From b3f69880d41887fc9c4e2ac98fb78bf36ab2a516 Mon Sep 17 00:00:00 2001
From: wassname <wassname@users.noreply.github.com>
Date: Sat, 15 Jul 2017 15:58:19 +0800
Subject: [PATCH] removed BTCUSD

---
 0. load poliniex data 30m multindex.ipynb | 4993 +++++++++++----------
 data/poliniex_30m.hf                      |  Bin 24461008 -> 24461776 bytes
 2 files changed, 2513 insertions(+), 2480 deletions(-)

diff --git a/0. load poliniex data 30m multindex.ipynb b/0. load poliniex data 30m multindex.ipynb
index bb2d802..5c9e390 100644
--- a/0. load poliniex data 30m multindex.ipynb	
+++ b/0. load poliniex data 30m multindex.ipynb	
@@ -9,11 +9,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 32,
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2017-07-15T00:30:00.218876Z",
-     "start_time": "2017-07-15T08:29:59.506486+08:00"
+     "end_time": "2017-07-15T03:46:44.887563Z",
+     "start_time": "2017-07-15T11:46:44.879134+08:00"
     },
     "collapsed": true
    },
@@ -41,11 +41,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 33,
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2017-07-15T00:30:00.943570Z",
-     "start_time": "2017-07-15T08:30:00.220707+08:00"
+     "end_time": "2017-07-15T03:46:45.889793Z",
+     "start_time": "2017-07-15T11:46:45.246803+08:00"
     },
     "collapsed": true
    },
@@ -70,11 +70,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 34,
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2017-07-15T00:30:00.948593Z",
-     "start_time": "2017-07-15T08:30:00.945455+08:00"
+     "end_time": "2017-07-15T03:46:49.433740Z",
+     "start_time": "2017-07-15T11:46:49.431276+08:00"
     },
     "collapsed": true
    },
@@ -86,11 +86,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 35,
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2017-07-15T00:30:00.963517Z",
-     "start_time": "2017-07-15T08:30:00.950667+08:00"
+     "end_time": "2017-07-15T03:46:49.802511Z",
+     "start_time": "2017-07-15T11:46:49.798421+08:00"
     },
     "collapsed": true
    },
@@ -105,11 +105,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 41,
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2017-07-15T00:30:01.575868Z",
-     "start_time": "2017-07-15T08:30:00.965648+08:00"
+     "end_time": "2017-07-15T03:48:21.207607Z",
+     "start_time": "2017-07-15T11:48:20.785555+08:00"
     }
    },
    "outputs": [
@@ -118,14 +118,13 @@
       "text/plain": [
        "['2014-01-18 04:00:00',\n",
        " '2014-01-18 04:00:00',\n",
-       " '2014-01-21 22:30:00',\n",
-       " '2014-02-07 20:30:00',\n",
-       " '2014-05-19 05:30:00',\n",
-       " '2014-08-14 03:30:00',\n",
-       " '2015-02-19 19:00:00']"
+       " '2014-01-18 04:00:00',\n",
+       " '2014-01-18 04:00:00',\n",
+       " '2014-01-18 04:00:00',\n",
+       " '2014-01-18 04:00:00']"
       ]
      },
-     "execution_count": 5,
+     "execution_count": 41,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -133,16 +132,19 @@
    "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",
     "[str(min(df.index)) for df in dfs1]"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 42,
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2017-07-15T00:30:01.647215Z",
-     "start_time": "2017-07-15T08:30:01.577818+08:00"
+     "end_time": "2017-07-15T03:48:30.079358Z",
+     "start_time": "2017-07-15T11:48:30.042695+08:00"
     },
     "collapsed": true
    },
@@ -162,21 +164,20 @@
    "execution_count": null,
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2017-07-14T01:02:27.611202Z",
-     "start_time": "2017-07-14T09:02:27.599767+08:00"
-    },
-    "collapsed": true
+     "end_time": "2017-07-15T03:47:14.170264Z",
+     "start_time": "2017-07-15T11:47:14.165543+08:00"
+    }
    },
    "outputs": [],
    "source": []
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 43,
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2017-07-15T00:30:01.798333Z",
-     "start_time": "2017-07-15T08:30:01.649424+08:00"
+     "end_time": "2017-07-15T03:48:31.609934Z",
+     "start_time": "2017-07-15T11:48:31.516738+08:00"
     }
    },
    "outputs": [
@@ -204,8 +205,8 @@
        "      <th colspan=\"7\" halign=\"left\">BTCBTC</th>\n",
        "      <th colspan=\"3\" halign=\"left\">LTCBTC</th>\n",
        "      <th>...</th>\n",
-       "      <th colspan=\"3\" halign=\"left\">XRPBTC</th>\n",
-       "      <th colspan=\"7\" halign=\"left\">BTCUSDT</th>\n",
+       "      <th colspan=\"3\" halign=\"left\">XMRBTC</th>\n",
+       "      <th colspan=\"7\" halign=\"left\">XRPBTC</th>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Price</th>\n",
@@ -270,16 +271,16 @@
        "      <td>0.028000</td>\n",
        "      <td>0.028000</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",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-01-18 04:30:00</th>\n",
@@ -294,16 +295,16 @@
        "      <td>0.028000</td>\n",
        "      <td>0.029000</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",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-01-18 05:00:00</th>\n",
@@ -318,16 +319,16 @@
        "      <td>0.028500</td>\n",
        "      <td>0.028500</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",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-01-18 05:30:00</th>\n",
@@ -342,16 +343,16 @@
        "      <td>0.028500</td>\n",
        "      <td>0.028500</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",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-01-18 06:00:00</th>\n",
@@ -366,16 +367,16 @@
        "      <td>0.028500</td>\n",
        "      <td>0.028500</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",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-01-18 06:30:00</th>\n",
@@ -390,16 +391,16 @@
        "      <td>0.028500</td>\n",
        "      <td>0.028500</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",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-01-18 07:00:00</th>\n",
@@ -414,16 +415,16 @@
        "      <td>0.028500</td>\n",
        "      <td>0.028500</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",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-01-18 07:30:00</th>\n",
@@ -438,16 +439,16 @@
        "      <td>0.028500</td>\n",
        "      <td>0.028500</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",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-01-18 08:00:00</th>\n",
@@ -462,16 +463,16 @@
        "      <td>0.028500</td>\n",
        "      <td>0.028500</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",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-01-18 08:30:00</th>\n",
@@ -486,16 +487,16 @@
        "      <td>0.028500</td>\n",
        "      <td>0.028500</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",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-01-18 09:00:00</th>\n",
@@ -510,16 +511,16 @@
        "      <td>0.028500</td>\n",
        "      <td>0.028500</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",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-01-18 09:30:00</th>\n",
@@ -534,16 +535,16 @@
        "      <td>0.028500</td>\n",
        "      <td>0.028500</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",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-01-18 10:00:00</th>\n",
@@ -558,16 +559,16 @@
        "      <td>0.028500</td>\n",
        "      <td>0.028500</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",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-01-18 10:30:00</th>\n",
@@ -582,16 +583,16 @@
        "      <td>0.028500</td>\n",
        "      <td>0.028500</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",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-01-18 11:00:00</th>\n",
@@ -606,16 +607,16 @@
        "      <td>0.028500</td>\n",
        "      <td>0.028500</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",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-01-18 11:30:00</th>\n",
@@ -630,16 +631,16 @@
        "      <td>0.028500</td>\n",
        "      <td>0.028500</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",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-01-18 12:00:00</th>\n",
@@ -654,16 +655,16 @@
        "      <td>0.028500</td>\n",
        "      <td>0.028500</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",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-01-18 12:30:00</th>\n",
@@ -678,16 +679,16 @@
        "      <td>0.028500</td>\n",
        "      <td>0.028500</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",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-01-18 13:00:00</th>\n",
@@ -702,16 +703,16 @@
        "      <td>0.028500</td>\n",
        "      <td>0.028500</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",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-01-18 13:30:00</th>\n",
@@ -726,16 +727,16 @@
        "      <td>0.028500</td>\n",
        "      <td>0.028500</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",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-01-18 14:00:00</th>\n",
@@ -750,16 +751,16 @@
        "      <td>0.028500</td>\n",
        "      <td>0.028500</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",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-01-18 14:30:00</th>\n",
@@ -774,16 +775,16 @@
        "      <td>0.028500</td>\n",
        "      <td>0.028500</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",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-01-18 15:00:00</th>\n",
@@ -798,16 +799,16 @@
        "      <td>0.028500</td>\n",
        "      <td>0.028500</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",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-01-18 15:30:00</th>\n",
@@ -822,16 +823,16 @@
        "      <td>0.028500</td>\n",
        "      <td>0.028500</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",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-01-18 16:00:00</th>\n",
@@ -846,16 +847,16 @@
        "      <td>0.028500</td>\n",
        "      <td>0.028500</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",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-01-18 16:30:00</th>\n",
@@ -870,16 +871,16 @@
        "      <td>0.028500</td>\n",
        "      <td>0.028500</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",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-01-18 17:00:00</th>\n",
@@ -894,16 +895,16 @@
        "      <td>0.028500</td>\n",
        "      <td>0.028500</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",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-01-18 17:30:00</th>\n",
@@ -918,16 +919,16 @@
        "      <td>0.028500</td>\n",
        "      <td>0.028500</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",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-01-18 18:00:00</th>\n",
@@ -942,16 +943,16 @@
        "      <td>0.028500</td>\n",
        "      <td>0.028500</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",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-01-18 18:30:00</th>\n",
@@ -966,16 +967,16 @@
        "      <td>0.028500</td>\n",
        "      <td>0.028500</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",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>...</th>\n",
@@ -1014,16 +1015,16 @@
        "      <td>0.019043</td>\n",
        "      <td>0.019215</td>\n",
        "      <td>...</td>\n",
+       "      <td>16.447470</td>\n",
+       "      <td>1014.826043</td>\n",
+       "      <td>0.016207</td>\n",
+       "      <td>0.000083</td>\n",
+       "      <td>0.000082</td>\n",
+       "      <td>0.000083</td>\n",
+       "      <td>0.000083</td>\n",
        "      <td>75.673837</td>\n",
        "      <td>9.163202e+05</td>\n",
        "      <td>0.000083</td>\n",
-       "      <td>2346.606765</td>\n",
-       "      <td>2335.099700</td>\n",
-       "      <td>2344.068925</td>\n",
-       "      <td>2337.718018</td>\n",
-       "      <td>3.819836e+05</td>\n",
-       "      <td>163.160548</td>\n",
-       "      <td>2341.151574</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2017-07-13 09:30:00</th>\n",
@@ -1038,16 +1039,16 @@
        "      <td>0.019005</td>\n",
        "      <td>0.019103</td>\n",
        "      <td>...</td>\n",
+       "      <td>16.381883</td>\n",
+       "      <td>1006.211103</td>\n",
+       "      <td>0.016281</td>\n",
+       "      <td>0.000083</td>\n",
+       "      <td>0.000081</td>\n",
+       "      <td>0.000083</td>\n",
+       "      <td>0.000082</td>\n",
        "      <td>104.114158</td>\n",
        "      <td>1.266796e+06</td>\n",
        "      <td>0.000082</td>\n",
-       "      <td>2340.990000</td>\n",
-       "      <td>2328.000000</td>\n",
-       "      <td>2337.718018</td>\n",
-       "      <td>2328.511100</td>\n",
-       "      <td>3.719490e+05</td>\n",
-       "      <td>159.310536</td>\n",
-       "      <td>2334.742231</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2017-07-13 10:00:00</th>\n",
@@ -1062,16 +1063,16 @@
        "      <td>0.019000</td>\n",
        "      <td>0.019032</td>\n",
        "      <td>...</td>\n",
+       "      <td>5.879561</td>\n",
+       "      <td>362.057572</td>\n",
+       "      <td>0.016239</td>\n",
+       "      <td>0.000082</td>\n",
+       "      <td>0.000080</td>\n",
+       "      <td>0.000082</td>\n",
+       "      <td>0.000081</td>\n",
        "      <td>206.415330</td>\n",
        "      <td>2.560809e+06</td>\n",
        "      <td>0.000081</td>\n",
-       "      <td>2333.389025</td>\n",
-       "      <td>2311.752988</td>\n",
-       "      <td>2328.511100</td>\n",
-       "      <td>2328.079130</td>\n",
-       "      <td>7.188295e+05</td>\n",
-       "      <td>309.344273</td>\n",
-       "      <td>2323.720075</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2017-07-13 10:30:00</th>\n",
@@ -1086,16 +1087,16 @@
        "      <td>0.019087</td>\n",
        "      <td>0.019100</td>\n",
        "      <td>...</td>\n",
+       "      <td>6.862038</td>\n",
+       "      <td>421.023648</td>\n",
+       "      <td>0.016298</td>\n",
+       "      <td>0.000082</td>\n",
+       "      <td>0.000080</td>\n",
+       "      <td>0.000081</td>\n",
+       "      <td>0.000081</td>\n",
        "      <td>87.064513</td>\n",
        "      <td>1.073331e+06</td>\n",
        "      <td>0.000081</td>\n",
-       "      <td>2343.000000</td>\n",
-       "      <td>2327.079130</td>\n",
-       "      <td>2328.079130</td>\n",
-       "      <td>2335.167161</td>\n",
-       "      <td>2.377475e+05</td>\n",
-       "      <td>101.765905</td>\n",
-       "      <td>2336.219969</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2017-07-13 11:00:00</th>\n",
@@ -1110,16 +1111,16 @@
        "      <td>0.019193</td>\n",
        "      <td>0.019200</td>\n",
        "      <td>...</td>\n",
+       "      <td>8.927679</td>\n",
+       "      <td>544.949394</td>\n",
+       "      <td>0.016383</td>\n",
+       "      <td>0.000082</td>\n",
+       "      <td>0.000080</td>\n",
+       "      <td>0.000081</td>\n",
+       "      <td>0.000081</td>\n",
        "      <td>100.917295</td>\n",
        "      <td>1.241452e+06</td>\n",
        "      <td>0.000081</td>\n",
-       "      <td>2346.670000</td>\n",
-       "      <td>2329.792000</td>\n",
-       "      <td>2335.167161</td>\n",
-       "      <td>2335.600000</td>\n",
-       "      <td>3.522817e+05</td>\n",
-       "      <td>150.611616</td>\n",
-       "      <td>2339.007582</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2017-07-13 11:30:00</th>\n",
@@ -1134,16 +1135,16 @@
        "      <td>0.019300</td>\n",
        "      <td>0.019300</td>\n",
        "      <td>...</td>\n",
+       "      <td>8.967660</td>\n",
+       "      <td>545.666655</td>\n",
+       "      <td>0.016434</td>\n",
+       "      <td>0.000084</td>\n",
+       "      <td>0.000081</td>\n",
+       "      <td>0.000081</td>\n",
+       "      <td>0.000084</td>\n",
        "      <td>141.109492</td>\n",
        "      <td>1.716908e+06</td>\n",
        "      <td>0.000082</td>\n",
-       "      <td>2357.612953</td>\n",
-       "      <td>2335.415023</td>\n",
-       "      <td>2335.600000</td>\n",
-       "      <td>2357.600000</td>\n",
-       "      <td>4.006569e+05</td>\n",
-       "      <td>170.506041</td>\n",
-       "      <td>2349.810572</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2017-07-13 12:00:00</th>\n",
@@ -1158,16 +1159,16 @@
        "      <td>0.019345</td>\n",
        "      <td>0.019386</td>\n",
        "      <td>...</td>\n",
+       "      <td>11.650610</td>\n",
+       "      <td>709.466293</td>\n",
+       "      <td>0.016422</td>\n",
+       "      <td>0.000084</td>\n",
+       "      <td>0.000083</td>\n",
+       "      <td>0.000084</td>\n",
+       "      <td>0.000083</td>\n",
        "      <td>124.687057</td>\n",
        "      <td>1.492311e+06</td>\n",
        "      <td>0.000084</td>\n",
-       "      <td>2371.772244</td>\n",
-       "      <td>2354.987390</td>\n",
-       "      <td>2357.600000</td>\n",
-       "      <td>2365.000000</td>\n",
-       "      <td>7.920015e+05</td>\n",
-       "      <td>334.748346</td>\n",
-       "      <td>2365.960817</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2017-07-13 12:30:00</th>\n",
@@ -1182,16 +1183,16 @@
        "      <td>0.019257</td>\n",
        "      <td>0.019345</td>\n",
        "      <td>...</td>\n",
+       "      <td>12.990767</td>\n",
+       "      <td>792.119330</td>\n",
+       "      <td>0.016400</td>\n",
+       "      <td>0.000083</td>\n",
+       "      <td>0.000082</td>\n",
+       "      <td>0.000083</td>\n",
+       "      <td>0.000083</td>\n",
        "      <td>91.265661</td>\n",
        "      <td>1.102086e+06</td>\n",
        "      <td>0.000083</td>\n",
-       "      <td>2370.000000</td>\n",
-       "      <td>2360.100000</td>\n",
-       "      <td>2363.800000</td>\n",
-       "      <td>2360.112111</td>\n",
-       "      <td>3.163272e+05</td>\n",
-       "      <td>133.870839</td>\n",
-       "      <td>2362.928101</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2017-07-13 13:00:00</th>\n",
@@ -1206,16 +1207,16 @@
        "      <td>0.019086</td>\n",
        "      <td>0.019385</td>\n",
        "      <td>...</td>\n",
+       "      <td>5.833544</td>\n",
+       "      <td>356.266861</td>\n",
+       "      <td>0.016374</td>\n",
+       "      <td>0.000083</td>\n",
+       "      <td>0.000082</td>\n",
+       "      <td>0.000083</td>\n",
+       "      <td>0.000082</td>\n",
        "      <td>105.651941</td>\n",
        "      <td>1.282050e+06</td>\n",
        "      <td>0.000082</td>\n",
-       "      <td>2363.000000</td>\n",
-       "      <td>2325.110000</td>\n",
-       "      <td>2362.112111</td>\n",
-       "      <td>2329.999990</td>\n",
-       "      <td>7.143561e+05</td>\n",
-       "      <td>305.390981</td>\n",
-       "      <td>2339.152555</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2017-07-13 13:30:00</th>\n",
@@ -1230,16 +1231,16 @@
        "      <td>0.019135</td>\n",
        "      <td>0.019227</td>\n",
        "      <td>...</td>\n",
+       "      <td>5.270448</td>\n",
+       "      <td>321.593298</td>\n",
+       "      <td>0.016389</td>\n",
+       "      <td>0.000083</td>\n",
+       "      <td>0.000082</td>\n",
+       "      <td>0.000082</td>\n",
+       "      <td>0.000083</td>\n",
        "      <td>68.382854</td>\n",
        "      <td>8.297655e+05</td>\n",
        "      <td>0.000082</td>\n",
-       "      <td>2344.926076</td>\n",
-       "      <td>2327.777000</td>\n",
-       "      <td>2329.999990</td>\n",
-       "      <td>2341.000000</td>\n",
-       "      <td>5.898132e+05</td>\n",
-       "      <td>252.408951</td>\n",
-       "      <td>2336.736459</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2017-07-13 14:00:00</th>\n",
@@ -1254,16 +1255,16 @@
        "      <td>0.019037</td>\n",
        "      <td>0.019202</td>\n",
        "      <td>...</td>\n",
+       "      <td>2.315221</td>\n",
+       "      <td>141.803909</td>\n",
+       "      <td>0.016327</td>\n",
+       "      <td>0.000083</td>\n",
+       "      <td>0.000082</td>\n",
+       "      <td>0.000083</td>\n",
+       "      <td>0.000083</td>\n",
        "      <td>43.239600</td>\n",
        "      <td>5.230807e+05</td>\n",
        "      <td>0.000083</td>\n",
-       "      <td>2350.000000</td>\n",
-       "      <td>2326.110000</td>\n",
-       "      <td>2341.000000</td>\n",
-       "      <td>2330.000000</td>\n",
-       "      <td>5.385380e+05</td>\n",
-       "      <td>229.935096</td>\n",
-       "      <td>2342.130395</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2017-07-13 14:30:00</th>\n",
@@ -1278,16 +1279,16 @@
        "      <td>0.019036</td>\n",
        "      <td>0.019079</td>\n",
        "      <td>...</td>\n",
+       "      <td>1.577577</td>\n",
+       "      <td>96.546480</td>\n",
+       "      <td>0.016340</td>\n",
+       "      <td>0.000083</td>\n",
+       "      <td>0.000082</td>\n",
+       "      <td>0.000083</td>\n",
+       "      <td>0.000082</td>\n",
        "      <td>78.502960</td>\n",
        "      <td>9.527502e+05</td>\n",
        "      <td>0.000082</td>\n",
-       "      <td>2348.000000</td>\n",
-       "      <td>2329.000000</td>\n",
-       "      <td>2330.000000</td>\n",
-       "      <td>2345.000100</td>\n",
-       "      <td>4.480679e+05</td>\n",
-       "      <td>191.743558</td>\n",
-       "      <td>2336.808239</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2017-07-13 15:00:00</th>\n",
@@ -1302,16 +1303,16 @@
        "      <td>0.019150</td>\n",
        "      <td>0.019187</td>\n",
        "      <td>...</td>\n",
+       "      <td>69.611434</td>\n",
+       "      <td>4300.748677</td>\n",
+       "      <td>0.016186</td>\n",
+       "      <td>0.000083</td>\n",
+       "      <td>0.000082</td>\n",
+       "      <td>0.000082</td>\n",
+       "      <td>0.000083</td>\n",
        "      <td>43.320353</td>\n",
        "      <td>5.236348e+05</td>\n",
        "      <td>0.000083</td>\n",
-       "      <td>2346.513526</td>\n",
-       "      <td>2326.459647</td>\n",
-       "      <td>2345.000000</td>\n",
-       "      <td>2332.000002</td>\n",
-       "      <td>6.440691e+05</td>\n",
-       "      <td>276.125116</td>\n",
-       "      <td>2332.526173</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2017-07-13 15:30:00</th>\n",
@@ -1326,16 +1327,16 @@
        "      <td>0.019100</td>\n",
        "      <td>0.019216</td>\n",
        "      <td>...</td>\n",
+       "      <td>40.700323</td>\n",
+       "      <td>2537.211215</td>\n",
+       "      <td>0.016041</td>\n",
+       "      <td>0.000083</td>\n",
+       "      <td>0.000080</td>\n",
+       "      <td>0.000082</td>\n",
+       "      <td>0.000081</td>\n",
        "      <td>213.617822</td>\n",
        "      <td>2.636685e+06</td>\n",
        "      <td>0.000081</td>\n",
-       "      <td>2332.000002</td>\n",
-       "      <td>2284.010000</td>\n",
-       "      <td>2332.000002</td>\n",
-       "      <td>2300.000000</td>\n",
-       "      <td>2.442496e+06</td>\n",
-       "      <td>1060.693632</td>\n",
-       "      <td>2302.734947</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2017-07-13 16:00:00</th>\n",
@@ -1350,16 +1351,16 @@
        "      <td>0.018950</td>\n",
        "      <td>0.019110</td>\n",
        "      <td>...</td>\n",
+       "      <td>20.781892</td>\n",
+       "      <td>1296.247685</td>\n",
+       "      <td>0.016032</td>\n",
+       "      <td>0.000082</td>\n",
+       "      <td>0.000080</td>\n",
+       "      <td>0.000081</td>\n",
+       "      <td>0.000081</td>\n",
        "      <td>150.061986</td>\n",
        "      <td>1.857771e+06</td>\n",
        "      <td>0.000081</td>\n",
-       "      <td>2317.000000</td>\n",
-       "      <td>2295.500000</td>\n",
-       "      <td>2300.000000</td>\n",
-       "      <td>2305.500000</td>\n",
-       "      <td>9.413575e+05</td>\n",
-       "      <td>407.778283</td>\n",
-       "      <td>2308.503195</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2017-07-13 16:30:00</th>\n",
@@ -1374,16 +1375,16 @@
        "      <td>0.019085</td>\n",
        "      <td>0.019087</td>\n",
        "      <td>...</td>\n",
+       "      <td>22.931610</td>\n",
+       "      <td>1427.026698</td>\n",
+       "      <td>0.016070</td>\n",
+       "      <td>0.000081</td>\n",
+       "      <td>0.000079</td>\n",
+       "      <td>0.000081</td>\n",
+       "      <td>0.000081</td>\n",
        "      <td>195.414023</td>\n",
        "      <td>2.436116e+06</td>\n",
        "      <td>0.000080</td>\n",
-       "      <td>2323.187000</td>\n",
-       "      <td>2298.500000</td>\n",
-       "      <td>2305.500000</td>\n",
-       "      <td>2317.321200</td>\n",
-       "      <td>6.331025e+05</td>\n",
-       "      <td>273.888582</td>\n",
-       "      <td>2311.532937</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2017-07-13 17:00:00</th>\n",
@@ -1398,16 +1399,16 @@
        "      <td>0.019101</td>\n",
        "      <td>0.019220</td>\n",
        "      <td>...</td>\n",
+       "      <td>10.652046</td>\n",
+       "      <td>658.748194</td>\n",
+       "      <td>0.016170</td>\n",
+       "      <td>0.000081</td>\n",
+       "      <td>0.000080</td>\n",
+       "      <td>0.000080</td>\n",
+       "      <td>0.000080</td>\n",
        "      <td>40.426843</td>\n",
        "      <td>5.023486e+05</td>\n",
        "      <td>0.000080</td>\n",
-       "      <td>2320.000000</td>\n",
-       "      <td>2303.333000</td>\n",
-       "      <td>2318.000000</td>\n",
-       "      <td>2304.011000</td>\n",
-       "      <td>5.933861e+05</td>\n",
-       "      <td>256.970578</td>\n",
-       "      <td>2309.159565</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2017-07-13 17:30:00</th>\n",
@@ -1422,16 +1423,16 @@
        "      <td>0.018983</td>\n",
        "      <td>0.019180</td>\n",
        "      <td>...</td>\n",
+       "      <td>17.885425</td>\n",
+       "      <td>1106.663222</td>\n",
+       "      <td>0.016162</td>\n",
+       "      <td>0.000080</td>\n",
+       "      <td>0.000078</td>\n",
+       "      <td>0.000080</td>\n",
+       "      <td>0.000079</td>\n",
        "      <td>199.926137</td>\n",
        "      <td>2.518746e+06</td>\n",
        "      <td>0.000079</td>\n",
-       "      <td>2308.000011</td>\n",
-       "      <td>2288.110000</td>\n",
-       "      <td>2304.011000</td>\n",
-       "      <td>2291.000000</td>\n",
-       "      <td>1.326108e+06</td>\n",
-       "      <td>577.229345</td>\n",
-       "      <td>2297.368127</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2017-07-13 18:00:00</th>\n",
@@ -1446,16 +1447,16 @@
        "      <td>0.018986</td>\n",
        "      <td>0.019045</td>\n",
        "      <td>...</td>\n",
+       "      <td>13.959773</td>\n",
+       "      <td>868.051721</td>\n",
+       "      <td>0.016082</td>\n",
+       "      <td>0.000081</td>\n",
+       "      <td>0.000079</td>\n",
+       "      <td>0.000079</td>\n",
+       "      <td>0.000079</td>\n",
        "      <td>270.136564</td>\n",
        "      <td>3.402917e+06</td>\n",
        "      <td>0.000079</td>\n",
-       "      <td>2322.000000</td>\n",
-       "      <td>2287.111000</td>\n",
-       "      <td>2292.000000</td>\n",
-       "      <td>2317.001110</td>\n",
-       "      <td>1.016816e+06</td>\n",
-       "      <td>441.007609</td>\n",
-       "      <td>2305.664566</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2017-07-13 18:30:00</th>\n",
@@ -1470,16 +1471,16 @@
        "      <td>0.019040</td>\n",
        "      <td>0.019090</td>\n",
        "      <td>...</td>\n",
+       "      <td>35.339157</td>\n",
+       "      <td>2182.164699</td>\n",
+       "      <td>0.016195</td>\n",
+       "      <td>0.000081</td>\n",
+       "      <td>0.000079</td>\n",
+       "      <td>0.000079</td>\n",
+       "      <td>0.000079</td>\n",
        "      <td>218.741024</td>\n",
        "      <td>2.745248e+06</td>\n",
        "      <td>0.000080</td>\n",
-       "      <td>2327.001110</td>\n",
-       "      <td>2310.002200</td>\n",
-       "      <td>2317.001110</td>\n",
-       "      <td>2316.862283</td>\n",
-       "      <td>6.394014e+05</td>\n",
-       "      <td>275.501661</td>\n",
-       "      <td>2320.862153</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2017-07-13 19:00:00</th>\n",
@@ -1494,16 +1495,16 @@
        "      <td>0.019070</td>\n",
        "      <td>0.019124</td>\n",
        "      <td>...</td>\n",
+       "      <td>30.539915</td>\n",
+       "      <td>1862.691421</td>\n",
+       "      <td>0.016396</td>\n",
+       "      <td>0.000079</td>\n",
+       "      <td>0.000078</td>\n",
+       "      <td>0.000079</td>\n",
+       "      <td>0.000078</td>\n",
        "      <td>217.029064</td>\n",
        "      <td>2.772006e+06</td>\n",
        "      <td>0.000078</td>\n",
-       "      <td>2319.589772</td>\n",
-       "      <td>2301.229748</td>\n",
-       "      <td>2319.589772</td>\n",
-       "      <td>2305.000000</td>\n",
-       "      <td>5.069926e+05</td>\n",
-       "      <td>219.750442</td>\n",
-       "      <td>2307.129063</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2017-07-13 19:30:00</th>\n",
@@ -1518,16 +1519,16 @@
        "      <td>0.019040</td>\n",
        "      <td>0.019087</td>\n",
        "      <td>...</td>\n",
+       "      <td>31.107351</td>\n",
+       "      <td>1895.337919</td>\n",
+       "      <td>0.016413</td>\n",
+       "      <td>0.000079</td>\n",
+       "      <td>0.000078</td>\n",
+       "      <td>0.000078</td>\n",
+       "      <td>0.000079</td>\n",
        "      <td>170.107803</td>\n",
        "      <td>2.157833e+06</td>\n",
        "      <td>0.000079</td>\n",
-       "      <td>2328.267876</td>\n",
-       "      <td>2306.000000</td>\n",
-       "      <td>2306.000000</td>\n",
-       "      <td>2320.752000</td>\n",
-       "      <td>1.078365e+06</td>\n",
-       "      <td>465.320453</td>\n",
-       "      <td>2317.468086</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2017-07-13 20:00:00</th>\n",
@@ -1542,16 +1543,16 @@
        "      <td>0.019000</td>\n",
        "      <td>0.019040</td>\n",
        "      <td>...</td>\n",
+       "      <td>24.475405</td>\n",
+       "      <td>1504.283095</td>\n",
+       "      <td>0.016270</td>\n",
+       "      <td>0.000080</td>\n",
+       "      <td>0.000079</td>\n",
+       "      <td>0.000079</td>\n",
