaN       NaN       NaN   \n",
+       "2014-01-18 18:00:00  0.028500       NaN       NaN       NaN       NaN   \n",
+       "2014-01-18 18:30:00  0.028500       NaN       NaN       NaN       NaN   \n",
+       "...                       ...       ...       ...       ...       ...   \n",
+       "2017-07-13 09:00:00  0.019215  0.072300  0.072809  0.072012  0.072809   \n",
+       "2017-07-13 09:30:00  0.019103  0.072481  0.072619  0.072300  0.072425   \n",
+       "2017-07-13 10:00:00  0.019032  0.071730  0.072584  0.071729  0.072481   \n",
+       "2017-07-13 10:30:00  0.019100  0.071670  0.072127  0.071585  0.071730   \n",
+       "2017-07-13 11:00:00  0.019200  0.072920  0.072920  0.071670  0.071771   \n",
+       "2017-07-13 11:30:00  0.019300  0.073171  0.073316  0.072640  0.072640   \n",
+       "2017-07-13 12:00:00  0.019386  0.073020  0.073433  0.072867  0.073170   \n",
+       "2017-07-13 12:30:00  0.019345  0.073400  0.073400  0.073020  0.073070   \n",
+       "2017-07-13 13:00:00  0.019385  0.073230  0.073500  0.073221  0.073400   \n",
+       "2017-07-13 13:30:00  0.019227  0.073168  0.073500  0.072830  0.073230   \n",
+       "2017-07-13 14:00:00  0.019202  0.072918  0.073487  0.072800  0.073193   \n",
+       "2017-07-13 14:30:00  0.019079  0.072642  0.073489  0.072639  0.073000   \n",
+       "2017-07-13 15:00:00  0.019187  0.072485  0.073480  0.072056  0.072642   \n",
+       "2017-07-13 15:30:00  0.019216  0.071605  0.072485  0.071605  0.072298   \n",
+       "2017-07-13 16:00:00  0.019110  0.072035  0.072104  0.071100  0.071605   \n",
+       "2017-07-13 16:30:00  0.019087  0.072100  0.072486  0.071455  0.072033   \n",
+       "2017-07-13 17:00:00  0.019220  0.072656  0.072656  0.071630  0.072100   \n",
+       "2017-07-13 17:30:00  0.019180  0.072889  0.073760  0.072511  0.072635   \n",
+       "2017-07-13 18:00:00  0.019045  0.072943  0.073016  0.072492  0.072610   \n",
+       "2017-07-13 18:30:00  0.019090  0.072984  0.073311  0.072563  0.072563   \n",
+       "2017-07-13 19:00:00  0.019124  0.072545  0.073138  0.072381  0.072984   \n",
+       "2017-07-13 19:30:00  0.019087  0.071898  0.072545  0.071570  0.072545   \n",
+       "2017-07-13 20:00:00  0.019040  0.071810  0.072320  0.071586  0.071586   \n",
+       "2017-07-13 20:30:00  0.019130  0.072315  0.072750  0.071727  0.072091   \n",
+       "2017-07-13 21:00:00  0.019280  0.072148  0.072690  0.072067  0.072315   \n",
+       "2017-07-13 21:30:00  0.019365  0.072790  0.072791  0.072067  0.072148   \n",
+       "2017-07-13 22:00:00  0.019204  0.072360  0.072790  0.072068  0.072500   \n",
+       "2017-07-13 22:30:00  0.019271  0.072500  0.072740  0.072169  0.072169   \n",
+       "2017-07-13 23:00:00  0.019263  0.072770  0.072826  0.072430  0.072500   \n",
+       "2017-07-13 23:30:00  0.019350  0.072494  0.072800  0.072450  0.072770   \n",
+       "\n",
+       "Pair                   XMRBTC                                \n",
+       "Price                   close      high       low      open  \n",
+       "date                                                         \n",
+       "2014-01-18 04:00:00       NaN       NaN       NaN       NaN  \n",
+       "2014-01-18 04:30:00       NaN       NaN       NaN       NaN  \n",
+       "2014-01-18 05:00:00       NaN       NaN       NaN       NaN  \n",
+       "2014-01-18 05:30:00       NaN       NaN       NaN       NaN  \n",
+       "2014-01-18 06:00:00       NaN       NaN       NaN       NaN  \n",
+       "2014-01-18 06:30:00       NaN       NaN       NaN       NaN  \n",
+       "2014-01-18 07:00:00       NaN       NaN       NaN       NaN  \n",
+       "2014-01-18 07:30:00       NaN       NaN       NaN       NaN  \n",
+       "2014-01-18 08:00:00       NaN       NaN       NaN       NaN  \n",
+       "2014-01-18 08:30:00       NaN       NaN       NaN       NaN  \n",
+       "2014-01-18 09:00:00       NaN       NaN       NaN       NaN  \n",
+       "2014-01-18 09:30:00       NaN       NaN       NaN       NaN  \n",
+       "2014-01-18 10:00:00       NaN       NaN       NaN       NaN  \n",
+       "2014-01-18 10:30:00       NaN       NaN       NaN       NaN  \n",
+       "2014-01-18 11:00:00       NaN       NaN       NaN       NaN  \n",
+       "2014-01-18 11:30:00       NaN       NaN       NaN       NaN  \n",
+       "2014-01-18 12:00:00       NaN       NaN       NaN       NaN  \n",
+       "2014-01-18 12:30:00       NaN       NaN       NaN       NaN  \n",
+       "2014-01-18 13:00:00       NaN       NaN       NaN       NaN  \n",
+       "2014-01-18 13:30:00       NaN       NaN       NaN       NaN  \n",
+       "2014-01-18 14:00:00       NaN       NaN       NaN       NaN  \n",
+       "2014-01-18 14:30:00       NaN       NaN       NaN       NaN  \n",
+       "2014-01-18 15:00:00       NaN       NaN       NaN       NaN  \n",
+       "2014-01-18 15:30:00       NaN       NaN       NaN       NaN  \n",
+       "2014-01-18 16:00:00       NaN       NaN       NaN       NaN  \n",
+       "2014-01-18 16:30:00       NaN       NaN       NaN       NaN  \n",
+       "2014-01-18 17:00:00       NaN       NaN       NaN       NaN  \n",
+       "2014-01-18 17:30:00       NaN       NaN       NaN       NaN  \n",
+       "2014-01-18 18:00:00       NaN       NaN       NaN       NaN  \n",
+       "2014-01-18 18:30:00       NaN       NaN       NaN       NaN  \n",
+       "...                       ...       ...       ...       ...  \n",
+       "2017-07-13 09:00:00  0.016200  0.016260  0.016151  0.016220  \n",
+       "2017-07-13 09:30:00  0.016214  0.016396  0.016200  0.016200  \n",
+       "2017-07-13 10:00:00  0.016263  0.016281  0.016211  0.016214  \n",
+       "2017-07-13 10:30:00  0.016304  0.016367  0.016263  0.016279  \n",
+       "2017-07-13 11:00:00  0.016382  0.016408  0.016304  0.016304  \n",
+       "2017-07-13 11:30:00  0.016490  0.016490  0.016382  0.016404  \n",
+       "2017-07-13 12:00:00  0.016433  0.016499  0.016365  0.016490  \n",
+       "2017-07-13 12:30:00  0.016441  0.016499  0.016353  0.016499  \n",
+       "2017-07-13 13:00:00  0.016410  0.016437  0.016337  0.016437  \n",
+       "2017-07-13 13:30:00  0.016351  0.016425  0.016334  0.016410  \n",
+       "2017-07-13 14:00:00  0.016306  0.016400  0.016306  0.016400  \n",
+       "2017-07-13 14:30:00  0.016306  0.016377  0.016306  0.016306  \n",
+       "2017-07-13 15:00:00  0.016120  0.016392  0.016046  0.016306  \n",
+       "2017-07-13 15:30:00  0.016027  0.016200  0.015992  0.016200  \n",
+       "2017-07-13 16:00:00  0.016020  0.016080  0.015960  0.016010  \n",
+       "2017-07-13 16:30:00  0.016030  0.016100  0.016002  0.016070  \n",
+       "2017-07-13 17:00:00  0.016229  0.016232  0.016115  0.016115  \n",
+       "2017-07-13 17:30:00  0.016057  0.016232  0.016030  0.016218  \n",
+       "2017-07-13 18:00:00  0.016128  0.016157  0.016000  0.016038  \n",
+       "2017-07-13 18:30:00  0.016389  0.016399  0.016100  0.016110  \n",
+       "2017-07-13 19:00:00  0.016366  0.016488  0.016300  0.016300  \n",
+       "2017-07-13 19:30:00  0.016305  0.016488  0.016305  0.016362  \n",
+       "2017-07-13 20:00:00  0.016180  0.016382  0.016175  0.016341  \n",
+       "2017-07-13 20:30:00  0.016281  0.016380  0.016220  0.016318  \n",
+       "2017-07-13 21:00:00  0.016360  0.016425  0.016281  0.016379  \n",
+       "2017-07-13 21:30:00  0.016348  0.016422  0.016227  0.016360  \n",
+       "2017-07-13 22:00:00  0.016348  0.016401  0.016323  0.016348  \n",
+       "2017-07-13 22:30:00  0.016269  0.016400  0.016262  0.016348  \n",
+       "2017-07-13 23:00:00  0.016260  0.016365  0.016260  0.016269  \n",
+       "2017-07-13 23:30:00  0.016289  0.016420  0.016260  0.016261  \n",
+       "\n",
+       "[61096 rows x 16 columns]"
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# concat\n",
+    "df = pd.concat(dfs1, axis=1, keys=[df.name for df in dfs1], names=['Pair','Price'])\n",
+    "df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2017-10-29T11:47:16.675038Z",
+     "start_time": "2017-10-29T11:47:16.363440Z"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "61096\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "55284"
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# crop to when they all exist\n",
+    "print(len(df))\n",
+    "t=max([min(df1.index) for df1 in dfs1])\n",
+    "df=df[df.index>t]\n",
+    "len(df)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2017-10-29T11:47:16.746643Z",
+     "start_time": "2017-10-29T11:47:16.676614Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style>\n",
+       "    .dataframe thead tr:only-child th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: left;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr>\n",
+       "      <th>Pair</th>\n",
+       "      <th colspan=\"4\" halign=\"left\">BTCBTC</th>\n",
+       "      <th colspan=\"4\" halign=\"left\">LTCBTC</th>\n",
+       "      <th colspan=\"4\" halign=\"left\">DASHBTC</th>\n",
+       "      <th colspan=\"4\" halign=\"left\">XMRBTC</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Price</th>\n",
+       "      <th>close</th>\n",
+       "      <th>high</th>\n",
+       "      <th>low</th>\n",
+       "      <th>open</th>\n",
+       "      <th>close</th>\n",
+       "      <th>high</th>\n",
+       "      <th>low</th>\n",
+       "      <th>open</th>\n",
+       "      <th>close</th>\n",
+       "      <th>high</th>\n",
+       "      <th>low</th>\n",
+       "      <th>open</th>\n",
+       "      <th>close</th>\n",
+       "      <th>high</th>\n",
+       "      <th>low</th>\n",
+       "      <th>open</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>date</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>2014-05-19 06:00:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.023234</td>\n",
+       "      <td>0.023234</td>\n",
+       "      <td>0.023234</td>\n",
+       "      <td>0.023234</td>\n",
+       "      <td>0.015199</td>\n",
+       "      <td>0.015199</td>\n",
+       "      <td>0.014502</td>\n",
+       "      <td>0.014970</td>\n",
+       "      <td>0.001110</td>\n",
+       "      <td>0.011110</td>\n",
+       "      <td>0.001110</td>\n",
+       "      <td>0.011110</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2014-05-19 06:30:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.023421</td>\n",
+       "      <td>0.023421</td>\n",
+       "      <td>0.023421</td>\n",
+       "      <td>0.023421</td>\n",
+       "      <td>0.014520</td>\n",
+       "      <td>0.015342</td>\n",
+       "      <td>0.014510</td>\n",
+       "      <td>0.015199</td>\n",
+       "      <td>0.001125</td>\n",
+       "      <td>0.001500</td>\n",
+       "      <td>0.001125</td>\n",
+       "      <td>0.001200</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2014-05-19 07:00:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.023038</td>\n",
+       "      <td>0.023100</td>\n",
+       "      <td>0.023038</td>\n",
+       "      <td>0.023100</td>\n",
+       "      <td>0.015350</td>\n",
+       "      <td>0.015400</td>\n",
+       "      <td>0.014510</td>\n",
+       "      <td>0.015000</td>\n",
+       "      <td>0.001190</td>\n",
+       "      <td>0.001410</td>\n",
+       "      <td>0.001080</td>\n",
+       "      <td>0.001410</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2014-05-19 07:30:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.023029</td>\n",
+       "      <td>0.023029</td>\n",
+       "      <td>0.023029</td>\n",
+       "      <td>0.023029</td>\n",
+       "      <td>0.015600</td>\n",
+       "      <td>0.015600</td>\n",
+       "      <td>0.015050</td>\n",
+       "      <td>0.015200</td>\n",
+       "      <td>0.001320</td>\n",
+       "      <td>0.001867</td>\n",
+       "      <td>0.001040</td>\n",
+       "      <td>0.001040</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2014-05-19 08:00:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.023026</td>\n",
+       "      <td>0.023420</td>\n",
+       "      <td>0.023026</td>\n",
+       "      <td>0.023029</td>\n",
+       "      <td>0.015600</td>\n",
+       "      <td>0.015600</td>\n",
+       "      <td>0.015103</td>\n",
+       "      <td>0.015149</td>\n",
+       "      <td>0.001700</td>\n",
+       "      <td>0.001800</td>\n",
+       "      <td>0.001320</td>\n",
+       "      <td>0.001700</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2014-05-19 08:30:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.023025</td>\n",
+       "      <td>0.023420</td>\n",
+       "      <td>0.023025</td>\n",
+       "      <td>0.023025</td>\n",
+       "      <td>0.016000</td>\n",
+       "      <td>0.016000</td>\n",
+       "      <td>0.015111</td>\n",
+       "      <td>0.015700</td>\n",
+       "      <td>0.001930</td>\n",
+       "      <td>0.001940</td>\n",
+       "      <td>0.001600</td>\n",
+       "      <td>0.001600</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2014-05-19 09:00:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.023025</td>\n",
+       "      <td>0.023025</td>\n",
+       "      <td>0.023025</td>\n",
+       "      <td>0.023025</td>\n",
+       "      <td>0.016000</td>\n",
+       "      <td>0.016000</td>\n",
+       "      <td>0.015327</td>\n",
+       "      <td>0.016000</td>\n",
+       "      <td>0.001800</td>\n",
+       "      <td>0.002700</td>\n",
+       "      <td>0.001760</td>\n",
+       "      <td>0.001930</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2014-05-19 09:30:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.023025</td>\n",
+       "      <td>0.023200</td>\n",
+       "      <td>0.023025</td>\n",
+       "      <td>0.023200</td>\n",
+       "      <td>0.015700</td>\n",
+       "      <td>0.016000</td>\n",
+       "      <td>0.015700</td>\n",
+       "      <td>0.016000</td>\n",
+       "      <td>0.001252</td>\n",
+       "      <td>0.001780</td>\n",
+       "      <td>0.001252</td>\n",
+       "      <td>0.001780</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2014-05-19 10:00:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.023025</td>\n",
+       "      <td>0.023200</td>\n",