+       "      <td>0.000079</td>\n",
        "      <td>124.236972</td>\n",
        "      <td>1.565728e+06</td>\n",
        "      <td>0.000079</td>\n",
-       "      <td>2322.965326</td>\n",
-       "      <td>2311.468421</td>\n",
-       "      <td>2320.752000</td>\n",
-       "      <td>2311.468422</td>\n",
-       "      <td>2.687490e+05</td>\n",
-       "      <td>115.895326</td>\n",
-       "      <td>2318.894463</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2017-07-13 20:30:00</th>\n",
@@ -1566,16 +1567,16 @@
        "      <td>0.019100</td>\n",
        "      <td>0.019130</td>\n",
        "      <td>...</td>\n",
+       "      <td>10.557378</td>\n",
+       "      <td>646.264376</td>\n",
+       "      <td>0.016336</td>\n",
+       "      <td>0.000081</td>\n",
+       "      <td>0.000079</td>\n",
+       "      <td>0.000079</td>\n",
+       "      <td>0.000081</td>\n",
        "      <td>172.364184</td>\n",
        "      <td>2.147006e+06</td>\n",
        "      <td>0.000080</td>\n",
-       "      <td>2325.763084</td>\n",
-       "      <td>2311.468422</td>\n",
-       "      <td>2311.468422</td>\n",
-       "      <td>2323.900000</td>\n",
-       "      <td>2.285634e+05</td>\n",
-       "      <td>98.525344</td>\n",
-       "      <td>2319.843221</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2017-07-13 21:00:00</th>\n",
@@ -1590,16 +1591,16 @@
        "      <td>0.019224</td>\n",
        "      <td>0.019280</td>\n",
        "      <td>...</td>\n",
+       "      <td>2.052379</td>\n",
+       "      <td>125.407612</td>\n",
+       "      <td>0.016366</td>\n",
+       "      <td>0.000082</td>\n",
+       "      <td>0.000081</td>\n",
+       "      <td>0.000081</td>\n",
+       "      <td>0.000081</td>\n",
        "      <td>79.746635</td>\n",
        "      <td>9.810020e+05</td>\n",
        "      <td>0.000081</td>\n",
-       "      <td>2355.020000</td>\n",
-       "      <td>2318.218138</td>\n",
-       "      <td>2323.900000</td>\n",
-       "      <td>2328.121552</td>\n",
-       "      <td>7.391562e+05</td>\n",
-       "      <td>316.925462</td>\n",
-       "      <td>2332.271562</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2017-07-13 21:30:00</th>\n",
@@ -1614,16 +1615,16 @@
        "      <td>0.019110</td>\n",
        "      <td>0.019365</td>\n",
        "      <td>...</td>\n",
+       "      <td>17.000980</td>\n",
+       "      <td>1042.824300</td>\n",
+       "      <td>0.016303</td>\n",
+       "      <td>0.000082</td>\n",
+       "      <td>0.000081</td>\n",
+       "      <td>0.000081</td>\n",
+       "      <td>0.000081</td>\n",
        "      <td>158.553569</td>\n",
        "      <td>1.940958e+06</td>\n",
        "      <td>0.000082</td>\n",
-       "      <td>2360.000000</td>\n",
-       "      <td>2310.443967</td>\n",
-       "      <td>2327.199625</td>\n",
-       "      <td>2324.187291</td>\n",
-       "      <td>7.142025e+05</td>\n",
-       "      <td>306.299013</td>\n",
-       "      <td>2331.716771</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2017-07-13 22:00:00</th>\n",
@@ -1638,16 +1639,16 @@
        "      <td>0.019162</td>\n",
        "      <td>0.019204</td>\n",
        "      <td>...</td>\n",
+       "      <td>1.050736</td>\n",
+       "      <td>64.258248</td>\n",
+       "      <td>0.016352</td>\n",
+       "      <td>0.000083</td>\n",
+       "      <td>0.000081</td>\n",
+       "      <td>0.000081</td>\n",
+       "      <td>0.000082</td>\n",
        "      <td>115.642529</td>\n",
        "      <td>1.410372e+06</td>\n",
        "      <td>0.000082</td>\n",
-       "      <td>2339.698862</td>\n",
-       "      <td>2322.000000</td>\n",
-       "      <td>2322.232200</td>\n",
-       "      <td>2330.000001</td>\n",
-       "      <td>3.240397e+05</td>\n",
-       "      <td>139.069176</td>\n",
-       "      <td>2330.060998</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2017-07-13 22:30:00</th>\n",
@@ -1662,16 +1663,16 @@
        "      <td>0.019143</td>\n",
        "      <td>0.019271</td>\n",
        "      <td>...</td>\n",
+       "      <td>4.130065</td>\n",
+       "      <td>252.910135</td>\n",
+       "      <td>0.016330</td>\n",
+       "      <td>0.000082</td>\n",
+       "      <td>0.000082</td>\n",
+       "      <td>0.000082</td>\n",
+       "      <td>0.000082</td>\n",
        "      <td>100.037610</td>\n",
        "      <td>1.220110e+06</td>\n",
        "      <td>0.000082</td>\n",
-       "      <td>2337.231928</td>\n",
-       "      <td>2324.471875</td>\n",
-       "      <td>2331.000000</td>\n",
-       "      <td>2337.002370</td>\n",
-       "      <td>3.528316e+05</td>\n",
-       "      <td>151.374833</td>\n",
-       "      <td>2330.847381</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2017-07-13 23:00:00</th>\n",
@@ -1686,16 +1687,16 @@
        "      <td>0.019250</td>\n",
        "      <td>0.019263</td>\n",
        "      <td>...</td>\n",
+       "      <td>5.774802</td>\n",
+       "      <td>354.476663</td>\n",
+       "      <td>0.016291</td>\n",
+       "      <td>0.000082</td>\n",
+       "      <td>0.000081</td>\n",
+       "      <td>0.000082</td>\n",
+       "      <td>0.000082</td>\n",
        "      <td>122.109410</td>\n",
        "      <td>1.494749e+06</td>\n",
        "      <td>0.000082</td>\n",
-       "      <td>2342.462341</td>\n",
-       "      <td>2333.796234</td>\n",
-       "      <td>2334.000000</td>\n",
-       "      <td>2339.820000</td>\n",
-       "      <td>3.638395e+05</td>\n",
-       "      <td>155.534126</td>\n",
-       "      <td>2339.290690</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2017-07-13 23:30:00</th>\n",
@@ -1710,20 +1711,20 @@
        "      <td>0.019339</td>\n",
        "      <td>0.019350</td>\n",
        "      <td>...</td>\n",
+       "      <td>5.284462</td>\n",
+       "      <td>322.402887</td>\n",
+       "      <td>0.016391</td>\n",
+       "      <td>0.000083</td>\n",
+       "      <td>0.000082</td>\n",
+       "      <td>0.000082</td>\n",
+       "      <td>0.000082</td>\n",
        "      <td>67.140055</td>\n",
        "      <td>8.146768e+05</td>\n",
        "      <td>0.000082</td>\n",
-       "      <td>2345.094204</td>\n",
-       "      <td>2332.821000</td>\n",
-       "      <td>2339.820000</td>\n",
-       "      <td>2335.000000</td>\n",
-       "      <td>2.078170e+05</td>\n",
-       "      <td>88.833776</td>\n",
-       "      <td>2339.391433</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>61096 rows × 49 columns</p>\n",
+       "<p>61096 rows × 42 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
@@ -1792,270 +1793,270 @@
        "2017-07-13 23:00:00    1.0  1.0  1.0   1.0    1.0         1.0             1.0   \n",
        "2017-07-13 23:30:00    1.0  1.0  1.0   1.0    1.0         1.0             1.0   \n",
        "\n",
-       "Pair                   LTCBTC                           ...            XRPBTC  \\\n",
-       "Price                    high       low      open       ...            volume   \n",
-       "date                                                    ...                     \n",
-       "2014-01-18 04:00:00  0.028000  0.028000  0.028000       ...               NaN   \n",
-       "2014-01-18 04:30:00  0.029000  0.028000  0.029000       ...               NaN   \n",
-       "2014-01-18 05:00:00  0.028500  0.028500  0.028500       ...               NaN   \n",
-       "2014-01-18 05:30:00  0.028500  0.028500  0.028500       ...               NaN   \n",
-       "2014-01-18 06:00:00  0.028500  0.028500  0.028500       ...               NaN   \n",
-       "2014-01-18 06:30:00  0.028500  0.028500  0.028500       ...               NaN   \n",
-       "2014-01-18 07:00:00  0.028500  0.028500  0.028500       ...               NaN   \n",
-       "2014-01-18 07:30:00  0.028500  0.028500  0.028500       ...               NaN   \n",
-       "2014-01-18 08:00:00  0.028500  0.028500  0.028500       ...               NaN   \n",
-       "2014-01-18 08:30:00  0.028500  0.028500  0.028500       ...               NaN   \n",
-       "2014-01-18 09:00:00  0.028500  0.028500  0.028500       ...               NaN   \n",
-       "2014-01-18 09:30:00  0.028500  0.028500  0.028500       ...               NaN   \n",
-       "2014-01-18 10:00:00  0.028500  0.028500  0.028500       ...               NaN   \n",
-       "2014-01-18 10:30:00  0.028500  0.028500  0.028500       ...               NaN   \n",
-       "2014-01-18 11:00:00  0.028500  0.028500  0.028500       ...               NaN   \n",
-       "2014-01-18 11:30:00  0.028500  0.028500  0.028500       ...               NaN   \n",
-       "2014-01-18 12:00:00  0.028500  0.028500  0.028500       ...               NaN   \n",
-       "2014-01-18 12:30:00  0.028500  0.028500  0.028500       ...               NaN   \n",
-       "2014-01-18 13:00:00  0.028500  0.028500  0.028500       ...               NaN   \n",
-       "2014-01-18 13:30:00  0.028500  0.028500  0.028500       ...               NaN   \n",
-       "2014-01-18 14:00:00  0.028500  0.028500  0.028500       ...               NaN   \n",
-       "2014-01-18 14:30:00  0.028500  0.028500  0.028500       ...               NaN   \n",
-       "2014-01-18 15:00:00  0.028500  0.028500  0.028500       ...               NaN   \n",
-       "2014-01-18 15:30:00  0.028500  0.028500  0.028500       ...               NaN   \n",
-       "2014-01-18 16:00:00  0.028500  0.028500  0.028500       ...               NaN   \n",
-       "2014-01-18 16:30:00  0.028500  0.028500  0.028500       ...               NaN   \n",
-       "2014-01-18 17:00:00  0.028500  0.028500  0.028500       ...               NaN   \n",
-       "2014-01-18 17:30:00  0.028500  0.028500  0.028500       ...               NaN   \n",
-       "2014-01-18 18:00:00  0.028500  0.028500  0.028500       ...               NaN   \n",
-       "2014-01-18 18:30:00  0.028500  0.028500  0.028500       ...               NaN   \n",
-       "...                       ...       ...       ...       ...               ...   \n",
-       "2017-07-13 09:00:00  0.019238  0.019043  0.019215       ...         75.673837   \n",
-       "2017-07-13 09:30:00  0.019128  0.019005  0.019103       ...        104.114158   \n",
-       "2017-07-13 10:00:00  0.019100  0.019000  0.019032       ...        206.415330   \n",
-       "2017-07-13 10:30:00  0.019200  0.019087  0.019100       ...         87.064513   \n",
-       "2017-07-13 11:00:00  0.019500  0.019193  0.019200       ...        100.917295   \n",
-       "2017-07-13 11:30:00  0.019455  0.019300  0.019300       ...        141.109492   \n",
-       "2017-07-13 12:00:00  0.019492  0.019345  0.019386       ...        124.687057   \n",
-       "2017-07-13 12:30:00  0.019388  0.019257  0.019345       ...         91.265661   \n",
-       "2017-07-13 13:00:00  0.019388  0.019086  0.019385       ...        105.651941   \n",
-       "2017-07-13 13:30:00  0.019258  0.019135  0.019227       ...         68.382854   \n",
-       "2017-07-13 14:00:00  0.019202  0.019037  0.019202       ...         43.239600   \n",
-       "2017-07-13 14:30:00  0.019210  0.019036  0.019079       ...         78.502960   \n",
-       "2017-07-13 15:00:00  0.019268  0.019150  0.019187       ...         43.320353   \n",
-       "2017-07-13 15:30:00  0.019275  0.019100  0.019216       ...        213.617822   \n",
-       "2017-07-13 16:00:00  0.019186  0.018950  0.019110       ...        150.061986   \n",
-       "2017-07-13 16:30:00  0.019220  0.019085  0.019087       ...        195.414023   \n",
-       "2017-07-13 17:00:00  0.019245  0.019101  0.019220       ...         40.426843   \n",
-       "2017-07-13 17:30:00  0.019194  0.018983  0.019180       ...        199.926137   \n",
-       "2017-07-13 18:00:00  0.019112  0.018986  0.019045       ...        270.136564   \n",
-       "2017-07-13 18:30:00  0.019174  0.019040  0.019090       ...        218.741024   \n",
-       "2017-07-13 19:00:00  0.019200  0.019070  0.019124       ...        217.029064   \n",
-       "2017-07-13 19:30:00  0.019125  0.019040  0.019087       ...        170.107803   \n",
-       "2017-07-13 20:00:00  0.019130  0.019000  0.019040       ...        124.236972   \n",
-       "2017-07-13 20:30:00  0.019280  0.019100  0.019130       ...        172.364184   \n",
-       "2017-07-13 21:00:00  0.019382  0.019224  0.019280       ...         79.746635   \n",
-       "2017-07-13 21:30:00  0.019365  0.019110  0.019365       ...        158.553569   \n",
-       "2017-07-13 22:00:00  0.019309  0.019162  0.019204       ...        115.642529   \n",
-       "2017-07-13 22:30:00  0.019353  0.019143  0.019271       ...        100.037610   \n",
-       "2017-07-13 23:00:00  0.019380  0.019250  0.019263       ...        122.109410   \n",
-       "2017-07-13 23:30:00  0.019462  0.019339  0.019350       ...         67.140055   \n",
+       "Pair                   LTCBTC                           ...           XMRBTC  \\\n",
+       "Price                    high       low      open       ...           volume   \n",
+       "date                                                    ...                    \n",
+       "2014-01-18 04:00:00  0.028000  0.028000  0.028000       ...         0.000000   \n",
+       "2014-01-18 04:30:00  0.029000  0.028000  0.029000       ...         0.000000   \n",
+       "2014-01-18 05:00:00  0.028500  0.028500  0.028500       ...         0.000000   \n",
+       "2014-01-18 05:30:00  0.028500  0.028500  0.028500       ...         0.000000   \n",
+       "2014-01-18 06:00:00  0.028500  0.028500  0.028500       ...         0.000000   \n",
+       "2014-01-18 06:30:00  0.028500  0.028500  0.028500       ...         0.000000   \n",
+       "2014-01-18 07:00:00  0.028500  0.028500  0.028500       ...         0.000000   \n",
+       "2014-01-18 07:30:00  0.028500  0.028500  0.028500       ...         0.000000   \n",
+       "2014-01-18 08:00:00  0.028500  0.028500  0.028500       ...         0.000000   \n",
+       "2014-01-18 08:30:00  0.028500  0.028500  0.028500       ...         0.000000   \n",
+       "2014-01-18 09:00:00  0.028500  0.028500  0.028500       ...         0.000000   \n",
+       "2014-01-18 09:30:00  0.028500  0.028500  0.028500       ...         0.000000   \n",
+       "2014-01-18 10:00:00  0.028500  0.028500  0.028500       ...         0.000000   \n",
+       "2014-01-18 10:30:00  0.028500  0.028500  0.028500       ...         0.000000   \n",
+       "2014-01-18 11:00:00  0.028500  0.028500  0.028500       ...         0.000000   \n",
+       "2014-01-18 11:30:00  0.028500  0.028500  0.028500       ...         0.000000   \n",
+       "2014-01-18 12:00:00  0.028500  0.028500  0.028500       ...         0.000000   \n",
+       "2014-01-18 12:30:00  0.028500  0.028500  0.028500       ...         0.000000   \n",
+       "2014-01-18 13:00:00  0.028500  0.028500  0.028500       ...         0.000000   \n",
+       "2014-01-18 13:30:00  0.028500  0.028500  0.028500       ...         0.000000   \n",
+       "2014-01-18 14:00:00  0.028500  0.028500  0.028500       ...         0.000000   \n",
+       "2014-01-18 14:30:00  0.028500  0.028500  0.028500       ...         0.000000   \n",
+       "2014-01-18 15:00:00  0.028500  0.028500  0.028500       ...         0.000000   \n",
+       "2014-01-18 15:30:00  0.028500  0.028500  0.028500       ...         0.000000   \n",
+       "2014-01-18 16:00:00  0.028500  0.028500  0.028500       ...         0.000000   \n",
+       "2014-01-18 16:30:00  0.028500  0.028500  0.028500       ...         0.000000   \n",
+       "2014-01-18 17:00:00  0.028500  0.028500  0.028500       ...         0.000000   \n",
+       "2014-01-18 17:30:00  0.028500  0.028500  0.028500       ...         0.000000   \n",
+       "2014-01-18 18:00:00  0.028500  0.028500  0.028500       ...         0.000000   \n",
+       "2014-01-18 18:30:00  0.028500  0.028500  0.028500       ...         0.000000   \n",
+       "...                       ...       ...       ...       ...              ...   \n",
+       "2017-07-13 09:00:00  0.019238  0.019043  0.019215       ...        16.447470   \n",
+       "2017-07-13 09:30:00  0.019128  0.019005  0.019103       ...        16.381883   \n",
+       "2017-07-13 10:00:00  0.019100  0.019000  0.019032       ...         5.879561   \n",
+       "2017-07-13 10:30:00  0.019200  0.019087  0.019100       ...         6.862038   \n",
+       "2017-07-13 11:00:00  0.019500  0.019193  0.019200       ...         8.927679   \n",
+       "2017-07-13 11:30:00  0.019455  0.019300  0.019300       ...         8.967660   \n",
+       "2017-07-13 12:00:00  0.019492  0.019345  0.019386       ...        11.650610   \n",
+       "2017-07-13 12:30:00  0.019388  0.019257  0.019345       ...        12.990767   \n",
+       "2017-07-13 13:00:00  0.019388  0.019086  0.019385       ...         5.833544   \n",
+       "2017-07-13 13:30:00  0.019258  0.019135  0.019227       ...         5.270448   \n",
+       "2017-07-13 14:00:00  0.019202  0.019037  0.019202       ...         2.315221   \n",
+       "2017-07-13 14:30:00  0.019210  0.019036  0.019079       ...         1.577577   \n",
+       "2017-07-13 15:00:00  0.019268  0.019150  0.019187       ...        69.611434   \n",
+       "2017-07-13 15:30:00  0.019275  0.019100  0.019216       ...        40.700323   \n",
+       "2017-07-13 16:00:00  0.019186  0.018950  0.019110       ...        20.781892   \n",
+       "2017-07-13 16:30:00  0.019220  0.019085  0.019087       ...        22.931610   \n",
+       "2017-07-13 17:00:00  0.019245  0.019101  0.019220       ...        10.652046   \n",
+       "2017-07-13 17:30:00  0.019194  0.018983  0.019180       ...        17.885425   \n",
+       "2017-07-13 18:00:00  0.019112  0.018986  0.019045       ...        13.959773   \n",
+       "2017-07-13 18:30:00  0.019174  0.019040  0.019090       ...        35.339157   \n",
+       "2017-07-13 19:00:00  0.019200  0.019070  0.019124       ...        30.539915   \n",
+       "2017-07-13 19:30:00  0.019125  0.019040  0.019087       ...        31.107351   \n",
+       "2017-07-13 20:00:00  0.019130  0.019000  0.019040       ...        24.475405   \n",
+       "2017-07-13 20:30:00  0.019280  0.019100  0.019130       ...        10.557378   \n",
+       "2017-07-13 21:00:00  0.019382  0.019224  0.019280       ...         2.052379   \n",
+       "2017-07-13 21:30:00  0.019365  0.019110  0.019365       ...        17.000980   \n",
+       "2017-07-13 22:00:00  0.019309  0.019162  0.019204       ...         1.050736   \n",
+       "2017-07-13 22:30:00  0.019353  0.019143  0.019271       ...         4.130065   \n",
+       "2017-07-13 23:00:00  0.019380  0.019250  0.019263       ...         5.774802   \n",
+       "2017-07-13 23:30:00  0.019462  0.019339  0.019350       ...         5.284462   \n",
        "\n",
-       "Pair                                                   BTCUSDT               \\\n",
-       "Price                 quoteVolume weightedAverage         high          low   \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  9.163202e+05        0.000083  2346.606765  2335.099700   \n",
-       "2017-07-13 09:30:00  1.266796e+06        0.000082  2340.990000  2328.000000   \n",
-       "2017-07-13 10:00:00  2.560809e+06        0.000081  2333.389025  2311.752988   \n",
-       "2017-07-13 10:30:00  1.073331e+06        0.000081  2343.000000  2327.079130   \n",
-       "2017-07-13 11:00:00  1.241452e+06        0.000081  2346.670000  2329.792000   \n",
-       "2017-07-13 11:30:00  1.716908e+06        0.000082  2357.612953  2335.415023   \n",
-       "2017-07-13 12:00:00  1.492311e+06        0.000084  2371.772244  2354.987390   \n",
-       "2017-07-13 12:30:00  1.102086e+06        0.000083  2370.000000  2360.100000   \n",
-       "2017-07-13 13:00:00  1.282050e+06        0.000082  2363.000000  2325.110000   \n",
-       "2017-07-13 13:30:00  8.297655e+05        0.000082  2344.926076  2327.777000   \n",
-       "2017-07-13 14:00:00  5.230807e+05        0.000083  2350.000000  2326.110000   \n",
-       "2017-07-13 14:30:00  9.527502e+05        0.000082  2348.000000  2329.000000   \n",
-       "2017-07-13 15:00:00  5.236348e+05        0.000083  2346.513526  2326.459647   \n",
-       "2017-07-13 15:30:00  2.636685e+06        0.000081  2332.000002  2284.010000   \n",
-       "2017-07-13 16:00:00  1.857771e+06        0.000081  2317.000000  2295.500000   \n",
-       "2017-07-13 16:30:00  2.436116e+06        0.000080  2323.187000  2298.500000   \n",
-       "2017-07-13 17:00:00  5.023486e+05        0.000080  2320.000000  2303.333000   \n",
-       "2017-07-13 17:30:00  2.518746e+06        0.000079  2308.000011  2288.110000   \n",
-       "2017-07-13 18:00:00  3.402917e+06        0.000079  2322.000000  2287.111000   \n",
-       "2017-07-13 18:30:00  2.745248e+06        0.000080  2327.001110  2310.002200   \n",
-       "2017-07-13 19:00:00  2.772006e+06        0.000078  2319.589772  2301.229748   \n",
-       "2017-07-13 19:30:00  2.157833e+06        0.000079  2328.267876  2306.000000   \n",
-       "2017-07-13 20:00:00  1.565728e+06        0.000079  2322.965326  2311.468421   \n",
-       "2017-07-13 20:30:00  2.147006e+06        0.000080  2325.763084  2311.468422   \n",
-       "2017-07-13 21:00:00  9.810020e+05        0.000081  2355.020000  2318.218138   \n",
-       "2017-07-13 21:30:00  1.940958e+06        0.000082  2360.000000  2310.443967   \n",
-       "2017-07-13 22:00:00  1.410372e+06        0.000082  2339.698862  2322.000000   \n",
-       "2017-07-13 22:30:00  1.220110e+06        0.000082  2337.231928  2324.471875   \n",
-       "2017-07-13 23:00:00  1.494749e+06        0.000082  2342.462341  2333.796234   \n",
-       "2017-07-13 23:30:00  8.146768e+05        0.000082  2345.094204  2332.821000   \n",
+       "Pair                                                XRPBTC            \\\n",
+       "Price                quoteVolume weightedAverage      high       low   \n",
+       "date                                                                   \n",
+       "2014-01-18 04:00:00     0.000000        0.000000  0.000000  0.000000   \n",
+       "2014-01-18 04:30:00     0.000000        0.000000  0.000000  0.000000   \n",
+       "2014-01-18 05:00:00     0.000000        0.000000  0.000000  0.000000   \n",
+       "2014-01-18 05:30:00     0.000000        0.000000  0.000000  0.000000   \n",
+       "2014-01-18 06:00:00     0.000000        0.000000  0.000000  0.000000   \n",
+       "2014-01-18 06:30:00     0.000000        0.000000  0.000000  0.000000   \n",
+       "2014-01-18 07:00:00     0.000000        0.000000  0.000000  0.000000   \n",
+       "2014-01-18 07:30:00     0.000000        0.000000  0.000000  0.000000   \n",
+       "2014-01-18 08:00:00     0.000000        0.000000  0.000000  0.000000   \n",
+       "2014-01-18 08:30:00     0.000000        0.000000  0.000000  0.000000   \n",
+       "2014-01-18 09:00:00     0.000000        0.000000  0.000000  0.000000   \n",
+       "2014-01-18 09:30:00     0.000000        0.000000  0.000000  0.000000   \n",
+       "2014-01-18 10:00:00     0.000000        0.000000  0.000000  0.000000   \n",
+       "2014-01-18 10:30:00     0.000000        0.000000  0.000000  0.000000   \n",
+       "2014-01-18 11:00:00     0.000000        0.000000  0.000000  0.000000   \n",
+       "2014-01-18 11:30:00     0.000000        0.000000  0.000000  0.000000   \n",
+       "2014-01-18 12:00:00     0.000000        0.000000  0.000000  0.000000   \n",
+       "2014-01-18 12:30:00     0.000000        0.000000  0.000000  0.000000   \n",
+       "2014-01-18 13:00:00     0.000000        0.000000  0.000000  0.000000   \n",
+       "2014-01-18 13:30:00     0.000000        0.000000  0.000000  0.000000   \n",
+       "2014-01-18 14:00:00     0.000000        0.000000  0.000000  0.000000   \n",
+       "2014-01-18 14:30:00     0.000000        0.000000  0.000000  0.000000   \n",
+       "2014-01-18 15:00:00     0.000000        0.000000  0.000000  0.000000   \n",
+       "2014-01-18 15:30:00     0.000000        0.000000  0.000000  0.000000   \n",
+       "2014-01-18 16:00:00     0.000000        0.000000  0.000000  0.000000   \n",
+       "2014-01-18 16:30:00     0.000000        0.000000  0.000000  0.000000   \n",
+       "2014-01-18 17:00:00     0.000000        0.000000  0.000000  0.000000   \n",
+       "2014-01-18 17:30:00     0.000000        0.000000  0.000000  0.000000   \n",
+       "2014-01-18 18:00:00     0.000000        0.000000  0.000000  0.000000   \n",
+       "2014-01-18 18:30:00     0.000000        0.000000  0.000000  0.000000   \n",
+       "...                          ...             ...       ...       ...   \n",
+       "2017-07-13 09:00:00  1014.826043        0.016207  0.000083  0.000082   \n",
+       "2017-07-13 09:30:00  1006.211103        0.016281  0.000083  0.000081   \n",
+       "2017-07-13 10:00:00   362.057572        0.016239  0.000082  0.000080   \n",
+       "2017-07-13 10:30:00   421.023648        0.016298  0.000082  0.000080   \n",
+       "2017-07-13 11:00:00   544.949394        0.016383  0.000082  0.000080   \n",
+       "2017-07-13 11:30:00   545.666655        0.016434  0.000084  0.000081   \n",
+       "2017-07-13 12:00:00   709.466293        0.016422  0.000084  0.000083   \n",
+       "2017-07-13 12:30:00   792.119330        0.016400  0.000083  0.000082   \n",
+       "2017-07-13 13:00:00   356.266861        0.016374  0.000083  0.000082   \n",
+       "2017-07-13 13:30:00   321.593298        0.016389  0.000083  0.000082   \n",
+       "2017-07-13 14:00:00   141.803909        0.016327  0.000083  0.000082   \n",
+       "2017-07-13 14:30:00    96.546480        0.016340  0.000083  0.000082   \n",
+       "2017-07-13 15:00:00  4300.748677        0.016186  0.000083  0.000082   \n",
+       "2017-07-13 15:30:00  2537.211215        0.016041  0.000083  0.000080   \n",
+       "2017-07-13 16:00:00  1296.247685        0.016032  0.000082  0.000080   \n",
+       "2017-07-13 16:30:00  1427.026698        0.016070  0.000081  0.000079   \n",
+       "2017-07-13 17:00:00   658.748194        0.016170  0.000081  0.000080   \n",
+       "2017-07-13 17:30:00  1106.663222        0.016162  0.000080  0.000078   \n",
+       "2017-07-13 18:00:00   868.051721        0.016082  0.000081  0.000079   \n",
+       "2017-07-13 18:30:00  2182.164699        0.016195  0.000081  0.000079   \n",
+       "2017-07-13 19:00:00  1862.691421        0.016396  0.000079  0.000078   \n",
+       "2017-07-13 19:30:00  1895.337919        0.016413  0.000079  0.000078   \n",
+       "2017-07-13 20:00:00  1504.283095        0.016270  0.000080  0.000079   \n",
+       "2017-07-13 20:30:00   646.264376        0.016336  0.000081  0.000079   \n",
+       "2017-07-13 21:00:00   125.407612        0.016366  0.000082  0.000081   \n",
+       "2017-07-13 21:30:00  1042.824300        0.016303  0.000082  0.000081   \n",
+       "2017-07-13 22:00:00    64.258248        0.016352  0.000083  0.000081   \n",
+       "2017-07-13 22:30:00   252.910135        0.016330  0.000082  0.000082   \n",
+       "2017-07-13 23:00:00   354.476663        0.016291  0.000082  0.000081   \n",
+       "2017-07-13 23:30:00   322.402887        0.016391  0.000083  0.000082   \n",
        "\n",
-       "Pair                                                                      \\\n",
-       "Price                       open        close        volume  quoteVolume   \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  2344.068925  2337.718018  3.819836e+05   163.160548   \n",
-       "2017-07-13 09:30:00  2337.718018  2328.511100  3.719490e+05   159.310536   \n",
-       "2017-07-13 10:00:00  2328.511100  2328.079130  7.188295e+05   309.344273   \n",
-       "2017-07-13 10:30:00  2328.079130  2335.167161  2.377475e+05   101.765905   \n",
-       "2017-07-13 11:00:00  2335.167161  2335.600000  3.522817e+05   150.611616   \n",
-       "2017-07-13 11:30:00  2335.600000  2357.600000  4.006569e+05   170.506041   \n",
-       "2017-07-13 12:00:00  2357.600000  2365.000000  7.920015e+05   334.748346   \n",
-       "2017-07-13 12:30:00  2363.800000  2360.112111  3.163272e+05   133.870839   \n",
-       "2017-07-13 13:00:00  2362.112111  2329.999990  7.143561e+05   305.390981   \n",
-       "2017-07-13 13:30:00  2329.999990  2341.000000  5.898132e+05   252.408951   \n",
-       "2017-07-13 14:00:00  2341.000000  2330.000000  5.385380e+05   229.935096   \n",
-       "2017-07-13 14:30:00  2330.000000  2345.000100  4.480679e+05   191.743558   \n",
-       "2017-07-13 15:00:00  2345.000000  2332.000002  6.440691e+05   276.125116   \n",
-       "2017-07-13 15:30:00  2332.000002  2300.000000  2.442496e+06  1060.693632   \n",
-       "2017-07-13 16:00:00  2300.000000  2305.500000  9.413575e+05   407.778283   \n",
-       "2017-07-13 16:30:00  2305.500000  2317.321200  6.331025e+05   273.888582   \n",
-       "2017-07-13 17:00:00  2318.000000  2304.011000  5.933861e+05   256.970578   \n",
-       "2017-07-13 17:30:00  2304.011000  2291.000000  1.326108e+06   577.229345   \n",
-       "2017-07-13 18:00:00  2292.000000  2317.001110  1.016816e+06   441.007609   \n",
-       "2017-07-13 18:30:00  2317.001110  2316.862283  6.394014e+05   275.501661   \n",
-       "2017-07-13 19:00:00  2319.589772  2305.000000  5.069926e+05   219.750442   \n",
-       "2017-07-13 19:30:00  2306.000000  2320.752000  1.078365e+06   465.320453   \n",
-       "2017-07-13 20:00:00  2320.752000  2311.468422  2.687490e+05   115.895326   \n",
-       "2017-07-13 20:30:00  2311.468422  2323.900000  2.285634e+05    98.525344   \n",
-       "2017-07-13 21:00:00  2323.900000  2328.121552  7.391562e+05   316.925462   \n",
-       "2017-07-13 21:30:00  2327.199625  2324.187291  7.142025e+05   306.299013   \n",
-       "2017-07-13 22:00:00  2322.232200  2330.000001  3.240397e+05   139.069176   \n",
-       "2017-07-13 22:30:00  2331.000000  2337.002370  3.528316e+05   151.374833   \n",
-       "2017-07-13 23:00:00  2334.000000  2339.820000  3.638395e+05   155.534126   \n",
-       "2017-07-13 23:30:00  2339.820000  2335.000000  2.078170e+05    88.833776   \n",
+       "Pair                                                               \\\n",
+       "Price                    open     close      volume   quoteVolume   \n",
+       "date                                                                \n",
+       "2014-01-18 04:00:00  0.000000  0.000000    0.000000  0.000000e+00   \n",
+       "2014-01-18 04:30:00  0.000000  0.000000    0.000000  0.000000e+00   \n",
+       "2014-01-18 05:00:00  0.000000  0.000000    0.000000  0.000000e+00   \n",
+       "2014-01-18 05:30:00  0.000000  0.000000    0.000000  0.000000e+00   \n",
+       "2014-01-18 06:00:00  0.000000  0.000000    0.000000  0.000000e+00   \n",
+       "2014-01-18 06:30:00  0.000000  0.000000    0.000000  0.000000e+00   \n",
+       "2014-01-18 07:00:00  0.000000  0.000000    0.000000  0.000000e+00   \n",
+       "2014-01-18 07:30:00  0.000000  0.000000    0.000000  0.000000e+00   \n",
+       "2014-01-18 08:00:00  0.000000  0.000000    0.000000  0.000000e+00   \n",
+       "2014-01-18 08:30:00  0.000000  0.000000    0.000000  0.000000e+00   \n",
+       "2014-01-18 09:00:00  0.000000  0.000000    0.000000  0.000000e+00   \n",
+       "2014-01-18 09:30:00  0.000000  0.000000    0.000000  0.000000e+00   \n",
+       "2014-01-18 10:00:00  0.000000  0.000000    0.000000  0.000000e+00   \n",
+       "2014-01-18 10:30:00  0.000000  0.000000    0.000000  0.000000e+00   \n",
+       "2014-01-18 11:00:00  0.000000  0.000000    0.000000  0.000000e+00   \n",
+       "2014-01-18 11:30:00  0.000000  0.000000    0.000000  0.000000e+00   \n",
+       "2014-01-18 12:00:00  0.000000  0.000000    0.000000  0.000000e+00   \n",
+       "2014-01-18 12:30:00  0.000000  0.000000    0.000000  0.000000e+00   \n",
+       "2014-01-18 13:00:00  0.000000  0.000000    0.000000  0.000000e+00   \n",
+       "2014-01-18 13:30:00  0.000000  0.000000    0.000000  0.000000e+00   \n",
+       "2014-01-18 14:00:00  0.000000  0.000000    0.000000  0.000000e+00   \n",
+       "2014-01-18 14:30:00  0.000000  0.000000    0.000000  0.000000e+00   \n",
+       "2014-01-18 15:00:00  0.000000  0.000000    0.000000  0.000000e+00   \n",
+       "2014-01-18 15:30:00  0.000000  0.000000    0.000000  0.000000e+00   \n",
+       "2014-01-18 16:00:00  0.000000  0.000000    0.000000  0.000000e+00   \n",
+       "2014-01-18 16:30:00  0.000000  0.000000    0.000000  0.000000e+00   \n",
+       "2014-01-18 17:00:00  0.000000  0.000000    0.000000  0.000000e+00   \n",
+       "2014-01-18 17:30:00  0.000000  0.000000    0.000000  0.000000e+00   \n",
+       "2014-01-18 18:00:00  0.000000  0.000000    0.000000  0.000000e+00   \n",
+       "2014-01-18 18:30:00  0.000000  0.000000    0.000000  0.000000e+00   \n",
+       "...                       ...       ...         ...           ...   \n",
+       "2017-07-13 09:00:00  0.000083  0.000083   75.673837  9.163202e+05   \n",
+       "2017-07-13 09:30:00  0.000083  0.000082  104.114158  1.266796e+06   \n",
+       "2017-07-13 10:00:00  0.000082  0.000081  206.415330  2.560809e+06   \n",
+       "2017-07-13 10:30:00  0.000081  0.000081   87.064513  1.073331e+06   \n",
+       "2017-07-13 11:00:00  0.000081  0.000081  100.917295  1.241452e+06   \n",
+       "2017-07-13 11:30:00  0.000081  0.000084  141.109492  1.716908e+06   \n",
+       "2017-07-13 12:00:00  0.000084  0.000083  124.687057  1.492311e+06   \n",
+       "2017-07-13 12:30:00  0.000083  0.000083   91.265661  1.102086e+06   \n",
+       "2017-07-13 13:00:00  0.000083  0.000082  105.651941  1.282050e+06   \n",
+       "2017-07-13 13:30:00  0.000082  0.000083   68.382854  8.297655e+05   \n",
+       "2017-07-13 14:00:00  0.000083  0.000083   43.239600  5.230807e+05   \n",
+       "2017-07-13 14:30:00  0.000083  0.000082   78.502960  9.527502e+05   \n",
+       "2017-07-13 15:00:00  0.000082  0.000083   43.320353  5.236348e+05   \n",
+       "2017-07-13 15:30:00  0.000082  0.000081  213.617822  2.636685e+06   \n",
+       "2017-07-13 16:00:00  0.000081  0.000081  150.061986  1.857771e+06   \n",
+       "2017-07-13 16:30:00  0.000081  0.000081  195.414023  2.436116e+06   \n",
+       "2017-07-13 17:00:00  0.000080  0.000080   40.426843  5.023486e+05   \n",
+       "2017-07-13 17:30:00  0.000080  0.000079  199.926137  2.518746e+06   \n",
+       "2017-07-13 18:00:00  0.000079  0.000079  270.136564  3.402917e+06   \n",
+       "2017-07-13 18:30:00  0.000079  0.000079  218.741024  2.745248e+06   \n",
+       "2017-07-13 19:00:00  0.000079  0.000078  217.029064  2.772006e+06   \n",
+       "2017-07-13 19:30:00  0.000078  0.000079  170.107803  2.157833e+06   \n",
+       "2017-07-13 20:00:00  0.000079  0.000079  124.236972  1.565728e+06   \n",
+       "2017-07-13 20:30:00  0.000079  0.000081  172.364184  2.147006e+06   \n",
+       "2017-07-13 21:00:00  0.000081  0.000081   79.746635  9.810020e+05   \n",
+       "2017-07-13 21:30:00  0.000081  0.000081  158.553569  1.940958e+06   \n",
+       "2017-07-13 22:00:00  0.000081  0.000082  115.642529  1.410372e+06   \n",
+       "2017-07-13 22:30:00  0.000082  0.000082  100.037610  1.220110e+06   \n",
+       "2017-07-13 23:00:00  0.000082  0.000082  122.109410  1.494749e+06   \n",
+       "2017-07-13 23:30:00  0.000082  0.000082   67.140055  8.146768e+05   \n",
        "\n",
        "Pair                                 \n",
        "Price               weightedAverage  \n",
        "date                                 \n",
-       "2014-01-18 04:00:00             NaN  \n",
-       "2014-01-18 04:30:00             NaN  \n",
-       "2014-01-18 05:00:00             NaN  \n",
-       "2014-01-18 05:30:00             NaN  \n",
-       "2014-01-18 06:00:00             NaN  \n",
-       "2014-01-18 06:30:00             NaN  \n",
-       "2014-01-18 07:00:00             NaN  \n",
-       "2014-01-18 07:30:00             NaN  \n",
-       "2014-01-18 08:00:00             NaN  \n",
-       "2014-01-18 08:30:00             NaN  \n",
-       "2014-01-18 09:00:00             NaN  \n",
-       "2014-01-18 09:30:00             NaN  \n",
-       "2014-01-18 10:00:00             NaN  \n",
-       "2014-01-18 10:30:00             NaN  \n",
-       "2014-01-18 11:00:00             NaN  \n",
-       "2014-01-18 11:30:00             NaN  \n",
-       "2014-01-18 12:00:00             NaN  \n",
-       "2014-01-18 12:30:00             NaN  \n",
-       "2014-01-18 13:00:00             NaN  \n",
-       "2014-01-18 13:30:00             NaN  \n",
-       "2014-01-18 14:00:00             NaN  \n",
-       "2014-01-18 14:30:00             NaN  \n",
-       "2014-01-18 15:00:00             NaN  \n",
-       "2014-01-18 15:30:00             NaN  \n",
-       "2014-01-18 16:00:00             NaN  \n",
-       "2014-01-18 16:30:00             NaN  \n",
-       "2014-01-18 17:00:00             NaN  \n",
-       "2014-01-18 17:30:00             NaN  \n",
-       "2014-01-18 18:00:00             NaN  \n",
-       "2014-01-18 18:30:00             NaN  \n",
+       "2014-01-18 04:00:00        0.000000  \n",
+       "2014-01-18 04:30:00        0.000000  \n",
+       "2014-01-18 05:00:00        0.000000  \n",
+       "2014-01-18 05:30:00        0.000000  \n",
+       "2014-01-18 06:00:00        0.000000  \n",
+       "2014-01-18 06:30:00        0.000000  \n",
+       "2014-01-18 07:00:00        0.000000  \n",
+       "2014-01-18 07:30:00        0.000000  \n",
+       "2014-01-18 08:00:00        0.000000  \n",
+       "2014-01-18 08:30:00        0.000000  \n",
+       "2014-01-18 09:00:00        0.000000  \n",
+       "2014-01-18 09:30:00        0.000000  \n",
+       "2014-01-18 10:00:00        0.000000  \n",
+       "2014-01-18 10:30:00        0.000000  \n",
+       "2014-01-18 11:00:00        0.000000  \n",
+       "2014-01-18 11:30:00        0.000000  \n",
+       "2014-01-18 12:00:00        0.000000  \n",
+       "2014-01-18 12:30:00        0.000000  \n",
+       "2014-01-18 13:00:00        0.000000  \n",
+       "2014-01-18 13:30:00        0.000000  \n",
+       "2014-01-18 14:00:00        0.000000  \n",
+       "2014-01-18 14:30:00        0.000000  \n",
+       "2014-01-18 15:00:00        0.000000  \n",
+       "2014-01-18 15:30:00        0.000000  \n",
+       "2014-01-18 16:00:00        0.000000  \n",
+       "2014-01-18 16:30:00        0.000000  \n",
+       "2014-01-18 17:00:00        0.000000  \n",
+       "2014-01-18 17:30:00        0.000000  \n",
+       "2014-01-18 18:00:00        0.000000  \n",
+       "2014-01-18 18:30:00        0.000000  \n",
        "...                             ...  \n",
-       "2017-07-13 09:00:00     2341.151574  \n",
-       "2017-07-13 09:30:00     2334.742231  \n",
-       "2017-07-13 10:00:00     2323.720075  \n",
-       "2017-07-13 10:30:00     2336.219969  \n",
-       "2017-07-13 11:00:00     2339.007582  \n",
-       "2017-07-13 11:30:00     2349.810572  \n",
-       "2017-07-13 12:00:00     2365.960817  \n",
-       "2017-07-13 12:30:00     2362.928101  \n",
-       "2017-07-13 13:00:00     2339.152555  \n",
-       "2017-07-13 13:30:00     2336.736459  \n",
-       "2017-07-13 14:00:00     2342.130395  \n",
-       "2017-07-13 14:30:00     2336.808239  \n",
-       "2017-07-13 15:00:00     2332.526173  \n",
-       "2017-07-13 15:30:00     2302.734947  \n",
-       "2017-07-13 16:00:00     2308.503195  \n",
-       "2017-07-13 16:30:00     2311.532937  \n",
-       "2017-07-13 17:00:00     2309.159565  \n",
-       "2017-07-13 17:30:00     2297.368127  \n",
-       "2017-07-13 18:00:00     2305.664566  \n",
-       "2017-07-13 18:30:00     2320.862153  \n",
-       "2017-07-13 19:00:00     2307.129063  \n",
-       "2017-07-13 19:30:00     2317.468086  \n",
-       "2017-07-13 20:00:00     2318.894463  \n",
-       "2017-07-13 20:30:00     2319.843221  \n",
-       "2017-07-13 21:00:00     2332.271562  \n",
-       "2017-07-13 21:30:00     2331.716771  \n",
-       "2017-07-13 22:00:00     2330.060998  \n",
-       "2017-07-13 22:30:00     2330.847381  \n",
-       "2017-07-13 23:00:00     2339.290690  \n",
-       "2017-07-13 23:30:00     2339.391433  \n",
+       "2017-07-13 09:00:00        0.000083  \n",
+       "2017-07-13 09:30:00        0.000082  \n",
+       "2017-07-13 10:00:00        0.000081  \n",
+       "2017-07-13 10:30:00        0.000081  \n",
+       "2017-07-13 11:00:00        0.000081  \n",
+       "2017-07-13 11:30:00        0.000082  \n",
+       "2017-07-13 12:00:00        0.000084  \n",
+       "2017-07-13 12:30:00        0.000083  \n",
+       "2017-07-13 13:00:00        0.000082  \n",
+       "2017-07-13 13:30:00        0.000082  \n",
+       "2017-07-13 14:00:00        0.000083  \n",
+       "2017-07-13 14:30:00        0.000082  \n",
+       "2017-07-13 15:00:00        0.000083  \n",
+       "2017-07-13 15:30:00        0.000081  \n",
+       "2017-07-13 16:00:00        0.000081  \n",
+       "2017-07-13 16:30:00        0.000080  \n",
+       "2017-07-13 17:00:00        0.000080  \n",
+       "2017-07-13 17:30:00        0.000079  \n",
+       "2017-07-13 18:00:00        0.000079  \n",
+       "2017-07-13 18:30:00        0.000080  \n",
+       "2017-07-13 19:00:00        0.000078  \n",
+       "2017-07-13 19:30:00        0.000079  \n",
+       "2017-07-13 20:00:00        0.000079  \n",
+       "2017-07-13 20:30:00        0.000080  \n",
+       "2017-07-13 21:00:00        0.000081  \n",
+       "2017-07-13 21:30:00        0.000082  \n",
+       "2017-07-13 22:00:00        0.000082  \n",
+       "2017-07-13 22:30:00        0.000082  \n",
+       "2017-07-13 23:00:00        0.000082  \n",
+       "2017-07-13 23:30:00        0.000082  \n",
        "\n",
-       "[61096 rows x 49 columns]"
+       "[61096 rows x 42 columns]"
       ]
      },
-     "execution_count": 7,
+     "execution_count": 43,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2085,16 +2086,28 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 44,
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2017-07-14T10:49:59.259893Z",
-     "start_time": "2017-07-14T18:49:59.257752+08:00"
-    },
-    "collapsed": true
+     "end_time": "2017-07-15T03:48:43.309994Z",
+     "start_time": "2017-07-15T11:48:43.306357+08:00"
+    }
    },
-   "outputs": [],
-   "source": []
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Index(['BTCBTC', 'LTCBTC', 'DOGEBTC', 'DASHBTC', 'XMRBTC', 'XRPBTC'], dtype='object', name='Pair')"
+      ]
+     },
+     "execution_count": 44,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.columns.levels[0]"
+   ]
   },
   {
    "cell_type": "code",
@@ -2111,11 +2124,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 45,
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2017-07-15T00:30:02.003201Z",
-     "start_time": "2017-07-15T08:30:02.000828+08:00"
+     "end_time": "2017-07-15T03:48:48.623716Z",
+     "start_time": "2017-07-15T11:48:48.619387+08:00"
     },
     "collapsed": true
    },
@@ -2130,11 +2143,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 46,
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2017-07-15T00:30:03.568011Z",
-     "start_time": "2017-07-15T08:30:03.463278+08:00"
+     "end_time": "2017-07-15T03:48:48.953347Z",
+     "start_time": "2017-07-15T11:48:48.852818+08:00"
     }
    },
    "outputs": [
@@ -2162,8 +2175,8 @@
        "      <th colspan=\"7\" halign=\"left\">BTCBTC</th>\n",
        "      <th colspan=\"3\" halign=\"left\">LTCBTC</th>\n",
        "      <th>...</th>\n",
-       "      <th colspan=\"3\" halign=\"left\">XRPBTC</th>\n",
-       "      <th colspan=\"7\" halign=\"left\">BTCUSDT</th>\n",
+       "      <th colspan=\"3\" halign=\"left\">XMRBTC</th>\n",
+       "      <th colspan=\"7\" halign=\"left\">XRPBTC</th>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Price</th>\n",
@@ -2229,7 +2242,8 @@
        "      <td>0.028000</td>\n",
        "      <td>...</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
@@ -2237,7 +2251,6 @@
        "      <td>0.000000</td>\n",
        "      <td>0.000000e+00</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-01-18 04:30:00</th>\n",
@@ -2253,7 +2266,8 @@
        "      <td>0.029000</td>\n",
        "      <td>...</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
@@ -2261,7 +2275,6 @@
        "      <td>0.000000</td>\n",
        "      <td>0.000000e+00</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-01-18 05:00:00</th>\n",
@@ -2277,7 +2290,8 @@
        "      <td>0.028500</td>\n",
        "      <td>...</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
@@ -2285,7 +2299,6 @@
        "      <td>0.000000</td>\n",
        "      <td>0.000000e+00</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-01-18 05:30:00</th>\n",
@@ -2301,7 +2314,8 @@
        "      <td>0.028500</td>\n",
        "      <td>...</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
@@ -2309,7 +2323,6 @@
        "      <td>0.000000</td>\n",
        "      <td>0.000000e+00</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-01-18 06:00:00</th>\n",
@@ -2325,7 +2338,8 @@
        "      <td>0.028500</td>\n",
        "      <td>...</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
@@ -2333,7 +2347,6 @@
        "      <td>0.000000</td>\n",
        "      <td>0.000000e+00</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-01-18 06:30:00</th>\n",
@@ -2349,7 +2362,8 @@
        "      <td>0.028500</td>\n",
        "      <td>...</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
@@ -2357,7 +2371,6 @@
        "      <td>0.000000</td>\n",
        "      <td>0.000000e+00</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-01-18 07:00:00</th>\n",
@@ -2373,7 +2386,8 @@
        "      <td>0.028500</td>\n",
        "      <td>...</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
@@ -2381,7 +2395,6 @@
        "      <td>0.000000</td>\n",
        "      <td>0.000000e+00</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-01-18 07:30:00</th>\n",
@@ -2397,7 +2410,8 @@
        "      <td>0.028500</td>\n",
        "      <td>...</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
@@ -2405,7 +2419,6 @@
        "      <td>0.000000</td>\n",
        "      <td>0.000000e+00</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-01-18 08:00:00</th>\n",
@@ -2421,7 +2434,8 @@
        "      <td>0.028500</td>\n",
        "      <td>...</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
@@ -2429,7 +2443,6 @@
        "      <td>0.000000</td>\n",
        "      <td>0.000000e+00</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-01-18 08:30:00</th>\n",
@@ -2445,7 +2458,8 @@
        "      <td>0.028500</td>\n",
        "      <td>...</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
@@ -2453,7 +2467,6 @@
        "      <td>0.000000</td>\n",
        "      <td>0.000000e+00</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-01-18 09:00:00</th>\n",
@@ -2469,7 +2482,8 @@
        "      <td>0.028500</td>\n",
        "      <td>...</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
@@ -2477,7 +2491,6 @@
        "      <td>0.000000</td>\n",
        "      <td>0.000000e+00</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-01-18 09:30:00</th>\n",
@@ -2493,7 +2506,8 @@
        "      <td>0.028500</td>\n",
        "      <td>...</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
@@ -2501,7 +2515,6 @@
        "      <td>0.000000</td>\n",
        "      <td>0.000000e+00</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-01-18 10:00:00</th>\n",
@@ -2517,7 +2530,8 @@
        "      <td>0.028500</td>\n",
        "      <td>...</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
@@ -2525,7 +2539,6 @@
        "      <td>0.000000</td>\n",
        "      <td>0.000000e+00</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-01-18 10:30:00</th>\n",
@@ -2541,7 +2554,8 @@
        "      <td>0.028500</td>\n",
        "      <td>...</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
@@ -2549,7 +2563,6 @@
        "      <td>0.000000</td>\n",
        "      <td>0.000000e+00</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-01-18 11:00:00</th>\n",
@@ -2565,7 +2578,8 @@
        "      <td>0.028500</td>\n",
        "      <td>...</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
@@ -2573,7 +2587,6 @@
        "      <td>0.000000</td>\n",
        "      <td>0.000000e+00</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-01-18 11:30:00</th>\n",
@@ -2589,7 +2602,8 @@
        "      <td>0.028500</td>\n",
        "      <td>...</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
@@ -2597,7 +2611,6 @@
        "      <td>0.000000</td>\n",
        "      <td>0.000000e+00</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-01-18 12:00:00</th>\n",
@@ -2613,7 +2626,8 @@
        "      <td>0.028500</td>\n",
        "      <td>...</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
@@ -2621,7 +2635,6 @@
        "      <td>0.000000</td>\n",
        "      <td>0.000000e+00</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-01-18 12:30:00</th>\n",
@@ -2637,7 +2650,8 @@
        "      <td>0.028500</td>\n",
        "      <td>...</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
@@ -2645,7 +2659,6 @@
        "      <td>0.000000</td>\n",
        "      <td>0.000000e+00</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-01-18 13:00:00</th>\n",
@@ -2661,7 +2674,8 @@
        "      <td>0.028500</td>\n",
        "      <td>...</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
@@ -2669,7 +2683,6 @@
        "      <td>0.000000</td>\n",
        "      <td>0.000000e+00</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-01-18 13:30:00</th>\n",
@@ -2685,7 +2698,8 @@
        "      <td>0.028500</td>\n",
        "      <td>...</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
@@ -2693,7 +2707,6 @@
        "      <td>0.000000</td>\n",
        "      <td>0.000000e+00</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-01-18 14:00:00</th>\n",
@@ -2709,7 +2722,8 @@
        "      <td>0.028500</td>\n",
        "      <td>...</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
@@ -2717,7 +2731,6 @@
        "      <td>0.000000</td>\n",
        "      <td>0.000000e+00</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-01-18 14:30:00</th>\n",
@@ -2733,7 +2746,8 @@
        "      <td>0.028500</td>\n",
        "      <td>...</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
@@ -2741,7 +2755,6 @@
        "      <td>0.000000</td>\n",
        "      <td>0.000000e+00</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-01-18 15:00:00</th>\n",
@@ -2757,7 +2770,8 @@
        "      <td>0.028500</td>\n",
        "      <td>...</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
@@ -2765,7 +2779,6 @@
        "      <td>0.000000</td>\n",
        "      <td>0.000000e+00</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-01-18 15:30:00</th>\n",
@@ -2781,7 +2794,8 @@
        "      <td>0.028500</td>\n",
        "      <td>...</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
@@ -2789,7 +2803,6 @@
        "      <td>0.000000</td>\n",
        "      <td>0.000000e+00</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-01-18 16:00:00</th>\n",
@@ -2805,7 +2818,8 @@
        "      <td>0.028500</td>\n",
        "      <td>...</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
@@ -2813,7 +2827,6 @@
        "      <td>0.000000</td>\n",
        "      <td>0.000000e+00</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-01-18 16:30:00</th>\n",
@@ -2829,7 +2842,8 @@
        "      <td>0.028500</td>\n",
        "      <td>...</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
@@ -2837,7 +2851,6 @@
        "      <td>0.000000</td>\n",
        "      <td>0.000000e+00</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-01-18 17:00:00</th>\n",
@@ -2853,7 +2866,8 @@
        "      <td>0.028500</td>\n",
        "      <td>...</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
@@ -2861,7 +2875,6 @@
        "      <td>0.000000</td>\n",
        "      <td>0.000000e+00</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-01-18 17:30:00</th>\n",
@@ -2877,7 +2890,8 @@
        "      <td>0.028500</td>\n",
        "      <td>...</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
@@ -2885,7 +2899,6 @@
        "      <td>0.000000</td>\n",
        "      <td>0.000000e+00</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-01-18 18:00:00</th>\n",
@@ -2901,7 +2914,8 @@
        "      <td>0.028500</td>\n",
        "      <td>...</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
@@ -2909,7 +2923,6 @@
        "      <td>0.000000</td>\n",
        "      <td>0.000000e+00</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-01-18 18:30:00</th>\n",
@@ -2925,7 +2938,8 @@
        "      <td>0.028500</td>\n",
        "      <td>...</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
@@ -2933,7 +2947,6 @@
        "      <td>0.000000</td>\n",
        "      <td>0.000000e+00</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>...</th>\n",
@@ -2972,16 +2985,16 @@
        "      <td>0.019043</td>\n",
        "      <td>0.019215</td>\n",
        "      <td>...</td>\n",
+       "      <td>16.447470</td>\n",
+       "      <td>1014.826043</td>\n",
+       "      <td>0.016207</td>\n",
+       "      <td>0.000083</td>\n",
+       "      <td>0.000082</td>\n",
+       "      <td>0.000083</td>\n",
+       "      <td>0.000083</td>\n",
        "      <td>75.673837</td>\n",
        "      <td>9.163202e+05</td>\n",
        "      <td>0.000083</td>\n",
-       "      <td>2346.606765</td>\n",
-       "      <td>2335.099700</td>\n",
-       "      <td>2344.068925</td>\n",
-       "      <td>2337.718018</td>\n",
-       "      <td>3.819836e+05</td>\n",
-       "      <td>163.160548</td>\n",
-       "      <td>2341.151574</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2017-07-13 09:30:00</th>\n",
@@ -2996,16 +3009,16 @@
        "      <td>0.019005</td>\n",
        "      <td>0.019103</td>\n",
        "      <td>...</td>\n",
+       "      <td>16.381883</td>\n",
+       "      <td>1006.211103</td>\n",
+       "      <td>0.016281</td>\n",
+       "      <td>0.000083</td>\n",
+       "      <td>0.000081</td>\n",
+       "      <td>0.000083</td>\n",
+       "      <td>0.000082</td>\n",
        "      <td>104.114158</td>\n",
        "      <td>1.266796e+06</td>\n",
        "      <td>0.000082</td>\n",
-       "      <td>2340.990000</td>\n",
-       "      <td>2328.000000</td>\n",
-       "      <td>2337.718018</td>\n",
-       "      <td>2328.511100</td>\n",
-       "      <td>3.719490e+05</td>\n",
-       "      <td>159.310536</td>\n",
-       "      <td>2334.742231</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2017-07-13 10:00:00</th>\n",
@@ -3020,16 +3033,16 @@
        "      <td>0.019000</td>\n",
        "      <td>0.019032</td>\n",
        "      <td>...</td>\n",
+       "      <td>5.879561</td>\n",
+       "      <td>362.057572</td>\n",
+       "      <td>0.016239</td>\n",
+       "      <td>0.000082</td>\n",
+       "      <td>0.000080</td>\n",
+       "      <td>0.000082</td>\n",
+       "      <td>0.000081</td>\n",
        "      <td>206.415330</td>\n",
        "      <td>2.560809e+06</td>\n",
        "      <td>0.000081</td>\n",
-       "      <td>2333.389025</td>\n",
-       "      <td>2311.752988</td>\n",
-       "      <td>2328.511100</td>\n",
-       "      <td>2328.079130</td>\n",
-       "      <td>7.188295e+05</td>\n",
-       "      <td>309.344273</td>\n",
-       "      <td>2323.720075</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2017-07-13 10:30:00</th>\n",
@@ -3044,16 +3057,16 @@
        "      <td>0.019087</td>\n",
        "      <td>0.019100</td>\n",
        "      <td>...</td>\n",
+       "      <td>6.862038</td>\n",
+       "      <td>421.023648</td>\n",
+       "      <td>0.016298</td>\n",
+       "      <td>0.000082</td>\n",
+       "      <td>0.000080</td>\n",
+       "      <td>0.000081</td>\n",
+       "      <td>0.000081</td>\n",
        "      <td>87.064513</td>\n",
        "      <td>1.073331e+06</td>\n",
        "      <td>0.000081</td>\n",
-       "      <td>2343.000000</td>\n",
-       "      <td>2327.079130</td>\n",
-       "      <td>2328.079130</td>\n",
-       "      <td>2335.167161</td>\n",
-       "      <td>2.377475e+05</td>\n",
-       "      <td>101.765905</td>\n",
-       "      <td>2336.219969</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2017-07-13 11:00:00</th>\n",
@@ -3068,16 +3081,16 @@
        "      <td>0.019193</td>\n",
        "      <td>0.019200</td>\n",
        "      <td>...</td>\n",
+       "      <td>8.927679</td>\n",
+       "      <td>544.949394</td>\n",
+       "      <td>0.016383</td>\n",
+       "      <td>0.000082</td>\n",
+       "      <td>0.000080</td>\n",
+       "      <td>0.000081</td>\n",
+       "      <td>0.000081</td>\n",
        "      <td>100.917295</td>\n",
        "      <td>1.241452e+06</td>\n",
        "      <td>0.000081</td>\n",
-       "      <td>2346.670000</td>\n",
-       "      <td>2329.792000</td>\n",
-       "      <td>2335.167161</td>\n",
-       "      <td>2335.600000</td>\n",
-       "      <td>3.522817e+05</td>\n",
-       "      <td>150.611616</td>\n",
-       "      <td>2339.007582</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2017-07-13 11:30:00</th>\n",
@@ -3092,16 +3105,16 @@
        "      <td>0.019300</td>\n",
        "      <td>0.019300</td>\n",
        "      <td>...</td>\n",
+       "      <td>8.967660</td>\n",
+       "      <td>545.666655</td>\n",
+       "      <td>0.016434</td>\n",
+       "      <td>0.000084</td>\n",
+       "      <td>0.000081</td>\n",
+       "      <td>0.000081</td>\n",
+       "      <td>0.000084</td>\n",
        "      <td>141.109492</td>\n",
        "      <td>1.716908e+06</td>\n",
        "      <td>0.000082</td>\n",
-       "      <td>2357.612953</td>\n",
-       "      <td>2335.415023</td>\n",
-       "      <td>2335.600000</td>\n",
-       "      <td>2357.600000</td>\n",
-       "      <td>4.006569e+05</td>\n",
-       "      <td>170.506041</td>\n",
-       "      <td>2349.810572</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2017-07-13 12:00:00</th>\n",
@@ -3116,16 +3129,16 @@
        "      <td>0.019345</td>\n",
        "      <td>0.019386</td>\n",
        "      <td>...</td>\n",
+       "      <td>11.650610</td>\n",
+       "      <td>709.466293</td>\n",
+       "      <td>0.016422</td>\n",
+       "      <td>0.000084</td>\n",
+       "      <td>0.000083</td>\n",
+       "      <td>0.000084</td>\n",
+       "      <td>0.000083</td>\n",
        "      <td>124.687057</td>\n",
        "      <td>1.492311e+06</td>\n",
        "      <td>0.000084</td>\n",
-       "      <td>2371.772244</td>\n",
-       "      <td>2354.987390</td>\n",
-       "      <td>2357.600000</td>\n",
-       "      <td>2365.000000</td>\n",
-       "      <td>7.920015e+05</td>\n",
-       "      <td>334.748346</td>\n",
-       "      <td>2365.960817</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2017-07-13 12:30:00</th>\n",
@@ -3140,16 +3153,16 @@
        "      <td>0.019257</td>\n",
        "      <td>0.019345</td>\n",
        "      <td>...</td>\n",
+       "      <td>12.990767</td>\n",
+       "      <td>792.119330</td>\n",
+       "      <td>0.016400</td>\n",
+       "      <td>0.000083</td>\n",
+       "      <td>0.000082</td>\n",
+       "      <td>0.000083</td>\n",
+       "      <td>0.000083</td>\n",
        "      <td>91.265661</td>\n",
        "      <td>1.102086e+06</td>\n",
        "      <td>0.000083</td>\n",
-       "      <td>2370.000000</td>\n",
-       "      <td>2360.100000</td>\n",
-       "      <td>2363.800000</td>\n",
-       "      <td>2360.112111</td>\n",
-       "      <td>3.163272e+05</td>\n",
-       "      <td>133.870839</td>\n",
-       "      <td>2362.928101</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2017-07-13 13:00:00</th>\n",
@@ -3164,16 +3177,16 @@
        "      <td>0.019086</td>\n",
        "      <td>0.019385</td>\n",
        "      <td>...</td>\n",
+       "      <td>5.833544</td>\n",
+       "      <td>356.266861</td>\n",
+       "      <td>0.016374</td>\n",
+       "      <td>0.000083</td>\n",
+       "      <td>0.000082</td>\n",
+       "      <td>0.000083</td>\n",
+       "      <td>0.000082</td>\n",
        "      <td>105.651941</td>\n",
        "      <td>1.282050e+06</td>\n",
        "      <td>0.000082</td>\n",
-       "      <td>2363.000000</td>\n",
-       "      <td>2325.110000</td>\n",
-       "      <td>2362.112111</td>\n",
-       "      <td>2329.999990</td>\n",
-       "      <td>7.143561e+05</td>\n",
-       "      <td>305.390981</td>\n",
-       "      <td>2339.152555</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2017-07-13 13:30:00</th>\n",
@@ -3188,16 +3201,16 @@
        "      <td>0.019135</td>\n",
        "      <td>0.019227</td>\n",
        "      <td>...</td>\n",
+       "      <td>5.270448</td>\n",
+       "      <td>321.593298</td>\n",
+       "      <td>0.016389</td>\n",
+       "      <td>0.000083</td>\n",
+       "      <td>0.000082</td>\n",
+       "      <td>0.000082</td>\n",