+       "      <td>0.023025</td>\n",
+       "      <td>0.023200</td>\n",
+       "      <td>0.015700</td>\n",
+       "      <td>0.015980</td>\n",
+       "      <td>0.015658</td>\n",
+       "      <td>0.015980</td>\n",
+       "      <td>0.001500</td>\n",
+       "      <td>0.001800</td>\n",
+       "      <td>0.001370</td>\n",
+       "      <td>0.001465</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2014-05-19 10:30:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.023025</td>\n",
+       "      <td>0.023200</td>\n",
+       "      <td>0.023025</td>\n",
+       "      <td>0.023200</td>\n",
+       "      <td>0.016000</td>\n",
+       "      <td>0.016000</td>\n",
+       "      <td>0.015396</td>\n",
+       "      <td>0.015650</td>\n",
+       "      <td>0.002000</td>\n",
+       "      <td>0.002000</td>\n",
+       "      <td>0.001700</td>\n",
+       "      <td>0.001700</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2014-05-19 11:00:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.023418</td>\n",
+       "      <td>0.023418</td>\n",
+       "      <td>0.023418</td>\n",
+       "      <td>0.023418</td>\n",
+       "      <td>0.015119</td>\n",
+       "      <td>0.016000</td>\n",
+       "      <td>0.015111</td>\n",
+       "      <td>0.015980</td>\n",
+       "      <td>0.002000</td>\n",
+       "      <td>0.002000</td>\n",
+       "      <td>0.001790</td>\n",
+       "      <td>0.001999</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2014-05-19 11:30:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.023025</td>\n",
+       "      <td>0.023025</td>\n",
+       "      <td>0.023025</td>\n",
+       "      <td>0.023025</td>\n",
+       "      <td>0.015450</td>\n",
+       "      <td>0.015450</td>\n",
+       "      <td>0.015111</td>\n",
+       "      <td>0.015119</td>\n",
+       "      <td>0.001469</td>\n",
+       "      <td>0.001850</td>\n",
+       "      <td>0.001469</td>\n",
+       "      <td>0.001850</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2014-05-19 12:00:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.023414</td>\n",
+       "      <td>0.023414</td>\n",
+       "      <td>0.023414</td>\n",
+       "      <td>0.023414</td>\n",
+       "      <td>0.015200</td>\n",
+       "      <td>0.015450</td>\n",
+       "      <td>0.015200</td>\n",
+       "      <td>0.015450</td>\n",
+       "      <td>0.002180</td>\n",
+       "      <td>0.002180</td>\n",
+       "      <td>0.001594</td>\n",
+       "      <td>0.001594</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2014-05-19 12:30:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.023409</td>\n",
+       "      <td>0.023409</td>\n",
+       "      <td>0.023409</td>\n",
+       "      <td>0.023409</td>\n",
+       "      <td>0.015400</td>\n",
+       "      <td>0.015400</td>\n",
+       "      <td>0.015200</td>\n",
+       "      <td>0.015200</td>\n",
+       "      <td>0.002000</td>\n",
+       "      <td>0.002000</td>\n",
+       "      <td>0.002000</td>\n",
+       "      <td>0.002000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2014-05-19 13:00:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.023025</td>\n",
+       "      <td>0.023408</td>\n",
+       "      <td>0.023025</td>\n",
+       "      <td>0.023408</td>\n",
+       "      <td>0.016000</td>\n",
+       "      <td>0.016000</td>\n",
+       "      <td>0.015500</td>\n",
+       "      <td>0.015670</td>\n",
+       "      <td>0.002000</td>\n",
+       "      <td>0.002189</td>\n",
+       "      <td>0.001824</td>\n",
+       "      <td>0.002000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2014-05-19 13:30:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.023025</td>\n",
+       "      <td>0.023400</td>\n",
+       "      <td>0.023025</td>\n",
+       "      <td>0.023400</td>\n",
+       "      <td>0.015812</td>\n",
+       "      <td>0.016000</td>\n",
+       "      <td>0.015812</td>\n",
+       "      <td>0.016000</td>\n",
+       "      <td>0.002002</td>\n",
+       "      <td>0.002200</td>\n",
+       "      <td>0.002000</td>\n",
+       "      <td>0.002189</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2014-05-19 14:00:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.023408</td>\n",
+       "      <td>0.023408</td>\n",
+       "      <td>0.023025</td>\n",
+       "      <td>0.023050</td>\n",
+       "      <td>0.015446</td>\n",
+       "      <td>0.015990</td>\n",
+       "      <td>0.015446</td>\n",
+       "      <td>0.015446</td>\n",
+       "      <td>0.002000</td>\n",
+       "      <td>0.002300</td>\n",
+       "      <td>0.002000</td>\n",
+       "      <td>0.002002</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2014-05-19 14:30:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.023408</td>\n",
+       "      <td>0.023408</td>\n",
+       "      <td>0.023408</td>\n",
+       "      <td>0.023408</td>\n",
+       "      <td>0.015868</td>\n",
+       "      <td>0.016000</td>\n",
+       "      <td>0.014288</td>\n",
+       "      <td>0.015889</td>\n",
+       "      <td>0.002500</td>\n",
+       "      <td>0.002800</td>\n",
+       "      <td>0.002070</td>\n",
+       "      <td>0.002070</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2014-05-19 15:00:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.023160</td>\n",
+       "      <td>0.023408</td>\n",
+       "      <td>0.023160</td>\n",
+       "      <td>0.023408</td>\n",
+       "      <td>0.015960</td>\n",
+       "      <td>0.015979</td>\n",
+       "      <td>0.015000</td>\n",
+       "      <td>0.015000</td>\n",
+       "      <td>0.003000</td>\n",
+       "      <td>0.003000</td>\n",
+       "      <td>0.002200</td>\n",
+       "      <td>0.002670</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2014-05-19 15:30:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.023407</td>\n",
+       "      <td>0.023407</td>\n",
+       "      <td>0.023001</td>\n",
+       "      <td>0.023160</td>\n",
+       "      <td>0.015396</td>\n",
+       "      <td>0.015838</td>\n",
+       "      <td>0.015396</td>\n",
+       "      <td>0.015600</td>\n",
+       "      <td>0.002800</td>\n",
+       "      <td>0.003270</td>\n",
+       "      <td>0.002500</td>\n",
+       "      <td>0.002900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2014-05-19 16:00:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.023001</td>\n",
+       "      <td>0.023407</td>\n",
+       "      <td>0.023001</td>\n",
+       "      <td>0.023407</td>\n",
+       "      <td>0.015450</td>\n",
+       "      <td>0.015450</td>\n",
+       "      <td>0.015400</td>\n",
+       "      <td>0.015400</td>\n",
+       "      <td>0.003290</td>\n",
+       "      <td>0.003300</td>\n",
+       "      <td>0.002700</td>\n",
+       "      <td>0.002720</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2014-05-19 16:30:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.023001</td>\n",
+       "      <td>0.023200</td>\n",
+       "      <td>0.023001</td>\n",
+       "      <td>0.023001</td>\n",
+       "      <td>0.015000</td>\n",
+       "      <td>0.015450</td>\n",
+       "      <td>0.014700</td>\n",
+       "      <td>0.015450</td>\n",
+       "      <td>0.004690</td>\n",
+       "      <td>0.006000</td>\n",
+       "      <td>0.003000</td>\n",
+       "      <td>0.003300</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2014-05-19 17:00:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.023001</td>\n",
+       "      <td>0.023200</td>\n",
+       "      <td>0.023001</td>\n",
+       "      <td>0.023001</td>\n",
+       "      <td>0.015000</td>\n",
+       "      <td>0.015390</td>\n",
+       "      <td>0.014951</td>\n",
+       "      <td>0.015000</td>\n",
+       "      <td>0.003340</td>\n",
+       "      <td>0.004500</td>\n",
+       "      <td>0.003031</td>\n",
+       "      <td>0.004500</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2014-05-19 17:30:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.023001</td>\n",
+       "      <td>0.023191</td>\n",
+       "      <td>0.023001</td>\n",
+       "      <td>0.023001</td>\n",
+       "      <td>0.015000</td>\n",
+       "      <td>0.015250</td>\n",
+       "      <td>0.015000</td>\n",
+       "      <td>0.015250</td>\n",
+       "      <td>0.003950</td>\n",
+       "      <td>0.003950</td>\n",
+       "      <td>0.002216</td>\n",
+       "      <td>0.003310</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2014-05-19 18:00:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.023200</td>\n",
+       "      <td>0.023200</td>\n",
+       "      <td>0.023191</td>\n",
+       "      <td>0.023191</td>\n",
+       "      <td>0.015150</td>\n",
+       "      <td>0.015250</td>\n",
+       "      <td>0.014951</td>\n",
+       "      <td>0.015000</td>\n",
+       "      <td>0.003500</td>\n",
+       "      <td>0.003990</td>\n",
+       "      <td>0.003000</td>\n",
+       "      <td>0.003950</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2014-05-19 18:30:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.023001</td>\n",
+       "      <td>0.023200</td>\n",
+       "      <td>0.023001</td>\n",
+       "      <td>0.023200</td>\n",
+       "      <td>0.015352</td>\n",
+       "      <td>0.015352</td>\n",
+       "      <td>0.015000</td>\n",
+       "      <td>0.015000</td>\n",
+       "      <td>0.003700</td>\n",
+       "      <td>0.003907</td>\n",
+       "      <td>0.003465</td>\n",
+       "      <td>0.003465</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2014-05-19 19:00:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.023402</td>\n",
+       "      <td>0.023402</td>\n",
+       "      <td>0.023001</td>\n",
+       "      <td>0.023001</td>\n",
+       "      <td>0.015005</td>\n",
+       "      <td>0.015480</td>\n",
+       "      <td>0.015005</td>\n",
+       "      <td>0.015200</td>\n",
+       "      <td>0.003700</td>\n",
+       "      <td>0.003899</td>\n",
+       "      <td>0.003650</td>\n",
+       "      <td>0.003825</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2014-05-19 19:30:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.023402</td>\n",
+       "      <td>0.023402</td>\n",
+       "      <td>0.023402</td>\n",
+       "      <td>0.023402</td>\n",
+       "      <td>0.014951</td>\n",
+       "      <td>0.015100</td>\n",
+       "      <td>0.014951</td>\n",
+       "      <td>0.015005</td>\n",
+       "      <td>0.003740</td>\n",
+       "      <td>0.003779</td>\n",
+       "      <td>0.003697</td>\n",
+       "      <td>0.003700</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2014-05-19 20:00:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.023401</td>\n",
+       "      <td>0.023402</td>\n",
+       "      <td>0.023001</td>\n",
+       "      <td>0.023402</td>\n",
+       "      <td>0.015199</td>\n",
+       "      <td>0.015400</td>\n",
+       "      <td>0.014951</td>\n",
+       "      <td>0.015400</td>\n",
+       "      <td>0.003810</td>\n",
+       "      <td>0.004179</td>\n",
+       "      <td>0.003700</td>\n",
+       "      <td>0.003740</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2014-05-19 20:30:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.023401</td>\n",
+       "      <td>0.023402</td>\n",
+       "      <td>0.023401</td>\n",
+       "      <td>0.023401</td>\n",
+       "      <td>0.015150</td>\n",
+       "      <td>0.015150</td>\n",
+       "      <td>0.015150</td>\n",
+       "      <td>0.015150</td>\n",
+       "      <td>0.004450</td>\n",
+       "      <td>0.004450</td>\n",
+       "      <td>0.003960</td>\n",
+       "      <td>0.004000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2017-07-13 09:00:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.019103</td>\n",
+       "      <td>0.019238</td>\n",
+       "      <td>0.019043</td>\n",
+       "      <td>0.019215</td>\n",
+       "      <td>0.072300</td>\n",
+       "      <td>0.072809</td>\n",
+       "      <td>0.072012</td>\n",
+       "      <td>0.072809</td>\n",
+       "      <td>0.016200</td>\n",
+       "      <td>0.016260</td>\n",
+       "      <td>0.016151</td>\n",
+       "      <td>0.016220</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2017-07-13 09:30:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.019013</td>\n",
+       "      <td>0.019128</td>\n",
+       "      <td>0.019005</td>\n",
+       "      <td>0.019103</td>\n",
+       "      <td>0.072481</td>\n",
+       "      <td>0.072619</td>\n",
+       "      <td>0.072300</td>\n",
+       "      <td>0.072425</td>\n",
+       "      <td>0.016214</td>\n",
+       "      <td>0.016396</td>\n",
+       "      <td>0.016200</td>\n",
+       "      <td>0.016200</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2017-07-13 10:00:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.019098</td>\n",
+       "      <td>0.019100</td>\n",
+       "      <td>0.019000</td>\n",
+       "      <td>0.019032</td>\n",
+       "      <td>0.071730</td>\n",
+       "      <td>0.072584</td>\n",
+       "      <td>0.071729</td>\n",
+       "      <td>0.072481</td>\n",
+       "      <td>0.016263</td>\n",
+       "      <td>0.016281</td>\n",
+       "      <td>0.016211</td>\n",
+       "      <td>0.016214</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2017-07-13 10:30:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.019193</td>\n",
+       "      <td>0.019200</td>\n",
+       "      <td>0.019087</td>\n",
+       "      <td>0.019100</td>\n",
+       "      <td>0.071670</td>\n",
+       "      <td>0.072127</td>\n",
+       "      <td>0.071585</td>\n",
+       "      <td>0.071730</td>\n",
+       "      <td>0.016304</td>\n",
+       "      <td>0.016367</td>\n",
+       "      <td>0.016263</td>\n",
+       "      <td>0.016279</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2017-07-13 11:00:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.019300</td>\n",
+       "      <td>0.019500</td>\n",
+       "      <td>0.019193</td>\n",
+       "      <td>0.019200</td>\n",
+       "      <td>0.072920</td>\n",