+       "      <td>0.000083</td>\n",
        "      <td>68.382854</td>\n",
        "      <td>8.297655e+05</td>\n",
        "      <td>0.000082</td>\n",
-       "      <td>2344.926076</td>\n",
-       "      <td>2327.777000</td>\n",
-       "      <td>2329.999990</td>\n",
-       "      <td>2341.000000</td>\n",
-       "      <td>5.898132e+05</td>\n",
-       "      <td>252.408951</td>\n",
-       "      <td>2336.736459</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2017-07-13 14:00:00</th>\n",
@@ -3212,16 +3225,16 @@
        "      <td>0.019037</td>\n",
        "      <td>0.019202</td>\n",
        "      <td>...</td>\n",
+       "      <td>2.315221</td>\n",
+       "      <td>141.803909</td>\n",
+       "      <td>0.016327</td>\n",
+       "      <td>0.000083</td>\n",
+       "      <td>0.000082</td>\n",
+       "      <td>0.000083</td>\n",
+       "      <td>0.000083</td>\n",
        "      <td>43.239600</td>\n",
        "      <td>5.230807e+05</td>\n",
        "      <td>0.000083</td>\n",
-       "      <td>2350.000000</td>\n",
-       "      <td>2326.110000</td>\n",
-       "      <td>2341.000000</td>\n",
-       "      <td>2330.000000</td>\n",
-       "      <td>5.385380e+05</td>\n",
-       "      <td>229.935096</td>\n",
-       "      <td>2342.130395</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2017-07-13 14:30:00</th>\n",
@@ -3236,16 +3249,16 @@
        "      <td>0.019036</td>\n",
        "      <td>0.019079</td>\n",
        "      <td>...</td>\n",
+       "      <td>1.577577</td>\n",
+       "      <td>96.546480</td>\n",
+       "      <td>0.016340</td>\n",
+       "      <td>0.000083</td>\n",
+       "      <td>0.000082</td>\n",
+       "      <td>0.000083</td>\n",
+       "      <td>0.000082</td>\n",
        "      <td>78.502960</td>\n",
        "      <td>9.527502e+05</td>\n",
        "      <td>0.000082</td>\n",
-       "      <td>2348.000000</td>\n",
-       "      <td>2329.000000</td>\n",
-       "      <td>2330.000000</td>\n",
-       "      <td>2345.000100</td>\n",
-       "      <td>4.480679e+05</td>\n",
-       "      <td>191.743558</td>\n",
-       "      <td>2336.808239</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2017-07-13 15:00:00</th>\n",
@@ -3260,16 +3273,16 @@
        "      <td>0.019150</td>\n",
        "      <td>0.019187</td>\n",
        "      <td>...</td>\n",
+       "      <td>69.611434</td>\n",
+       "      <td>4300.748677</td>\n",
+       "      <td>0.016186</td>\n",
+       "      <td>0.000083</td>\n",
+       "      <td>0.000082</td>\n",
+       "      <td>0.000082</td>\n",
+       "      <td>0.000083</td>\n",
        "      <td>43.320353</td>\n",
        "      <td>5.236348e+05</td>\n",
        "      <td>0.000083</td>\n",
-       "      <td>2346.513526</td>\n",
-       "      <td>2326.459647</td>\n",
-       "      <td>2345.000000</td>\n",
-       "      <td>2332.000002</td>\n",
-       "      <td>6.440691e+05</td>\n",
-       "      <td>276.125116</td>\n",
-       "      <td>2332.526173</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2017-07-13 15:30:00</th>\n",
@@ -3284,16 +3297,16 @@
        "      <td>0.019100</td>\n",
        "      <td>0.019216</td>\n",
        "      <td>...</td>\n",
+       "      <td>40.700323</td>\n",
+       "      <td>2537.211215</td>\n",
+       "      <td>0.016041</td>\n",
+       "      <td>0.000083</td>\n",
+       "      <td>0.000080</td>\n",
+       "      <td>0.000082</td>\n",
+       "      <td>0.000081</td>\n",
        "      <td>213.617822</td>\n",
        "      <td>2.636685e+06</td>\n",
        "      <td>0.000081</td>\n",
-       "      <td>2332.000002</td>\n",
-       "      <td>2284.010000</td>\n",
-       "      <td>2332.000002</td>\n",
-       "      <td>2300.000000</td>\n",
-       "      <td>2.442496e+06</td>\n",
-       "      <td>1060.693632</td>\n",
-       "      <td>2302.734947</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2017-07-13 16:00:00</th>\n",
@@ -3308,16 +3321,16 @@
        "      <td>0.018950</td>\n",
        "      <td>0.019110</td>\n",
        "      <td>...</td>\n",
+       "      <td>20.781892</td>\n",
+       "      <td>1296.247685</td>\n",
+       "      <td>0.016032</td>\n",
+       "      <td>0.000082</td>\n",
+       "      <td>0.000080</td>\n",
+       "      <td>0.000081</td>\n",
+       "      <td>0.000081</td>\n",
        "      <td>150.061986</td>\n",
        "      <td>1.857771e+06</td>\n",
        "      <td>0.000081</td>\n",
-       "      <td>2317.000000</td>\n",
-       "      <td>2295.500000</td>\n",
-       "      <td>2300.000000</td>\n",
-       "      <td>2305.500000</td>\n",
-       "      <td>9.413575e+05</td>\n",
-       "      <td>407.778283</td>\n",
-       "      <td>2308.503195</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2017-07-13 16:30:00</th>\n",
@@ -3332,16 +3345,16 @@
        "      <td>0.019085</td>\n",
        "      <td>0.019087</td>\n",
        "      <td>...</td>\n",
+       "      <td>22.931610</td>\n",
+       "      <td>1427.026698</td>\n",
+       "      <td>0.016070</td>\n",
+       "      <td>0.000081</td>\n",
+       "      <td>0.000079</td>\n",
+       "      <td>0.000081</td>\n",
+       "      <td>0.000081</td>\n",
        "      <td>195.414023</td>\n",
        "      <td>2.436116e+06</td>\n",
        "      <td>0.000080</td>\n",
-       "      <td>2323.187000</td>\n",
-       "      <td>2298.500000</td>\n",
-       "      <td>2305.500000</td>\n",
-       "      <td>2317.321200</td>\n",
-       "      <td>6.331025e+05</td>\n",
-       "      <td>273.888582</td>\n",
-       "      <td>2311.532937</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2017-07-13 17:00:00</th>\n",
@@ -3356,16 +3369,16 @@
        "      <td>0.019101</td>\n",
        "      <td>0.019220</td>\n",
        "      <td>...</td>\n",
+       "      <td>10.652046</td>\n",
+       "      <td>658.748194</td>\n",
+       "      <td>0.016170</td>\n",
+       "      <td>0.000081</td>\n",
+       "      <td>0.000080</td>\n",
+       "      <td>0.000080</td>\n",
+       "      <td>0.000080</td>\n",
        "      <td>40.426843</td>\n",
        "      <td>5.023486e+05</td>\n",
        "      <td>0.000080</td>\n",
-       "      <td>2320.000000</td>\n",
-       "      <td>2303.333000</td>\n",
-       "      <td>2318.000000</td>\n",
-       "      <td>2304.011000</td>\n",
-       "      <td>5.933861e+05</td>\n",
-       "      <td>256.970578</td>\n",
-       "      <td>2309.159565</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2017-07-13 17:30:00</th>\n",
@@ -3380,16 +3393,16 @@
        "      <td>0.018983</td>\n",
        "      <td>0.019180</td>\n",
        "      <td>...</td>\n",
+       "      <td>17.885425</td>\n",
+       "      <td>1106.663222</td>\n",
+       "      <td>0.016162</td>\n",
+       "      <td>0.000080</td>\n",
+       "      <td>0.000078</td>\n",
+       "      <td>0.000080</td>\n",
+       "      <td>0.000079</td>\n",
        "      <td>199.926137</td>\n",
        "      <td>2.518746e+06</td>\n",
        "      <td>0.000079</td>\n",
-       "      <td>2308.000011</td>\n",
-       "      <td>2288.110000</td>\n",
-       "      <td>2304.011000</td>\n",
-       "      <td>2291.000000</td>\n",
-       "      <td>1.326108e+06</td>\n",
-       "      <td>577.229345</td>\n",
-       "      <td>2297.368127</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2017-07-13 18:00:00</th>\n",
@@ -3404,16 +3417,16 @@
        "      <td>0.018986</td>\n",
        "      <td>0.019045</td>\n",
        "      <td>...</td>\n",
+       "      <td>13.959773</td>\n",
+       "      <td>868.051721</td>\n",
+       "      <td>0.016082</td>\n",
+       "      <td>0.000081</td>\n",
+       "      <td>0.000079</td>\n",
+       "      <td>0.000079</td>\n",
+       "      <td>0.000079</td>\n",
        "      <td>270.136564</td>\n",
        "      <td>3.402917e+06</td>\n",
        "      <td>0.000079</td>\n",
-       "      <td>2322.000000</td>\n",
-       "      <td>2287.111000</td>\n",
-       "      <td>2292.000000</td>\n",
-       "      <td>2317.001110</td>\n",
-       "      <td>1.016816e+06</td>\n",
-       "      <td>441.007609</td>\n",
-       "      <td>2305.664566</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2017-07-13 18:30:00</th>\n",
@@ -3428,16 +3441,16 @@
        "      <td>0.019040</td>\n",
        "      <td>0.019090</td>\n",
        "      <td>...</td>\n",
+       "      <td>35.339157</td>\n",
+       "      <td>2182.164699</td>\n",
+       "      <td>0.016195</td>\n",
+       "      <td>0.000081</td>\n",
+       "      <td>0.000079</td>\n",
+       "      <td>0.000079</td>\n",
+       "      <td>0.000079</td>\n",
        "      <td>218.741024</td>\n",
        "      <td>2.745248e+06</td>\n",
        "      <td>0.000080</td>\n",
-       "      <td>2327.001110</td>\n",
-       "      <td>2310.002200</td>\n",
-       "      <td>2317.001110</td>\n",
-       "      <td>2316.862283</td>\n",
-       "      <td>6.394014e+05</td>\n",
-       "      <td>275.501661</td>\n",
-       "      <td>2320.862153</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2017-07-13 19:00:00</th>\n",
@@ -3452,16 +3465,16 @@
        "      <td>0.019070</td>\n",
        "      <td>0.019124</td>\n",
        "      <td>...</td>\n",
+       "      <td>30.539915</td>\n",
+       "      <td>1862.691421</td>\n",
+       "      <td>0.016396</td>\n",
+       "      <td>0.000079</td>\n",
+       "      <td>0.000078</td>\n",
+       "      <td>0.000079</td>\n",
+       "      <td>0.000078</td>\n",
        "      <td>217.029064</td>\n",
        "      <td>2.772006e+06</td>\n",
        "      <td>0.000078</td>\n",
-       "      <td>2319.589772</td>\n",
-       "      <td>2301.229748</td>\n",
-       "      <td>2319.589772</td>\n",
-       "      <td>2305.000000</td>\n",
-       "      <td>5.069926e+05</td>\n",
-       "      <td>219.750442</td>\n",
-       "      <td>2307.129063</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2017-07-13 19:30:00</th>\n",
@@ -3476,16 +3489,16 @@
        "      <td>0.019040</td>\n",
        "      <td>0.019087</td>\n",
        "      <td>...</td>\n",
+       "      <td>31.107351</td>\n",
+       "      <td>1895.337919</td>\n",
+       "      <td>0.016413</td>\n",
+       "      <td>0.000079</td>\n",
+       "      <td>0.000078</td>\n",
+       "      <td>0.000078</td>\n",
+       "      <td>0.000079</td>\n",
        "      <td>170.107803</td>\n",
        "      <td>2.157833e+06</td>\n",
        "      <td>0.000079</td>\n",
-       "      <td>2328.267876</td>\n",
-       "      <td>2306.000000</td>\n",
-       "      <td>2306.000000</td>\n",
-       "      <td>2320.752000</td>\n",
-       "      <td>1.078365e+06</td>\n",
-       "      <td>465.320453</td>\n",
-       "      <td>2317.468086</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2017-07-13 20:00:00</th>\n",
@@ -3500,16 +3513,16 @@
        "      <td>0.019000</td>\n",
        "      <td>0.019040</td>\n",
        "      <td>...</td>\n",
+       "      <td>24.475405</td>\n",
+       "      <td>1504.283095</td>\n",
+       "      <td>0.016270</td>\n",
+       "      <td>0.000080</td>\n",
+       "      <td>0.000079</td>\n",
+       "      <td>0.000079</td>\n",
+       "      <td>0.000079</td>\n",
        "      <td>124.236972</td>\n",
        "      <td>1.565728e+06</td>\n",
        "      <td>0.000079</td>\n",
-       "      <td>2322.965326</td>\n",
-       "      <td>2311.468421</td>\n",
-       "      <td>2320.752000</td>\n",
-       "      <td>2311.468422</td>\n",
-       "      <td>2.687490e+05</td>\n",
-       "      <td>115.895326</td>\n",
-       "      <td>2318.894463</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2017-07-13 20:30:00</th>\n",
@@ -3524,16 +3537,16 @@
        "      <td>0.019100</td>\n",
        "      <td>0.019130</td>\n",
        "      <td>...</td>\n",
+       "      <td>10.557378</td>\n",
+       "      <td>646.264376</td>\n",
+       "      <td>0.016336</td>\n",
+       "      <td>0.000081</td>\n",
+       "      <td>0.000079</td>\n",
+       "      <td>0.000079</td>\n",
+       "      <td>0.000081</td>\n",
        "      <td>172.364184</td>\n",
        "      <td>2.147006e+06</td>\n",
        "      <td>0.000080</td>\n",
-       "      <td>2325.763084</td>\n",
-       "      <td>2311.468422</td>\n",
-       "      <td>2311.468422</td>\n",
-       "      <td>2323.900000</td>\n",
-       "      <td>2.285634e+05</td>\n",
-       "      <td>98.525344</td>\n",
-       "      <td>2319.843221</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2017-07-13 21:00:00</th>\n",
@@ -3548,16 +3561,16 @@
        "      <td>0.019224</td>\n",
        "      <td>0.019280</td>\n",
        "      <td>...</td>\n",
+       "      <td>2.052379</td>\n",
+       "      <td>125.407612</td>\n",
+       "      <td>0.016366</td>\n",
+       "      <td>0.000082</td>\n",
+       "      <td>0.000081</td>\n",
+       "      <td>0.000081</td>\n",
+       "      <td>0.000081</td>\n",
        "      <td>79.746635</td>\n",
        "      <td>9.810020e+05</td>\n",
        "      <td>0.000081</td>\n",
-       "      <td>2355.020000</td>\n",
-       "      <td>2318.218138</td>\n",
-       "      <td>2323.900000</td>\n",
-       "      <td>2328.121552</td>\n",
-       "      <td>7.391562e+05</td>\n",
-       "      <td>316.925462</td>\n",
-       "      <td>2332.271562</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2017-07-13 21:30:00</th>\n",
@@ -3572,16 +3585,16 @@
        "      <td>0.019110</td>\n",
        "      <td>0.019365</td>\n",
        "      <td>...</td>\n",
+       "      <td>17.000980</td>\n",
+       "      <td>1042.824300</td>\n",
+       "      <td>0.016303</td>\n",
+       "      <td>0.000082</td>\n",
+       "      <td>0.000081</td>\n",
+       "      <td>0.000081</td>\n",
+       "      <td>0.000081</td>\n",
        "      <td>158.553569</td>\n",
        "      <td>1.940958e+06</td>\n",
        "      <td>0.000082</td>\n",
-       "      <td>2360.000000</td>\n",
-       "      <td>2310.443967</td>\n",
-       "      <td>2327.199625</td>\n",
-       "      <td>2324.187291</td>\n",
-       "      <td>7.142025e+05</td>\n",
-       "      <td>306.299013</td>\n",
-       "      <td>2331.716771</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2017-07-13 22:00:00</th>\n",
@@ -3596,16 +3609,16 @@
        "      <td>0.019162</td>\n",
        "      <td>0.019204</td>\n",
        "      <td>...</td>\n",
+       "      <td>1.050736</td>\n",
+       "      <td>64.258248</td>\n",
+       "      <td>0.016352</td>\n",
+       "      <td>0.000083</td>\n",
+       "      <td>0.000081</td>\n",
+       "      <td>0.000081</td>\n",
+       "      <td>0.000082</td>\n",
        "      <td>115.642529</td>\n",
        "      <td>1.410372e+06</td>\n",
        "      <td>0.000082</td>\n",
-       "      <td>2339.698862</td>\n",
-       "      <td>2322.000000</td>\n",
-       "      <td>2322.232200</td>\n",
-       "      <td>2330.000001</td>\n",
-       "      <td>3.240397e+05</td>\n",
-       "      <td>139.069176</td>\n",
-       "      <td>2330.060998</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2017-07-13 22:30:00</th>\n",
@@ -3620,16 +3633,16 @@
        "      <td>0.019143</td>\n",
        "      <td>0.019271</td>\n",
        "      <td>...</td>\n",
+       "      <td>4.130065</td>\n",
+       "      <td>252.910135</td>\n",
+       "      <td>0.016330</td>\n",
+       "      <td>0.000082</td>\n",
+       "      <td>0.000082</td>\n",
+       "      <td>0.000082</td>\n",
+       "      <td>0.000082</td>\n",
        "      <td>100.037610</td>\n",
        "      <td>1.220110e+06</td>\n",
        "      <td>0.000082</td>\n",
-       "      <td>2337.231928</td>\n",
-       "      <td>2324.471875</td>\n",
-       "      <td>2331.000000</td>\n",
-       "      <td>2337.002370</td>\n",
-       "      <td>3.528316e+05</td>\n",
-       "      <td>151.374833</td>\n",
-       "      <td>2330.847381</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2017-07-13 23:00:00</th>\n",
@@ -3644,16 +3657,16 @@
        "      <td>0.019250</td>\n",
        "      <td>0.019263</td>\n",
        "      <td>...</td>\n",
+       "      <td>5.774802</td>\n",
+       "      <td>354.476663</td>\n",
+       "      <td>0.016291</td>\n",
+       "      <td>0.000082</td>\n",
+       "      <td>0.000081</td>\n",
+       "      <td>0.000082</td>\n",
+       "      <td>0.000082</td>\n",
        "      <td>122.109410</td>\n",
        "      <td>1.494749e+06</td>\n",
        "      <td>0.000082</td>\n",
-       "      <td>2342.462341</td>\n",
-       "      <td>2333.796234</td>\n",
-       "      <td>2334.000000</td>\n",
-       "      <td>2339.820000</td>\n",
-       "      <td>3.638395e+05</td>\n",
-       "      <td>155.534126</td>\n",
-       "      <td>2339.290690</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2017-07-13 23:30:00</th>\n",
@@ -3668,20 +3681,20 @@
        "      <td>0.019339</td>\n",
        "      <td>0.019350</td>\n",
        "      <td>...</td>\n",
+       "      <td>5.284462</td>\n",
+       "      <td>322.402887</td>\n",
+       "      <td>0.016391</td>\n",
+       "      <td>0.000083</td>\n",
+       "      <td>0.000082</td>\n",
+       "      <td>0.000082</td>\n",
+       "      <td>0.000082</td>\n",
        "      <td>67.140055</td>\n",
        "      <td>8.146768e+05</td>\n",
        "      <td>0.000082</td>\n",
-       "      <td>2345.094204</td>\n",
-       "      <td>2332.821000</td>\n",
-       "      <td>2339.820000</td>\n",
-       "      <td>2335.000000</td>\n",
-       "      <td>2.078170e+05</td>\n",
-       "      <td>88.833776</td>\n",
-       "      <td>2339.391433</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>61096 rows × 49 columns</p>\n",
+       "<p>61096 rows × 42 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
@@ -3750,200 +3763,200 @@
        "2017-07-13 23:00:00    1.0  1.0  1.0   1.0    1.0         1.0             1.0   \n",
        "2017-07-13 23:30:00    1.0  1.0  1.0   1.0    1.0         1.0             1.0   \n",
        "\n",
-       "Pair                   LTCBTC                           ...            XRPBTC  \\\n",
-       "Price                    high       low      open       ...            volume   \n",
-       "date                                                    ...                     \n",
-       "2014-01-18 04:00:00  0.028000  0.028000  0.028000       ...          0.000000   \n",
-       "2014-01-18 04:30:00  0.029000  0.028000  0.029000       ...          0.000000   \n",
-       "2014-01-18 05:00:00  0.028500  0.028500  0.028500       ...          0.000000   \n",
-       "2014-01-18 05:30:00  0.028500  0.028500  0.028500       ...          0.000000   \n",
-       "2014-01-18 06:00:00  0.028500  0.028500  0.028500       ...          0.000000   \n",
-       "2014-01-18 06:30:00  0.028500  0.028500  0.028500       ...          0.000000   \n",
-       "2014-01-18 07:00:00  0.028500  0.028500  0.028500       ...          0.000000   \n",
-       "2014-01-18 07:30:00  0.028500  0.028500  0.028500       ...          0.000000   \n",
-       "2014-01-18 08:00:00  0.028500  0.028500  0.028500       ...          0.000000   \n",
-       "2014-01-18 08:30:00  0.028500  0.028500  0.028500       ...          0.000000   \n",
-       "2014-01-18 09:00:00  0.028500  0.028500  0.028500       ...          0.000000   \n",
-       "2014-01-18 09:30:00  0.028500  0.028500  0.028500       ...          0.000000   \n",
-       "2014-01-18 10:00:00  0.028500  0.028500  0.028500       ...          0.000000   \n",
-       "2014-01-18 10:30:00  0.028500  0.028500  0.028500       ...          0.000000   \n",
-       "2014-01-18 11:00:00  0.028500  0.028500  0.028500       ...          0.000000   \n",
-       "2014-01-18 11:30:00  0.028500  0.028500  0.028500       ...          0.000000   \n",
-       "2014-01-18 12:00:00  0.028500  0.028500  0.028500       ...          0.000000   \n",
-       "2014-01-18 12:30:00  0.028500  0.028500  0.028500       ...          0.000000   \n",
-       "2014-01-18 13:00:00  0.028500  0.028500  0.028500       ...          0.000000   \n",
-       "2014-01-18 13:30:00  0.028500  0.028500  0.028500       ...          0.000000   \n",
-       "2014-01-18 14:00:00  0.028500  0.028500  0.028500       ...          0.000000   \n",
-       "2014-01-18 14:30:00  0.028500  0.028500  0.028500       ...          0.000000   \n",
-       "2014-01-18 15:00:00  0.028500  0.028500  0.028500       ...          0.000000   \n",
-       "2014-01-18 15:30:00  0.028500  0.028500  0.028500       ...          0.000000   \n",
-       "2014-01-18 16:00:00  0.028500  0.028500  0.028500       ...          0.000000   \n",
-       "2014-01-18 16:30:00  0.028500  0.028500  0.028500       ...          0.000000   \n",
-       "2014-01-18 17:00:00  0.028500  0.028500  0.028500       ...          0.000000   \n",
-       "2014-01-18 17:30:00  0.028500  0.028500  0.028500       ...          0.000000   \n",
-       "2014-01-18 18:00:00  0.028500  0.028500  0.028500       ...          0.000000   \n",
-       "2014-01-18 18:30:00  0.028500  0.028500  0.028500       ...          0.000000   \n",
-       "...                       ...       ...       ...       ...               ...   \n",
-       "2017-07-13 09:00:00  0.019238  0.019043  0.019215       ...         75.673837   \n",
-       "2017-07-13 09:30:00  0.019128  0.019005  0.019103       ...        104.114158   \n",
-       "2017-07-13 10:00:00  0.019100  0.019000  0.019032       ...        206.415330   \n",
-       "2017-07-13 10:30:00  0.019200  0.019087  0.019100       ...         87.064513   \n",
-       "2017-07-13 11:00:00  0.019500  0.019193  0.019200       ...        100.917295   \n",
-       "2017-07-13 11:30:00  0.019455  0.019300  0.019300       ...        141.109492   \n",
-       "2017-07-13 12:00:00  0.019492  0.019345  0.019386       ...        124.687057   \n",
-       "2017-07-13 12:30:00  0.019388  0.019257  0.019345       ...         91.265661   \n",
-       "2017-07-13 13:00:00  0.019388  0.019086  0.019385       ...        105.651941   \n",
-       "2017-07-13 13:30:00  0.019258  0.019135  0.019227       ...         68.382854   \n",
-       "2017-07-13 14:00:00  0.019202  0.019037  0.019202       ...         43.239600   \n",
-       "2017-07-13 14:30:00  0.019210  0.019036  0.019079       ...         78.502960   \n",
-       "2017-07-13 15:00:00  0.019268  0.019150  0.019187       ...         43.320353   \n",
-       "2017-07-13 15:30:00  0.019275  0.019100  0.019216       ...        213.617822   \n",
-       "2017-07-13 16:00:00  0.019186  0.018950  0.019110       ...        150.061986   \n",
-       "2017-07-13 16:30:00  0.019220  0.019085  0.019087       ...        195.414023   \n",
-       "2017-07-13 17:00:00  0.019245  0.019101  0.019220       ...         40.426843   \n",
-       "2017-07-13 17:30:00  0.019194  0.018983  0.019180       ...        199.926137   \n",
-       "2017-07-13 18:00:00  0.019112  0.018986  0.019045       ...        270.136564   \n",
-       "2017-07-13 18:30:00  0.019174  0.019040  0.019090       ...        218.741024   \n",
-       "2017-07-13 19:00:00  0.019200  0.019070  0.019124       ...        217.029064   \n",
-       "2017-07-13 19:30:00  0.019125  0.019040  0.019087       ...        170.107803   \n",
-       "2017-07-13 20:00:00  0.019130  0.019000  0.019040       ...        124.236972   \n",
-       "2017-07-13 20:30:00  0.019280  0.019100  0.019130       ...        172.364184   \n",
-       "2017-07-13 21:00:00  0.019382  0.019224  0.019280       ...         79.746635   \n",
-       "2017-07-13 21:30:00  0.019365  0.019110  0.019365       ...        158.553569   \n",
-       "2017-07-13 22:00:00  0.019309  0.019162  0.019204       ...        115.642529   \n",
-       "2017-07-13 22:30:00  0.019353  0.019143  0.019271       ...        100.037610   \n",
-       "2017-07-13 23:00:00  0.019380  0.019250  0.019263       ...        122.109410   \n",
-       "2017-07-13 23:30:00  0.019462  0.019339  0.019350       ...         67.140055   \n",
+       "Pair                   LTCBTC                           ...           XMRBTC  \\\n",
+       "Price                    high       low      open       ...           volume   \n",
+       "date                                                    ...                    \n",
+       "2014-01-18 04:00:00  0.028000  0.028000  0.028000       ...         0.000000   \n",
+       "2014-01-18 04:30:00  0.029000  0.028000  0.029000       ...         0.000000   \n",
+       "2014-01-18 05:00:00  0.028500  0.028500  0.028500       ...         0.000000   \n",
+       "2014-01-18 05:30:00  0.028500  0.028500  0.028500       ...         0.000000   \n",
+       "2014-01-18 06:00:00  0.028500  0.028500  0.028500       ...         0.000000   \n",
+       "2014-01-18 06:30:00  0.028500  0.028500  0.028500       ...         0.000000   \n",
+       "2014-01-18 07:00:00  0.028500  0.028500  0.028500       ...         0.000000   \n",
+       "2014-01-18 07:30:00  0.028500  0.028500  0.028500       ...         0.000000   \n",
+       "2014-01-18 08:00:00  0.028500  0.028500  0.028500       ...         0.000000   \n",
+       "2014-01-18 08:30:00  0.028500  0.028500  0.028500       ...         0.000000   \n",
+       "2014-01-18 09:00:00  0.028500  0.028500  0.028500       ...         0.000000   \n",
+       "2014-01-18 09:30:00  0.028500  0.028500  0.028500       ...         0.000000   \n",
+       "2014-01-18 10:00:00  0.028500  0.028500  0.028500       ...         0.000000   \n",
+       "2014-01-18 10:30:00  0.028500  0.028500  0.028500       ...         0.000000   \n",
+       "2014-01-18 11:00:00  0.028500  0.028500  0.028500       ...         0.000000   \n",
+       "2014-01-18 11:30:00  0.028500  0.028500  0.028500       ...         0.000000   \n",
+       "2014-01-18 12:00:00  0.028500  0.028500  0.028500       ...         0.000000   \n",
+       "2014-01-18 12:30:00  0.028500  0.028500  0.028500       ...         0.000000   \n",
+       "2014-01-18 13:00:00  0.028500  0.028500  0.028500       ...         0.000000   \n",
+       "2014-01-18 13:30:00  0.028500  0.028500  0.028500       ...         0.000000   \n",
+       "2014-01-18 14:00:00  0.028500  0.028500  0.028500       ...         0.000000   \n",
+       "2014-01-18 14:30:00  0.028500  0.028500  0.028500       ...         0.000000   \n",
+       "2014-01-18 15:00:00  0.028500  0.028500  0.028500       ...         0.000000   \n",
+       "2014-01-18 15:30:00  0.028500  0.028500  0.028500       ...         0.000000   \n",
+       "2014-01-18 16:00:00  0.028500  0.028500  0.028500       ...         0.000000   \n",
+       "2014-01-18 16:30:00  0.028500  0.028500  0.028500       ...         0.000000   \n",
+       "2014-01-18 17:00:00  0.028500  0.028500  0.028500       ...         0.000000   \n",
+       "2014-01-18 17:30:00  0.028500  0.028500  0.028500       ...         0.000000   \n",
+       "2014-01-18 18:00:00  0.028500  0.028500  0.028500       ...         0.000000   \n",
+       "2014-01-18 18:30:00  0.028500  0.028500  0.028500       ...         0.000000   \n",
+       "...                       ...       ...       ...       ...              ...   \n",
+       "2017-07-13 09:00:00  0.019238  0.019043  0.019215       ...        16.447470   \n",
+       "2017-07-13 09:30:00  0.019128  0.019005  0.019103       ...        16.381883   \n",
+       "2017-07-13 10:00:00  0.019100  0.019000  0.019032       ...         5.879561   \n",
+       "2017-07-13 10:30:00  0.019200  0.019087  0.019100       ...         6.862038   \n",
+       "2017-07-13 11:00:00  0.019500  0.019193  0.019200       ...         8.927679   \n",
+       "2017-07-13 11:30:00  0.019455  0.019300  0.019300       ...         8.967660   \n",
+       "2017-07-13 12:00:00  0.019492  0.019345  0.019386       ...        11.650610   \n",
+       "2017-07-13 12:30:00  0.019388  0.019257  0.019345       ...        12.990767   \n",
+       "2017-07-13 13:00:00  0.019388  0.019086  0.019385       ...         5.833544   \n",
+       "2017-07-13 13:30:00  0.019258  0.019135  0.019227       ...         5.270448   \n",
+       "2017-07-13 14:00:00  0.019202  0.019037  0.019202       ...         2.315221   \n",
+       "2017-07-13 14:30:00  0.019210  0.019036  0.019079       ...         1.577577   \n",
+       "2017-07-13 15:00:00  0.019268  0.019150  0.019187       ...        69.611434   \n",
+       "2017-07-13 15:30:00  0.019275  0.019100  0.019216       ...        40.700323   \n",
+       "2017-07-13 16:00:00  0.019186  0.018950  0.019110       ...        20.781892   \n",
+       "2017-07-13 16:30:00  0.019220  0.019085  0.019087       ...        22.931610   \n",
+       "2017-07-13 17:00:00  0.019245  0.019101  0.019220       ...        10.652046   \n",
+       "2017-07-13 17:30:00  0.019194  0.018983  0.019180       ...        17.885425   \n",
+       "2017-07-13 18:00:00  0.019112  0.018986  0.019045       ...        13.959773   \n",
+       "2017-07-13 18:30:00  0.019174  0.019040  0.019090       ...        35.339157   \n",
+       "2017-07-13 19:00:00  0.019200  0.019070  0.019124       ...        30.539915   \n",
+       "2017-07-13 19:30:00  0.019125  0.019040  0.019087       ...        31.107351   \n",
+       "2017-07-13 20:00:00  0.019130  0.019000  0.019040       ...        24.475405   \n",
+       "2017-07-13 20:30:00  0.019280  0.019100  0.019130       ...        10.557378   \n",
+       "2017-07-13 21:00:00  0.019382  0.019224  0.019280       ...         2.052379   \n",
+       "2017-07-13 21:30:00  0.019365  0.019110  0.019365       ...        17.000980   \n",
+       "2017-07-13 22:00:00  0.019309  0.019162  0.019204       ...         1.050736   \n",
+       "2017-07-13 22:30:00  0.019353  0.019143  0.019271       ...         4.130065   \n",
+       "2017-07-13 23:00:00  0.019380  0.019250  0.019263       ...         5.774802   \n",
+       "2017-07-13 23:30:00  0.019462  0.019339  0.019350       ...         5.284462   \n",
        "\n",
-       "Pair                                                   BTCUSDT               \\\n",
-       "Price                 quoteVolume weightedAverage         high          low   \n",
-       "date                                                                          \n",
-       "2014-01-18 04:00:00  0.000000e+00        0.000000     0.000000     0.000000   \n",
-       "2014-01-18 04:30:00  0.000000e+00        0.000000     0.000000     0.000000   \n",
-       "2014-01-18 05:00:00  0.000000e+00        0.000000     0.000000     0.000000   \n",
-       "2014-01-18 05:30:00  0.000000e+00        0.000000     0.000000     0.000000   \n",
-       "2014-01-18 06:00:00  0.000000e+00        0.000000     0.000000     0.000000   \n",
-       "2014-01-18 06:30:00  0.000000e+00        0.000000     0.000000     0.000000   \n",
-       "2014-01-18 07:00:00  0.000000e+00        0.000000     0.000000     0.000000   \n",
-       "2014-01-18 07:30:00  0.000000e+00        0.000000     0.000000     0.000000   \n",
-       "2014-01-18 08:00:00  0.000000e+00        0.000000     0.000000     0.000000   \n",
-       "2014-01-18 08:30:00  0.000000e+00        0.000000     0.000000     0.000000   \n",
-       "2014-01-18 09:00:00  0.000000e+00        0.000000     0.000000     0.000000   \n",
-       "2014-01-18 09:30:00  0.000000e+00        0.000000     0.000000     0.000000   \n",
-       "2014-01-18 10:00:00  0.000000e+00        0.000000     0.000000     0.000000   \n",
-       "2014-01-18 10:30:00  0.000000e+00        0.000000     0.000000     0.000000   \n",
-       "2014-01-18 11:00:00  0.000000e+00        0.000000     0.000000     0.000000   \n",
-       "2014-01-18 11:30:00  0.000000e+00        0.000000     0.000000     0.000000   \n",
-       "2014-01-18 12:00:00  0.000000e+00        0.000000     0.000000     0.000000   \n",
-       "2014-01-18 12:30:00  0.000000e+00        0.000000     0.000000     0.000000   \n",
-       "2014-01-18 13:00:00  0.000000e+00        0.000000     0.000000     0.000000   \n",
-       "2014-01-18 13:30:00  0.000000e+00        0.000000     0.000000     0.000000   \n",
-       "2014-01-18 14:00:00  0.000000e+00        0.000000     0.000000     0.000000   \n",
-       "2014-01-18 14:30:00  0.000000e+00        0.000000     0.000000     0.000000   \n",
-       "2014-01-18 15:00:00  0.000000e+00        0.000000     0.000000     0.000000   \n",
-       "2014-01-18 15:30:00  0.000000e+00        0.000000     0.000000     0.000000   \n",
-       "2014-01-18 16:00:00  0.000000e+00        0.000000     0.000000     0.000000   \n",
-       "2014-01-18 16:30:00  0.000000e+00        0.000000     0.000000     0.000000   \n",
-       "2014-01-18 17:00:00  0.000000e+00        0.000000     0.000000     0.000000   \n",
-       "2014-01-18 17:30:00  0.000000e+00        0.000000     0.000000     0.000000   \n",
-       "2014-01-18 18:00:00  0.000000e+00        0.000000     0.000000     0.000000   \n",
-       "2014-01-18 18:30:00  0.000000e+00        0.000000     0.000000     0.000000   \n",
-       "...                           ...             ...          ...          ...   \n",
-       "2017-07-13 09:00:00  9.163202e+05        0.000083  2346.606765  2335.099700   \n",
-       "2017-07-13 09:30:00  1.266796e+06        0.000082  2340.990000  2328.000000   \n",
-       "2017-07-13 10:00:00  2.560809e+06        0.000081  2333.389025  2311.752988   \n",
-       "2017-07-13 10:30:00  1.073331e+06        0.000081  2343.000000  2327.079130   \n",
-       "2017-07-13 11:00:00  1.241452e+06        0.000081  2346.670000  2329.792000   \n",
-       "2017-07-13 11:30:00  1.716908e+06        0.000082  2357.612953  2335.415023   \n",
-       "2017-07-13 12:00:00  1.492311e+06        0.000084  2371.772244  2354.987390   \n",
-       "2017-07-13 12:30:00  1.102086e+06        0.000083  2370.000000  2360.100000   \n",
-       "2017-07-13 13:00:00  1.282050e+06        0.000082  2363.000000  2325.110000   \n",
-       "2017-07-13 13:30:00  8.297655e+05        0.000082  2344.926076  2327.777000   \n",
-       "2017-07-13 14:00:00  5.230807e+05        0.000083  2350.000000  2326.110000   \n",
-       "2017-07-13 14:30:00  9.527502e+05        0.000082  2348.000000  2329.000000   \n",
-       "2017-07-13 15:00:00  5.236348e+05        0.000083  2346.513526  2326.459647   \n",
-       "2017-07-13 15:30:00  2.636685e+06        0.000081  2332.000002  2284.010000   \n",
-       "2017-07-13 16:00:00  1.857771e+06        0.000081  2317.000000  2295.500000   \n",
-       "2017-07-13 16:30:00  2.436116e+06        0.000080  2323.187000  2298.500000   \n",
-       "2017-07-13 17:00:00  5.023486e+05        0.000080  2320.000000  2303.333000   \n",
-       "2017-07-13 17:30:00  2.518746e+06        0.000079  2308.000011  2288.110000   \n",
-       "2017-07-13 18:00:00  3.402917e+06        0.000079  2322.000000  2287.111000   \n",
-       "2017-07-13 18:30:00  2.745248e+06        0.000080  2327.001110  2310.002200   \n",
-       "2017-07-13 19:00:00  2.772006e+06        0.000078  2319.589772  2301.229748   \n",
-       "2017-07-13 19:30:00  2.157833e+06        0.000079  2328.267876  2306.000000   \n",
-       "2017-07-13 20:00:00  1.565728e+06        0.000079  2322.965326  2311.468421   \n",
-       "2017-07-13 20:30:00  2.147006e+06        0.000080  2325.763084  2311.468422   \n",
-       "2017-07-13 21:00:00  9.810020e+05        0.000081  2355.020000  2318.218138   \n",
-       "2017-07-13 21:30:00  1.940958e+06        0.000082  2360.000000  2310.443967   \n",
-       "2017-07-13 22:00:00  1.410372e+06        0.000082  2339.698862  2322.000000   \n",
-       "2017-07-13 22:30:00  1.220110e+06        0.000082  2337.231928  2324.471875   \n",
-       "2017-07-13 23:00:00  1.494749e+06        0.000082  2342.462341  2333.796234   \n",
-       "2017-07-13 23:30:00  8.146768e+05        0.000082  2345.094204  2332.821000   \n",
+       "Pair                                                XRPBTC            \\\n",
+       "Price                quoteVolume weightedAverage      high       low   \n",
+       "date                                                                   \n",
+       "2014-01-18 04:00:00     0.000000        0.000000  0.000000  0.000000   \n",
+       "2014-01-18 04:30:00     0.000000        0.000000  0.000000  0.000000   \n",
+       "2014-01-18 05:00:00     0.000000        0.000000  0.000000  0.000000   \n",
+       "2014-01-18 05:30:00     0.000000        0.000000  0.000000  0.000000   \n",
+       "2014-01-18 06:00:00     0.000000        0.000000  0.000000  0.000000   \n",
+       "2014-01-18 06:30:00     0.000000        0.000000  0.000000  0.000000   \n",
+       "2014-01-18 07:00:00     0.000000        0.000000  0.000000  0.000000   \n",
+       "2014-01-18 07:30:00     0.000000        0.000000  0.000000  0.000000   \n",
+       "2014-01-18 08:00:00     0.000000        0.000000  0.000000  0.000000   \n",
+       "2014-01-18 08:30:00     0.000000        0.000000  0.000000  0.000000   \n",
+       "2014-01-18 09:00:00     0.000000        0.000000  0.000000  0.000000   \n",
+       "2014-01-18 09:30:00     0.000000        0.000000  0.000000  0.000000   \n",
+       "2014-01-18 10:00:00     0.000000        0.000000  0.000000  0.000000   \n",
+       "2014-01-18 10:30:00     0.000000        0.000000  0.000000  0.000000   \n",
+       "2014-01-18 11:00:00     0.000000        0.000000  0.000000  0.000000   \n",
+       "2014-01-18 11:30:00     0.000000        0.000000  0.000000  0.000000   \n",
+       "2014-01-18 12:00:00     0.000000        0.000000  0.000000  0.000000   \n",
+       "2014-01-18 12:30:00     0.000000        0.000000  0.000000  0.000000   \n",
+       "2014-01-18 13:00:00     0.000000        0.000000  0.000000  0.000000   \n",
+       "2014-01-18 13:30:00     0.000000        0.000000  0.000000  0.000000   \n",
+       "2014-01-18 14:00:00     0.000000        0.000000  0.000000  0.000000   \n",
+       "2014-01-18 14:30:00     0.000000        0.000000  0.000000  0.000000   \n",
+       "2014-01-18 15:00:00     0.000000        0.000000  0.000000  0.000000   \n",
+       "2014-01-18 15:30:00     0.000000        0.000000  0.000000  0.000000   \n",
+       "2014-01-18 16:00:00     0.000000        0.000000  0.000000  0.000000   \n",
+       "2014-01-18 16:30:00     0.000000        0.000000  0.000000  0.000000   \n",
+       "2014-01-18 17:00:00     0.000000        0.000000  0.000000  0.000000   \n",
+       "2014-01-18 17:30:00     0.000000        0.000000  0.000000  0.000000   \n",
+       "2014-01-18 18:00:00     0.000000        0.000000  0.000000  0.000000   \n",
+       "2014-01-18 18:30:00     0.000000        0.000000  0.000000  0.000000   \n",
+       "...                          ...             ...       ...       ...   \n",
+       "2017-07-13 09:00:00  1014.826043        0.016207  0.000083  0.000082   \n",
+       "2017-07-13 09:30:00  1006.211103        0.016281  0.000083  0.000081   \n",
+       "2017-07-13 10:00:00   362.057572        0.016239  0.000082  0.000080   \n",
+       "2017-07-13 10:30:00   421.023648        0.016298  0.000082  0.000080   \n",
+       "2017-07-13 11:00:00   544.949394        0.016383  0.000082  0.000080   \n",
+       "2017-07-13 11:30:00   545.666655        0.016434  0.000084  0.000081   \n",
+       "2017-07-13 12:00:00   709.466293        0.016422  0.000084  0.000083   \n",
+       "2017-07-13 12:30:00   792.119330        0.016400  0.000083  0.000082   \n",
+       "2017-07-13 13:00:00   356.266861        0.016374  0.000083  0.000082   \n",
+       "2017-07-13 13:30:00   321.593298        0.016389  0.000083  0.000082   \n",
+       "2017-07-13 14:00:00   141.803909        0.016327  0.000083  0.000082   \n",
+       "2017-07-13 14:30:00    96.546480        0.016340  0.000083  0.000082   \n",
+       "2017-07-13 15:00:00  4300.748677        0.016186  0.000083  0.000082   \n",
+       "2017-07-13 15:30:00  2537.211215        0.016041  0.000083  0.000080   \n",
+       "2017-07-13 16:00:00  1296.247685        0.016032  0.000082  0.000080   \n",
+       "2017-07-13 16:30:00  1427.026698        0.016070  0.000081  0.000079   \n",
+       "2017-07-13 17:00:00   658.748194        0.016170  0.000081  0.000080   \n",
+       "2017-07-13 17:30:00  1106.663222        0.016162  0.000080  0.000078   \n",
+       "2017-07-13 18:00:00   868.051721        0.016082  0.000081  0.000079   \n",
+       "2017-07-13 18:30:00  2182.164699        0.016195  0.000081  0.000079   \n",
+       "2017-07-13 19:00:00  1862.691421        0.016396  0.000079  0.000078   \n",
+       "2017-07-13 19:30:00  1895.337919        0.016413  0.000079  0.000078   \n",
+       "2017-07-13 20:00:00  1504.283095        0.016270  0.000080  0.000079   \n",
+       "2017-07-13 20:30:00   646.264376        0.016336  0.000081  0.000079   \n",
+       "2017-07-13 21:00:00   125.407612        0.016366  0.000082  0.000081   \n",
+       "2017-07-13 21:30:00  1042.824300        0.016303  0.000082  0.000081   \n",
+       "2017-07-13 22:00:00    64.258248        0.016352  0.000083  0.000081   \n",
+       "2017-07-13 22:30:00   252.910135        0.016330  0.000082  0.000082   \n",
+       "2017-07-13 23:00:00   354.476663        0.016291  0.000082  0.000081   \n",
+       "2017-07-13 23:30:00   322.402887        0.016391  0.000083  0.000082   \n",
        "\n",
-       "Pair                                                                      \\\n",
-       "Price                       open        close        volume  quoteVolume   \n",
-       "date                                                                       \n",
-       "2014-01-18 04:00:00     0.000000     0.000000  0.000000e+00     0.000000   \n",
-       "2014-01-18 04:30:00     0.000000     0.000000  0.000000e+00     0.000000   \n",
-       "2014-01-18 05:00:00     0.000000     0.000000  0.000000e+00     0.000000   \n",
-       "2014-01-18 05:30:00     0.000000     0.000000  0.000000e+00     0.000000   \n",
-       "2014-01-18 06:00:00     0.000000     0.000000  0.000000e+00     0.000000   \n",
-       "2014-01-18 06:30:00     0.000000     0.000000  0.000000e+00     0.000000   \n",
-       "2014-01-18 07:00:00     0.000000     0.000000  0.000000e+00     0.000000   \n",
-       "2014-01-18 07:30:00     0.000000     0.000000  0.000000e+00     0.000000   \n",
-       "2014-01-18 08:00:00     0.000000     0.000000  0.000000e+00     0.000000   \n",
-       "2014-01-18 08:30:00     0.000000     0.000000  0.000000e+00     0.000000   \n",
-       "2014-01-18 09:00:00     0.000000     0.000000  0.000000e+00     0.000000   \n",
-       "2014-01-18 09:30:00     0.000000     0.000000  0.000000e+00     0.000000   \n",
-       "2014-01-18 10:00:00     0.000000     0.000000  0.000000e+00     0.000000   \n",
-       "2014-01-18 10:30:00     0.000000     0.000000  0.000000e+00     0.000000   \n",
-       "2014-01-18 11:00:00     0.000000     0.000000  0.000000e+00     0.000000   \n",
-       "2014-01-18 11:30:00     0.000000     0.000000  0.000000e+00     0.000000   \n",
-       "2014-01-18 12:00:00     0.000000     0.000000  0.000000e+00     0.000000   \n",
-       "2014-01-18 12:30:00     0.000000     0.000000  0.000000e+00     0.000000   \n",
-       "2014-01-18 13:00:00     0.000000     0.000000  0.000000e+00     0.000000   \n",
-       "2014-01-18 13:30:00     0.000000     0.000000  0.000000e+00     0.000000   \n",
-       "2014-01-18 14:00:00     0.000000     0.000000  0.000000e+00     0.000000   \n",
-       "2014-01-18 14:30:00     0.000000     0.000000  0.000000e+00     0.000000   \n",
-       "2014-01-18 15:00:00     0.000000     0.000000  0.000000e+00     0.000000   \n",
-       "2014-01-18 15:30:00     0.000000     0.000000  0.000000e+00     0.000000   \n",
-       "2014-01-18 16:00:00     0.000000     0.000000  0.000000e+00     0.000000   \n",
-       "2014-01-18 16:30:00     0.000000     0.000000  0.000000e+00     0.000000   \n",
-       "2014-01-18 17:00:00     0.000000     0.000000  0.000000e+00     0.000000   \n",
-       "2014-01-18 17:30:00     0.000000     0.000000  0.000000e+00     0.000000   \n",
-       "2014-01-18 18:00:00     0.000000     0.000000  0.000000e+00     0.000000   \n",
-       "2014-01-18 18:30:00     0.000000     0.000000  0.000000e+00     0.000000   \n",
-       "...                          ...          ...           ...          ...   \n",
-       "2017-07-13 09:00:00  2344.068925  2337.718018  3.819836e+05   163.160548   \n",
-       "2017-07-13 09:30:00  2337.718018  2328.511100  3.719490e+05   159.310536   \n",
-       "2017-07-13 10:00:00  2328.511100  2328.079130  7.188295e+05   309.344273   \n",
-       "2017-07-13 10:30:00  2328.079130  2335.167161  2.377475e+05   101.765905   \n",
-       "2017-07-13 11:00:00  2335.167161  2335.600000  3.522817e+05   150.611616   \n",
-       "2017-07-13 11:30:00  2335.600000  2357.600000  4.006569e+05   170.506041   \n",
-       "2017-07-13 12:00:00  2357.600000  2365.000000  7.920015e+05   334.748346   \n",
-       "2017-07-13 12:30:00  2363.800000  2360.112111  3.163272e+05   133.870839   \n",
-       "2017-07-13 13:00:00  2362.112111  2329.999990  7.143561e+05   305.390981   \n",
-       "2017-07-13 13:30:00  2329.999990  2341.000000  5.898132e+05   252.408951   \n",
-       "2017-07-13 14:00:00  2341.000000  2330.000000  5.385380e+05   229.935096   \n",
-       "2017-07-13 14:30:00  2330.000000  2345.000100  4.480679e+05   191.743558   \n",
-       "2017-07-13 15:00:00  2345.000000  2332.000002  6.440691e+05   276.125116   \n",
-       "2017-07-13 15:30:00  2332.000002  2300.000000  2.442496e+06  1060.693632   \n",
-       "2017-07-13 16:00:00  2300.000000  2305.500000  9.413575e+05   407.778283   \n",
-       "2017-07-13 16:30:00  2305.500000  2317.321200  6.331025e+05   273.888582   \n",
-       "2017-07-13 17:00:00  2318.000000  2304.011000  5.933861e+05   256.970578   \n",
-       "2017-07-13 17:30:00  2304.011000  2291.000000  1.326108e+06   577.229345   \n",
-       "2017-07-13 18:00:00  2292.000000  2317.001110  1.016816e+06   441.007609   \n",
-       "2017-07-13 18:30:00  2317.001110  2316.862283  6.394014e+05   275.501661   \n",
-       "2017-07-13 19:00:00  2319.589772  2305.000000  5.069926e+05   219.750442   \n",
-       "2017-07-13 19:30:00  2306.000000  2320.752000  1.078365e+06   465.320453   \n",
-       "2017-07-13 20:00:00  2320.752000  2311.468422  2.687490e+05   115.895326   \n",
-       "2017-07-13 20:30:00  2311.468422  2323.900000  2.285634e+05    98.525344   \n",
-       "2017-07-13 21:00:00  2323.900000  2328.121552  7.391562e+05   316.925462   \n",
-       "2017-07-13 21:30:00  2327.199625  2324.187291  7.142025e+05   306.299013   \n",
-       "2017-07-13 22:00:00  2322.232200  2330.000001  3.240397e+05   139.069176   \n",
-       "2017-07-13 22:30:00  2331.000000  2337.002370  3.528316e+05   151.374833   \n",
-       "2017-07-13 23:00:00  2334.000000  2339.820000  3.638395e+05   155.534126   \n",
-       "2017-07-13 23:30:00  2339.820000  2335.000000  2.078170e+05    88.833776   \n",
+       "Pair                                                               \\\n",
+       "Price                    open     close      volume   quoteVolume   \n",
+       "date                                                                \n",
+       "2014-01-18 04:00:00  0.000000  0.000000    0.000000  0.000000e+00   \n",
+       "2014-01-18 04:30:00  0.000000  0.000000    0.000000  0.000000e+00   \n",
+       "2014-01-18 05:00:00  0.000000  0.000000    0.000000  0.000000e+00   \n",
+       "2014-01-18 05:30:00  0.000000  0.000000    0.000000  0.000000e+00   \n",
+       "2014-01-18 06:00:00  0.000000  0.000000    0.000000  0.000000e+00   \n",
+       "2014-01-18 06:30:00  0.000000  0.000000    0.000000  0.000000e+00   \n",
+       "2014-01-18 07:00:00  0.000000  0.000000    0.000000  0.000000e+00   \n",
+       "2014-01-18 07:30:00  0.000000  0.000000    0.000000  0.000000e+00   \n",
+       "2014-01-18 08:00:00  0.000000  0.000000    0.000000  0.000000e+00   \n",
+       "2014-01-18 08:30:00  0.000000  0.000000    0.000000  0.000000e+00   \n",
+       "2014-01-18 09:00:00  0.000000  0.000000    0.000000  0.000000e+00   \n",
+       "2014-01-18 09:30:00  0.000000  0.000000    0.000000  0.000000e+00   \n",
+       "2014-01-18 10:00:00  0.000000  0.000000    0.000000  0.000000e+00   \n",
+       "2014-01-18 10:30:00  0.000000  0.000000    0.000000  0.000000e+00   \n",
+       "2014-01-18 11:00:00  0.000000  0.000000    0.000000  0.000000e+00   \n",
+       "2014-01-18 11:30:00  0.000000  0.000000    0.000000  0.000000e+00   \n",
+       "2014-01-18 12:00:00  0.000000  0.000000    0.000000  0.000000e+00   \n",
+       "2014-01-18 12:30:00  0.000000  0.000000    0.000000  0.000000e+00   \n",
+       "2014-01-18 13:00:00  0.000000  0.000000    0.000000  0.000000e+00   \n",
+       "2014-01-18 13:30:00  0.000000  0.000000    0.000000  0.000000e+00   \n",
+       "2014-01-18 14:00:00  0.000000  0.000000    0.000000  0.000000e+00   \n",
+       "2014-01-18 14:30:00  0.000000  0.000000    0.000000  0.000000e+00   \n",
+       "2014-01-18 15:00:00  0.000000  0.000000    0.000000  0.000000e+00   \n",
+       "2014-01-18 15:30:00  0.000000  0.000000    0.000000  0.000000e+00   \n",
+       "2014-01-18 16:00:00  0.000000  0.000000    0.000000  0.000000e+00   \n",
+       "2014-01-18 16:30:00  0.000000  0.000000    0.000000  0.000000e+00   \n",
+       "2014-01-18 17:00:00  0.000000  0.000000    0.000000  0.000000e+00   \n",
+       "2014-01-18 17:30:00  0.000000  0.000000    0.000000  0.000000e+00   \n",
+       "2014-01-18 18:00:00  0.000000  0.000000    0.000000  0.000000e+00   \n",
+       "2014-01-18 18:30:00  0.000000  0.000000    0.000000  0.000000e+00   \n",
+       "...                       ...       ...         ...           ...   \n",
+       "2017-07-13 09:00:00  0.000083  0.000083   75.673837  9.163202e+05   \n",
+       "2017-07-13 09:30:00  0.000083  0.000082  104.114158  1.266796e+06   \n",
+       "2017-07-13 10:00:00  0.000082  0.000081  206.415330  2.560809e+06   \n",
+       "2017-07-13 10:30:00  0.000081  0.000081   87.064513  1.073331e+06   \n",
+       "2017-07-13 11:00:00  0.000081  0.000081  100.917295  1.241452e+06   \n",
+       "2017-07-13 11:30:00  0.000081  0.000084  141.109492  1.716908e+06   \n",
+       "2017-07-13 12:00:00  0.000084  0.000083  124.687057  1.492311e+06   \n",
+       "2017-07-13 12:30:00  0.000083  0.000083   91.265661  1.102086e+06   \n",
+       "2017-07-13 13:00:00  0.000083  0.000082  105.651941  1.282050e+06   \n",
+       "2017-07-13 13:30:00  0.000082  0.000083   68.382854  8.297655e+05   \n",
+       "2017-07-13 14:00:00  0.000083  0.000083   43.239600  5.230807e+05   \n",
+       "2017-07-13 14:30:00  0.000083  0.000082   78.502960  9.527502e+05   \n",
+       "2017-07-13 15:00:00  0.000082  0.000083   43.320353  5.236348e+05   \n",
+       "2017-07-13 15:30:00  0.000082  0.000081  213.617822  2.636685e+06   \n",
+       "2017-07-13 16:00:00  0.000081  0.000081  150.061986  1.857771e+06   \n",
+       "2017-07-13 16:30:00  0.000081  0.000081  195.414023  2.436116e+06   \n",
+       "2017-07-13 17:00:00  0.000080  0.000080   40.426843  5.023486e+05   \n",
+       "2017-07-13 17:30:00  0.000080  0.000079  199.926137  2.518746e+06   \n",
+       "2017-07-13 18:00:00  0.000079  0.000079  270.136564  3.402917e+06   \n",
+       "2017-07-13 18:30:00  0.000079  0.000079  218.741024  2.745248e+06   \n",
+       "2017-07-13 19:00:00  0.000079  0.000078  217.029064  2.772006e+06   \n",
+       "2017-07-13 19:30:00  0.000078  0.000079  170.107803  2.157833e+06   \n",
+       "2017-07-13 20:00:00  0.000079  0.000079  124.236972  1.565728e+06   \n",
+       "2017-07-13 20:30:00  0.000079  0.000081  172.364184  2.147006e+06   \n",
+       "2017-07-13 21:00:00  0.000081  0.000081   79.746635  9.810020e+05   \n",
+       "2017-07-13 21:30:00  0.000081  0.000081  158.553569  1.940958e+06   \n",
+       "2017-07-13 22:00:00  0.000081  0.000082  115.642529  1.410372e+06   \n",
+       "2017-07-13 22:30:00  0.000082  0.000082  100.037610  1.220110e+06   \n",
+       "2017-07-13 23:00:00  0.000082  0.000082  122.109410  1.494749e+06   \n",
+       "2017-07-13 23:30:00  0.000082  0.000082   67.140055  8.146768e+05   \n",
        "\n",
        "Pair                                 \n",
        "Price               weightedAverage  \n",
@@ -3979,41 +3992,41 @@
        "2014-01-18 18:00:00        0.000000  \n",
        "2014-01-18 18:30:00        0.000000  \n",
        "...                             ...  \n",
-       "2017-07-13 09:00:00     2341.151574  \n",
-       "2017-07-13 09:30:00     2334.742231  \n",
-       "2017-07-13 10:00:00     2323.720075  \n",
-       "2017-07-13 10:30:00     2336.219969  \n",
-       "2017-07-13 11:00:00     2339.007582  \n",
-       "2017-07-13 11:30:00     2349.810572  \n",
-       "2017-07-13 12:00:00     2365.960817  \n",
-       "2017-07-13 12:30:00     2362.928101  \n",
-       "2017-07-13 13:00:00     2339.152555  \n",
-       "2017-07-13 13:30:00     2336.736459  \n",
-       "2017-07-13 14:00:00     2342.130395  \n",
-       "2017-07-13 14:30:00     2336.808239  \n",
-       "2017-07-13 15:00:00     2332.526173  \n",
-       "2017-07-13 15:30:00     2302.734947  \n",
-       "2017-07-13 16:00:00     2308.503195  \n",
-       "2017-07-13 16:30:00     2311.532937  \n",
-       "2017-07-13 17:00:00     2309.159565  \n",
-       "2017-07-13 17:30:00     2297.368127  \n",
-       "2017-07-13 18:00:00     2305.664566  \n",
-       "2017-07-13 18:30:00     2320.862153  \n",
-       "2017-07-13 19:00:00     2307.129063  \n",
-       "2017-07-13 19:30:00     2317.468086  \n",
-       "2017-07-13 20:00:00     2318.894463  \n",
-       "2017-07-13 20:30:00     2319.843221  \n",
-       "2017-07-13 21:00:00     2332.271562  \n",
-       "2017-07-13 21:30:00     2331.716771  \n",
-       "2017-07-13 22:00:00     2330.060998  \n",
-       "2017-07-13 22:30:00     2330.847381  \n",
-       "2017-07-13 23:00:00     2339.290690  \n",
-       "2017-07-13 23:30:00     2339.391433  \n",
+       "2017-07-13 09:00:00        0.000083  \n",
+       "2017-07-13 09:30:00        0.000082  \n",
+       "2017-07-13 10:00:00        0.000081  \n",
+       "2017-07-13 10:30:00        0.000081  \n",
+       "2017-07-13 11:00:00        0.000081  \n",
+       "2017-07-13 11:30:00        0.000082  \n",
+       "2017-07-13 12:00:00        0.000084  \n",
+       "2017-07-13 12:30:00        0.000083  \n",
+       "2017-07-13 13:00:00        0.000082  \n",
+       "2017-07-13 13:30:00        0.000082  \n",
+       "2017-07-13 14:00:00        0.000083  \n",
+       "2017-07-13 14:30:00        0.000082  \n",
+       "2017-07-13 15:00:00        0.000083  \n",
+       "2017-07-13 15:30:00        0.000081  \n",
+       "2017-07-13 16:00:00        0.000081  \n",
+       "2017-07-13 16:30:00        0.000080  \n",
+       "2017-07-13 17:00:00        0.000080  \n",
+       "2017-07-13 17:30:00        0.000079  \n",
+       "2017-07-13 18:00:00        0.000079  \n",
+       "2017-07-13 18:30:00        0.000080  \n",
+       "2017-07-13 19:00:00        0.000078  \n",
+       "2017-07-13 19:30:00        0.000079  \n",
+       "2017-07-13 20:00:00        0.000079  \n",
+       "2017-07-13 20:30:00        0.000080  \n",
+       "2017-07-13 21:00:00        0.000081  \n",
+       "2017-07-13 21:30:00        0.000082  \n",
+       "2017-07-13 22:00:00        0.000082  \n",
+       "2017-07-13 22:30:00        0.000082  \n",
+       "2017-07-13 23:00:00        0.000082  \n",
+       "2017-07-13 23:30:00        0.000082  \n",
        "\n",
-       "[61096 rows x 49 columns]"
+       "[61096 rows x 42 columns]"
       ]
      },
-     "execution_count": 10,
+     "execution_count": 46,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -4030,11 +4043,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 47,
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2017-07-15T00:30:05.167121Z",
-     "start_time": "2017-07-15T08:30:05.091831+08:00"
+     "end_time": "2017-07-15T03:48:49.243607Z",
+     "start_time": "2017-07-15T11:48:49.172128+08:00"
     }
    },
    "outputs": [
@@ -4062,8 +4075,8 @@
        "      <th colspan=\"7\" halign=\"left\">BTCBTC</th>\n",
        "      <th colspan=\"3\" halign=\"left\">LTCBTC</th>\n",
        "      <th>...</th>\n",
-       "      <th colspan=\"3\" halign=\"left\">XRPBTC</th>\n",
-       "      <th colspan=\"7\" halign=\"left\">BTCUSDT</th>\n",
+       "      <th colspan=\"3\" halign=\"left\">XMRBTC</th>\n",
+       "      <th colspan=\"7\" halign=\"left\">XRPBTC</th>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Price</th>\n",
@@ -4129,7 +4142,8 @@
        "      <td>0.028000</td>\n",
        "      <td>...</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
@@ -4137,7 +4151,6 @@
        "      <td>0.000000</td>\n",
        "      <td>0.000000e+00</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-01-18 04:30:00</th>\n",
@@ -4153,7 +4166,8 @@
        "      <td>0.029000</td>\n",
        "      <td>...</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
@@ -4161,7 +4175,6 @@
        "      <td>0.000000</td>\n",
        "      <td>0.000000e+00</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-01-18 05:00:00</th>\n",
@@ -4177,7 +4190,8 @@
        "      <td>0.028500</td>\n",
        "      <td>...</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
@@ -4185,7 +4199,6 @@
        "      <td>0.000000</td>\n",
        "      <td>0.000000e+00</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-01-18 05:30:00</th>\n",
@@ -4201,7 +4214,8 @@
        "      <td>0.028500</td>\n",
        "      <td>...</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
@@ -4209,7 +4223,6 @@
        "      <td>0.000000</td>\n",
        "      <td>0.000000e+00</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-01-18 06:00:00</th>\n",
@@ -4225,7 +4238,8 @@
        "      <td>0.028500</td>\n",
        "      <td>...</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
@@ -4233,7 +4247,6 @@
        "      <td>0.000000</td>\n",
        "      <td>0.000000e+00</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-01-18 06:30:00</th>\n",
@@ -4249,7 +4262,8 @@
        "      <td>0.028500</td>\n",
        "      <td>...</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
@@ -4257,7 +4271,6 @@
        "      <td>0.000000</td>\n",
        "      <td>0.000000e+00</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-01-18 07:00:00</th>\n",
@@ -4273,7 +4286,8 @@
        "      <td>0.028500</td>\n",
        "      <td>...</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
@@ -4281,7 +4295,6 @@
        "      <td>0.000000</td>\n",
        "      <td>0.000000e+00</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-01-18 07:30:00</th>\n",
@@ -4297,7 +4310,8 @@
        "      <td>0.028500</td>\n",
        "      <td>...</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
@@ -4305,7 +4319,6 @@
        "      <td>0.000000</td>\n",
        "      <td>0.000000e+00</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-01-18 08:00:00</th>\n",
@@ -4321,7 +4334,8 @@
        "      <td>0.028500</td>\n",
        "      <td>...</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
@@ -4329,7 +4343,6 @@
        "      <td>0.000000</td>\n",
        "      <td>0.000000e+00</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-01-18 08:30:00</th>\n",
@@ -4345,7 +4358,8 @@
        "      <td>0.028500</td>\n",
        "      <td>...</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
@@ -4353,7 +4367,6 @@
        "      <td>0.000000</td>\n",
        "      <td>0.000000e+00</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-01-18 09:00:00</th>\n",
@@ -4369,7 +4382,8 @@
        "      <td>0.028500</td>\n",
        "      <td>...</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
@@ -4377,7 +4391,6 @@
        "      <td>0.000000</td>\n",
        "      <td>0.000000e+00</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-01-18 09:30:00</th>\n",
@@ -4393,7 +4406,8 @@
        "      <td>0.028500</td>\n",
        "      <td>...</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
@@ -4401,7 +4415,6 @@
        "      <td>0.000000</td>\n",
        "      <td>0.000000e+00</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-01-18 10:00:00</th>\n",
@@ -4417,7 +4430,8 @@
        "      <td>0.028500</td>\n",
        "      <td>...</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
@@ -4425,7 +4439,6 @@
        "      <td>0.000000</td>\n",
        "      <td>0.000000e+00</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-01-18 10:30:00</th>\n",
@@ -4441,7 +4454,8 @@
        "      <td>0.028500</td>\n",
        "      <td>...</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
@@ -4449,7 +4463,6 @@
        "      <td>0.000000</td>\n",
        "      <td>0.000000e+00</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-01-18 11:00:00</th>\n",
@@ -4465,7 +4478,8 @@
        "      <td>0.028500</td>\n",
        "      <td>...</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