+       "      <td>0.072920</td>\n",
+       "      <td>0.071670</td>\n",
+       "      <td>0.071771</td>\n",
+       "      <td>0.016382</td>\n",
+       "      <td>0.016408</td>\n",
+       "      <td>0.016304</td>\n",
+       "      <td>0.016304</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2017-07-13 11:30:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.019386</td>\n",
+       "      <td>0.019455</td>\n",
+       "      <td>0.019300</td>\n",
+       "      <td>0.019300</td>\n",
+       "      <td>0.073171</td>\n",
+       "      <td>0.073316</td>\n",
+       "      <td>0.072640</td>\n",
+       "      <td>0.072640</td>\n",
+       "      <td>0.016490</td>\n",
+       "      <td>0.016490</td>\n",
+       "      <td>0.016382</td>\n",
+       "      <td>0.016404</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2017-07-13 12:00:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.019363</td>\n",
+       "      <td>0.019492</td>\n",
+       "      <td>0.019345</td>\n",
+       "      <td>0.019386</td>\n",
+       "      <td>0.073020</td>\n",
+       "      <td>0.073433</td>\n",
+       "      <td>0.072867</td>\n",
+       "      <td>0.073170</td>\n",
+       "      <td>0.016433</td>\n",
+       "      <td>0.016499</td>\n",
+       "      <td>0.016365</td>\n",
+       "      <td>0.016490</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2017-07-13 12:30:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.019385</td>\n",
+       "      <td>0.019388</td>\n",
+       "      <td>0.019257</td>\n",
+       "      <td>0.019345</td>\n",
+       "      <td>0.073400</td>\n",
+       "      <td>0.073400</td>\n",
+       "      <td>0.073020</td>\n",
+       "      <td>0.073070</td>\n",
+       "      <td>0.016441</td>\n",
+       "      <td>0.016499</td>\n",
+       "      <td>0.016353</td>\n",
+       "      <td>0.016499</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2017-07-13 13:00:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.019227</td>\n",
+       "      <td>0.019388</td>\n",
+       "      <td>0.019086</td>\n",
+       "      <td>0.019385</td>\n",
+       "      <td>0.073230</td>\n",
+       "      <td>0.073500</td>\n",
+       "      <td>0.073221</td>\n",
+       "      <td>0.073400</td>\n",
+       "      <td>0.016410</td>\n",
+       "      <td>0.016437</td>\n",
+       "      <td>0.016337</td>\n",
+       "      <td>0.016437</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2017-07-13 13:30:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.019200</td>\n",
+       "      <td>0.019258</td>\n",
+       "      <td>0.019135</td>\n",
+       "      <td>0.019227</td>\n",
+       "      <td>0.073168</td>\n",
+       "      <td>0.073500</td>\n",
+       "      <td>0.072830</td>\n",
+       "      <td>0.073230</td>\n",
+       "      <td>0.016351</td>\n",
+       "      <td>0.016425</td>\n",
+       "      <td>0.016334</td>\n",
+       "      <td>0.016410</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2017-07-13 14:00:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.019073</td>\n",
+       "      <td>0.019202</td>\n",
+       "      <td>0.019037</td>\n",
+       "      <td>0.019202</td>\n",
+       "      <td>0.072918</td>\n",
+       "      <td>0.073487</td>\n",
+       "      <td>0.072800</td>\n",
+       "      <td>0.073193</td>\n",
+       "      <td>0.016306</td>\n",
+       "      <td>0.016400</td>\n",
+       "      <td>0.016306</td>\n",
+       "      <td>0.016400</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2017-07-13 14:30:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.019210</td>\n",
+       "      <td>0.019210</td>\n",
+       "      <td>0.019036</td>\n",
+       "      <td>0.019079</td>\n",
+       "      <td>0.072642</td>\n",
+       "      <td>0.073489</td>\n",
+       "      <td>0.072639</td>\n",
+       "      <td>0.073000</td>\n",
+       "      <td>0.016306</td>\n",
+       "      <td>0.016377</td>\n",
+       "      <td>0.016306</td>\n",
+       "      <td>0.016306</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2017-07-13 15:00:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.019214</td>\n",
+       "      <td>0.019268</td>\n",
+       "      <td>0.019150</td>\n",
+       "      <td>0.019187</td>\n",
+       "      <td>0.072485</td>\n",
+       "      <td>0.073480</td>\n",
+       "      <td>0.072056</td>\n",
+       "      <td>0.072642</td>\n",
+       "      <td>0.016120</td>\n",
+       "      <td>0.016392</td>\n",
+       "      <td>0.016046</td>\n",
+       "      <td>0.016306</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2017-07-13 15:30:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.019110</td>\n",
+       "      <td>0.019275</td>\n",
+       "      <td>0.019100</td>\n",
+       "      <td>0.019216</td>\n",
+       "      <td>0.071605</td>\n",
+       "      <td>0.072485</td>\n",
+       "      <td>0.071605</td>\n",
+       "      <td>0.072298</td>\n",
+       "      <td>0.016027</td>\n",
+       "      <td>0.016200</td>\n",
+       "      <td>0.015992</td>\n",
+       "      <td>0.016200</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2017-07-13 16:00:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.019087</td>\n",
+       "      <td>0.019186</td>\n",
+       "      <td>0.018950</td>\n",
+       "      <td>0.019110</td>\n",
+       "      <td>0.072035</td>\n",
+       "      <td>0.072104</td>\n",
+       "      <td>0.071100</td>\n",
+       "      <td>0.071605</td>\n",
+       "      <td>0.016020</td>\n",
+       "      <td>0.016080</td>\n",
+       "      <td>0.015960</td>\n",
+       "      <td>0.016010</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2017-07-13 16:30:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.019220</td>\n",
+       "      <td>0.019220</td>\n",
+       "      <td>0.019085</td>\n",
+       "      <td>0.019087</td>\n",
+       "      <td>0.072100</td>\n",
+       "      <td>0.072486</td>\n",
+       "      <td>0.071455</td>\n",
+       "      <td>0.072033</td>\n",
+       "      <td>0.016030</td>\n",
+       "      <td>0.016100</td>\n",
+       "      <td>0.016002</td>\n",
+       "      <td>0.016070</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2017-07-13 17:00:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.019203</td>\n",
+       "      <td>0.019245</td>\n",
+       "      <td>0.019101</td>\n",
+       "      <td>0.019220</td>\n",
+       "      <td>0.072656</td>\n",
+       "      <td>0.072656</td>\n",
+       "      <td>0.071630</td>\n",
+       "      <td>0.072100</td>\n",
+       "      <td>0.016229</td>\n",
+       "      <td>0.016232</td>\n",
+       "      <td>0.016115</td>\n",
+       "      <td>0.016115</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2017-07-13 17:30:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.019021</td>\n",
+       "      <td>0.019194</td>\n",
+       "      <td>0.018983</td>\n",
+       "      <td>0.019180</td>\n",
+       "      <td>0.072889</td>\n",
+       "      <td>0.073760</td>\n",
+       "      <td>0.072511</td>\n",
+       "      <td>0.072635</td>\n",
+       "      <td>0.016057</td>\n",
+       "      <td>0.016232</td>\n",
+       "      <td>0.016030</td>\n",
+       "      <td>0.016218</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2017-07-13 18:00:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.019112</td>\n",
+       "      <td>0.019112</td>\n",
+       "      <td>0.018986</td>\n",
+       "      <td>0.019045</td>\n",
+       "      <td>0.072943</td>\n",
+       "      <td>0.073016</td>\n",
+       "      <td>0.072492</td>\n",
+       "      <td>0.072610</td>\n",
+       "      <td>0.016128</td>\n",
+       "      <td>0.016157</td>\n",
+       "      <td>0.016000</td>\n",
+       "      <td>0.016038</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2017-07-13 18:30:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.019124</td>\n",
+       "      <td>0.019174</td>\n",
+       "      <td>0.019040</td>\n",
+       "      <td>0.019090</td>\n",
+       "      <td>0.072984</td>\n",
+       "      <td>0.073311</td>\n",
+       "      <td>0.072563</td>\n",
+       "      <td>0.072563</td>\n",
+       "      <td>0.016389</td>\n",
+       "      <td>0.016399</td>\n",
+       "      <td>0.016100</td>\n",
+       "      <td>0.016110</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2017-07-13 19:00:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.019095</td>\n",
+       "      <td>0.019200</td>\n",
+       "      <td>0.019070</td>\n",
+       "      <td>0.019124</td>\n",
+       "      <td>0.072545</td>\n",
+       "      <td>0.073138</td>\n",
+       "      <td>0.072381</td>\n",
+       "      <td>0.072984</td>\n",
+       "      <td>0.016366</td>\n",
+       "      <td>0.016488</td>\n",
+       "      <td>0.016300</td>\n",
+       "      <td>0.016300</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2017-07-13 19:30:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.019040</td>\n",
+       "      <td>0.019125</td>\n",
+       "      <td>0.019040</td>\n",
+       "      <td>0.019087</td>\n",
+       "      <td>0.071898</td>\n",
+       "      <td>0.072545</td>\n",
+       "      <td>0.071570</td>\n",
+       "      <td>0.072545</td>\n",
+       "      <td>0.016305</td>\n",
+       "      <td>0.016488</td>\n",
+       "      <td>0.016305</td>\n",
+       "      <td>0.016362</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2017-07-13 20:00:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.019100</td>\n",
+       "      <td>0.019130</td>\n",
+       "      <td>0.019000</td>\n",
+       "      <td>0.019040</td>\n",
+       "      <td>0.071810</td>\n",
+       "      <td>0.072320</td>\n",
+       "      <td>0.071586</td>\n",
+       "      <td>0.071586</td>\n",
+       "      <td>0.016180</td>\n",
+       "      <td>0.016382</td>\n",
+       "      <td>0.016175</td>\n",
+       "      <td>0.016341</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2017-07-13 20:30:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.019266</td>\n",
+       "      <td>0.019280</td>\n",
+       "      <td>0.019100</td>\n",
+       "      <td>0.019130</td>\n",
+       "      <td>0.072315</td>\n",
+       "      <td>0.072750</td>\n",
+       "      <td>0.071727</td>\n",
+       "      <td>0.072091</td>\n",
+       "      <td>0.016281</td>\n",
+       "      <td>0.016380</td>\n",
+       "      <td>0.016220</td>\n",
+       "      <td>0.016318</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2017-07-13 21:00:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.019344</td>\n",
+       "      <td>0.019382</td>\n",
+       "      <td>0.019224</td>\n",
+       "      <td>0.019280</td>\n",
+       "      <td>0.072148</td>\n",
+       "      <td>0.072690</td>\n",
+       "      <td>0.072067</td>\n",
+       "      <td>0.072315</td>\n",
+       "      <td>0.016360</td>\n",
+       "      <td>0.016425</td>\n",
+       "      <td>0.016281</td>\n",
+       "      <td>0.016379</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2017-07-13 21:30:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.019210</td>\n",
+       "      <td>0.019365</td>\n",
+       "      <td>0.019110</td>\n",
+       "      <td>0.019365</td>\n",
+       "      <td>0.072790</td>\n",
+       "      <td>0.072791</td>\n",
+       "      <td>0.072067</td>\n",
+       "      <td>0.072148</td>\n",
+       "      <td>0.016348</td>\n",
+       "      <td>0.016422</td>\n",
+       "      <td>0.016227</td>\n",
+       "      <td>0.016360</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2017-07-13 22:00:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.019271</td>\n",
+       "      <td>0.019309</td>\n",
+       "      <td>0.019162</td>\n",
+       "      <td>0.019204</td>\n",
+       "      <td>0.072360</td>\n",
+       "      <td>0.072790</td>\n",
+       "      <td>0.072068</td>\n",
+       "      <td>0.072500</td>\n",
+       "      <td>0.016348</td>\n",
+       "      <td>0.016401</td>\n",
+       "      <td>0.016323</td>\n",
+       "      <td>0.016348</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2017-07-13 22:30:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.019263</td>\n",
+       "      <td>0.019353</td>\n",
+       "      <td>0.019143</td>\n",
+       "      <td>0.019271</td>\n",
+       "      <td>0.072500</td>\n",
+       "      <td>0.072740</td>\n",
+       "      <td>0.072169</td>\n",
+       "      <td>0.072169</td>\n",
+       "      <td>0.016269</td>\n",
+       "      <td>0.016400</td>\n",
+       "      <td>0.016262</td>\n",
+       "      <td>0.016348</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2017-07-13 23:00:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.019340</td>\n",
+       "      <td>0.019380</td>\n",
+       "      <td>0.019250</td>\n",
+       "      <td>0.019263</td>\n",
+       "      <td>0.072770</td>\n",
+       "      <td>0.072826</td>\n",
+       "      <td>0.072430</td>\n",
+       "      <td>0.072500</td>\n",
+       "      <td>0.016260</td>\n",
+       "      <td>0.016365</td>\n",
+       "      <td>0.016260</td>\n",
+       "      <td>0.016269</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2017-07-13 23:30:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.019462</td>\n",
+       "      <td>0.019462</td>\n",
+       "      <td>0.019339</td>\n",
+       "      <td>0.019350</td>\n",
+       "      <td>0.072494</td>\n",
+       "      <td>0.072800</td>\n",
+       "      <td>0.072450</td>\n",
+       "      <td>0.072770</td>\n",
+       "      <td>0.016289</td>\n",
+       "      <td>0.016420</td>\n",
+       "      <td>0.016260</td>\n",
+       "      <td>0.016261</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>55284 rows × 16 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "Pair                BTCBTC                   LTCBTC                      \\\n",
+       "Price                close high  low open     close      high       low   \n",
+       "date                                                                      \n",
+       "2014-05-19 06:00:00    1.0  1.0  1.0  1.0  0.023234  0.023234  0.023234   \n",
+       "2014-05-19 06:30:00    1.0  1.0  1.0  1.0  0.023421  0.023421  0.023421   \n",
+       "2014-05-19 07:00:00    1.0  1.0  1.0  1.0  0.023038  0.023100  0.023038   \n",
+       "2014-05-19 07:30:00    1.0  1.0  1.0  1.0  0.023029  0.023029  0.023029   \n",
+       "2014-05-19 08:00:00    1.0  1.0  1.0  1.0  0.023026  0.023420  0.023026   \n",
+       "2014-05-19 08:30:00    1.0  1.0  1.0  1.0  0.023025  0.023420  0.023025   \n",
+       "2014-05-19 09:00:00    1.0  1.0  1.0  1.0  0.023025  0.023025  0.023025   \n",
+       "2014-05-19 09:30:00    1.0  1.0  1.0  1.0  0.023025  0.023200  0.023025   \n",
+       "2014-05-19 10:00:00    1.0  1.0  1.0  1.0  0.023025  0.023200  0.023025   \n",
+       "2014-05-19 10:30:00    1.0  1.0  1.0  1.0  0.023025  0.023200  0.023025   \n",
+       "2014-05-19 11:00:00    1.0  1.0  1.0  1.0  0.023418  0.023418  0.023418   \n",
+       "2014-05-19 11:30:00    1.0  1.0  1.0  1.0  0.023025  0.023025  0.023025   \n",
+       "2014-05-19 12:00:00    1.0  1.0  1.0  1.0  0.023414  0.023414  0.023414   \n",
+       "2014-05-19 12:30:00    1.0  1.0  1.0  1.0  0.023409  0.023409  0.023409   \n",
+       "2014-05-19 13:00:00    1.0  1.0  1.0  1.0  0.023025  0.023408  0.023025   \n",
+       "2014-05-19 13:30:00    1.0  1.0  1.0  1.0  0.023025  0.023400  0.023025   \n",
+       "2014-05-19 14:00:00    1.0  1.0  1.0  1.0  0.023408  0.023408  0.023025   \n",
+       "2014-05-19 14:30:00    1.0  1.0  1.0  1.0  0.023408  0.023408  0.023408   \n",
+       "2014-05-19 15:00:00    1.0  1.0  1.0  1.0  0.023160  0.023408  0.023160   \n",
+       "2014-05-19 15:30:00    1.0  1.0  1.0  1.0  0.023407  0.023407  0.023001   \n",
+       "2014-05-19 16:00:00    1.0  1.0  1.0  1.0  0.023001  0.023407  0.023001   \n",
+       "2014-05-19 16:30:00    1.0  1.0  1.0  1.0  0.023001  0.023200  0.023001   \n",
+       "2014-05-19 17:00:00    1.0  1.0  1.0  1.0  0.023001  0.023200  0.023001   \n",
+       "2014-05-19 17:30:00    1.0  1.0  1.0  1.0  0.023001  0.023191  0.023001   \n",
+       "2014-05-19 18:00:00    1.0  1.0  1.0  1.0  0.023200  0.023200  0.023191   \n",
+       "2014-05-19 18:30:00    1.0  1.0  1.0  1.0  0.023001  0.023200  0.023001   \n",
+       "2014-05-19 19:00:00    1.0  1.0  1.0  1.0  0.023402  0.023402  0.023001   \n",
+       "2014-05-19 19:30:00    1.0  1.0  1.0  1.0  0.023402  0.023402  0.023402   \n",
+       "2014-05-19 20:00:00    1.0  1.0  1.0  1.0  0.023401  0.023402  0.023001   \n",
+       "2014-05-19 20:30:00    1.0  1.0  1.0  1.0  0.023401  0.023402  0.023401   \n",
+       "...                    ...  ...  ...  ...       ...       ...       ...   \n",
+       "2017-07-13 09:00:00    1.0  1.0  1.0  1.0  0.019103  0.019238  0.019043   \n",
+       "2017-07-13 09:30:00    1.0  1.0  1.0  1.0  0.019013  0.019128  0.019005   \n",
+       "2017-07-13 10:00:00    1.0  1.0  1.0  1.0  0.019098  0.019100  0.019000   \n",
+       "2017-07-13 10:30:00    1.0  1.0  1.0  1.0  0.019193  0.019200  0.019087   \n",
+       "2017-07-13 11:00:00    1.0  1.0  1.0  1.0  0.019300  0.019500  0.019193   \n",
+       "2017-07-13 11:30:00    1.0  1.0  1.0  1.0  0.019386  0.019455  0.019300   \n",
+       "2017-07-13 12:00:00    1.0  1.0  1.0  1.0  0.019363  0.019492  0.019345   \n",
+       "2017-07-13 12:30:00    1.0  1.0  1.0  1.0  0.019385  0.019388  0.019257   \n",
+       "2017-07-13 13:00:00    1.0  1.0  1.0  1.0  0.019227  0.019388  0.019086   \n",
+       "2017-07-13 13:30:00    1.0  1.0  1.0  1.0  0.019200  0.019258  0.019135   \n",
+       "2017-07-13 14:00:00    1.0  1.0  1.0  1.0  0.019073  0.019202  0.019037   \n",
+       "2017-07-13 14:30:00    1.0  1.0  1.0  1.0  0.019210  0.019210  0.019036   \n",
+       "2017-07-13 15:00:00    1.0  1.0  1.0  1.0  0.019214  0.019268  0.019150   \n",
+       "2017-07-13 15:30:00    1.0  1.0  1.0  1.0  0.019110  0.019275  0.019100   \n",
+       "2017-07-13 16:00:00    1.0  1.0  1.0  1.0  0.019087  0.019186  0.018950   \n",
+       "2017-07-13 16:30:00    1.0  1.0  1.0  1.0  0.019220  0.019220  0.019085   \n",
+       "2017-07-13 17:00:00    1.0  1.0  1.0  1.0  0.019203  0.019245  0.019101   \n",
+       "2017-07-13 17:30:00    1.0  1.0  1.0  1.0  0.019021  0.019194  0.018983   \n",
+       "2017-07-13 18:00:00    1.0  1.0  1.0  1.0  0.019112  0.019112  0.018986   \n",
+       "2017-07-13 18:30:00    1.0  1.0  1.0  1.0  0.019124  0.019174  0.019040   \n",
+       "2017-07-13 19:00:00    1.0  1.0  1.0  1.0  0.019095  0.019200  0.019070   \n",
+       "2017-07-13 19:30:00    1.0  1.0  1.0  1.0  0.019040  0.019125  0.019040   \n",
+       "2017-07-13 20:00:00    1.0  1.0  1.0  1.0  0.019100  0.019130  0.019000   \n",
+       "2017-07-13 20:30:00    1.0  1.0  1.0  1.0  0.019266  0.019280  0.019100   \n",
+       "2017-07-13 21:00:00    1.0  1.0  1.0  1.0  0.019344  0.019382  0.019224   \n",
+       "2017-07-13 21:30:00    1.0  1.0  1.0  1.0  0.019210  0.019365  0.019110   \n",
+       "2017-07-13 22:00:00    1.0  1.0  1.0  1.0  0.019271  0.019309  0.019162   \n",
+       "2017-07-13 22:30:00    1.0  1.0  1.0  1.0  0.019263  0.019353  0.019143   \n",
+       "2017-07-13 23:00:00    1.0  1.0  1.0  1.0  0.019340  0.019380  0.019250   \n",
+       "2017-07-13 23:30:00    1.0  1.0  1.0  1.0  0.019462  0.019462  0.019339   \n",
+       "\n",
+       "Pair                            DASHBTC                                \\\n",
+       "Price                    open     close      high       low      open   \n",
+       "date                                                                    \n",
+       "2014-05-19 06:00:00  0.023234  0.015199  0.015199  0.014502  0.014970   \n",
+       "2014-05-19 06:30:00  0.023421  0.014520  0.015342  0.014510  0.015199   \n",
+       "2014-05-19 07:00:00  0.023100  0.015350  0.015400  0.014510  0.015000   \n",
+       "2014-05-19 07:30:00  0.023029  0.015600  0.015600  0.015050  0.015200   \n",
+       "2014-05-19 08:00:00  0.023029  0.015600  0.015600  0.015103  0.015149   \n",
+       "2014-05-19 08:30:00  0.023025  0.016000  0.016000  0.015111  0.015700   \n",
+       "2014-05-19 09:00:00  0.023025  0.016000  0.016000  0.015327  0.016000   \n",
+       "2014-05-19 09:30:00  0.023200  0.015700  0.016000  0.015700  0.016000   \n",
+       "2014-05-19 10:00:00  0.023200  0.015700  0.015980  0.015658  0.015980   \n",
+       "2014-05-19 10:30:00  0.023200  0.016000  0.016000  0.015396  0.015650   \n",
+       "2014-05-19 11:00:00  0.023418  0.015119  0.016000  0.015111  0.015980   \n",
+       "2014-05-19 11:30:00  0.023025  0.015450  0.015450  0.015111  0.015119   \n",
+       "2014-05-19 12:00:00  0.023414  0.015200  0.015450  0.015200  0.015450   \n",
+       "2014-05-19 12:30:00  0.023409  0.015400  0.015400  0.015200  0.015200   \n",
+       "2014-05-19 13:00:00  0.023408  0.016000  0.016000  0.015500  0.015670   \n",
+       "2014-05-19 13:30:00  0.023400  0.015812  0.016000  0.015812  0.016000   \n",
+       "2014-05-19 14:00:00  0.023050  0.015446  0.015990  0.015446  0.015446   \n",
+       "2014-05-19 14:30:00  0.023408  0.015868  0.016000  0.014288  0.015889   \n",
+       "2014-05-19 15:00:00  0.023408  0.015960  0.015979  0.015000  0.015000   \n",
+       "2014-05-19 15:30:00  0.023160  0.015396  0.015838  0.015396  0.015600   \n",
+       "2014-05-19 16:00:00  0.023407  0.015450  0.015450  0.015400  0.015400   \n",
+       "2014-05-19 16:30:00  0.023001  0.015000  0.015450  0.014700  0.015450   \n",
+       "2014-05-19 17:00:00  0.023001  0.015000  0.015390  0.014951  0.015000   \n",
+       "2014-05-19 17:30:00  0.023001  0.015000  0.015250  0.015000  0.015250   \n",
+       "2014-05-19 18:00:00  0.023191  0.015150  0.015250  0.014951  0.015000   \n",
+       "2014-05-19 18:30:00  0.023200  0.015352  0.015352  0.015000  0.015000   \n",
+       "2014-05-19 19:00:00  0.023001  0.015005  0.015480  0.015005  0.015200   \n",
+       "2014-05-19 19:30:00  0.023402  0.014951  0.015100  0.014951  0.015005   \n",
+       "2014-05-19 20:00:00  0.023402  0.015199  0.015400  0.014951  0.015400   \n",
+       "2014-05-19 20:30:00  0.023401  0.015150  0.015150  0.015150  0.015150   \n",
+       "...                       ...       ...       ...       ...       ...   \n",
+       "2017-07-13 09:00:00  0.019215  0.072300  0.072809  0.072012  0.072809   \n",
+       "2017-07-13 09:30:00  0.019103  0.072481  0.072619  0.072300  0.072425   \n",
+       "2017-07-13 10:00:00  0.019032  0.071730  0.072584  0.071729  0.072481   \n",
+       "2017-07-13 10:30:00  0.019100  0.071670  0.072127  0.071585  0.071730   \n",
+       "2017-07-13 11:00:00  0.019200  0.072920  0.072920  0.071670  0.071771   \n",
+       "2017-07-13 11:30:00  0.019300  0.073171  0.073316  0.072640  0.072640   \n",
+       "2017-07-13 12:00:00  0.019386  0.073020  0.073433  0.072867  0.073170   \n",
+       "2017-07-13 12:30:00  0.019345  0.073400  0.073400  0.073020  0.073070   \n",
+       "2017-07-13 13:00:00  0.019385  0.073230  0.073500  0.073221  0.073400   \n",
+       "2017-07-13 13:30:00  0.019227  0.073168  0.073500  0.072830  0.073230   \n",
+       "2017-07-13 14:00:00  0.019202  0.072918  0.073487  0.072800  0.073193   \n",
+       "2017-07-13 14:30:00  0.019079  0.072642  0.073489  0.072639  0.073000   \n",
+       "2017-07-13 15:00:00  0.019187  0.072485  0.073480  0.072056  0.072642   \n",
+       "2017-07-13 15:30:00  0.019216  0.071605  0.072485  0.071605  0.072298   \n",
+       "2017-07-13 16:00:00  0.019110  0.072035  0.072104  0.071100  0.071605   \n",
+       "2017-07-13 16:30:00  0.019087  0.072100  0.072486  0.071455  0.072033   \n",
+       "2017-07-13 17:00:00  0.019220  0.072656  0.072656  0.071630  0.072100   \n",
+       "2017-07-13 17:30:00  0.019180  0.072889  0.073760  0.072511  0.072635   \n",
+       "2017-07-13 18:00:00  0.019045  0.072943  0.073016  0.072492  0.072610   \n",
+       "2017-07-13 18:30:00  0.019090  0.072984  0.073311  0.072563  0.072563   \n",
+       "2017-07-13 19:00:00  0.019124  0.072545  0.073138  0.072381  0.072984   \n",
+       "2017-07-13 19:30:00  0.019087  0.071898  0.072545  0.071570  0.072545   \n",
+       "2017-07-13 20:00:00  0.019040  0.071810  0.072320  0.071586  0.071586   \n",
+       "2017-07-13 20:30:00  0.019130  0.072315  0.072750  0.071727  0.072091   \n",
+       "2017-07-13 21:00:00  0.019280  0.072148  0.072690  0.072067  0.072315   \n",
+       "2017-07-13 21:30:00  0.019365  0.072790  0.072791  0.072067  0.072148   \n",
+       "2017-07-13 22:00:00  0.019204  0.072360  0.072790  0.072068  0.072500   \n",
+       "2017-07-13 22:30:00  0.019271  0.072500  0.072740  0.072169  0.072169   \n",
+       "2017-07-13 23:00:00  0.019263  0.072770  0.072826  0.072430  0.072500   \n",
+       "2017-07-13 23:30:00  0.019350  0.072494  0.072800  0.072450  0.072770   \n",
+       "\n",
+       "Pair                   XMRBTC                                \n",
+       "Price                   close      high       low      open  \n",
+       "date                                                         \n",
+       "2014-05-19 06:00:00  0.001110  0.011110  0.001110  0.011110  \n",
+       "2014-05-19 06:30:00  0.001125  0.001500  0.001125  0.001200  \n",
+       "2014-05-19 07:00:00  0.001190  0.001410  0.001080  0.001410  \n",
+       "2014-05-19 07:30:00  0.001320  0.001867  0.001040  0.001040  \n",
+       "2014-05-19 08:00:00  0.001700  0.001800  0.001320  0.001700  \n",
+       "2014-05-19 08:30:00  0.001930  0.001940  0.001600  0.001600  \n",
+       "2014-05-19 09:00:00  0.001800  0.002700  0.001760  0.001930  \n",
+       "2014-05-19 09:30:00  0.001252  0.001780  0.001252  0.001780  \n",
+       "2014-05-19 10:00:00  0.001500  0.001800  0.001370  0.001465  \n",
+       "2014-05-19 10:30:00  0.002000  0.002000  0.001700  0.001700  \n",
+       "2014-05-19 11:00:00  0.002000  0.002000  0.001790  0.001999  \n",
+       "2014-05-19 11:30:00  0.001469  0.001850  0.001469  0.001850  \n",
+       "2014-05-19 12:00:00  0.002180  0.002180  0.001594  0.001594  \n",
+       "2014-05-19 12:30:00  0.002000  0.002000  0.002000  0.002000  \n",
+       "2014-05-19 13:00:00  0.002000  0.002189  0.001824  0.002000  \n",
+       "2014-05-19 13:30:00  0.002002  0.002200  0.002000  0.002189  \n",
+       "2014-05-19 14:00:00  0.002000  0.002300  0.002000  0.002002  \n",
+       "2014-05-19 14:30:00  0.002500  0.002800  0.002070  0.002070  \n",
+       "2014-05-19 15:00:00  0.003000  0.003000  0.002200  0.002670  \n",
+       "2014-05-19 15:30:00  0.002800  0.003270  0.002500  0.002900  \n",
+       "2014-05-19 16:00:00  0.003290  0.003300  0.002700  0.002720  \n",
+       "2014-05-19 16:30:00  0.004690  0.006000  0.003000  0.003300  \n",
+       "2014-05-19 17:00:00  0.003340  0.004500  0.003031  0.004500  \n",
+       "2014-05-19 17:30:00  0.003950  0.003950  0.002216  0.003310  \n",
+       "2014-05-19 18:00:00  0.003500  0.003990  0.003000  0.003950  \n",
+       "2014-05-19 18:30:00  0.003700  0.003907  0.003465  0.003465  \n",
+       "2014-05-19 19:00:00  0.003700  0.003899  0.003650  0.003825  \n",
+       "2014-05-19 19:30:00  0.003740  0.003779  0.003697  0.003700  \n",
+       "2014-05-19 20:00:00  0.003810  0.004179  0.003700  0.003740  \n",
+       "2014-05-19 20:30:00  0.004450  0.004450  0.003960  0.004000  \n",
+       "...                       ...       ...       ...       ...  \n",
+       "2017-07-13 09:00:00  0.016200  0.016260  0.016151  0.016220  \n",
+       "2017-07-13 09:30:00  0.016214  0.016396  0.016200  0.016200  \n",
+       "2017-07-13 10:00:00  0.016263  0.016281  0.016211  0.016214  \n",
+       "2017-07-13 10:30:00  0.016304  0.016367  0.016263  0.016279  \n",
+       "2017-07-13 11:00:00  0.016382  0.016408  0.016304  0.016304  \n",
+       "2017-07-13 11:30:00  0.016490  0.016490  0.016382  0.016404  \n",
+       "2017-07-13 12:00:00  0.016433  0.016499  0.016365  0.016490  \n",
+       "2017-07-13 12:30:00  0.016441  0.016499  0.016353  0.016499  \n",
+       "2017-07-13 13:00:00  0.016410  0.016437  0.016337  0.016437  \n",
+       "2017-07-13 13:30:00  0.016351  0.016425  0.016334  0.016410  \n",