@@ -4473,7 +4487,6 @@
        "      <td>0.000000</td>\n",
        "      <td>0.000000e+00</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-01-18 11:30:00</th>\n",
@@ -4489,7 +4502,8 @@
        "      <td>0.028500</td>\n",
        "      <td>...</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
@@ -4497,7 +4511,6 @@
        "      <td>0.000000</td>\n",
        "      <td>0.000000e+00</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-01-18 12:00:00</th>\n",
@@ -4513,7 +4526,8 @@
        "      <td>0.028500</td>\n",
        "      <td>...</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
@@ -4521,7 +4535,6 @@
        "      <td>0.000000</td>\n",
        "      <td>0.000000e+00</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-01-18 12:30:00</th>\n",
@@ -4537,7 +4550,8 @@
        "      <td>0.028500</td>\n",
        "      <td>...</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
@@ -4545,7 +4559,6 @@
        "      <td>0.000000</td>\n",
        "      <td>0.000000e+00</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-01-18 13:00:00</th>\n",
@@ -4561,7 +4574,8 @@
        "      <td>0.028500</td>\n",
        "      <td>...</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
@@ -4569,7 +4583,6 @@
        "      <td>0.000000</td>\n",
        "      <td>0.000000e+00</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-01-18 13:30:00</th>\n",
@@ -4585,7 +4598,8 @@
        "      <td>0.028500</td>\n",
        "      <td>...</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
@@ -4593,7 +4607,6 @@
        "      <td>0.000000</td>\n",
        "      <td>0.000000e+00</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-01-18 14:00:00</th>\n",
@@ -4609,7 +4622,8 @@
        "      <td>0.028500</td>\n",
        "      <td>...</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
@@ -4617,7 +4631,6 @@
        "      <td>0.000000</td>\n",
        "      <td>0.000000e+00</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-01-18 14:30:00</th>\n",
@@ -4633,7 +4646,8 @@
        "      <td>0.028500</td>\n",
        "      <td>...</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
@@ -4641,7 +4655,6 @@
        "      <td>0.000000</td>\n",
        "      <td>0.000000e+00</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-01-18 15:00:00</th>\n",
@@ -4657,7 +4670,8 @@
        "      <td>0.028500</td>\n",
        "      <td>...</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
@@ -4665,7 +4679,6 @@
        "      <td>0.000000</td>\n",
        "      <td>0.000000e+00</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-01-18 15:30:00</th>\n",
@@ -4681,7 +4694,8 @@
        "      <td>0.028500</td>\n",
        "      <td>...</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
@@ -4689,7 +4703,6 @@
        "      <td>0.000000</td>\n",
        "      <td>0.000000e+00</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-01-18 16:00:00</th>\n",
@@ -4705,7 +4718,8 @@
        "      <td>0.028500</td>\n",
        "      <td>...</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
@@ -4713,7 +4727,6 @@
        "      <td>0.000000</td>\n",
        "      <td>0.000000e+00</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-01-18 16:30:00</th>\n",
@@ -4729,7 +4742,8 @@
        "      <td>0.028500</td>\n",
        "      <td>...</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
@@ -4737,7 +4751,6 @@
        "      <td>0.000000</td>\n",
        "      <td>0.000000e+00</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-01-18 17:00:00</th>\n",
@@ -4753,7 +4766,8 @@
        "      <td>0.028500</td>\n",
        "      <td>...</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
@@ -4761,7 +4775,6 @@
        "      <td>0.000000</td>\n",
        "      <td>0.000000e+00</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-01-18 17:30:00</th>\n",
@@ -4777,7 +4790,8 @@
        "      <td>0.028500</td>\n",
        "      <td>...</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
@@ -4785,7 +4799,6 @@
        "      <td>0.000000</td>\n",
        "      <td>0.000000e+00</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-01-18 18:00:00</th>\n",
@@ -4801,7 +4814,8 @@
        "      <td>0.028500</td>\n",
        "      <td>...</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
@@ -4809,7 +4823,6 @@
        "      <td>0.000000</td>\n",
        "      <td>0.000000e+00</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-01-18 18:30:00</th>\n",
@@ -4825,7 +4838,8 @@
        "      <td>0.028500</td>\n",
        "      <td>...</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
@@ -4833,7 +4847,6 @@
        "      <td>0.000000</td>\n",
        "      <td>0.000000e+00</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>...</th>\n",
@@ -4872,16 +4885,16 @@
        "      <td>0.019043</td>\n",
        "      <td>0.019215</td>\n",
        "      <td>...</td>\n",
+       "      <td>16.447470</td>\n",
+       "      <td>1014.826043</td>\n",
+       "      <td>0.016207</td>\n",
+       "      <td>0.000083</td>\n",
+       "      <td>0.000082</td>\n",
+       "      <td>0.000083</td>\n",
+       "      <td>0.000083</td>\n",
        "      <td>75.673837</td>\n",
        "      <td>9.163202e+05</td>\n",
        "      <td>0.000083</td>\n",
-       "      <td>2346.606765</td>\n",
-       "      <td>2335.099700</td>\n",
-       "      <td>2344.068925</td>\n",
-       "      <td>2337.718018</td>\n",
-       "      <td>3.819836e+05</td>\n",
-       "      <td>163.160548</td>\n",
-       "      <td>2341.151574</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2017-07-13 09:30:00</th>\n",
@@ -4896,16 +4909,16 @@
        "      <td>0.019005</td>\n",
        "      <td>0.019103</td>\n",
        "      <td>...</td>\n",
+       "      <td>16.381883</td>\n",
+       "      <td>1006.211103</td>\n",
+       "      <td>0.016281</td>\n",
+       "      <td>0.000083</td>\n",
+       "      <td>0.000081</td>\n",
+       "      <td>0.000083</td>\n",
+       "      <td>0.000082</td>\n",
        "      <td>104.114158</td>\n",
        "      <td>1.266796e+06</td>\n",
        "      <td>0.000082</td>\n",
-       "      <td>2340.990000</td>\n",
-       "      <td>2328.000000</td>\n",
-       "      <td>2337.718018</td>\n",
-       "      <td>2328.511100</td>\n",
-       "      <td>3.719490e+05</td>\n",
-       "      <td>159.310536</td>\n",
-       "      <td>2334.742231</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2017-07-13 10:00:00</th>\n",
@@ -4920,16 +4933,16 @@
        "      <td>0.019000</td>\n",
        "      <td>0.019032</td>\n",
        "      <td>...</td>\n",
+       "      <td>5.879561</td>\n",
+       "      <td>362.057572</td>\n",
+       "      <td>0.016239</td>\n",
+       "      <td>0.000082</td>\n",
+       "      <td>0.000080</td>\n",
+       "      <td>0.000082</td>\n",
+       "      <td>0.000081</td>\n",
        "      <td>206.415330</td>\n",
        "      <td>2.560809e+06</td>\n",
        "      <td>0.000081</td>\n",
-       "      <td>2333.389025</td>\n",
-       "      <td>2311.752988</td>\n",
-       "      <td>2328.511100</td>\n",
-       "      <td>2328.079130</td>\n",
-       "      <td>7.188295e+05</td>\n",
-       "      <td>309.344273</td>\n",
-       "      <td>2323.720075</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2017-07-13 10:30:00</th>\n",
@@ -4944,16 +4957,16 @@
        "      <td>0.019087</td>\n",
        "      <td>0.019100</td>\n",
        "      <td>...</td>\n",
+       "      <td>6.862038</td>\n",
+       "      <td>421.023648</td>\n",
+       "      <td>0.016298</td>\n",
+       "      <td>0.000082</td>\n",
+       "      <td>0.000080</td>\n",
+       "      <td>0.000081</td>\n",
+       "      <td>0.000081</td>\n",
        "      <td>87.064513</td>\n",
        "      <td>1.073331e+06</td>\n",
        "      <td>0.000081</td>\n",
-       "      <td>2343.000000</td>\n",
-       "      <td>2327.079130</td>\n",
-       "      <td>2328.079130</td>\n",
-       "      <td>2335.167161</td>\n",
-       "      <td>2.377475e+05</td>\n",
-       "      <td>101.765905</td>\n",
-       "      <td>2336.219969</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2017-07-13 11:00:00</th>\n",
@@ -4968,16 +4981,16 @@
        "      <td>0.019193</td>\n",
        "      <td>0.019200</td>\n",
        "      <td>...</td>\n",
+       "      <td>8.927679</td>\n",
+       "      <td>544.949394</td>\n",
+       "      <td>0.016383</td>\n",
+       "      <td>0.000082</td>\n",
+       "      <td>0.000080</td>\n",
+       "      <td>0.000081</td>\n",
+       "      <td>0.000081</td>\n",
        "      <td>100.917295</td>\n",
        "      <td>1.241452e+06</td>\n",
        "      <td>0.000081</td>\n",
-       "      <td>2346.670000</td>\n",
-       "      <td>2329.792000</td>\n",
-       "      <td>2335.167161</td>\n",
-       "      <td>2335.600000</td>\n",
-       "      <td>3.522817e+05</td>\n",
-       "      <td>150.611616</td>\n",
-       "      <td>2339.007582</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2017-07-13 11:30:00</th>\n",
@@ -4992,16 +5005,16 @@
        "      <td>0.019300</td>\n",
        "      <td>0.019300</td>\n",
        "      <td>...</td>\n",
+       "      <td>8.967660</td>\n",
+       "      <td>545.666655</td>\n",
+       "      <td>0.016434</td>\n",
+       "      <td>0.000084</td>\n",
+       "      <td>0.000081</td>\n",
+       "      <td>0.000081</td>\n",
+       "      <td>0.000084</td>\n",
        "      <td>141.109492</td>\n",
        "      <td>1.716908e+06</td>\n",
        "      <td>0.000082</td>\n",
-       "      <td>2357.612953</td>\n",
-       "      <td>2335.415023</td>\n",
-       "      <td>2335.600000</td>\n",
-       "      <td>2357.600000</td>\n",
-       "      <td>4.006569e+05</td>\n",
-       "      <td>170.506041</td>\n",
-       "      <td>2349.810572</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2017-07-13 12:00:00</th>\n",
@@ -5016,16 +5029,16 @@
        "      <td>0.019345</td>\n",
        "      <td>0.019386</td>\n",
        "      <td>...</td>\n",
+       "      <td>11.650610</td>\n",
+       "      <td>709.466293</td>\n",
+       "      <td>0.016422</td>\n",
+       "      <td>0.000084</td>\n",
+       "      <td>0.000083</td>\n",
+       "      <td>0.000084</td>\n",
+       "      <td>0.000083</td>\n",
        "      <td>124.687057</td>\n",
        "      <td>1.492311e+06</td>\n",
        "      <td>0.000084</td>\n",
-       "      <td>2371.772244</td>\n",
-       "      <td>2354.987390</td>\n",
-       "      <td>2357.600000</td>\n",
-       "      <td>2365.000000</td>\n",
-       "      <td>7.920015e+05</td>\n",
-       "      <td>334.748346</td>\n",
-       "      <td>2365.960817</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2017-07-13 12:30:00</th>\n",
@@ -5040,16 +5053,16 @@
        "      <td>0.019257</td>\n",
        "      <td>0.019345</td>\n",
        "      <td>...</td>\n",
+       "      <td>12.990767</td>\n",
+       "      <td>792.119330</td>\n",
+       "      <td>0.016400</td>\n",
+       "      <td>0.000083</td>\n",
+       "      <td>0.000082</td>\n",
+       "      <td>0.000083</td>\n",
+       "      <td>0.000083</td>\n",
        "      <td>91.265661</td>\n",
        "      <td>1.102086e+06</td>\n",
        "      <td>0.000083</td>\n",
-       "      <td>2370.000000</td>\n",
-       "      <td>2360.100000</td>\n",
-       "      <td>2363.800000</td>\n",
-       "      <td>2360.112111</td>\n",
-       "      <td>3.163272e+05</td>\n",
-       "      <td>133.870839</td>\n",
-       "      <td>2362.928101</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2017-07-13 13:00:00</th>\n",
@@ -5064,16 +5077,16 @@
        "      <td>0.019086</td>\n",
        "      <td>0.019385</td>\n",
        "      <td>...</td>\n",
+       "      <td>5.833544</td>\n",
+       "      <td>356.266861</td>\n",
+       "      <td>0.016374</td>\n",
+       "      <td>0.000083</td>\n",
+       "      <td>0.000082</td>\n",
+       "      <td>0.000083</td>\n",
+       "      <td>0.000082</td>\n",
        "      <td>105.651941</td>\n",
        "      <td>1.282050e+06</td>\n",
        "      <td>0.000082</td>\n",
-       "      <td>2363.000000</td>\n",
-       "      <td>2325.110000</td>\n",
-       "      <td>2362.112111</td>\n",
-       "      <td>2329.999990</td>\n",
-       "      <td>7.143561e+05</td>\n",
-       "      <td>305.390981</td>\n",
-       "      <td>2339.152555</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2017-07-13 13:30:00</th>\n",
@@ -5088,16 +5101,16 @@
        "      <td>0.019135</td>\n",
        "      <td>0.019227</td>\n",
        "      <td>...</td>\n",
+       "      <td>5.270448</td>\n",
+       "      <td>321.593298</td>\n",
+       "      <td>0.016389</td>\n",
+       "      <td>0.000083</td>\n",
+       "      <td>0.000082</td>\n",
+       "      <td>0.000082</td>\n",
+       "      <td>0.000083</td>\n",
        "      <td>68.382854</td>\n",
        "      <td>8.297655e+05</td>\n",
        "      <td>0.000082</td>\n",
-       "      <td>2344.926076</td>\n",
-       "      <td>2327.777000</td>\n",
-       "      <td>2329.999990</td>\n",
-       "      <td>2341.000000</td>\n",
-       "      <td>5.898132e+05</td>\n",
-       "      <td>252.408951</td>\n",
-       "      <td>2336.736459</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2017-07-13 14:00:00</th>\n",
@@ -5112,16 +5125,16 @@
        "      <td>0.019037</td>\n",
        "      <td>0.019202</td>\n",
        "      <td>...</td>\n",
+       "      <td>2.315221</td>\n",
+       "      <td>141.803909</td>\n",
+       "      <td>0.016327</td>\n",
+       "      <td>0.000083</td>\n",
+       "      <td>0.000082</td>\n",
+       "      <td>0.000083</td>\n",
+       "      <td>0.000083</td>\n",
        "      <td>43.239600</td>\n",
        "      <td>5.230807e+05</td>\n",
        "      <td>0.000083</td>\n",
-       "      <td>2350.000000</td>\n",
-       "      <td>2326.110000</td>\n",
-       "      <td>2341.000000</td>\n",
-       "      <td>2330.000000</td>\n",
-       "      <td>5.385380e+05</td>\n",
-       "      <td>229.935096</td>\n",
-       "      <td>2342.130395</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2017-07-13 14:30:00</th>\n",
@@ -5136,16 +5149,16 @@
        "      <td>0.019036</td>\n",
        "      <td>0.019079</td>\n",
        "      <td>...</td>\n",
+       "      <td>1.577577</td>\n",
+       "      <td>96.546480</td>\n",
+       "      <td>0.016340</td>\n",
+       "      <td>0.000083</td>\n",
+       "      <td>0.000082</td>\n",
+       "      <td>0.000083</td>\n",
+       "      <td>0.000082</td>\n",
        "      <td>78.502960</td>\n",
        "      <td>9.527502e+05</td>\n",
        "      <td>0.000082</td>\n",
-       "      <td>2348.000000</td>\n",
-       "      <td>2329.000000</td>\n",
-       "      <td>2330.000000</td>\n",
-       "      <td>2345.000100</td>\n",
-       "      <td>4.480679e+05</td>\n",
-       "      <td>191.743558</td>\n",
-       "      <td>2336.808239</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2017-07-13 15:00:00</th>\n",
@@ -5160,16 +5173,16 @@
        "      <td>0.019150</td>\n",
        "      <td>0.019187</td>\n",
        "      <td>...</td>\n",
+       "      <td>69.611434</td>\n",
+       "      <td>4300.748677</td>\n",
+       "      <td>0.016186</td>\n",
+       "      <td>0.000083</td>\n",
+       "      <td>0.000082</td>\n",
+       "      <td>0.000082</td>\n",
+       "      <td>0.000083</td>\n",
        "      <td>43.320353</td>\n",
        "      <td>5.236348e+05</td>\n",
        "      <td>0.000083</td>\n",
-       "      <td>2346.513526</td>\n",
-       "      <td>2326.459647</td>\n",
-       "      <td>2345.000000</td>\n",
-       "      <td>2332.000002</td>\n",
-       "      <td>6.440691e+05</td>\n",
-       "      <td>276.125116</td>\n",
-       "      <td>2332.526173</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2017-07-13 15:30:00</th>\n",
@@ -5184,16 +5197,16 @@
        "      <td>0.019100</td>\n",
        "      <td>0.019216</td>\n",
        "      <td>...</td>\n",
+       "      <td>40.700323</td>\n",
+       "      <td>2537.211215</td>\n",
+       "      <td>0.016041</td>\n",
+       "      <td>0.000083</td>\n",
+       "      <td>0.000080</td>\n",
+       "      <td>0.000082</td>\n",
+       "      <td>0.000081</td>\n",
        "      <td>213.617822</td>\n",
        "      <td>2.636685e+06</td>\n",
        "      <td>0.000081</td>\n",
-       "      <td>2332.000002</td>\n",
-       "      <td>2284.010000</td>\n",
-       "      <td>2332.000002</td>\n",
-       "      <td>2300.000000</td>\n",
-       "      <td>2.442496e+06</td>\n",
-       "      <td>1060.693632</td>\n",
-       "      <td>2302.734947</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2017-07-13 16:00:00</th>\n",
@@ -5208,16 +5221,16 @@
        "      <td>0.018950</td>\n",
        "      <td>0.019110</td>\n",
        "      <td>...</td>\n",
+       "      <td>20.781892</td>\n",
+       "      <td>1296.247685</td>\n",
+       "      <td>0.016032</td>\n",
+       "      <td>0.000082</td>\n",
+       "      <td>0.000080</td>\n",
+       "      <td>0.000081</td>\n",
+       "      <td>0.000081</td>\n",
        "      <td>150.061986</td>\n",
        "      <td>1.857771e+06</td>\n",
        "      <td>0.000081</td>\n",
-       "      <td>2317.000000</td>\n",
-       "      <td>2295.500000</td>\n",
-       "      <td>2300.000000</td>\n",
-       "      <td>2305.500000</td>\n",
-       "      <td>9.413575e+05</td>\n",
-       "      <td>407.778283</td>\n",
-       "      <td>2308.503195</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2017-07-13 16:30:00</th>\n",
@@ -5232,16 +5245,16 @@
        "      <td>0.019085</td>\n",
        "      <td>0.019087</td>\n",
        "      <td>...</td>\n",
+       "      <td>22.931610</td>\n",
+       "      <td>1427.026698</td>\n",
+       "      <td>0.016070</td>\n",
+       "      <td>0.000081</td>\n",
+       "      <td>0.000079</td>\n",
+       "      <td>0.000081</td>\n",
+       "      <td>0.000081</td>\n",
        "      <td>195.414023</td>\n",
        "      <td>2.436116e+06</td>\n",
        "      <td>0.000080</td>\n",
-       "      <td>2323.187000</td>\n",
-       "      <td>2298.500000</td>\n",
-       "      <td>2305.500000</td>\n",
-       "      <td>2317.321200</td>\n",
-       "      <td>6.331025e+05</td>\n",
-       "      <td>273.888582</td>\n",
-       "      <td>2311.532937</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2017-07-13 17:00:00</th>\n",
@@ -5256,16 +5269,16 @@
        "      <td>0.019101</td>\n",
        "      <td>0.019220</td>\n",
        "      <td>...</td>\n",
+       "      <td>10.652046</td>\n",
+       "      <td>658.748194</td>\n",
+       "      <td>0.016170</td>\n",
+       "      <td>0.000081</td>\n",
+       "      <td>0.000080</td>\n",
+       "      <td>0.000080</td>\n",
+       "      <td>0.000080</td>\n",
        "      <td>40.426843</td>\n",
        "      <td>5.023486e+05</td>\n",
        "      <td>0.000080</td>\n",
-       "      <td>2320.000000</td>\n",
-       "      <td>2303.333000</td>\n",
-       "      <td>2318.000000</td>\n",
-       "      <td>2304.011000</td>\n",
-       "      <td>5.933861e+05</td>\n",
-       "      <td>256.970578</td>\n",
-       "      <td>2309.159565</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2017-07-13 17:30:00</th>\n",
@@ -5280,16 +5293,16 @@
        "      <td>0.018983</td>\n",
        "      <td>0.019180</td>\n",
        "      <td>...</td>\n",
+       "      <td>17.885425</td>\n",
+       "      <td>1106.663222</td>\n",
+       "      <td>0.016162</td>\n",
+       "      <td>0.000080</td>\n",
+       "      <td>0.000078</td>\n",
+       "      <td>0.000080</td>\n",
+       "      <td>0.000079</td>\n",
        "      <td>199.926137</td>\n",
        "      <td>2.518746e+06</td>\n",
        "      <td>0.000079</td>\n",
-       "      <td>2308.000011</td>\n",
-       "      <td>2288.110000</td>\n",
-       "      <td>2304.011000</td>\n",
-       "      <td>2291.000000</td>\n",
-       "      <td>1.326108e+06</td>\n",
-       "      <td>577.229345</td>\n",
-       "      <td>2297.368127</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2017-07-13 18:00:00</th>\n",
@@ -5304,16 +5317,16 @@
        "      <td>0.018986</td>\n",
        "      <td>0.019045</td>\n",
        "      <td>...</td>\n",
+       "      <td>13.959773</td>\n",
+       "      <td>868.051721</td>\n",
+       "      <td>0.016082</td>\n",
+       "      <td>0.000081</td>\n",
+       "      <td>0.000079</td>\n",
+       "      <td>0.000079</td>\n",
+       "      <td>0.000079</td>\n",
        "      <td>270.136564</td>\n",
        "      <td>3.402917e+06</td>\n",
        "      <td>0.000079</td>\n",
-       "      <td>2322.000000</td>\n",
-       "      <td>2287.111000</td>\n",
-       "      <td>2292.000000</td>\n",
-       "      <td>2317.001110</td>\n",
-       "      <td>1.016816e+06</td>\n",
-       "      <td>441.007609</td>\n",
-       "      <td>2305.664566</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2017-07-13 18:30:00</th>\n",
@@ -5328,16 +5341,16 @@
        "      <td>0.019040</td>\n",
        "      <td>0.019090</td>\n",
        "      <td>...</td>\n",
+       "      <td>35.339157</td>\n",
+       "      <td>2182.164699</td>\n",
+       "      <td>0.016195</td>\n",
+       "      <td>0.000081</td>\n",
+       "      <td>0.000079</td>\n",
+       "      <td>0.000079</td>\n",
+       "      <td>0.000079</td>\n",
        "      <td>218.741024</td>\n",
        "      <td>2.745248e+06</td>\n",
        "      <td>0.000080</td>\n",
-       "      <td>2327.001110</td>\n",
-       "      <td>2310.002200</td>\n",
-       "      <td>2317.001110</td>\n",
-       "      <td>2316.862283</td>\n",
-       "      <td>6.394014e+05</td>\n",
-       "      <td>275.501661</td>\n",
-       "      <td>2320.862153</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2017-07-13 19:00:00</th>\n",
@@ -5352,16 +5365,16 @@
        "      <td>0.019070</td>\n",
        "      <td>0.019124</td>\n",
        "      <td>...</td>\n",
+       "      <td>30.539915</td>\n",
+       "      <td>1862.691421</td>\n",
+       "      <td>0.016396</td>\n",
+       "      <td>0.000079</td>\n",
+       "      <td>0.000078</td>\n",
+       "      <td>0.000079</td>\n",
+       "      <td>0.000078</td>\n",
        "      <td>217.029064</td>\n",
        "      <td>2.772006e+06</td>\n",
        "      <td>0.000078</td>\n",
-       "      <td>2319.589772</td>\n",
-       "      <td>2301.229748</td>\n",
-       "      <td>2319.589772</td>\n",
-       "      <td>2305.000000</td>\n",
-       "      <td>5.069926e+05</td>\n",
-       "      <td>219.750442</td>\n",
-       "      <td>2307.129063</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2017-07-13 19:30:00</th>\n",
@@ -5376,16 +5389,16 @@
        "      <td>0.019040</td>\n",
        "      <td>0.019087</td>\n",
        "      <td>...</td>\n",
+       "      <td>31.107351</td>\n",
+       "      <td>1895.337919</td>\n",
+       "      <td>0.016413</td>\n",
+       "      <td>0.000079</td>\n",
+       "      <td>0.000078</td>\n",
+       "      <td>0.000078</td>\n",
+       "      <td>0.000079</td>\n",
        "      <td>170.107803</td>\n",
        "      <td>2.157833e+06</td>\n",
        "      <td>0.000079</td>\n",
-       "      <td>2328.267876</td>\n",
-       "      <td>2306.000000</td>\n",
-       "      <td>2306.000000</td>\n",
-       "      <td>2320.752000</td>\n",
-       "      <td>1.078365e+06</td>\n",
-       "      <td>465.320453</td>\n",
-       "      <td>2317.468086</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2017-07-13 20:00:00</th>\n",
@@ -5400,16 +5413,16 @@
        "      <td>0.019000</td>\n",
        "      <td>0.019040</td>\n",
        "      <td>...</td>\n",
+       "      <td>24.475405</td>\n",
+       "      <td>1504.283095</td>\n",
+       "      <td>0.016270</td>\n",
+       "      <td>0.000080</td>\n",
+       "      <td>0.000079</td>\n",
+       "      <td>0.000079</td>\n",
+       "      <td>0.000079</td>\n",
        "      <td>124.236972</td>\n",
        "      <td>1.565728e+06</td>\n",
        "      <td>0.000079</td>\n",
-       "      <td>2322.965326</td>\n",
-       "      <td>2311.468421</td>\n",
-       "      <td>2320.752000</td>\n",
-       "      <td>2311.468422</td>\n",
-       "      <td>2.687490e+05</td>\n",
-       "      <td>115.895326</td>\n",
-       "      <td>2318.894463</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2017-07-13 20:30:00</th>\n",
@@ -5424,16 +5437,16 @@
        "      <td>0.019100</td>\n",
        "      <td>0.019130</td>\n",
        "      <td>...</td>\n",
+       "      <td>10.557378</td>\n",
+       "      <td>646.264376</td>\n",
+       "      <td>0.016336</td>\n",
+       "      <td>0.000081</td>\n",
+       "      <td>0.000079</td>\n",
+       "      <td>0.000079</td>\n",
+       "      <td>0.000081</td>\n",
        "      <td>172.364184</td>\n",
        "      <td>2.147006e+06</td>\n",
        "      <td>0.000080</td>\n",
-       "      <td>2325.763084</td>\n",
-       "      <td>2311.468422</td>\n",
-       "      <td>2311.468422</td>\n",
-       "      <td>2323.900000</td>\n",
-       "      <td>2.285634e+05</td>\n",
-       "      <td>98.525344</td>\n",
-       "      <td>2319.843221</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2017-07-13 21:00:00</th>\n",
@@ -5448,16 +5461,16 @@
        "      <td>0.019224</td>\n",
        "      <td>0.019280</td>\n",
        "      <td>...</td>\n",
+       "      <td>2.052379</td>\n",
+       "      <td>125.407612</td>\n",
+       "      <td>0.016366</td>\n",
+       "      <td>0.000082</td>\n",
+       "      <td>0.000081</td>\n",
+       "      <td>0.000081</td>\n",
+       "      <td>0.000081</td>\n",
        "      <td>79.746635</td>\n",
        "      <td>9.810020e+05</td>\n",
        "      <td>0.000081</td>\n",
-       "      <td>2355.020000</td>\n",
-       "      <td>2318.218138</td>\n",
-       "      <td>2323.900000</td>\n",
-       "      <td>2328.121552</td>\n",
-       "      <td>7.391562e+05</td>\n",
-       "      <td>316.925462</td>\n",
-       "      <td>2332.271562</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2017-07-13 21:30:00</th>\n",
@@ -5472,16 +5485,16 @@
        "      <td>0.019110</td>\n",
        "      <td>0.019365</td>\n",
        "      <td>...</td>\n",
+       "      <td>17.000980</td>\n",
+       "      <td>1042.824300</td>\n",
+       "      <td>0.016303</td>\n",
+       "      <td>0.000082</td>\n",
+       "      <td>0.000081</td>\n",
+       "      <td>0.000081</td>\n",
+       "      <td>0.000081</td>\n",
        "      <td>158.553569</td>\n",
        "      <td>1.940958e+06</td>\n",
        "      <td>0.000082</td>\n",
-       "      <td>2360.000000</td>\n",
-       "      <td>2310.443967</td>\n",
-       "      <td>2327.199625</td>\n",
-       "      <td>2324.187291</td>\n",
-       "      <td>7.142025e+05</td>\n",
-       "      <td>306.299013</td>\n",
-       "      <td>2331.716771</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2017-07-13 22:00:00</th>\n",
@@ -5496,16 +5509,16 @@
        "      <td>0.019162</td>\n",
        "      <td>0.019204</td>\n",
        "      <td>...</td>\n",
+       "      <td>1.050736</td>\n",
+       "      <td>64.258248</td>\n",
+       "      <td>0.016352</td>\n",
+       "      <td>0.000083</td>\n",
+       "      <td>0.000081</td>\n",
+       "      <td>0.000081</td>\n",
+       "      <td>0.000082</td>\n",
        "      <td>115.642529</td>\n",
        "      <td>1.410372e+06</td>\n",
        "      <td>0.000082</td>\n",
-       "      <td>2339.698862</td>\n",
-       "      <td>2322.000000</td>\n",
-       "      <td>2322.232200</td>\n",
-       "      <td>2330.000001</td>\n",
-       "      <td>3.240397e+05</td>\n",
-       "      <td>139.069176</td>\n",
-       "      <td>2330.060998</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2017-07-13 22:30:00</th>\n",
@@ -5520,16 +5533,16 @@
        "      <td>0.019143</td>\n",
        "      <td>0.019271</td>\n",
        "      <td>...</td>\n",
+       "      <td>4.130065</td>\n",
+       "      <td>252.910135</td>\n",
+       "      <td>0.016330</td>\n",
+       "      <td>0.000082</td>\n",
+       "      <td>0.000082</td>\n",
+       "      <td>0.000082</td>\n",
+       "      <td>0.000082</td>\n",
        "      <td>100.037610</td>\n",
        "      <td>1.220110e+06</td>\n",
        "      <td>0.000082</td>\n",
-       "      <td>2337.231928</td>\n",
-       "      <td>2324.471875</td>\n",
-       "      <td>2331.000000</td>\n",
-       "      <td>2337.002370</td>\n",
-       "      <td>3.528316e+05</td>\n",
-       "      <td>151.374833</td>\n",
-       "      <td>2330.847381</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2017-07-13 23:00:00</th>\n",
@@ -5544,16 +5557,16 @@
        "      <td>0.019250</td>\n",
        "      <td>0.019263</td>\n",
        "      <td>...</td>\n",
+       "      <td>5.774802</td>\n",
+       "      <td>354.476663</td>\n",
+       "      <td>0.016291</td>\n",
+       "      <td>0.000082</td>\n",
+       "      <td>0.000081</td>\n",
+       "      <td>0.000082</td>\n",
+       "      <td>0.000082</td>\n",
        "      <td>122.109410</td>\n",
        "      <td>1.494749e+06</td>\n",
        "      <td>0.000082</td>\n",
-       "      <td>2342.462341</td>\n",
-       "      <td>2333.796234</td>\n",
-       "      <td>2334.000000</td>\n",
-       "      <td>2339.820000</td>\n",
-       "      <td>3.638395e+05</td>\n",
-       "      <td>155.534126</td>\n",
-       "      <td>2339.290690</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2017-07-13 23:30:00</th>\n",
@@ -5568,20 +5581,20 @@
        "      <td>0.019339</td>\n",
        "      <td>0.019350</td>\n",
        "      <td>...</td>\n",
+       "      <td>5.284462</td>\n",
+       "      <td>322.402887</td>\n",
+       "      <td>0.016391</td>\n",
+       "      <td>0.000083</td>\n",
+       "      <td>0.000082</td>\n",
+       "      <td>0.000082</td>\n",
+       "      <td>0.000082</td>\n",
        "      <td>67.140055</td>\n",
        "      <td>8.146768e+05</td>\n",
        "      <td>0.000082</td>\n",
-       "      <td>2345.094204</td>\n",
-       "      <td>2332.821000</td>\n",
-       "      <td>2339.820000</td>\n",
-       "      <td>2335.000000</td>\n",
-       "      <td>2.078170e+05</td>\n",
-       "      <td>88.833776</td>\n",
-       "      <td>2339.391433</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>61096 rows × 49 columns</p>\n",
+       "<p>61096 rows × 42 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
@@ -5650,200 +5663,200 @@
        "2017-07-13 23:00:00    1.0  1.0  1.0   1.0    1.0         1.0             1.0   \n",
        "2017-07-13 23:30:00    1.0  1.0  1.0   1.0    1.0         1.0             1.0   \n",
        "\n",
-       "Pair                   LTCBTC                           ...            XRPBTC  \\\n",
-       "Price                    high       low      open       ...            volume   \n",
-       "date                                                    ...                     \n",
-       "2014-01-18 04:00:00  0.028000  0.028000  0.028000       ...          0.000000   \n",
-       "2014-01-18 04:30:00  0.029000  0.028000  0.029000       ...          0.000000   \n",
-       "2014-01-18 05:00:00  0.028500  0.028500  0.028500       ...          0.000000   \n",
-       "2014-01-18 05:30:00  0.028500  0.028500  0.028500       ...          0.000000   \n",
-       "2014-01-18 06:00:00  0.028500  0.028500  0.028500       ...          0.000000   \n",
-       "2014-01-18 06:30:00  0.028500  0.028500  0.028500       ...          0.000000   \n",
-       "2014-01-18 07:00:00  0.028500  0.028500  0.028500       ...          0.000000   \n",
-       "2014-01-18 07:30:00  0.028500  0.028500  0.028500       ...          0.000000   \n",
-       "2014-01-18 08:00:00  0.028500  0.028500  0.028500       ...          0.000000   \n",
-       "2014-01-18 08:30:00  0.028500  0.028500  0.028500       ...          0.000000   \n",
-       "2014-01-18 09:00:00  0.028500  0.028500  0.028500       ...          0.000000   \n",
-       "2014-01-18 09:30:00  0.028500  0.028500  0.028500       ...          0.000000   \n",
-       "2014-01-18 10:00:00  0.028500  0.028500  0.028500       ...          0.000000   \n",
-       "2014-01-18 10:30:00  0.028500  0.028500  0.028500       ...          0.000000   \n",
-       "2014-01-18 11:00:00  0.028500  0.028500  0.028500       ...          0.000000   \n",
-       "2014-01-18 11:30:00  0.028500  0.028500  0.028500       ...          0.000000   \n",
-       "2014-01-18 12:00:00  0.028500  0.028500  0.028500       ...          0.000000   \n",
-       "2014-01-18 12:30:00  0.028500  0.028500  0.028500       ...          0.000000   \n",
-       "2014-01-18 13:00:00  0.028500  0.028500  0.028500       ...          0.000000   \n",
-       "2014-01-18 13:30:00  0.028500  0.028500  0.028500       ...          0.000000   \n",
-       "2014-01-18 14:00:00  0.028500  0.028500  0.028500       ...          0.000000   \n",
-       "2014-01-18 14:30:00  0.028500  0.028500  0.028500       ...          0.000000   \n",
-       "2014-01-18 15:00:00  0.028500  0.028500  0.028500       ...          0.000000   \n",
-       "2014-01-18 15:30:00  0.028500  0.028500  0.028500       ...          0.000000   \n",
-       "2014-01-18 16:00:00  0.028500  0.028500  0.028500       ...          0.000000   \n",
-       "2014-01-18 16:30:00  0.028500  0.028500  0.028500       ...          0.000000   \n",
-       "2014-01-18 17:00:00  0.028500  0.028500  0.028500       ...          0.000000   \n",
-       "2014-01-18 17:30:00  0.028500  0.028500  0.028500       ...          0.000000   \n",
-       "2014-01-18 18:00:00  0.028500  0.028500  0.028500       ...          0.000000   \n",
-       "2014-01-18 18:30:00  0.028500  0.028500  0.028500       ...          0.000000   \n",
-       "...                       ...       ...       ...       ...               ...   \n",
-       "2017-07-13 09:00:00  0.019238  0.019043  0.019215       ...         75.673837   \n",
-       "2017-07-13 09:30:00  0.019128  0.019005  0.019103       ...        104.114158   \n",
-       "2017-07-13 10:00:00  0.019100  0.019000  0.019032       ...        206.415330   \n",
-       "2017-07-13 10:30:00  0.019200  0.019087  0.019100       ...         87.064513   \n",
-       "2017-07-13 11:00:00  0.019500  0.019193  0.019200       ...        100.917295   \n",
-       "2017-07-13 11:30:00  0.019455  0.019300  0.019300       ...        141.109492   \n",
-       "2017-07-13 12:00:00  0.019492  0.019345  0.019386       ...        124.687057   \n",
-       "2017-07-13 12:30:00  0.019388  0.019257  0.019345       ...         91.265661   \n",
-       "2017-07-13 13:00:00  0.019388  0.019086  0.019385       ...        105.651941   \n",
-       "2017-07-13 13:30:00  0.019258  0.019135  0.019227       ...         68.382854   \n",
-       "2017-07-13 14:00:00  0.019202  0.019037  0.019202       ...         43.239600   \n",
-       "2017-07-13 14:30:00  0.019210  0.019036  0.019079       ...         78.502960   \n",
-       "2017-07-13 15:00:00  0.019268  0.019150  0.019187       ...         43.320353   \n",
-       "2017-07-13 15:30:00  0.019275  0.019100  0.019216       ...        213.617822   \n",
-       "2017-07-13 16:00:00  0.019186  0.018950  0.019110       ...        150.061986   \n",
-       "2017-07-13 16:30:00  0.019220  0.019085  0.019087       ...        195.414023   \n",
-       "2017-07-13 17:00:00  0.019245  0.019101  0.019220       ...         40.426843   \n",
-       "2017-07-13 17:30:00  0.019194  0.018983  0.019180       ...        199.926137   \n",
-       "2017-07-13 18:00:00  0.019112  0.018986  0.019045       ...        270.136564   \n",
-       "2017-07-13 18:30:00  0.019174  0.019040  0.019090       ...        218.741024   \n",
-       "2017-07-13 19:00:00  0.019200  0.019070  0.019124       ...        217.029064   \n",
-       "2017-07-13 19:30:00  0.019125  0.019040  0.019087       ...        170.107803   \n",
-       "2017-07-13 20:00:00  0.019130  0.019000  0.019040       ...        124.236972   \n",
-       "2017-07-13 20:30:00  0.019280  0.019100  0.019130       ...        172.364184   \n",
-       "2017-07-13 21:00:00  0.019382  0.019224  0.019280       ...         79.746635   \n",
-       "2017-07-13 21:30:00  0.019365  0.019110  0.019365       ...        158.553569   \n",
-       "2017-07-13 22:00:00  0.019309  0.019162  0.019204       ...        115.642529   \n",
-       "2017-07-13 22:30:00  0.019353  0.019143  0.019271       ...        100.037610   \n",
-       "2017-07-13 23:00:00  0.019380  0.019250  0.019263       ...        122.109410   \n",
-       "2017-07-13 23:30:00  0.019462  0.019339  0.019350       ...         67.140055   \n",
+       "Pair                   LTCBTC                           ...           XMRBTC  \\\n",
+       "Price                    high       low      open       ...           volume   \n",
+       "date                                                    ...                    \n",
+       "2014-01-18 04:00:00  0.028000  0.028000  0.028000       ...         0.000000   \n",
+       "2014-01-18 04:30:00  0.029000  0.028000  0.029000       ...         0.000000   \n",
+       "2014-01-18 05:00:00  0.028500  0.028500  0.028500       ...         0.000000   \n",
+       "2014-01-18 05:30:00  0.028500  0.028500  0.028500       ...         0.000000   \n",
+       "2014-01-18 06:00:00  0.028500  0.028500  0.028500       ...         0.000000   \n",
+       "2014-01-18 06:30:00  0.028500  0.028500  0.028500       ...         0.000000   \n",
+       "2014-01-18 07:00:00  0.028500  0.028500  0.028500       ...         0.000000   \n",
+       "2014-01-18 07:30:00  0.028500  0.028500  0.028500       ...         0.000000   \n",
+       "2014-01-18 08:00:00  0.028500  0.028500  0.028500       ...         0.000000   \n",
+       "2014-01-18 08:30:00  0.028500  0.028500  0.028500       ...         0.000000   \n",
+       "2014-01-18 09:00:00  0.028500  0.028500  0.028500       ...         0.000000   \n",
+       "2014-01-18 09:30:00  0.028500  0.028500  0.028500       ...         0.000000   \n",
+       "2014-01-18 10:00:00  0.028500  0.028500  0.028500       ...         0.000000   \n",
+       "2014-01-18 10:30:00  0.028500  0.028500  0.028500       ...         0.000000   \n",
+       "2014-01-18 11:00:00  0.028500  0.028500  0.028500       ...         0.000000   \n",
+       "2014-01-18 11:30:00  0.028500  0.028500  0.028500       ...         0.000000   \n",
+       "2014-01-18 12:00:00  0.028500  0.028500  0.028500       ...         0.000000   \n",
+       "2014-01-18 12:30:00  0.028500  0.028500  0.028500       ...         0.000000   \n",
+       "2014-01-18 13:00:00  0.028500  0.028500  0.028500       ...         0.000000   \n",
+       "2014-01-18 13:30:00  0.028500  0.028500  0.028500       ...         0.000000   \n",
+       "2014-01-18 14:00:00  0.028500  0.028500  0.028500       ...         0.000000   \n",
+       "2014-01-18 14:30:00  0.028500  0.028500  0.028500       ...         0.000000   \n",
+       "2014-01-18 15:00:00  0.028500  0.028500  0.028500       ...         0.000000   \n",
+       "2014-01-18 15:30:00  0.028500  0.028500  0.028500       ...         0.000000   \n",
+       "2014-01-18 16:00:00  0.028500  0.028500  0.028500       ...         0.000000   \n",
+       "2014-01-18 16:30:00  0.028500  0.028500  0.028500       ...         0.000000   \n",
+       "2014-01-18 17:00:00  0.028500  0.028500  0.028500       ...         0.000000   \n",
+       "2014-01-18 17:30:00  0.028500  0.028500  0.028500       ...         0.000000   \n",
+       "2014-01-18 18:00:00  0.028500  0.028500  0.028500       ...         0.000000   \n",
+       "2014-01-18 18:30:00  0.028500  0.028500  0.028500       ...         0.000000   \n",
+       "...                       ...       ...       ...       ...              ...   \n",
+       "2017-07-13 09:00:00  0.019238  0.019043  0.019215       ...        16.447470   \n",
+       "2017-07-13 09:30:00  0.019128  0.019005  0.019103       ...        16.381883   \n",
+       "2017-07-13 10:00:00  0.019100  0.019000  0.019032       ...         5.879561   \n",
+       "2017-07-13 10:30:00  0.019200  0.019087  0.019100       ...         6.862038   \n",
+       "2017-07-13 11:00:00  0.019500  0.019193  0.019200       ...         8.927679   \n",
+       "2017-07-13 11:30:00  0.019455  0.019300  0.019300       ...         8.967660   \n",
+       "2017-07-13 12:00:00  0.019492  0.019345  0.019386       ...        11.650610   \n",
+       "2017-07-13 12:30:00  0.019388  0.019257  0.019345       ...        12.990767   \n",
+       "2017-07-13 13:00:00  0.019388  0.019086  0.019385       ...         5.833544   \n",
+       "2017-07-13 13:30:00  0.019258  0.019135  0.019227       ...         5.270448   \n",
+       "2017-07-13 14:00:00  0.019202  0.019037  0.019202       ...         2.315221   \n",
+       "2017-07-13 14:30:00  0.019210  0.019036  0.019079       ...         1.577577   \n",
+       "2017-07-13 15:00:00  0.019268  0.019150  0.019187       ...        69.611434   \n",
+       "2017-07-13 15:30:00  0.019275  0.019100  0.019216       ...        40.700323   \n",
+       "2017-07-13 16:00:00  0.019186  0.018950  0.019110       ...        20.781892   \n",
+       "2017-07-13 16:30:00  0.019220  0.019085  0.019087       ...        22.931610   \n",
+       "2017-07-13 17:00:00  0.019245  0.019101  0.019220       ...        10.652046   \n",
+       "2017-07-13 17:30:00  0.019194  0.018983  0.019180       ...        17.885425   \n",
+       "2017-07-13 18:00:00  0.019112  0.018986  0.019045       ...        13.959773   \n",
+       "2017-07-13 18:30:00  0.019174  0.019040  0.019090       ...        35.339157   \n",
+       "2017-07-13 19:00:00  0.019200  0.019070  0.019124       ...        30.539915   \n",
+       "2017-07-13 19:30:00  0.019125  0.019040  0.019087       ...        31.107351   \n",
+       "2017-07-13 20:00:00  0.019130  0.019000  0.019040       ...        24.475405   \n",
+       "2017-07-13 20:30:00  0.019280  0.019100  0.019130       ...        10.557378   \n",
+       "2017-07-13 21:00:00  0.019382  0.019224  0.019280       ...         2.052379   \n",
+       "2017-07-13 21:30:00  0.019365  0.019110  0.019365       ...        17.000980   \n",
+       "2017-07-13 22:00:00  0.019309  0.019162  0.019204       ...         1.050736   \n",
+       "2017-07-13 22:30:00  0.019353  0.019143  0.019271       ...         4.130065   \n",
+       "2017-07-13 23:00:00  0.019380  0.019250  0.019263       ...         5.774802   \n",
+       "2017-07-13 23:30:00  0.019462  0.019339  0.019350       ...         5.284462   \n",
        "\n",
-       "Pair                                                   BTCUSDT               \\\n",
-       "Price                 quoteVolume weightedAverage         high          low   \n",
-       "date                                                                          \n",
-       "2014-01-18 04:00:00  0.000000e+00        0.000000     0.000000     0.000000   \n",
-       "2014-01-18 04:30:00  0.000000e+00        0.000000     0.000000     0.000000   \n",
-       "2014-01-18 05:00:00  0.000000e+00        0.000000     0.000000     0.000000   \n",
-       "2014-01-18 05:30:00  0.000000e+00        0.000000     0.000000     0.000000   \n",
-       "2014-01-18 06:00:00  0.000000e+00        0.000000     0.000000     0.000000   \n",
-       "2014-01-18 06:30:00  0.000000e+00        0.000000     0.000000     0.000000   \n",
-       "2014-01-18 07:00:00  0.000000e+00        0.000000     0.000000     0.000000   \n",
-       "2014-01-18 07:30:00  0.000000e+00        0.000000     0.000000     0.000000   \n",
-       "2014-01-18 08:00:00  0.000000e+00        0.000000     0.000000     0.000000   \n",
-       "2014-01-18 08:30:00  0.000000e+00        0.000000     0.000000     0.000000   \n",
-       "2014-01-18 09:00:00  0.000000e+00        0.000000     0.000000     0.000000   \n",
-       "2014-01-18 09:30:00  0.000000e+00        0.000000     0.000000     0.000000   \n",
-       "2014-01-18 10:00:00  0.000000e+00        0.000000     0.000000     0.000000   \n",
-       "2014-01-18 10:30:00  0.000000e+00        0.000000     0.000000     0.000000   \n",
-       "2014-01-18 11:00:00  0.000000e+00        0.000000     0.000000     0.000000   \n",
-       "2014-01-18 11:30:00  0.000000e+00        0.000000     0.000000     0.000000   \n",
-       "2014-01-18 12:00:00  0.000000e+00        0.000000     0.000000     0.000000   \n",
-       "2014-01-18 12:30:00  0.000000e+00        0.000000     0.000000     0.000000   \n",
-       "2014-01-18 13:00:00  0.000000e+00        0.000000     0.000000     0.000000   \n",
-       "2014-01-18 13:30:00  0.000000e+00        0.000000     0.000000     0.000000   \n",
-       "2014-01-18 14:00:00  0.000000e+00        0.000000     0.000000     0.000000   \n",
-       "2014-01-18 14:30:00  0.000000e+00        0.000000     0.000000     0.000000   \n",
-       "2014-01-18 15:00:00  0.000000e+00        0.000000     0.000000     0.000000   \n",
-       "2014-01-18 15:30:00  0.000000e+00        0.000000     0.000000     0.000000   \n",
-       "2014-01-18 16:00:00  0.000000e+00        0.000000     0.000000     0.000000   \n",
-       "2014-01-18 16:30:00  0.000000e+00        0.000000     0.000000     0.000000   \n",
-       "2014-01-18 17:00:00  0.000000e+00        0.000000     0.000000     0.000000   \n",
-       "2014-01-18 17:30:00  0.000000e+00        0.000000     0.000000     0.000000   \n",
-       "2014-01-18 18:00:00  0.000000e+00        0.000000     0.000000     0.000000   \n",
-       "2014-01-18 18:30:00  0.000000e+00        0.000000     0.000000     0.000000   \n",
-       "...                           ...             ...          ...          ...   \n",
-       "2017-07-13 09:00:00  9.163202e+05        0.000083  2346.606765  2335.099700   \n",
-       "2017-07-13 09:30:00  1.266796e+06        0.000082  2340.990000  2328.000000   \n",
-       "2017-07-13 10:00:00  2.560809e+06        0.000081  2333.389025  2311.752988   \n",
-       "2017-07-13 10:30:00  1.073331e+06        0.000081  2343.000000  2327.079130   \n",
-       "2017-07-13 11:00:00  1.241452e+06        0.000081  2346.670000  2329.792000   \n",
-       "2017-07-13 11:30:00  1.716908e+06        0.000082  2357.612953  2335.415023   \n",
-       "2017-07-13 12:00:00  1.492311e+06        0.000084  2371.772244  2354.987390   \n",
-       "2017-07-13 12:30:00  1.102086e+06        0.000083  2370.000000  2360.100000   \n",
-       "2017-07-13 13:00:00  1.282050e+06        0.000082  2363.000000  2325.110000   \n",
-       "2017-07-13 13:30:00  8.297655e+05        0.000082  2344.926076  2327.777000   \n",
-       "2017-07-13 14:00:00  5.230807e+05        0.000083  2350.000000  2326.110000   \n",
-       "2017-07-13 14:30:00  9.527502e+05        0.000082  2348.000000  2329.000000   \n",
-       "2017-07-13 15:00:00  5.236348e+05        0.000083  2346.513526  2326.459647   \n",
-       "2017-07-13 15:30:00  2.636685e+06        0.000081  2332.000002  2284.010000   \n",
-       "2017-07-13 16:00:00  1.857771e+06        0.000081  2317.000000  2295.500000   \n",
-       "2017-07-13 16:30:00  2.436116e+06        0.000080  2323.187000  2298.500000   \n",
-       "2017-07-13 17:00:00  5.023486e+05        0.000080  2320.000000  2303.333000   \n",
-       "2017-07-13 17:30:00  2.518746e+06        0.000079  2308.000011  2288.110000   \n",
-       "2017-07-13 18:00:00  3.402917e+06        0.000079  2322.000000  2287.111000   \n",
-       "2017-07-13 18:30:00  2.745248e+06        0.000080  2327.001110  2310.002200   \n",
-       "2017-07-13 19:00:00  2.772006e+06        0.000078  2319.589772  2301.229748   \n",
-       "2017-07-13 19:30:00  2.157833e+06        0.000079  2328.267876  2306.000000   \n",
-       "2017-07-13 20:00:00  1.565728e+06        0.000079  2322.965326  2311.468421   \n",
-       "2017-07-13 20:30:00  2.147006e+06        0.000080  2325.763084  2311.468422   \n",
-       "2017-07-13 21:00:00  9.810020e+05        0.000081  2355.020000  2318.218138   \n",
-       "2017-07-13 21:30:00  1.940958e+06        0.000082  2360.000000  2310.443967   \n",
-       "2017-07-13 22:00:00  1.410372e+06        0.000082  2339.698862  2322.000000   \n",
-       "2017-07-13 22:30:00  1.220110e+06        0.000082  2337.231928  2324.471875   \n",
-       "2017-07-13 23:00:00  1.494749e+06        0.000082  2342.462341  2333.796234   \n",
-       "2017-07-13 23:30:00  8.146768e+05        0.000082  2345.094204  2332.821000   \n",
+       "Pair                                                XRPBTC            \\\n",
+       "Price                quoteVolume weightedAverage      high       low   \n",
+       "date                                                                   \n",
+       "2014-01-18 04:00:00     0.000000        0.000000  0.000000  0.000000   \n",
+       "2014-01-18 04:30:00     0.000000        0.000000  0.000000  0.000000   \n",
+       "2014-01-18 05:00:00     0.000000        0.000000  0.000000  0.000000   \n",
+       "2014-01-18 05:30:00     0.000000        0.000000  0.000000  0.000000   \n",
+       "2014-01-18 06:00:00     0.000000        0.000000  0.000000  0.000000   \n",
+       "2014-01-18 06:30:00     0.000000        0.000000  0.000000  0.000000   \n",
+       "2014-01-18 07:00:00     0.000000        0.000000  0.000000  0.000000   \n",
+       "2014-01-18 07:30:00     0.000000        0.000000  0.000000  0.000000   \n",
+       "2014-01-18 08:00:00     0.000000        0.000000  0.000000  0.000000   \n",
+       "2014-01-18 08:30:00     0.000000        0.000000  0.000000  0.000000   \n",
+       "2014-01-18 09:00:00     0.000000        0.000000  0.000000  0.000000   \n",
+       "2014-01-18 09:30:00     0.000000        0.000000  0.000000  0.000000   \n",
+       "2014-01-18 10:00:00     0.000000        0.000000  0.000000  0.000000   \n",
+       "2014-01-18 10:30:00     0.000000        0.000000  0.000000  0.000000   \n",
+       "2014-01-18 11:00:00     0.000000        0.000000  0.000000  0.000000   \n",
+       "2014-01-18 11:30:00     0.000000        0.000000  0.000000  0.000000   \n",
+       "2014-01-18 12:00:00     0.000000        0.000000  0.000000  0.000000   \n",
+       "2014-01-18 12:30:00     0.000000        0.000000  0.000000  0.000000   \n",
+       "2014-01-18 13:00:00     0.000000        0.000000  0.000000  0.000000   \n",
+       "2014-01-18 13:30:00     0.000000        0.000000  0.000000  0.000000   \n",
+       "2014-01-18 14:00:00     0.000000        0.000000  0.000000  0.000000   \n",
+       "2014-01-18 14:30:00     0.000000        0.000000  0.000000  0.000000   \n",
+       "2014-01-18 15:00:00     0.000000        0.000000  0.000000  0.000000   \n",
+       "2014-01-18 15:30:00     0.000000        0.000000  0.000000  0.000000   \n",
+       "2014-01-18 16:00:00     0.000000        0.000000  0.000000  0.000000   \n",
+       "2014-01-18 16:30:00     0.000000        0.000000  0.000000  0.000000   \n",
+       "2014-01-18 17:00:00     0.000000        0.000000  0.000000  0.000000   \n",
+       "2014-01-18 17:30:00     0.000000        0.000000  0.000000  0.000000   \n",
+       "2014-01-18 18:00:00     0.000000        0.000000  0.000000  0.000000   \n",
+       "2014-01-18 18:30:00     0.000000        0.000000  0.000000  0.000000   \n",
+       "...                          ...             ...       ...       ...   \n",
+       "2017-07-13 09:00:00  1014.826043        0.016207  0.000083  0.000082   \n",
+       "2017-07-13 09:30:00  1006.211103        0.016281  0.000083  0.000081   \n",
+       "2017-07-13 10:00:00   362.057572        0.016239  0.000082  0.000080   \n",
+       "2017-07-13 10:30:00   421.023648        0.016298  0.000082  0.000080   \n",
+       "2017-07-13 11:00:00   544.949394        0.016383  0.000082  0.000080   \n",
+       "2017-07-13 11:30:00   545.666655        0.016434  0.000084  0.000081   \n",
+       "2017-07-13 12:00:00   709.466293        0.016422  0.000084  0.000083   \n",
+       "2017-07-13 12:30:00   792.119330        0.016400  0.000083  0.000082   \n",
+       "2017-07-13 13:00:00   356.266861        0.016374  0.000083  0.000082   \n",
+       "2017-07-13 13:30:00   321.593298        0.016389  0.000083  0.000082   \n",
+       "2017-07-13 14:00:00   141.803909        0.016327  0.000083  0.000082   \n",
+       "2017-07-13 14:30:00    96.546480        0.016340  0.000083  0.000082   \n",
+       "2017-07-13 15:00:00  4300.748677        0.016186  0.000083  0.000082   \n",
+       "2017-07-13 15:30:00  2537.211215        0.016041  0.000083  0.000080   \n",
+       "2017-07-13 16:00:00  1296.247685        0.016032  0.000082  0.000080   \n",
+       "2017-07-13 16:30:00  1427.026698        0.016070  0.000081  0.000079   \n",
+       "2017-07-13 17:00:00   658.748194        0.016170  0.000081  0.000080   \n",
+       "2017-07-13 17:30:00  1106.663222        0.016162  0.000080  0.000078   \n",
+       "2017-07-13 18:00:00   868.051721        0.016082  0.000081  0.000079   \n",
+       "2017-07-13 18:30:00  2182.164699        0.016195  0.000081  0.000079   \n",
+       "2017-07-13 19:00:00  1862.691421        0.016396  0.000079  0.000078   \n",
+       "2017-07-13 19:30:00  1895.337919        0.016413  0.000079  0.000078   \n",
+       "2017-07-13 20:00:00  1504.283095        0.016270  0.000080  0.000079   \n",
+       "2017-07-13 20:30:00   646.264376        0.016336  0.000081  0.000079   \n",
+       "2017-07-13 21:00:00   125.407612        0.016366  0.000082  0.000081   \n",
+       "2017-07-13 21:30:00  1042.824300        0.016303  0.000082  0.000081   \n",
+       "2017-07-13 22:00:00    64.258248        0.016352  0.000083  0.000081   \n",
+       "2017-07-13 22:30:00   252.910135        0.016330  0.000082  0.000082   \n",
+       "2017-07-13 23:00:00   354.476663        0.016291  0.000082  0.000081   \n",
+       "2017-07-13 23:30:00   322.402887        0.016391  0.000083  0.000082   \n",
        "\n",
-       "Pair                                                                      \\\n",
-       "Price                       open        close        volume  quoteVolume   \n",
-       "date                                                                       \n",
-       "2014-01-18 04:00:00     0.000000     0.000000  0.000000e+00     0.000000   \n",
-       "2014-01-18 04:30:00     0.000000     0.000000  0.000000e+00     0.000000   \n",
-       "2014-01-18 05:00:00     0.000000     0.000000  0.000000e+00     0.000000   \n",
-       "2014-01-18 05:30:00     0.000000     0.000000  0.000000e+00     0.000000   \n",
-       "2014-01-18 06:00:00     0.000000     0.000000  0.000000e+00     0.000000   \n",
-       "2014-01-18 06:30:00     0.000000     0.000000  0.000000e+00     0.000000   \n",
-       "2014-01-18 07:00:00     0.000000     0.000000  0.000000e+00     0.000000   \n",
-       "2014-01-18 07:30:00     0.000000     0.000000  0.000000e+00     0.000000   \n",
-       "2014-01-18 08:00:00     0.000000     0.000000  0.000000e+00     0.000000   \n",
-       "2014-01-18 08:30:00     0.000000     0.000000  0.000000e+00     0.000000   \n",
-       "2014-01-18 09:00:00     0.000000     0.000000  0.000000e+00     0.000000   \n",
-       "2014-01-18 09:30:00     0.000000     0.000000  0.000000e+00     0.000000   \n",
-       "2014-01-18 10:00:00     0.000000     0.000000  0.000000e+00     0.000000   \n",
-       "2014-01-18 10:30:00     0.000000     0.000000  0.000000e+00     0.000000   \n",
-       "2014-01-18 11:00:00     0.000000     0.000000  0.000000e+00     0.000000   \n",
-       "2014-01-18 11:30:00     0.000000     0.000000  0.000000e+00     0.000000   \n",
-       "2014-01-18 12:00:00     0.000000     0.000000  0.000000e+00     0.000000   \n",
-       "2014-01-18 12:30:00     0.000000     0.000000  0.000000e+00     0.000000   \n",
-       "2014-01-18 13:00:00     0.000000     0.000000  0.000000e+00     0.000000   \n",
-       "2014-01-18 13:30:00     0.000000     0.000000  0.000000e+00     0.000000   \n",
-       "2014-01-18 14:00:00     0.000000     0.000000  0.000000e+00     0.000000   \n",
-       "2014-01-18 14:30:00     0.000000     0.000000  0.000000e+00     0.000000   \n",
-       "2014-01-18 15:00:00     0.000000     0.000000  0.000000e+00     0.000000   \n",
-       "2014-01-18 15:30:00     0.000000     0.000000  0.000000e+00     0.000000   \n",
-       "2014-01-18 16:00:00     0.000000     0.000000  0.000000e+00     0.000000   \n",
-       "2014-01-18 16:30:00     0.000000     0.000000  0.000000e+00     0.000000   \n",
-       "2014-01-18 17:00:00     0.000000     0.000000  0.000000e+00     0.000000   \n",
-       "2014-01-18 17:30:00     0.000000     0.000000  0.000000e+00     0.000000   \n",
-       "2014-01-18 18:00:00     0.000000     0.000000  0.000000e+00     0.000000   \n",
-       "2014-01-18 18:30:00     0.000000     0.000000  0.000000e+00     0.000000   \n",
-       "...                          ...          ...           ...          ...   \n",
-       "2017-07-13 09:00:00  2344.068925  2337.718018  3.819836e+05   163.160548   \n",
-       "2017-07-13 09:30:00  2337.718018  2328.511100  3.719490e+05   159.310536   \n",
-       "2017-07-13 10:00:00  2328.511100  2328.079130  7.188295e+05   309.344273   \n",
-       "2017-07-13 10:30:00  2328.079130  2335.167161  2.377475e+05   101.765905   \n",
-       "2017-07-13 11:00:00  2335.167161  2335.600000  3.522817e+05   150.611616   \n",
-       "2017-07-13 11:30:00  2335.600000  2357.600000  4.006569e+05   170.506041   \n",
-       "2017-07-13 12:00:00  2357.600000  2365.000000  7.920015e+05   334.748346   \n",
-       "2017-07-13 12:30:00  2363.800000  2360.112111  3.163272e+05   133.870839   \n",
-       "2017-07-13 13:00:00  2362.112111  2329.999990  7.143561e+05   305.390981   \n",
-       "2017-07-13 13:30:00  2329.999990  2341.000000  5.898132e+05   252.408951   \n",
-       "2017-07-13 14:00:00  2341.000000  2330.000000  5.385380e+05   229.935096   \n",
-       "2017-07-13 14:30:00  2330.000000  2345.000100  4.480679e+05   191.743558   \n",
-       "2017-07-13 15:00:00  2345.000000  2332.000002  6.440691e+05   276.125116   \n",
-       "2017-07-13 15:30:00  2332.000002  2300.000000  2.442496e+06  1060.693632   \n",
-       "2017-07-13 16:00:00  2300.000000  2305.500000  9.413575e+05   407.778283   \n",
-       "2017-07-13 16:30:00  2305.500000  2317.321200  6.331025e+05   273.888582   \n",
-       "2017-07-13 17:00:00  2318.000000  2304.011000  5.933861e+05   256.970578   \n",
-       "2017-07-13 17:30:00  2304.011000  2291.000000  1.326108e+06   577.229345   \n",
-       "2017-07-13 18:00:00  2292.000000  2317.001110  1.016816e+06   441.007609   \n",
-       "2017-07-13 18:30:00  2317.001110  2316.862283  6.394014e+05   275.501661   \n",
-       "2017-07-13 19:00:00  2319.589772  2305.000000  5.069926e+05   219.750442   \n",
-       "2017-07-13 19:30:00  2306.000000  2320.752000  1.078365e+06   465.320453   \n",
-       "2017-07-13 20:00:00  2320.752000  2311.468422  2.687490e+05   115.895326   \n",
-       "2017-07-13 20:30:00  2311.468422  2323.900000  2.285634e+05    98.525344   \n",
-       "2017-07-13 21:00:00  2323.900000  2328.121552  7.391562e+05   316.925462   \n",
-       "2017-07-13 21:30:00  2327.199625  2324.187291  7.142025e+05   306.299013   \n",
-       "2017-07-13 22:00:00  2322.232200  2330.000001  3.240397e+05   139.069176   \n",
-       "2017-07-13 22:30:00  2331.000000  2337.002370  3.528316e+05   151.374833   \n",
-       "2017-07-13 23:00:00  2334.000000  2339.820000  3.638395e+05   155.534126   \n",
-       "2017-07-13 23:30:00  2339.820000  2335.000000  2.078170e+05    88.833776   \n",
+       "Pair                                                               \\\n",
+       "Price                    open     close      volume   quoteVolume   \n",
+       "date                                                                \n",
+       "2014-01-18 04:00:00  0.000000  0.000000    0.000000  0.000000e+00   \n",
+       "2014-01-18 04:30:00  0.000000  0.000000    0.000000  0.000000e+00   \n",
+       "2014-01-18 05:00:00  0.000000  0.000000    0.000000  0.000000e+00   \n",
+       "2014-01-18 05:30:00  0.000000  0.000000    0.000000  0.000000e+00   \n",
+       "2014-01-18 06:00:00  0.000000  0.000000    0.000000  0.000000e+00   \n",
+       "2014-01-18 06:30:00  0.000000  0.000000    0.000000  0.000000e+00   \n",
+       "2014-01-18 07:00:00  0.000000  0.000000    0.000000  0.000000e+00   \n",
+       "2014-01-18 07:30:00  0.000000  0.000000    0.000000  0.000000e+00   \n",
+       "2014-01-18 08:00:00  0.000000  0.000000    0.000000  0.000000e+00   \n",
+       "2014-01-18 08:30:00  0.000000  0.000000    0.000000  0.000000e+00   \n",
+       "2014-01-18 09:00:00  0.000000  0.000000    0.000000  0.000000e+00   \n",