+       "2017-07-13 14:00:00  0.016306  0.016400  0.016306  0.016400  \n",
+       "2017-07-13 14:30:00  0.016306  0.016377  0.016306  0.016306  \n",
+       "2017-07-13 15:00:00  0.016120  0.016392  0.016046  0.016306  \n",
+       "2017-07-13 15:30:00  0.016027  0.016200  0.015992  0.016200  \n",
+       "2017-07-13 16:00:00  0.016020  0.016080  0.015960  0.016010  \n",
+       "2017-07-13 16:30:00  0.016030  0.016100  0.016002  0.016070  \n",
+       "2017-07-13 17:00:00  0.016229  0.016232  0.016115  0.016115  \n",
+       "2017-07-13 17:30:00  0.016057  0.016232  0.016030  0.016218  \n",
+       "2017-07-13 18:00:00  0.016128  0.016157  0.016000  0.016038  \n",
+       "2017-07-13 18:30:00  0.016389  0.016399  0.016100  0.016110  \n",
+       "2017-07-13 19:00:00  0.016366  0.016488  0.016300  0.016300  \n",
+       "2017-07-13 19:30:00  0.016305  0.016488  0.016305  0.016362  \n",
+       "2017-07-13 20:00:00  0.016180  0.016382  0.016175  0.016341  \n",
+       "2017-07-13 20:30:00  0.016281  0.016380  0.016220  0.016318  \n",
+       "2017-07-13 21:00:00  0.016360  0.016425  0.016281  0.016379  \n",
+       "2017-07-13 21:30:00  0.016348  0.016422  0.016227  0.016360  \n",
+       "2017-07-13 22:00:00  0.016348  0.016401  0.016323  0.016348  \n",
+       "2017-07-13 22:30:00  0.016269  0.016400  0.016262  0.016348  \n",
+       "2017-07-13 23:00:00  0.016260  0.016365  0.016260  0.016269  \n",
+       "2017-07-13 23:30:00  0.016289  0.016420  0.016260  0.016261  \n",
+       "\n",
+       "[55284 rows x 16 columns]"
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# fill in na's\n",
+    "df = df.fillna(method=\"pad\")\n",
+    "\n",
+    "# replace rest\n",
+    "df.replace(np.nan, 0, inplace=True)\n",
+    "# df.unstack()\n",
+    "df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2017-10-29T11:40:32.428742Z",
+     "start_time": "2017-10-29T11:40:32.418792Z"
+    }
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2017-10-29T11:47:16.759766Z",
+     "start_time": "2017-10-29T11:47:16.748236Z"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "test#: 8291 train#: 46993 test_frac: 0.14997105853411474 cutoff_time: 2017-01-22 06:00:00\n"
+     ]
+    }
+   ],
+   "source": [
+    "# split\n",
+    "test_split=0.15\n",
+    "c=int(len(df.index)*test_split)\n",
+    "split_time = df.index[-c]\n",
+    "\n",
+    "\n",
+    "df_test = df[df.index>split_time]\n",
+    "df_train = df[df.index<=split_time]\n",
+    "print('test#:',len(df_test), 'train#:',len(df_train), 'test_frac:', len(df_test)/len(df), 'cutoff_time:',split_time)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2017-10-29T11:47:16.880279Z",
+     "start_time": "2017-10-29T11:47:16.761231Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style>\n",
+       "    .dataframe thead tr:only-child th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: left;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr>\n",
+       "      <th>Pair</th>\n",
+       "      <th colspan=\"4\" halign=\"left\">BTCBTC</th>\n",
+       "      <th colspan=\"4\" halign=\"left\">LTCBTC</th>\n",
+       "      <th colspan=\"4\" halign=\"left\">DASHBTC</th>\n",
+       "      <th colspan=\"4\" halign=\"left\">XMRBTC</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Price</th>\n",
+       "      <th>close</th>\n",
+       "      <th>high</th>\n",
+       "      <th>low</th>\n",
+       "      <th>open</th>\n",
+       "      <th>close</th>\n",
+       "      <th>high</th>\n",
+       "      <th>low</th>\n",
+       "      <th>open</th>\n",
+       "      <th>close</th>\n",
+       "      <th>high</th>\n",
+       "      <th>low</th>\n",
+       "      <th>open</th>\n",
+       "      <th>close</th>\n",
+       "      <th>high</th>\n",
+       "      <th>low</th>\n",
+       "      <th>open</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>date</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>2014-05-19 06:00:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.023234</td>\n",
+       "      <td>0.023234</td>\n",
+       "      <td>0.023234</td>\n",
+       "      <td>0.023234</td>\n",
+       "      <td>0.015199</td>\n",
+       "      <td>0.015199</td>\n",
+       "      <td>0.014502</td>\n",
+       "      <td>0.014970</td>\n",
+       "      <td>0.001110</td>\n",
+       "      <td>0.011110</td>\n",
+       "      <td>0.001110</td>\n",
+       "      <td>0.011110</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2014-05-19 06:30:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.023421</td>\n",
+       "      <td>0.023421</td>\n",
+       "      <td>0.023421</td>\n",
+       "      <td>0.023421</td>\n",
+       "      <td>0.014520</td>\n",
+       "      <td>0.015342</td>\n",
+       "      <td>0.014510</td>\n",
+       "      <td>0.015199</td>\n",
+       "      <td>0.001125</td>\n",
+       "      <td>0.001500</td>\n",
+       "      <td>0.001125</td>\n",
+       "      <td>0.001200</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2014-05-19 07:00:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.023038</td>\n",
+       "      <td>0.023100</td>\n",
+       "      <td>0.023038</td>\n",
+       "      <td>0.023100</td>\n",
+       "      <td>0.015350</td>\n",
+       "      <td>0.015400</td>\n",
+       "      <td>0.014510</td>\n",
+       "      <td>0.015000</td>\n",
+       "      <td>0.001190</td>\n",
+       "      <td>0.001410</td>\n",
+       "      <td>0.001080</td>\n",
+       "      <td>0.001410</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2014-05-19 07:30:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.023029</td>\n",
+       "      <td>0.023029</td>\n",
+       "      <td>0.023029</td>\n",
+       "      <td>0.023029</td>\n",
+       "      <td>0.015600</td>\n",
+       "      <td>0.015600</td>\n",
+       "      <td>0.015050</td>\n",
+       "      <td>0.015200</td>\n",
+       "      <td>0.001320</td>\n",
+       "      <td>0.001867</td>\n",
+       "      <td>0.001040</td>\n",
+       "      <td>0.001040</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2014-05-19 08:00:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.023026</td>\n",
+       "      <td>0.023420</td>\n",
+       "      <td>0.023026</td>\n",
+       "      <td>0.023029</td>\n",
+       "      <td>0.015600</td>\n",
+       "      <td>0.015600</td>\n",
+       "      <td>0.015103</td>\n",
+       "      <td>0.015149</td>\n",
+       "      <td>0.001700</td>\n",
+       "      <td>0.001800</td>\n",
+       "      <td>0.001320</td>\n",
+       "      <td>0.001700</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2014-05-19 08:30:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.023025</td>\n",
+       "      <td>0.023420</td>\n",
+       "      <td>0.023025</td>\n",
+       "      <td>0.023025</td>\n",
+       "      <td>0.016000</td>\n",
+       "      <td>0.016000</td>\n",
+       "      <td>0.015111</td>\n",
+       "      <td>0.015700</td>\n",
+       "      <td>0.001930</td>\n",
+       "      <td>0.001940</td>\n",
+       "      <td>0.001600</td>\n",
+       "      <td>0.001600</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2014-05-19 09:00:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.023025</td>\n",
+       "      <td>0.023025</td>\n",
+       "      <td>0.023025</td>\n",
+       "      <td>0.023025</td>\n",
+       "      <td>0.016000</td>\n",
+       "      <td>0.016000</td>\n",
+       "      <td>0.015327</td>\n",
+       "      <td>0.016000</td>\n",
+       "      <td>0.001800</td>\n",
+       "      <td>0.002700</td>\n",
+       "      <td>0.001760</td>\n",
+       "      <td>0.001930</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2014-05-19 09:30:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.023025</td>\n",
+       "      <td>0.023200</td>\n",
+       "      <td>0.023025</td>\n",
+       "      <td>0.023200</td>\n",
+       "      <td>0.015700</td>\n",
+       "      <td>0.016000</td>\n",
+       "      <td>0.015700</td>\n",
+       "      <td>0.016000</td>\n",
+       "      <td>0.001252</td>\n",
+       "      <td>0.001780</td>\n",
+       "      <td>0.001252</td>\n",
+       "      <td>0.001780</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2014-05-19 10:00:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.023025</td>\n",
+       "      <td>0.023200</td>\n",
+       "      <td>0.023025</td>\n",
+       "      <td>0.023200</td>\n",
+       "      <td>0.015700</td>\n",
+       "      <td>0.015980</td>\n",
+       "      <td>0.015658</td>\n",
+       "      <td>0.015980</td>\n",
+       "      <td>0.001500</td>\n",
+       "      <td>0.001800</td>\n",
+       "      <td>0.001370</td>\n",
+       "      <td>0.001465</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2014-05-19 10:30:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.023025</td>\n",
+       "      <td>0.023200</td>\n",
+       "      <td>0.023025</td>\n",
+       "      <td>0.023200</td>\n",
+       "      <td>0.016000</td>\n",
+       "      <td>0.016000</td>\n",
+       "      <td>0.015396</td>\n",
+       "      <td>0.015650</td>\n",
+       "      <td>0.002000</td>\n",
+       "      <td>0.002000</td>\n",
+       "      <td>0.001700</td>\n",
+       "      <td>0.001700</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2014-05-19 11:00:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.023418</td>\n",
+       "      <td>0.023418</td>\n",
+       "      <td>0.023418</td>\n",
+       "      <td>0.023418</td>\n",
+       "      <td>0.015119</td>\n",
+       "      <td>0.016000</td>\n",
+       "      <td>0.015111</td>\n",
+       "      <td>0.015980</td>\n",
+       "      <td>0.002000</td>\n",
+       "      <td>0.002000</td>\n",
+       "      <td>0.001790</td>\n",
+       "      <td>0.001999</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2014-05-19 11:30:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.023025</td>\n",
+       "      <td>0.023025</td>\n",
+       "      <td>0.023025</td>\n",
+       "      <td>0.023025</td>\n",
+       "      <td>0.015450</td>\n",
+       "      <td>0.015450</td>\n",
+       "      <td>0.015111</td>\n",
+       "      <td>0.015119</td>\n",
+       "      <td>0.001469</td>\n",
+       "      <td>0.001850</td>\n",
+       "      <td>0.001469</td>\n",
+       "      <td>0.001850</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2014-05-19 12:00:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.023414</td>\n",
+       "      <td>0.023414</td>\n",
+       "      <td>0.023414</td>\n",
+       "      <td>0.023414</td>\n",
+       "      <td>0.015200</td>\n",
+       "      <td>0.015450</td>\n",
+       "      <td>0.015200</td>\n",
+       "      <td>0.015450</td>\n",
+       "      <td>0.002180</td>\n",
+       "      <td>0.002180</td>\n",
+       "      <td>0.001594</td>\n",
+       "      <td>0.001594</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2014-05-19 12:30:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.023409</td>\n",
+       "      <td>0.023409</td>\n",
+       "      <td>0.023409</td>\n",
+       "      <td>0.023409</td>\n",
+       "      <td>0.015400</td>\n",
+       "      <td>0.015400</td>\n",
+       "      <td>0.015200</td>\n",
+       "      <td>0.015200</td>\n",
+       "      <td>0.002000</td>\n",
+       "      <td>0.002000</td>\n",
+       "      <td>0.002000</td>\n",
+       "      <td>0.002000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2014-05-19 13:00:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.023025</td>\n",
+       "      <td>0.023408</td>\n",
+       "      <td>0.023025</td>\n",
+       "      <td>0.023408</td>\n",
+       "      <td>0.016000</td>\n",
+       "      <td>0.016000</td>\n",
+       "      <td>0.015500</td>\n",
+       "      <td>0.015670</td>\n",
+       "      <td>0.002000</td>\n",
+       "      <td>0.002189</td>\n",
+       "      <td>0.001824</td>\n",
+       "      <td>0.002000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2014-05-19 13:30:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.023025</td>\n",
+       "      <td>0.023400</td>\n",
+       "      <td>0.023025</td>\n",
+       "      <td>0.023400</td>\n",
+       "      <td>0.015812</td>\n",
+       "      <td>0.016000</td>\n",
+       "      <td>0.015812</td>\n",
+       "      <td>0.016000</td>\n",
+       "      <td>0.002002</td>\n",
+       "      <td>0.002200</td>\n",
+       "      <td>0.002000</td>\n",
+       "      <td>0.002189</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2014-05-19 14:00:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.023408</td>\n",
+       "      <td>0.023408</td>\n",
+       "      <td>0.023025</td>\n",
+       "      <td>0.023050</td>\n",
+       "      <td>0.015446</td>\n",
+       "      <td>0.015990</td>\n",
+       "      <td>0.015446</td>\n",
+       "      <td>0.015446</td>\n",
+       "      <td>0.002000</td>\n",
+       "      <td>0.002300</td>\n",
+       "      <td>0.002000</td>\n",
+       "      <td>0.002002</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2014-05-19 14:30:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.023408</td>\n",
+       "      <td>0.023408</td>\n",
+       "      <td>0.023408</td>\n",
+       "      <td>0.023408</td>\n",
+       "      <td>0.015868</td>\n",
+       "      <td>0.016000</td>\n",
+       "      <td>0.014288</td>\n",
+       "      <td>0.015889</td>\n",
+       "      <td>0.002500</td>\n",
+       "      <td>0.002800</td>\n",
+       "      <td>0.002070</td>\n",
+       "      <td>0.002070</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2014-05-19 15:00:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.023160</td>\n",
+       "      <td>0.023408</td>\n",
+       "      <td>0.023160</td>\n",
+       "      <td>0.023408</td>\n",
+       "      <td>0.015960</td>\n",
+       "      <td>0.015979</td>\n",
+       "      <td>0.015000</td>\n",
+       "      <td>0.015000</td>\n",
+       "      <td>0.003000</td>\n",
+       "      <td>0.003000</td>\n",
+       "      <td>0.002200</td>\n",
+       "      <td>0.002670</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2014-05-19 15:30:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.023407</td>\n",
+       "      <td>0.023407</td>\n",
+       "      <td>0.023001</td>\n",
+       "      <td>0.023160</td>\n",
+       "      <td>0.015396</td>\n",
+       "      <td>0.015838</td>\n",
+       "      <td>0.015396</td>\n",
+       "      <td>0.015600</td>\n",
+       "      <td>0.002800</td>\n",
+       "      <td>0.003270</td>\n",
+       "      <td>0.002500</td>\n",
+       "      <td>0.002900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2014-05-19 16:00:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.023001</td>\n",
+       "      <td>0.023407</td>\n",
+       "      <td>0.023001</td>\n",
+       "      <td>0.023407</td>\n",
+       "      <td>0.015450</td>\n",
+       "      <td>0.015450</td>\n",
+       "      <td>0.015400</td>\n",
+       "      <td>0.015400</td>\n",
+       "      <td>0.003290</td>\n",
+       "      <td>0.003300</td>\n",
+       "      <td>0.002700</td>\n",
+       "      <td>0.002720</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2014-05-19 16:30:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.023001</td>\n",
+       "      <td>0.023200</td>\n",
+       "      <td>0.023001</td>\n",
+       "      <td>0.023001</td>\n",
+       "      <td>0.015000</td>\n",
+       "      <td>0.015450</td>\n",
+       "      <td>0.014700</td>\n",
+       "      <td>0.015450</td>\n",
+       "      <td>0.004690</td>\n",
+       "      <td>0.006000</td>\n",
+       "      <td>0.003000</td>\n",
+       "      <td>0.003300</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2014-05-19 17:00:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.023001</td>\n",
+       "      <td>0.023200</td>\n",
+       "      <td>0.023001</td>\n",
+       "      <td>0.023001</td>\n",
+       "      <td>0.015000</td>\n",
+       "      <td>0.015390</td>\n",
+       "      <td>0.014951</td>\n",
+       "      <td>0.015000</td>\n",
+       "      <td>0.003340</td>\n",
+       "      <td>0.004500</td>\n",
+       "      <td>0.003031</td>\n",
+       "      <td>0.004500</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2014-05-19 17:30:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.023001</td>\n",
+       "      <td>0.023191</td>\n",
+       "      <td>0.023001</td>\n",
+       "      <td>0.023001</td>\n",
+       "      <td>0.015000</td>\n",
+       "      <td>0.015250</td>\n",
+       "      <td>0.015000</td>\n",
+       "      <td>0.015250</td>\n",
+       "      <td>0.003950</td>\n",
+       "      <td>0.003950</td>\n",
+       "      <td>0.002216</td>\n",
+       "      <td>0.003310</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2014-05-19 18:00:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.023200</td>\n",
+       "      <td>0.023200</td>\n",
+       "      <td>0.023191</td>\n",
+       "      <td>0.023191</td>\n",
+       "      <td>0.015150</td>\n",
+       "      <td>0.015250</td>\n",
+       "      <td>0.014951</td>\n",
+       "      <td>0.015000</td>\n",
+       "      <td>0.003500</td>\n",
+       "      <td>0.003990</td>\n",
+       "      <td>0.003000</td>\n",
+       "      <td>0.003950</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2014-05-19 18:30:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.023001</td>\n",
+       "      <td>0.023200</td>\n",
+       "      <td>0.023001</td>\n",
+       "      <td>0.023200</td>\n",
+       "      <td>0.015352</td>\n",
+       "      <td>0.015352</td>\n",
+       "      <td>0.015000</td>\n",
+       "      <td>0.015000</td>\n",
+       "      <td>0.003700</td>\n",
+       "      <td>0.003907</td>\n",
+       "      <td>0.003465</td>\n",
+       "      <td>0.003465</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2014-05-19 19:00:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.023402</td>\n",
+       "      <td>0.023402</td>\n",
+       "      <td>0.023001</td>\n",
+       "      <td>0.023001</td>\n",
+       "      <td>0.015005</td>\n",
+       "      <td>0.015480</td>\n",
+       "      <td>0.015005</td>\n",
+       "      <td>0.015200</td>\n",
+       "      <td>0.003700</td>\n",
+       "      <td>0.003899</td>\n",
+       "      <td>0.003650</td>\n",
+       "      <td>0.003825</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2014-05-19 19:30:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.023402</td>\n",
+       "      <td>0.023402</td>\n",
+       "      <td>0.023402</td>\n",
+       "      <td>0.023402</td>\n",
+       "      <td>0.014951</td>\n",
+       "      <td>0.015100</td>\n",
+       "      <td>0.014951</td>\n",
+       "      <td>0.015005</td>\n",
+       "      <td>0.003740</td>\n",
+       "      <td>0.003779</td>\n",
+       "      <td>0.003697</td>\n",
+       "      <td>0.003700</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2014-05-19 20:00:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.023401</td>\n",
+       "      <td>0.023402</td>\n",
+       "      <td>0.023001</td>\n",
+       "      <td>0.023402</td>\n",
+       "      <td>0.015199</td>\n",
+       "      <td>0.015400</td>\n",
+       "      <td>0.014951</td>\n",
+       "      <td>0.015400</td>\n",
+       "      <td>0.003810</td>\n",
+       "      <td>0.004179</td>\n",
+       "      <td>0.003700</td>\n",
+       "      <td>0.003740</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2014-05-19 20:30:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.023401</td>\n",
+       "      <td>0.023402</td>\n",
+       "      <td>0.023401</td>\n",
+       "      <td>0.023401</td>\n",
+       "      <td>0.015150</td>\n",
+       "      <td>0.015150</td>\n",
+       "      <td>0.015150</td>\n",
+       "      <td>0.015150</td>\n",
+       "      <td>0.004450</td>\n",
+       "      <td>0.004450</td>\n",
+       "      <td>0.003960</td>\n",
+       "      <td>0.004000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2017-01-21 15:30:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.004240</td>\n",
+       "      <td>0.004242</td>\n",
+       "      <td>0.004223</td>\n",
+       "      <td>0.004223</td>\n",
+       "      <td>0.016218</td>\n",
+       "      <td>0.016240</td>\n",
+       "      <td>0.016104</td>\n",
+       "      <td>0.016240</td>\n",
+       "      <td>0.012999</td>\n",
+       "      <td>0.013080</td>\n",
+       "      <td>0.012990</td>\n",
+       "      <td>0.013080</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2017-01-21 16:00:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.004247</td>\n",
+       "      <td>0.004247</td>\n",
+       "      <td>0.004230</td>\n",
+       "      <td>0.004240</td>\n",
+       "      <td>0.016170</td>\n",
+       "      <td>0.016300</td>\n",
+       "      <td>0.016071</td>\n",
+       "      <td>0.016218</td>\n",
+       "      <td>0.012960</td>\n",
+       "      <td>0.013014</td>\n",
+       "      <td>0.012922</td>\n",
+       "      <td>0.012990</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2017-01-21 16:30:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.004239</td>\n",
+       "      <td>0.004248</td>\n",
+       "      <td>0.004233</td>\n",
+       "      <td>0.004246</td>\n",
+       "      <td>0.016218</td>\n",
+       "      <td>0.016279</td>\n",
+       "      <td>0.016120</td>\n",
+       "      <td>0.016196</td>\n",
+       "      <td>0.013190</td>\n",
+       "      <td>0.013200</td>\n",
+       "      <td>0.012910</td>\n",
+       "      <td>0.012948</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2017-01-21 17:00:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.004230</td>\n",
+       "      <td>0.004254</td>\n",
+       "      <td>0.004230</td>\n",
+       "      <td>0.004248</td>\n",
+       "      <td>0.016158</td>\n",
+       "      <td>0.016250</td>\n",
+       "      <td>0.016120</td>\n",
+       "      <td>0.016218</td>\n",
+       "      <td>0.013100</td>\n",
+       "      <td>0.013199</td>\n",
+       "      <td>0.013100</td>\n",
+       "      <td>0.013194</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2017-01-21 17:30:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.004222</td>\n",
+       "      <td>0.004248</td>\n",
+       "      <td>0.004219</td>\n",
+       "      <td>0.004227</td>\n",
+       "      <td>0.016250</td>\n",
+       "      <td>0.016250</td>\n",
+       "      <td>0.016158</td>\n",
+       "      <td>0.016158</td>\n",
+       "      <td>0.013097</td>\n",
+       "      <td>0.013159</td>\n",
+       "      <td>0.012981</td>\n",
+       "      <td>0.013100</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2017-01-21 18:00:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.004234</td>\n",
+       "      <td>0.004238</td>\n",
+       "      <td>0.004222</td>\n",
+       "      <td>0.004230</td>\n",
+       "      <td>0.016250</td>\n",
+       "      <td>0.016250</td>\n",
+       "      <td>0.016162</td>\n",
+       "      <td>0.016250</td>\n",
+       "      <td>0.013151</td>\n",
+       "      <td>0.013210</td>\n",
+       "      <td>0.013060</td>\n",
+       "      <td>0.013091</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2017-01-21 18:30:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.004234</td>\n",
+       "      <td>0.004244</td>\n",
+       "      <td>0.004228</td>\n",
+       "      <td>0.004234</td>\n",
+       "      <td>0.016328</td>\n",
+       "      <td>0.016328</td>\n",
+       "      <td>0.016162</td>\n",
+       "      <td>0.016250</td>\n",
+       "      <td>0.013200</td>\n",
+       "      <td>0.013210</td>\n",
+       "      <td>0.013151</td>\n",
+       "      <td>0.013170</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2017-01-21 19:00:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.004234</td>\n",
+       "      <td>0.004244</td>\n",
+       "      <td>0.004234</td>\n",
+       "      <td>0.004234</td>\n",
+       "      <td>0.016298</td>\n",
+       "      <td>0.016328</td>\n",
+       "      <td>0.016298</td>\n",
+       "      <td>0.016300</td>\n",
+       "      <td>0.013092</td>\n",
+       "      <td>0.013200</td>\n",
+       "      <td>0.013092</td>\n",
+       "      <td>0.013191</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2017-01-21 19:30:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.004220</td>\n",
+       "      <td>0.004243</td>\n",
+       "      <td>0.004215</td>\n",
+       "      <td>0.004234</td>\n",
+       "      <td>0.016267</td>\n",
+       "      <td>0.016327</td>\n",
+       "      <td>0.016250</td>\n",
+       "      <td>0.016298</td>\n",
+       "      <td>0.013121</td>\n",
+       "      <td>0.013126</td>\n",
+       "      <td>0.013081</td>\n",
+       "      <td>0.013092</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2017-01-21 20:00:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.004242</td>\n",
+       "      <td>0.004242</td>\n",
+       "      <td>0.004220</td>\n",
+       "      <td>0.004220</td>\n",
+       "      <td>0.016267</td>\n",
+       "      <td>0.016307</td>\n",
+       "      <td>0.016250</td>\n",
+       "      <td>0.016250</td>\n",
+       "      <td>0.013087</td>\n",
+       "      <td>0.013121</td>\n",
+       "      <td>0.013085</td>\n",
+       "      <td>0.013094</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2017-01-21 20:30:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.004239</td>\n",
+       "      <td>0.004242</td>\n",
+       "      <td>0.004223</td>\n",
+       "      <td>0.004242</td>\n",
+       "      <td>0.016310</td>\n",
+       "      <td>0.016339</td>\n",
+       "      <td>0.016267</td>\n",
+       "      <td>0.016267</td>\n",
+       "      <td>0.013014</td>\n",
+       "      <td>0.013114</td>\n",
+       "      <td>0.013014</td>\n",
+       "      <td>0.013087</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2017-01-21 21:00:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.004238</td>\n",
+       "      <td>0.004240</td>\n",
+       "      <td>0.004225</td>\n",
+       "      <td>0.004239</td>\n",
+       "      <td>0.016339</td>\n",
+       "      <td>0.016339</td>\n",
+       "      <td>0.016270</td>\n",
+       "      <td>0.016270</td>\n",
+       "      <td>0.013043</td>\n",
+       "      <td>0.013058</td>\n",
+       "      <td>0.013014</td>\n",
+       "      <td>0.013014</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2017-01-21 21:30:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.004222</td>\n",
+       "      <td>0.004238</td>\n",
+       "      <td>0.004222</td>\n",
+       "      <td>0.004225</td>\n",
+       "      <td>0.016290</td>\n",
+       "      <td>0.016339</td>\n",
+       "      <td>0.016290</td>\n",
+       "      <td>0.016290</td>\n",
+       "      <td>0.013024</td>\n",
+       "      <td>0.013064</td>\n",
+       "      <td>0.012973</td>\n",
+       "      <td>0.013064</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2017-01-21 22:00:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.004245</td>\n",
+       "      <td>0.004245</td>\n",
+       "      <td>0.004222</td>\n",
+       "      <td>0.004224</td>\n",
+       "      <td>0.016140</td>\n",
+       "      <td>0.016339</td>\n",
+       "      <td>0.016126</td>\n",
+       "      <td>0.016317</td>\n",
+       "      <td>0.013049</td>\n",
+       "      <td>0.013082</td>\n",
+       "      <td>0.013019</td>\n",
+       "      <td>0.013033</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2017-01-21 22:30:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.004231</td>\n",
+       "      <td>0.004245</td>\n",
+       "      <td>0.004227</td>\n",
+       "      <td>0.004240</td>\n",
+       "      <td>0.016140</td>\n",
+       "      <td>0.016234</td>\n",
+       "      <td>0.016140</td>\n",
+       "      <td>0.016140</td>\n",
+       "      <td>0.013100</td>\n",
+       "      <td>0.013100</td>\n",
+       "      <td>0.013013</td>\n",
+       "      <td>0.013049</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2017-01-21 23:00:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.004240</td>\n",
+       "      <td>0.004311</td>\n",
+       "      <td>0.004232</td>\n",
+       "      <td>0.004232</td>\n",
+       "      <td>0.016230</td>\n",
+       "      <td>0.016233</td>\n",
+       "      <td>0.016127</td>\n",
+       "      <td>0.016140</td>\n",
+       "      <td>0.013066</td>\n",
+       "      <td>0.013100</td>\n",
+       "      <td>0.013056</td>\n",
+       "      <td>0.013099</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2017-01-21 23:30:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.004236</td>\n",
+       "      <td>0.004245</td>\n",
+       "      <td>0.004220</td>\n",
+       "      <td>0.004240</td>\n",
+       "      <td>0.016220</td>\n",
+       "      <td>0.016230</td>\n",
+       "      <td>0.016131</td>\n",
+       "      <td>0.016131</td>\n",
+       "      <td>0.013037</td>\n",
+       "      <td>0.013085</td>\n",
+       "      <td>0.013013</td>\n",
+       "      <td>0.013075</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2017-01-22 00:00:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.004210</td>\n",
+       "      <td>0.004268</td>\n",
+       "      <td>0.004208</td>\n",
+       "      <td>0.004235</td>\n",
+       "      <td>0.016250</td>\n",
+       "      <td>0.016259</td>\n",
+       "      <td>0.016156</td>\n",
+       "      <td>0.016220</td>\n",
+       "      <td>0.012981</td>\n",
+       "      <td>0.013037</td>\n",
+       "      <td>0.012900</td>\n",
+       "      <td>0.013037</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2017-01-22 00:30:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.004198</td>\n",
+       "      <td>0.004223</td>\n",
+       "      <td>0.004185</td>\n",
+       "      <td>0.004210</td>\n",
+       "      <td>0.016130</td>\n",
+       "      <td>0.016250</td>\n",
+       "      <td>0.016130</td>\n",
+       "      <td>0.016250</td>\n",
+       "      <td>0.012988</td>\n",
+       "      <td>0.012992</td>\n",
+       "      <td>0.012953</td>\n",
+       "      <td>0.012970</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2017-01-22 01:00:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.004180</td>\n",
+       "      <td>0.004201</td>\n",
+       "      <td>0.004180</td>\n",
+       "      <td>0.004185</td>\n",
+       "      <td>0.016150</td>\n",
+       "      <td>0.016213</td>\n",
+       "      <td>0.016130</td>\n",
+       "      <td>0.016130</td>\n",
+       "      <td>0.013018</td>\n",
+       "      <td>0.013018</td>\n",
+       "      <td>0.012984</td>\n",
+       "      <td>0.012984</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2017-01-22 01:30:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.004193</td>\n",
+       "      <td>0.004193</td>\n",
+       "      <td>0.004177</td>\n",
+       "      <td>0.004182</td>\n",
+       "      <td>0.016180</td>\n",
+       "      <td>0.016240</td>\n",
+       "      <td>0.016150</td>\n",
+       "      <td>0.016150</td>\n",
+       "      <td>0.012900</td>\n",
+       "      <td>0.013018</td>\n",
+       "      <td>0.012900</td>\n",
+       "      <td>0.013017</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2017-01-22 02:00:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.004180</td>\n",
+       "      <td>0.004194</td>\n",
+       "      <td>0.004176</td>\n",
+       "      <td>0.004177</td>\n",
+       "      <td>0.016236</td>\n",
+       "      <td>0.016240</td>\n",
+       "      <td>0.016159</td>\n",
+       "      <td>0.016180</td>\n",
+       "      <td>0.012965</td>\n",
+       "      <td>0.013005</td>\n",
+       "      <td>0.012900</td>\n",
+       "      <td>0.012900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2017-01-22 02:30:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.004165</td>\n",
+       "      <td>0.004180</td>\n",
+       "      <td>0.004152</td>\n",
+       "      <td>0.004180</td>\n",
+       "      <td>0.016259</td>\n",
+       "      <td>0.016259</td>\n",
+       "      <td>0.016169</td>\n",
+       "      <td>0.016220</td>\n",
+       "      <td>0.013006</td>\n",
+       "      <td>0.013008</td>\n",
+       "      <td>0.012955</td>\n",
+       "      <td>0.012955</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2017-01-22 03:00:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.004156</td>\n",
+       "      <td>0.004195</td>\n",
+       "      <td>0.004156</td>\n",
+       "      <td>0.004166</td>\n",
+       "      <td>0.016231</td>\n",
+       "      <td>0.016267</td>\n",
+       "      <td>0.016188</td>\n",
+       "      <td>0.016259</td>\n",
+       "      <td>0.013000</td>\n",
+       "      <td>0.013038</td>\n",
+       "      <td>0.012975</td>\n",
+       "      <td>0.013006</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2017-01-22 03:30:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.004159</td>\n",
+       "      <td>0.004168</td>\n",
+       "      <td>0.004150</td>\n",
+       "      <td>0.004168</td>\n",
+       "      <td>0.016294</td>\n",
+       "      <td>0.016339</td>\n",
+       "      <td>0.016200</td>\n",
+       "      <td>0.016231</td>\n",
+       "      <td>0.012979</td>\n",
+       "      <td>0.013062</td>\n",
+       "      <td>0.012965</td>\n",
+       "      <td>0.013000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2017-01-22 04:00:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.004145</td>\n",
+       "      <td>0.004159</td>\n",
+       "      <td>0.004137</td>\n",
+       "      <td>0.004150</td>\n",
+       "      <td>0.016331</td>\n",
+       "      <td>0.016339</td>\n",
+       "      <td>0.016150</td>\n",
+       "      <td>0.016245</td>\n",
+       "      <td>0.012976</td>\n",
+       "      <td>0.013070</td>\n",
+       "      <td>0.012971</td>\n",
+       "      <td>0.012979</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2017-01-22 04:30:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.004136</td>\n",
+       "      <td>0.004159</td>\n",
+       "      <td>0.004135</td>\n",
+       "      <td>0.004159</td>\n",
+       "      <td>0.016339</td>\n",
+       "      <td>0.016339</td>\n",
+       "      <td>0.016181</td>\n",
+       "      <td>0.016232</td>\n",
+       "      <td>0.012987</td>\n",
+       "      <td>0.013000</td>\n",
+       "      <td>0.012971</td>\n",
+       "      <td>0.012976</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2017-01-22 05:00:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.004160</td>\n",
+       "      <td>0.004160</td>\n",
+       "      <td>0.004136</td>\n",
+       "      <td>0.004136</td>\n",
+       "      <td>0.016250</td>\n",
+       "      <td>0.016339</td>\n",
+       "      <td>0.016189</td>\n",
+       "      <td>0.016339</td>\n",
+       "      <td>0.012980</td>\n",
+       "      <td>0.013019</td>\n",
+       "      <td>0.012971</td>\n",
+       "      <td>0.012979</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2017-01-22 05:30:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.004179</td>\n",
+       "      <td>0.004179</td>\n",
+       "      <td>0.004150</td>\n",
+       "      <td>0.004152</td>\n",
+       "      <td>0.016262</td>\n",
+       "      <td>0.016339</td>\n",
+       "      <td>0.016248</td>\n",
+       "      <td>0.016250</td>\n",
+       "      <td>0.012980</td>\n",
+       "      <td>0.013040</td>\n",
+       "      <td>0.012980</td>\n",
+       "      <td>0.012980</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2017-01-22 06:00:00</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.004169</td>\n",
+       "      <td>0.004183</td>\n",
+       "      <td>0.004163</td>\n",
+       "      <td>0.004180</td>\n",
+       "      <td>0.016339</td>\n",
+       "      <td>0.016339</td>\n",
+       "      <td>0.016248</td>\n",
+       "      <td>0.016263</td>\n",
+       "      <td>0.012969</td>\n",
+       "      <td>0.013005</td>\n",
+       "      <td>0.012934</td>\n",
+       "      <td>0.012980</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>46993 rows × 16 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "Pair                BTCBTC                   LTCBTC                      \\\n",
+       "Price                close high  low open     close      high       low   \n",
+       "date                                                                      \n",
+       "2014-05-19 06:00:00    1.0  1.0  1.0  1.0  0.023234  0.023234  0.023234   \n",
+       "2014-05-19 06:30:00    1.0  1.0  1.0  1.0  0.023421  0.023421  0.023421   \n",
+       "2014-05-19 07:00:00    1.0  1.0  1.0  1.0  0.023038  0.023100  0.023038   \n",
+       "2014-05-19 07:30:00    1.0  1.0  1.0  1.0  0.023029  0.023029  0.023029   \n",
+       "2014-05-19 08:00:00    1.0  1.0  1.0  1.0  0.023026  0.023420  0.023026   \n",
+       "2014-05-19 08:30:00    1.0  1.0  1.0  1.0  0.023025  0.023420  0.023025   \n",
+       "2014-05-19 09:00:00    1.0  1.0  1.0  1.0  0.023025  0.023025  0.023025   \n",
+       "2014-05-19 09:30:00    1.0  1.0  1.0  1.0  0.023025  0.023200  0.023025   \n",
+       "2014-05-19 10:00:00    1.0  1.0  1.0  1.0  0.023025  0.023200  0.023025   \n",
+       "2014-05-19 10:30:00    1.0  1.0  1.0  1.0  0.023025  0.023200  0.023025   \n",
+       "2014-05-19 11:00:00    1.0  1.0  1.0  1.0  0.023418  0.023418  0.023418   \n",
+       "2014-05-19 11:30:00    1.0  1.0  1.0  1.0  0.023025  0.023025  0.023025   \n",
+       "2014-05-19 12:00:00    1.0  1.0  1.0  1.0  0.023414  0.023414  0.023414   \n",
+       "2014-05-19 12:30:00    1.0  1.0  1.0  1.0  0.023409  0.023409  0.023409   \n",
+       "2014-05-19 13:00:00    1.0  1.0  1.0  1.0  0.023025  0.023408  0.023025   \n",
+       "2014-05-19 13:30:00    1.0  1.0  1.0  1.0  0.023025  0.023400  0.023025   \n",
+       "2014-05-19 14:00:00    1.0  1.0  1.0  1.0  0.023408  0.023408  0.023025   \n",
+       "2014-05-19 14:30:00    1.0  1.0  1.0  1.0  0.023408  0.023408  0.023408   \n",
+       "2014-05-19 15:00:00    1.0  1.0  1.0  1.0  0.023160  0.023408  0.023160   \n",
+       "2014-05-19 15:30:00    1.0  1.0  1.0  1.0  0.023407  0.023407  0.023001   \n",
+       "2014-05-19 16:00:00    1.0  1.0  1.0  1.0  0.023001  0.023407  0.023001   \n",
+       "2014-05-19 16:30:00    1.0  1.0  1.0  1.0  0.023001  0.023200  0.023001   \n",
+       "2014-05-19 17:00:00    1.0  1.0  1.0  1.0  0.023001  0.023200  0.023001   \n",
+       "2014-05-19 17:30:00    1.0  1.0  1.0  1.0  0.023001  0.023191  0.023001   \n",
+       "2014-05-19 18:00:00    1.0  1.0  1.0  1.0  0.023200  0.023200  0.023191   \n",
+       "2014-05-19 18:30:00    1.0  1.0  1.0  1.0  0.023001  0.023200  0.023001   \n",
+       "2014-05-19 19:00:00    1.0  1.0  1.0  1.0  0.023402  0.023402  0.023001   \n",
+       "2014-05-19 19:30:00    1.0  1.0  1.0  1.0  0.023402  0.023402  0.023402   \n",
+       "2014-05-19 20:00:00    1.0  1.0  1.0  1.0  0.023401  0.023402  0.023001   \n",
+       "2014-05-19 20:30:00    1.0  1.0  1.0  1.0  0.023401  0.023402  0.023401   \n",
+       "...                    ...  ...  ...  ...       ...       ...       ...   \n",
+       "2017-01-21 15:30:00    1.0  1.0  1.0  1.0  0.004240  0.004242  0.004223   \n",
+       "2017-01-21 16:00:00    1.0  1.0  1.0  1.0  0.004247  0.004247  0.004230   \n",
+       "2017-01-21 16:30:00    1.0  1.0  1.0  1.0  0.004239  0.004248  0.004233   \n",
+       "2017-01-21 17:00:00    1.0  1.0  1.0  1.0  0.004230  0.004254  0.004230   \n",
+       "2017-01-21 17:30:00    1.0  1.0  1.0  1.0  0.004222  0.004248  0.004219   \n",
+       "2017-01-21 18:00:00    1.0  1.0  1.0  1.0  0.004234  0.004238  0.004222   \n",
+       "2017-01-21 18:30:00    1.0  1.0  1.0  1.0  0.004234  0.004244  0.004228   \n",
+       "2017-01-21 19:00:00    1.0  1.0  1.0  1.0  0.004234  0.004244  0.004234   \n",
+       "2017-01-21 19:30:00    1.0  1.0  1.0  1.0  0.004220  0.004243  0.004215   \n",
+       "2017-01-21 20:00:00    1.0  1.0  1.0  1.0  0.004242  0.004242  0.004220   \n",
+       "2017-01-21 20:30:00    1.0  1.0  1.0  1.0  0.004239  0.004242  0.004223   \n",
+       "2017-01-21 21:00:00    1.0  1.0  1.0  1.0  0.004238  0.004240  0.004225   \n",
+       "2017-01-21 21:30:00    1.0  1.0  1.0  1.0  0.004222  0.004238  0.004222   \n",
+       "2017-01-21 22:00:00    1.0  1.0  1.0  1.0  0.004245  0.004245  0.004222   \n",
+       "2017-01-21 22:30:00    1.0  1.0  1.0  1.0  0.004231  0.004245  0.004227   \n",
+       "2017-01-21 23:00:00    1.0  1.0  1.0  1.0  0.004240  0.004311  0.004232   \n",
+       "2017-01-21 23:30:00    1.0  1.0  1.0  1.0  0.004236  0.004245  0.004220   \n",
+       "2017-01-22 00:00:00    1.0  1.0  1.0  1.0  0.004210  0.004268  0.004208   \n",
+       "2017-01-22 00:30:00    1.0  1.0  1.0  1.0  0.004198  0.004223  0.004185   \n",
+       "2017-01-22 01:00:00    1.0  1.0  1.0  1.0  0.004180  0.004201  0.004180   \n",
+       "2017-01-22 01:30:00    1.0  1.0  1.0  1.0  0.004193  0.004193  0.004177   \n",
+       "2017-01-22 02:00:00    1.0  1.0  1.0  1.0  0.004180  0.004194  0.004176   \n",
+       "2017-01-22 02:30:00    1.0  1.0  1.0  1.0  0.004165  0.004180  0.004152   \n",
+       "2017-01-22 03:00:00    1.0  1.0  1.0  1.0  0.004156  0.004195  0.004156   \n",
+       "2017-01-22 03:30:00    1.0  1.0  1.0  1.0  0.004159  0.004168  0.004150   \n",
+       "2017-01-22 04:00:00    1.0  1.0  1.0  1.0  0.004145  0.004159  0.004137   \n",
+       "2017-01-22 04:30:00    1.0  1.0  1.0  1.0  0.004136  0.004159  0.004135   \n",
+       "2017-01-22 05:00:00    1.0  1.0  1.0  1.0  0.004160  0.004160  0.004136   \n",
+       "2017-01-22 05:30:00    1.0  1.0  1.0  1.0  0.004179  0.004179  0.004150   \n",
+       "2017-01-22 06:00:00    1.0  1.0  1.0  1.0  0.004169  0.004183  0.004163   \n",
+       "\n",
+       "Pair                            DASHBTC                                \\\n",
+       "Price                    open     close      high       low      open   \n",
+       "date                                                                    \n",
+       "2014-05-19 06:00:00  0.023234  0.015199  0.015199  0.014502  0.014970   \n",
+       "2014-05-19 06:30:00  0.023421  0.014520  0.015342  0.014510  0.015199   \n",
+       "2014-05-19 07:00:00  0.023100  0.015350  0.015400  0.014510  0.015000   \n",
+       "2014-05-19 07:30:00  0.023029  0.015600  0.015600  0.015050  0.015200   \n",
+       "2014-05-19 08:00:00  0.023029  0.015600  0.015600  0.015103  0.015149   \n",
+       "2014-05-19 08:30:00  0.023025  0.016000  0.016000  0.015111  0.015700   \n",
+       "2014-05-19 09:00:00  0.023025  0.016000  0.016000  0.015327  0.016000   \n",
+       "2014-05-19 09:30:00  0.023200  0.015700  0.016000  0.015700  0.016000   \n",
+       "2014-05-19 10:00:00  0.023200  0.015700  0.015980  0.015658  0.015980   \n",
+       "2014-05-19 10:30:00  0.023200  0.016000  0.016000  0.015396  0.015650   \n",
+       "2014-05-19 11:00:00  0.023418  0.015119  0.016000  0.015111  0.015980   \n",
+       "2014-05-19 11:30:00  0.023025  0.015450  0.015450  0.015111  0.015119   \n",
+       "2014-05-19 12:00:00  0.023414  0.015200  0.015450  0.015200  0.015450   \n",
+       "2014-05-19 12:30:00  0.023409  0.015400  0.015400  0.015200  0.015200   \n",
+       "2014-05-19 13:00:00  0.023408  0.016000  0.016000  0.015500  0.015670   \n",
+       "2014-05-19 13:30:00  0.023400  0.015812  0.016000  0.015812  0.016000   \n",
+       "2014-05-19 14:00:00  0.023050  0.015446  0.015990  0.015446  0.015446   \n",
+       "2014-05-19 14:30:00  0.023408  0.015868  0.016000  0.014288  0.015889   \n",
+       "2014-05-19 15:00:00  0.023408  0.015960  0.015979  0.015000  0.015000   \n",
+       "2014-05-19 15:30:00  0.023160  0.015396  0.015838  0.015396  0.015600   \n",
+       "2014-05-19 16:00:00  0.023407  0.015450  0.015450  0.015400  0.015400   \n",
+       "2014-05-19 16:30:00  0.023001  0.015000  0.015450  0.014700  0.015450   \n",
+       "2014-05-19 17:00:00  0.023001  0.015000  0.015390  0.014951  0.015000   \n",
+       "2014-05-19 17:30:00  0.023001  0.015000  0.015250  0.015000  0.015250   \n",
+       "2014-05-19 18:00:00  0.023191  0.015150  0.015250  0.014951  0.015000   \n",
+       "2014-05-19 18:30:00  0.023200  0.015352  0.015352  0.015000  0.015000   \n",
+       "2014-05-19 19:00:00  0.023001  0.015005  0.015480  0.015005  0.015200   \n",
+       "2014-05-19 19:30:00  0.023402  0.014951  0.015100  0.014951  0.015005   \n",
+       "2014-05-19 20:00:00  0.023402  0.015199  0.015400  0.014951  0.015400   \n",
+       "2014-05-19 20:30:00  0.023401  0.015150  0.015150  0.015150  0.015150   \n",
+       "...                       ...       ...       ...       ...       ...   \n",
+       "2017-01-21 15:30:00  0.004223  0.016218  0.016240  0.016104  0.016240   \n",
+       "2017-01-21 16:00:00  0.004240  0.016170  0.016300  0.016071  0.016218   \n",
+       "2017-01-21 16:30:00  0.004246  0.016218  0.016279  0.016120  0.016196   \n",
+       "2017-01-21 17:00:00  0.004248  0.016158  0.016250  0.016120  0.016218   \n",
+       "2017-01-21 17:30:00  0.004227  0.016250  0.016250  0.016158  0.016158   \n",
+       "2017-01-21 18:00:00  0.004230  0.016250  0.016250  0.016162  0.016250   \n",
+       "2017-01-21 18:30:00  0.004234  0.016328  0.016328  0.016162  0.016250   \n",
+       "2017-01-21 19:00:00  0.004234  0.016298  0.016328  0.016298  0.016300   \n",
+       "2017-01-21 19:30:00  0.004234  0.016267  0.016327  0.016250  0.016298   \n",
+       "2017-01-21 20:00:00  0.004220  0.016267  0.016307  0.016250  0.016250   \n",
+       "2017-01-21 20:30:00  0.004242  0.016310  0.016339  0.016267  0.016267   \n",
+       "2017-01-21 21:00:00  0.004239  0.016339  0.016339  0.016270  0.016270   \n",
+       "2017-01-21 21:30:00  0.004225  0.016290  0.016339  0.016290  0.016290   \n",
+       "2017-01-21 22:00:00  0.004224  0.016140  0.016339  0.016126  0.016317   \n",
+       "2017-01-21 22:30:00  0.004240  0.016140  0.016234  0.016140  0.016140   \n",
+       "2017-01-21 23:00:00  0.004232  0.016230  0.016233  0.016127  0.016140   \n",
+       "2017-01-21 23:30:00  0.004240  0.016220  0.016230  0.016131  0.016131   \n",
+       "2017-01-22 00:00:00  0.004235  0.016250  0.016259  0.016156  0.016220   \n",
+       "2017-01-22 00:30:00  0.004210  0.016130  0.016250  0.016130  0.016250   \n",
+       "2017-01-22 01:00:00  0.004185  0.016150  0.016213  0.016130  0.016130   \n",
+       "2017-01-22 01:30:00  0.004182  0.016180  0.016240  0.016150  0.016150   \n",
+       "2017-01-22 02:00:00  0.004177  0.016236  0.016240  0.016159  0.016180   \n",
+       "2017-01-22 02:30:00  0.004180  0.016259  0.016259  0.016169  0.016220   \n",
+       "2017-01-22 03:00:00  0.004166  0.016231  0.016267  0.016188  0.016259   \n",
+       "2017-01-22 03:30:00  0.004168  0.016294  0.016339  0.016200  0.016231   \n",
+       "2017-01-22 04:00:00  0.004150  0.016331  0.016339  0.016150  0.016245   \n",
+       "2017-01-22 04:30:00  0.004159  0.016339  0.016339  0.016181  0.016232   \n",
+       "2017-01-22 05:00:00  0.004136  0.016250  0.016339  0.016189  0.016339   \n",
+       "2017-01-22 05:30:00  0.004152  0.016262  0.016339  0.016248  0.016250   \n",
+       "2017-01-22 06:00:00  0.004180  0.016339  0.016339  0.016248  0.016263   \n",
+       "\n",
+       "Pair                   XMRBTC                                \n",
+       "Price                   close      high       low      open  \n",
+       "date                                                         \n",
+       "2014-05-19 06:00:00  0.001110  0.011110  0.001110  0.011110  \n",
+       "2014-05-19 06:30:00  0.001125  0.001500  0.001125  0.001200  \n",
+       "2014-05-19 07:00:00  0.001190  0.001410  0.001080  0.001410  \n",
+       "2014-05-19 07:30:00  0.001320  0.001867  0.001040  0.001040  \n",
+       "2014-05-19 08:00:00  0.001700  0.001800  0.001320  0.001700  \n",
+       "2014-05-19 08:30:00  0.001930  0.001940  0.001600  0.001600  \n",
+       "2014-05-19 09:00:00  0.001800  0.002700  0.001760  0.001930  \n",
+       "2014-05-19 09:30:00  0.001252  0.001780  0.001252  0.001780  \n",
+       "2014-05-19 10:00:00  0.001500  0.001800  0.001370  0.001465  \n",
+       "2014-05-19 10:30:00  0.002000  0.002000  0.001700  0.001700  \n",
+       "2014-05-19 11:00:00  0.002000  0.002000  0.001790  0.001999  \n",
+       "2014-05-19 11:30:00  0.001469  0.001850  0.001469  0.001850  \n",
+       "2014-05-19 12:00:00  0.002180  0.002180  0.001594  0.001594  \n",
+       "2014-05-19 12:30:00  0.002000  0.002000  0.002000  0.002000  \n",
+       "2014-05-19 13:00:00  0.002000  0.002189  0.001824  0.002000  \n",
+       "2014-05-19 13:30:00  0.002002  0.002200  0.002000  0.002189  \n",
+       "2014-05-19 14:00:00  0.002000  0.002300  0.002000  0.002002  \n",
+       "2014-05-19 14:30:00  0.002500  0.002800  0.002070  0.002070  \n",
+       "2014-05-19 15:00:00  0.003000  0.003000  0.002200  0.002670  \n",
+       "2014-05-19 15:30:00  0.002800  0.003270  0.002500  0.002900  \n",
+       "2014-05-19 16:00:00  0.003290  0.003300  0.002700  0.002720  \n",
+       "2014-05-19 16:30:00  0.004690  0.006000  0.003000  0.003300  \n",
+       "2014-05-19 17:00:00  0.003340  0.004500  0.003031  0.004500  \n",
+       "2014-05-19 17:30:00  0.003950  0.003950  0.002216  0.003310  \n",
+       "2014-05-19 18:00:00  0.003500  0.003990  0.003000  0.003950  \n",
+       "2014-05-19 18:30:00  0.003700  0.003907  0.003465  0.003465  \n",
+       "2014-05-19 19:00:00  0.003700  0.003899  0.003650  0.003825  \n",
+       "2014-05-19 19:30:00  0.003740  0.003779  0.003697  0.003700  \n",
+       "2014-05-19 20:00:00  0.003810  0.004179  0.003700  0.003740  \n",
+       "2014-05-19 20:30:00  0.004450  0.004450  0.003960  0.004000  \n",
+       "...                       ...       ...       ...       ...  \n",
+       "2017-01-21 15:30:00  0.012999  0.013080  0.012990  0.013080  \n",
+       "2017-01-21 16:00:00  0.012960  0.013014  0.012922  0.012990  \n",
+       "2017-01-21 16:30:00  0.013190  0.013200  0.012910  0.012948  \n",
+       "2017-01-21 17:00:00  0.013100  0.013199  0.013100  0.013194  \n",
+       "2017-01-21 17:30:00  0.013097  0.013159  0.012981  0.013100  \n",
+       "2017-01-21 18:00:00  0.013151  0.013210  0.013060  0.013091  \n",
+       "2017-01-21 18:30:00  0.013200  0.013210  0.013151  0.013170  \n",
+       "2017-01-21 19:00:00  0.013092  0.013200  0.013092  0.013191  \n",
+       "2017-01-21 19:30:00  0.013121  0.013126  0.013081  0.013092  \n",
+       "2017-01-21 20:00:00  0.013087  0.013121  0.013085  0.013094  \n",
+       "2017-01-21 20:30:00  0.013014  0.013114  0.013014  0.013087  \n",
+       "2017-01-21 21:00:00  0.013043  0.013058  0.013014  0.013014  \n",
+       "2017-01-21 21:30:00  0.013024  0.013064  0.012973  0.013064  \n",
+       "2017-01-21 22:00:00  0.013049  0.013082  0.013019  0.013033  \n",
+       "2017-01-21 22:30:00  0.013100  0.013100  0.013013  0.013049  \n",
+       "2017-01-21 23:00:00  0.013066  0.013100  0.013056  0.013099  \n",
+       "2017-01-21 23:30:00  0.013037  0.013085  0.013013  0.013075  \n",
+       "2017-01-22 00:00:00  0.012981  0.013037  0.012900  0.013037  \n",
+       "2017-01-22 00:30:00  0.012988  0.012992  0.012953  0.012970  \n",
+       "2017-01-22 01:00:00  0.013018  0.013018  0.012984  0.012984  \n",
+       "2017-01-22 01:30:00  0.012900  0.013018  0.012900  0.013017  \n",
+       "2017-01-22 02:00:00  0.012965  0.013005  0.012900  0.012900  \n",
+       "2017-01-22 02:30:00  0.013006  0.013008  0.012955  0.012955  \n",
+       "2017-01-22 03:00:00  0.013000  0.013038  0.012975  0.013006  \n",
+       "2017-01-22 03:30:00  0.012979  0.013062  0.012965  0.013000  \n",
+       "2017-01-22 04:00:00  0.012976  0.013070  0.012971  0.012979  \n",
+       "2017-01-22 04:30:00  0.012987  0.013000  0.012971  0.012976  \n",
+       "2017-01-22 05:00:00  0.012980  0.013019  0.012971  0.012979  \n",
+       "2017-01-22 05:30:00  0.012980  0.013040  0.012980  0.012980  \n",
+       "2017-01-22 06:00:00  0.012969  0.013005  0.012934  0.012980  \n",
+       "\n",
+       "[46993 rows x 16 columns]"
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# save\n",
+    "df_train.to_hdf('./data/poloniex_30m.hf',key='train')\n",
+    "df_test.to_hdf('./data/poloniex_30m.hf',key='test')\n",
+    "df_train"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2017-10-29T11:47:21.880468Z",
+     "start_time": "2017-10-29T11:47:16.882130Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.legend.Legend at 0x7fd2766c1e48>"
+      ]
+     },
+     "execution_count": 15,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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dAABAccIOAACgOGEHAABQnLADAAAoTtgBAAAUJ+wAAACKE3YAAADFCTsAAIDihB0AAEBx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\niCT3P3uUE9wKdTtAAAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x7fd2766c16d8>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# view timeseries\n",
+    "plt.figure(figsize=(15,16))\n",
+    "for i, d in enumerate(dfs1):\n",
+    "    name = d.name\n",
+    "    x=d.dropna().index\n",
+    "    y=[-i]*len(x)\n",
+    "    plt.scatter(x,y,label=name[:20], s=1)\n",
+    "plt.legend()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2017-10-29T11:47:32.924749Z",
+     "start_time": "2017-10-29T11:47:21.882154Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.legend.Legend at 0x7fd272b87908>"
+      ]
+     },
+     "execution_count": 16,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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ScwAAAAWJOQAAgILEHAAAQEFiDgAAoCAxBwAAUJCYAwAAKEjMAQAAFCTmAAAAChJzAAAA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\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x7fd272b76908>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# view timeseries\n",
+    "plt.figure(figsize=(15,16))\n",
+    "for i, d in enumerate(dfs):\n",
+    "    name = d.name\n",
+    "    x=d.dropna().index\n",
+    "    y=[-i]*len(x)\n",
+    "    plt.scatter(x,y,label=name[:20], s=1)\n",
+    "plt.legend()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2017-10-29T11:47:33.286565Z",
+     "start_time": "2017-10-29T11:47:32.926377Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7fd2717c62b0>"
+      ]
+     },
+     "execution_count": 17,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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WIysrC+np6bBarUhKSpJuky9l1RHkoZUBlppz99134+6775Y+V6lU+Pe//w3A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\nYnOIbNpuR4cC94Lq6mqCwSCppMYbL4dJpDMTczkJgHHe5jInLy013E/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ItiO/lJ3W5VL0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\nRK5CYII=\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x7fd2717a4898>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# View one day\n",
+    "data_window = df[1000:2000].copy()\n",
+    "open = data_window.xs('open', axis=1, level='Price')\n",
+    "data_window = data_window.divide(open.iloc[-1], level='Pair')\n",
+    "data_window = data_window.drop('open', axis=1, level='Price')\n",
+    "data_window.xs('close', axis=1, level='Price').plot()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2017-10-29T11:40:53.103545Z",
+     "start_time": "2017-10-29T11:40:53.050102Z"
+    }
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "jupyter3",
+   "language": "python",
+   "name": "jupyter3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.5.3"
+  },
+  "toc": {
+   "colors": {
+    "hover_highlight": "#DAA520",
+    "navigate_num": "#000000",
+    "navigate_text": "#333333",
+    "running_highlight": "#FF0000",
+    "selected_highlight": "#FFD700",
+    "sidebar_border": "#EEEEEE",
+    "wrapper_background": "#FFFFFF"
+   },
+   "moveMenuLeft": true,
+   "nav_menu": {
+    "height": "12px",
+    "width": "252px"
+   },
+   "navigate_menu": true,
+   "number_sections": true,
+   "sideBar": true,
+   "threshold": 4,
+   "toc_cell": false,
+   "toc_section_display": "block",
+   "toc_window_display": false,
+   "widenNotebook": false
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/data/poloniex_30m.hf b/data/poloniex_30m.hf
index 75465e8..7495361 100644
Binary files a/data/poloniex_30m.hf and b/data/poloniex_30m.hf differ