+       "2014-01-18 09:30:00  0.000000  0.000000    0.000000  0.000000e+00   \n",
+       "2014-01-18 10:00:00  0.000000  0.000000    0.000000  0.000000e+00   \n",
+       "2014-01-18 10:30:00  0.000000  0.000000    0.000000  0.000000e+00   \n",
+       "2014-01-18 11:00:00  0.000000  0.000000    0.000000  0.000000e+00   \n",
+       "2014-01-18 11:30:00  0.000000  0.000000    0.000000  0.000000e+00   \n",
+       "2014-01-18 12:00:00  0.000000  0.000000    0.000000  0.000000e+00   \n",
+       "2014-01-18 12:30:00  0.000000  0.000000    0.000000  0.000000e+00   \n",
+       "2014-01-18 13:00:00  0.000000  0.000000    0.000000  0.000000e+00   \n",
+       "2014-01-18 13:30:00  0.000000  0.000000    0.000000  0.000000e+00   \n",
+       "2014-01-18 14:00:00  0.000000  0.000000    0.000000  0.000000e+00   \n",
+       "2014-01-18 14:30:00  0.000000  0.000000    0.000000  0.000000e+00   \n",
+       "2014-01-18 15:00:00  0.000000  0.000000    0.000000  0.000000e+00   \n",
+       "2014-01-18 15:30:00  0.000000  0.000000    0.000000  0.000000e+00   \n",
+       "2014-01-18 16:00:00  0.000000  0.000000    0.000000  0.000000e+00   \n",
+       "2014-01-18 16:30:00  0.000000  0.000000    0.000000  0.000000e+00   \n",
+       "2014-01-18 17:00:00  0.000000  0.000000    0.000000  0.000000e+00   \n",
+       "2014-01-18 17:30:00  0.000000  0.000000    0.000000  0.000000e+00   \n",
+       "2014-01-18 18:00:00  0.000000  0.000000    0.000000  0.000000e+00   \n",
+       "2014-01-18 18:30:00  0.000000  0.000000    0.000000  0.000000e+00   \n",
+       "...                       ...       ...         ...           ...   \n",
+       "2017-07-13 09:00:00  0.000083  0.000083   75.673837  9.163202e+05   \n",
+       "2017-07-13 09:30:00  0.000083  0.000082  104.114158  1.266796e+06   \n",
+       "2017-07-13 10:00:00  0.000082  0.000081  206.415330  2.560809e+06   \n",
+       "2017-07-13 10:30:00  0.000081  0.000081   87.064513  1.073331e+06   \n",
+       "2017-07-13 11:00:00  0.000081  0.000081  100.917295  1.241452e+06   \n",
+       "2017-07-13 11:30:00  0.000081  0.000084  141.109492  1.716908e+06   \n",
+       "2017-07-13 12:00:00  0.000084  0.000083  124.687057  1.492311e+06   \n",
+       "2017-07-13 12:30:00  0.000083  0.000083   91.265661  1.102086e+06   \n",
+       "2017-07-13 13:00:00  0.000083  0.000082  105.651941  1.282050e+06   \n",
+       "2017-07-13 13:30:00  0.000082  0.000083   68.382854  8.297655e+05   \n",
+       "2017-07-13 14:00:00  0.000083  0.000083   43.239600  5.230807e+05   \n",
+       "2017-07-13 14:30:00  0.000083  0.000082   78.502960  9.527502e+05   \n",
+       "2017-07-13 15:00:00  0.000082  0.000083   43.320353  5.236348e+05   \n",
+       "2017-07-13 15:30:00  0.000082  0.000081  213.617822  2.636685e+06   \n",
+       "2017-07-13 16:00:00  0.000081  0.000081  150.061986  1.857771e+06   \n",
+       "2017-07-13 16:30:00  0.000081  0.000081  195.414023  2.436116e+06   \n",
+       "2017-07-13 17:00:00  0.000080  0.000080   40.426843  5.023486e+05   \n",
+       "2017-07-13 17:30:00  0.000080  0.000079  199.926137  2.518746e+06   \n",
+       "2017-07-13 18:00:00  0.000079  0.000079  270.136564  3.402917e+06   \n",
+       "2017-07-13 18:30:00  0.000079  0.000079  218.741024  2.745248e+06   \n",
+       "2017-07-13 19:00:00  0.000079  0.000078  217.029064  2.772006e+06   \n",
+       "2017-07-13 19:30:00  0.000078  0.000079  170.107803  2.157833e+06   \n",
+       "2017-07-13 20:00:00  0.000079  0.000079  124.236972  1.565728e+06   \n",
+       "2017-07-13 20:30:00  0.000079  0.000081  172.364184  2.147006e+06   \n",
+       "2017-07-13 21:00:00  0.000081  0.000081   79.746635  9.810020e+05   \n",
+       "2017-07-13 21:30:00  0.000081  0.000081  158.553569  1.940958e+06   \n",
+       "2017-07-13 22:00:00  0.000081  0.000082  115.642529  1.410372e+06   \n",
+       "2017-07-13 22:30:00  0.000082  0.000082  100.037610  1.220110e+06   \n",
+       "2017-07-13 23:00:00  0.000082  0.000082  122.109410  1.494749e+06   \n",
+       "2017-07-13 23:30:00  0.000082  0.000082   67.140055  8.146768e+05   \n",
        "\n",
        "Pair                                 \n",
        "Price               weightedAverage  \n",
@@ -5879,41 +5892,41 @@
        "2014-01-18 18:00:00        0.000000  \n",
        "2014-01-18 18:30:00        0.000000  \n",
        "...                             ...  \n",
-       "2017-07-13 09:00:00     2341.151574  \n",
-       "2017-07-13 09:30:00     2334.742231  \n",
-       "2017-07-13 10:00:00     2323.720075  \n",
-       "2017-07-13 10:30:00     2336.219969  \n",
-       "2017-07-13 11:00:00     2339.007582  \n",
-       "2017-07-13 11:30:00     2349.810572  \n",
-       "2017-07-13 12:00:00     2365.960817  \n",
-       "2017-07-13 12:30:00     2362.928101  \n",
-       "2017-07-13 13:00:00     2339.152555  \n",
-       "2017-07-13 13:30:00     2336.736459  \n",
-       "2017-07-13 14:00:00     2342.130395  \n",
-       "2017-07-13 14:30:00     2336.808239  \n",
-       "2017-07-13 15:00:00     2332.526173  \n",
-       "2017-07-13 15:30:00     2302.734947  \n",
-       "2017-07-13 16:00:00     2308.503195  \n",
-       "2017-07-13 16:30:00     2311.532937  \n",
-       "2017-07-13 17:00:00     2309.159565  \n",
-       "2017-07-13 17:30:00     2297.368127  \n",
-       "2017-07-13 18:00:00     2305.664566  \n",
-       "2017-07-13 18:30:00     2320.862153  \n",
-       "2017-07-13 19:00:00     2307.129063  \n",
-       "2017-07-13 19:30:00     2317.468086  \n",
-       "2017-07-13 20:00:00     2318.894463  \n",
-       "2017-07-13 20:30:00     2319.843221  \n",
-       "2017-07-13 21:00:00     2332.271562  \n",
-       "2017-07-13 21:30:00     2331.716771  \n",
-       "2017-07-13 22:00:00     2330.060998  \n",
-       "2017-07-13 22:30:00     2330.847381  \n",
-       "2017-07-13 23:00:00     2339.290690  \n",
-       "2017-07-13 23:30:00     2339.391433  \n",
+       "2017-07-13 09:00:00        0.000083  \n",
+       "2017-07-13 09:30:00        0.000082  \n",
+       "2017-07-13 10:00:00        0.000081  \n",
+       "2017-07-13 10:30:00        0.000081  \n",
+       "2017-07-13 11:00:00        0.000081  \n",
+       "2017-07-13 11:30:00        0.000082  \n",
+       "2017-07-13 12:00:00        0.000084  \n",
+       "2017-07-13 12:30:00        0.000083  \n",
+       "2017-07-13 13:00:00        0.000082  \n",
+       "2017-07-13 13:30:00        0.000082  \n",
+       "2017-07-13 14:00:00        0.000083  \n",
+       "2017-07-13 14:30:00        0.000082  \n",
+       "2017-07-13 15:00:00        0.000083  \n",
+       "2017-07-13 15:30:00        0.000081  \n",
+       "2017-07-13 16:00:00        0.000081  \n",
+       "2017-07-13 16:30:00        0.000080  \n",
+       "2017-07-13 17:00:00        0.000080  \n",
+       "2017-07-13 17:30:00        0.000079  \n",
+       "2017-07-13 18:00:00        0.000079  \n",
+       "2017-07-13 18:30:00        0.000080  \n",
+       "2017-07-13 19:00:00        0.000078  \n",
+       "2017-07-13 19:30:00        0.000079  \n",
+       "2017-07-13 20:00:00        0.000079  \n",
+       "2017-07-13 20:30:00        0.000080  \n",
+       "2017-07-13 21:00:00        0.000081  \n",
+       "2017-07-13 21:30:00        0.000082  \n",
+       "2017-07-13 22:00:00        0.000082  \n",
+       "2017-07-13 22:30:00        0.000082  \n",
+       "2017-07-13 23:00:00        0.000082  \n",
+       "2017-07-13 23:30:00        0.000082  \n",
        "\n",
-       "[61096 rows x 49 columns]"
+       "[61096 rows x 42 columns]"
       ]
      },
-     "execution_count": 11,
+     "execution_count": 47,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -5926,11 +5939,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 48,
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2017-07-15T00:30:05.952963Z",
-     "start_time": "2017-07-15T08:30:05.937483+08:00"
+     "end_time": "2017-07-15T03:48:49.422803Z",
+     "start_time": "2017-07-15T11:48:49.410573+08:00"
     }
    },
    "outputs": [
@@ -5955,21 +5968,21 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 49,
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2017-07-15T00:30:07.124238Z",
-     "start_time": "2017-07-15T08:30:07.120816+08:00"
+     "end_time": "2017-07-15T03:48:49.774368Z",
+     "start_time": "2017-07-15T11:48:49.770459+08:00"
     }
    },
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "['BTCBTC', 'LTCBTC', 'DOGEBTC', 'DASHBTC', 'XMRBTC', 'XRPBTC', 'BTCUSDT']"
+       "['BTCBTC', 'LTCBTC', 'DOGEBTC', 'DASHBTC', 'XMRBTC', 'XRPBTC']"
       ]
      },
-     "execution_count": 13,
+     "execution_count": 49,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -5980,23 +5993,23 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 50,
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2017-07-15T00:31:52.522244Z",
-     "start_time": "2017-07-15T08:31:52.517139+08:00"
+     "end_time": "2017-07-15T03:48:50.102585Z",
+     "start_time": "2017-07-15T11:48:50.098128+08:00"
     }
    },
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "MultiIndex(levels=[['BTCBTC', 'LTCBTC', 'DOGEBTC', 'DASHBTC', 'XMRBTC', 'XRPBTC', 'BTCUSDT'], ['high', 'low', 'open', 'close', 'volume', 'quoteVolume', 'weightedAverage']],\n",
-       "           labels=[[0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 3, 3, 3, 3, 3, 3, 3, 4, 4, 4, 4, 4, 4, 4, 5, 5, 5, 5, 5, 5, 5, 6, 6, 6, 6, 6, 6, 6], [0, 1, 2, 3, 4, 5, 6, 0, 1, 2, 3, 4, 5, 6, 0, 1, 2, 3, 4, 5, 6, 0, 1, 2, 3, 4, 5, 6, 0, 1, 2, 3, 4, 5, 6, 0, 1, 2, 3, 4, 5, 6, 0, 1, 2, 3, 4, 5, 6]],\n",
+       "MultiIndex(levels=[['BTCBTC', 'LTCBTC', 'DOGEBTC', 'DASHBTC', 'XMRBTC', 'XRPBTC'], ['high', 'low', 'open', 'close', 'volume', 'quoteVolume', 'weightedAverage']],\n",
+       "           labels=[[0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 3, 3, 3, 3, 3, 3, 3, 4, 4, 4, 4, 4, 4, 4, 5, 5, 5, 5, 5, 5, 5], [0, 1, 2, 3, 4, 5, 6, 0, 1, 2, 3, 4, 5, 6, 0, 1, 2, 3, 4, 5, 6, 0, 1, 2, 3, 4, 5, 6, 0, 1, 2, 3, 4, 5, 6, 0, 1, 2, 3, 4, 5, 6]],\n",
        "           names=['Pair', 'Price'])"
       ]
      },
-     "execution_count": 18,
+     "execution_count": 50,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -6007,11 +6020,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 31,
+   "execution_count": 51,
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2017-07-15T00:37:39.233910Z",
-     "start_time": "2017-07-15T08:37:39.050754+08:00"
+     "end_time": "2017-07-15T03:48:50.554737Z",
+     "start_time": "2017-07-15T11:48:50.372918+08:00"
     }
    },
    "outputs": [
@@ -6039,8 +6052,8 @@
        "      <th colspan=\"7\" halign=\"left\">BTCBTC</th>\n",
        "      <th colspan=\"3\" halign=\"left\">LTCBTC</th>\n",
        "      <th>...</th>\n",
-       "      <th colspan=\"3\" halign=\"left\">XRPBTC</th>\n",
-       "      <th colspan=\"7\" halign=\"left\">BTCUSDT</th>\n",
+       "      <th colspan=\"3\" halign=\"left\">XMRBTC</th>\n",
+       "      <th colspan=\"7\" halign=\"left\">XRPBTC</th>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Price</th>\n",
@@ -6106,15 +6119,15 @@
        "      <td>0.028000</td>\n",
        "      <td>...</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000e+00</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
        "      <td>0.0000</td>\n",
        "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-01-18 04:30:00</th>\n",
@@ -6130,15 +6143,15 @@
        "      <td>0.029000</td>\n",
        "      <td>...</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000e+00</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
        "      <td>0.0000</td>\n",
        "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
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+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-01-18 05:00:00</th>\n",
@@ -6154,15 +6167,15 @@
        "      <td>0.028500</td>\n",
        "      <td>...</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000e+00</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
        "      <td>0.0000</td>\n",
        "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-01-18 05:30:00</th>\n",
@@ -6178,15 +6191,15 @@
        "      <td>0.028500</td>\n",
        "      <td>...</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000e+00</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
        "      <td>0.0000</td>\n",
        "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-01-18 06:00:00</th>\n",
@@ -6202,15 +6215,15 @@
        "      <td>0.028500</td>\n",
        "      <td>...</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000e+00</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
        "      <td>0.0000</td>\n",
        "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-01-18 06:30:00</th>\n",
@@ -6226,15 +6239,15 @@
        "      <td>0.028500</td>\n",
        "      <td>...</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000e+00</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
        "      <td>0.0000</td>\n",
        "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
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+       "      <td>0.000000</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-01-18 07:00:00</th>\n",
@@ -6250,15 +6263,15 @@
        "      <td>0.028500</td>\n",
        "      <td>...</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000e+00</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
        "      <td>0.0000</td>\n",
        "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
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+       "      <td>0.000000</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-01-18 07:30:00</th>\n",
@@ -6274,15 +6287,15 @@
        "      <td>0.028500</td>\n",
        "      <td>...</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000e+00</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
        "      <td>0.0000</td>\n",
        "      <td>0.000000</td>\n",
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+       "      <td>0.000000</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-01-18 08:00:00</th>\n",
@@ -6298,15 +6311,15 @@
        "      <td>0.028500</td>\n",
        "      <td>...</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000e+00</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
        "      <td>0.0000</td>\n",
        "      <td>0.000000</td>\n",
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+       "      <td>0.000000</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-01-18 08:30:00</th>\n",
@@ -6322,15 +6335,15 @@
        "      <td>0.028500</td>\n",
        "      <td>...</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000e+00</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
        "      <td>0.0000</td>\n",
        "      <td>0.000000</td>\n",
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+       "      <td>0.000000</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-01-18 09:00:00</th>\n",
@@ -6346,15 +6359,15 @@
        "      <td>0.028500</td>\n",
        "      <td>...</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000e+00</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
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-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
        "      <td>0.0000</td>\n",
        "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
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+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-01-18 09:30:00</th>\n",
@@ -6370,15 +6383,15 @@
        "      <td>0.028500</td>\n",
        "      <td>...</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000e+00</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
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-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
        "      <td>0.0000</td>\n",
        "      <td>0.000000</td>\n",
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+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-01-18 10:00:00</th>\n",
@@ -6394,15 +6407,15 @@
        "      <td>0.028500</td>\n",
        "      <td>...</td>\n",
        "      <td>0.000000</td>\n",
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        "      <td>0.0000</td>\n",
        "      <td>0.000000</td>\n",
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+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-01-18 10:30:00</th>\n",
@@ -6418,15 +6431,15 @@
        "      <td>0.028500</td>\n",
        "      <td>...</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000e+00</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
        "      <td>0.0000</td>\n",
        "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-01-18 11:00:00</th>\n",
@@ -6442,15 +6455,15 @@
        "      <td>0.028500</td>\n",
        "      <td>...</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000e+00</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
        "      <td>0.0000</td>\n",
        "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-01-18 11:30:00</th>\n",
@@ -6466,15 +6479,15 @@
        "      <td>0.028500</td>\n",
        "      <td>...</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000e+00</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
        "      <td>0.0000</td>\n",
        "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-01-18 12:00:00</th>\n",
@@ -6490,15 +6503,15 @@
        "      <td>0.028500</td>\n",
        "      <td>...</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000e+00</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
        "      <td>0.0000</td>\n",
        "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-01-18 12:30:00</th>\n",
@@ -6514,15 +6527,15 @@
        "      <td>0.028500</td>\n",
        "      <td>...</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000e+00</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
        "      <td>0.0000</td>\n",
        "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-01-18 13:00:00</th>\n",
@@ -6538,15 +6551,15 @@
        "      <td>0.028500</td>\n",
        "      <td>...</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000e+00</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
        "      <td>0.0000</td>\n",
        "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-01-18 13:30:00</th>\n",
@@ -6562,15 +6575,15 @@
        "      <td>0.028500</td>\n",
        "      <td>...</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000e+00</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
        "      <td>0.0000</td>\n",
        "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-01-18 14:00:00</th>\n",
@@ -6586,15 +6599,15 @@
        "      <td>0.028500</td>\n",
        "      <td>...</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000e+00</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
        "      <td>0.0000</td>\n",
        "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-01-18 14:30:00</th>\n",
@@ -6610,15 +6623,15 @@
        "      <td>0.028500</td>\n",
        "      <td>...</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000e+00</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
        "      <td>0.0000</td>\n",
        "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-01-18 15:00:00</th>\n",
@@ -6634,15 +6647,15 @@
        "      <td>0.028500</td>\n",
        "      <td>...</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000e+00</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
        "      <td>0.0000</td>\n",
        "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-01-18 15:30:00</th>\n",
@@ -6658,15 +6671,15 @@
        "      <td>0.028500</td>\n",
        "      <td>...</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000e+00</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
        "      <td>0.0000</td>\n",
        "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-01-18 16:00:00</th>\n",
@@ -6682,15 +6695,15 @@
        "      <td>0.028500</td>\n",
        "      <td>...</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000e+00</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
        "      <td>0.0000</td>\n",
        "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-01-18 16:30:00</th>\n",
@@ -6706,15 +6719,15 @@
        "      <td>0.028500</td>\n",
        "      <td>...</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000e+00</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
        "      <td>0.0000</td>\n",
        "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-01-18 17:00:00</th>\n",
@@ -6730,15 +6743,15 @@
        "      <td>0.028500</td>\n",
        "      <td>...</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000e+00</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
        "      <td>0.0000</td>\n",
        "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-01-18 17:30:00</th>\n",
@@ -6754,15 +6767,15 @@
        "      <td>0.028500</td>\n",
        "      <td>...</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000e+00</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
        "      <td>0.0000</td>\n",
        "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-01-18 18:00:00</th>\n",
@@ -6778,15 +6791,15 @@
        "      <td>0.028500</td>\n",
        "      <td>...</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000e+00</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
        "      <td>0.0000</td>\n",
        "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-01-18 18:30:00</th>\n",
@@ -6802,15 +6815,15 @@
        "      <td>0.028500</td>\n",
        "      <td>...</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000e+00</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
        "      <td>0.0000</td>\n",
        "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>...</th>\n",
@@ -6849,16 +6862,16 @@
        "      <td>0.004422</td>\n",
        "      <td>0.004434</td>\n",
        "      <td>...</td>\n",
+       "      <td>83.956895</td>\n",
+       "      <td>5257.8786</td>\n",
+       "      <td>0.015968</td>\n",
+       "      <td>0.000006</td>\n",
+       "      <td>0.000006</td>\n",
+       "      <td>0.000006</td>\n",
+       "      <td>0.000006</td>\n",
        "      <td>2.537592</td>\n",
        "      <td>4.079050e+05</td>\n",
        "      <td>0.000006</td>\n",
-       "      <td>1020.440000</td>\n",
-       "      <td>1016.601982</td>\n",
-       "      <td>1020.000000</td>\n",
-       "      <td>1020.440000</td>\n",
-       "      <td>6835.505605</td>\n",
-       "      <td>6.7070</td>\n",
-       "      <td>1019.160277</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2017-01-03 12:00:00</th>\n",
@@ -6873,16 +6886,16 @@
        "      <td>0.004424</td>\n",
        "      <td>0.004435</td>\n",
        "      <td>...</td>\n",
+       "      <td>178.178596</td>\n",
+       "      <td>11136.2705</td>\n",
+       "      <td>0.016000</td>\n",
+       "      <td>0.000006</td>\n",
+       "      <td>0.000006</td>\n",
+       "      <td>0.000006</td>\n",
+       "      <td>0.000006</td>\n",
        "      <td>0.758297</td>\n",
        "      <td>1.218168e+05</td>\n",
        "      <td>0.000006</td>\n",
-       "      <td>1023.444700</td>\n",
-       "      <td>1019.300000</td>\n",
-       "      <td>1020.440000</td>\n",
-       "      <td>1020.000011</td>\n",
-       "      <td>22204.369493</td>\n",
-       "      <td>21.7413</td>\n",
-       "      <td>1021.298883</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2017-01-03 12:30:00</th>\n",
@@ -6897,16 +6910,16 @@
        "      <td>0.004439</td>\n",
        "      <td>0.004439</td>\n",
        "      <td>...</td>\n",
+       "      <td>62.005518</td>\n",
+       "      <td>3898.5279</td>\n",
+       "      <td>0.015905</td>\n",
+       "      <td>0.000006</td>\n",
+       "      <td>0.000006</td>\n",
+       "      <td>0.000006</td>\n",
+       "      <td>0.000006</td>\n",
        "      <td>1.911941</td>\n",
        "      <td>3.064097e+05</td>\n",
        "      <td>0.000006</td>\n",
-       "      <td>1025.981265</td>\n",
-       "      <td>1020.500000</td>\n",
-       "      <td>1022.500000</td>\n",
-       "      <td>1021.500000</td>\n",
-       "      <td>16801.536872</td>\n",
-       "      <td>16.4034</td>\n",
-       "      <td>1024.268706</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2017-01-03 13:00:00</th>\n",
@@ -6921,16 +6934,16 @@
        "      <td>0.004409</td>\n",
        "      <td>0.004441</td>\n",
        "      <td>...</td>\n",
+       "      <td>40.000462</td>\n",
+       "      <td>2513.6938</td>\n",
+       "      <td>0.015913</td>\n",
+       "      <td>0.000006</td>\n",
+       "      <td>0.000006</td>\n",
+       "      <td>0.000006</td>\n",
+       "      <td>0.000006</td>\n",
        "      <td>14.847757</td>\n",
        "      <td>2.355802e+06</td>\n",
        "      <td>0.000006</td>\n",
-       "      <td>1024.828996</td>\n",
-       "      <td>1020.000000</td>\n",
-       "      <td>1023.999993</td>\n",
-       "      <td>1020.000000</td>\n",
-       "      <td>9464.084863</td>\n",
-       "      <td>9.2678</td>\n",
-       "      <td>1021.174212</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2017-01-03 13:30:00</th>\n",
@@ -6945,16 +6958,16 @@
        "      <td>0.004380</td>\n",
        "      <td>0.004409</td>\n",
        "      <td>...</td>\n",
+       "      <td>85.194863</td>\n",
+       "      <td>5330.0221</td>\n",
+       "      <td>0.015984</td>\n",
+       "      <td>0.000006</td>\n",
+       "      <td>0.000006</td>\n",
+       "      <td>0.000006</td>\n",
+       "      <td>0.000006</td>\n",
        "      <td>6.738972</td>\n",
        "      <td>1.062035e+06</td>\n",
        "      <td>0.000006</td>\n",
-       "      <td>1021.572552</td>\n",
-       "      <td>1012.900000</td>\n",
-       "      <td>1020.000000</td>\n",
-       "      <td>1018.320000</td>\n",
-       "      <td>49057.191831</td>\n",
-       "      <td>48.2719</td>\n",
-       "      <td>1016.268680</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2017-01-03 14:00:00</th>\n",
@@ -6969,16 +6982,16 @@
        "      <td>0.004410</td>\n",
        "      <td>0.004428</td>\n",
        "      <td>...</td>\n",
+       "      <td>208.530889</td>\n",
+       "      <td>12870.9054</td>\n",
+       "      <td>0.016202</td>\n",
+       "      <td>0.000006</td>\n",
+       "      <td>0.000006</td>\n",
+       "      <td>0.000006</td>\n",
+       "      <td>0.000006</td>\n",
        "      <td>9.132873</td>\n",
        "      <td>1.445218e+06</td>\n",
        "      <td>0.000006</td>\n",
-       "      <td>1020.000000</td>\n",
-       "      <td>1014.100000</td>\n",
-       "      <td>1018.381000</td>\n",
-       "      <td>1015.000010</td>\n",
-       "      <td>23786.472032</td>\n",
-       "      <td>23.4255</td>\n",
-       "      <td>1015.411360</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2017-01-03 14:30:00</th>\n",
@@ -6993,16 +7006,16 @@
        "      <td>0.004427</td>\n",
        "      <td>0.004430</td>\n",
        "      <td>...</td>\n",
+       "      <td>375.704473</td>\n",
+       "      <td>23104.6284</td>\n",
+       "      <td>0.016261</td>\n",
+       "      <td>0.000006</td>\n",
+       "      <td>0.000006</td>\n",
+       "      <td>0.000006</td>\n",
+       "      <td>0.000006</td>\n",
        "      <td>0.937649</td>\n",
        "      <td>1.493257e+05</td>\n",
        "      <td>0.000006</td>\n",
-       "      <td>1021.000000</td>\n",
-       "      <td>1014.400000</td>\n",
-       "      <td>1015.000010</td>\n",
-       "      <td>1014.460000</td>\n",
-       "      <td>41702.476208</td>\n",
-       "      <td>41.0054</td>\n",
-       "      <td>1016.998826</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2017-01-03 15:00:00</th>\n",
@@ -7017,16 +7030,16 @@
        "      <td>0.004382</td>\n",
        "      <td>0.004427</td>\n",
        "      <td>...</td>\n",
+       "      <td>184.059625</td>\n",
+       "      <td>11349.7981</td>\n",
+       "      <td>0.016217</td>\n",
+       "      <td>0.000006</td>\n",
+       "      <td>0.000006</td>\n",
+       "      <td>0.000006</td>\n",
+       "      <td>0.000006</td>\n",
        "      <td>10.145672</td>\n",
        "      <td>1.607531e+06</td>\n",
        "      <td>0.000006</td>\n",
-       "      <td>1018.540053</td>\n",
-       "      <td>1012.235930</td>\n",
-       "      <td>1017.523625</td>\n",
-       "      <td>1012.235930</td>\n",
-       "      <td>42292.876586</td>\n",
-       "      <td>41.7094</td>\n",
-       "      <td>1013.989958</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2017-01-03 15:30:00</th>\n",
@@ -7041,16 +7054,16 @@
        "      <td>0.004389</td>\n",
        "      <td>0.004396</td>\n",
        "      <td>...</td>\n",
+       "      <td>437.171064</td>\n",
+       "      <td>27518.6967</td>\n",
+       "      <td>0.015886</td>\n",
+       "      <td>0.000006</td>\n",
+       "      <td>0.000006</td>\n",
+       "      <td>0.000006</td>\n",
+       "      <td>0.000006</td>\n",
        "      <td>2.498123</td>\n",
        "      <td>3.952818e+05</td>\n",
        "      <td>0.000006</td>\n",
-       "      <td>1021.175747</td>\n",
-       "      <td>1012.235930</td>\n",
-       "      <td>1013.900002</td>\n",
-       "      <td>1018.067857</td>\n",
-       "      <td>34780.874229</td>\n",
-       "      <td>34.1898</td>\n",
-       "      <td>1017.288226</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2017-01-03 16:00:00</th>\n",
@@ -7065,16 +7078,16 @@
        "      <td>0.004405</td>\n",
        "      <td>0.004429</td>\n",
        "      <td>...</td>\n",
+       "      <td>112.070124</td>\n",
+       "      <td>6991.5907</td>\n",
+       "      <td>0.016029</td>\n",
+       "      <td>0.000006</td>\n",
+       "      <td>0.000006</td>\n",
+       "      <td>0.000006</td>\n",
+       "      <td>0.000006</td>\n",
        "      <td>2.535389</td>\n",
        "      <td>3.998316e+05</td>\n",
        "      <td>0.000006</td>\n",
-       "      <td>1019.000000</td>\n",
-       "      <td>1013.000000</td>\n",
-       "      <td>1018.000000</td>\n",
-       "      <td>1018.000000</td>\n",
-       "      <td>37402.084753</td>\n",
-       "      <td>36.8250</td>\n",
-       "      <td>1015.670630</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2017-01-03 16:30:00</th>\n",
@@ -7089,16 +7102,16 @@
        "      <td>0.004407</td>\n",
        "      <td>0.004431</td>\n",
        "      <td>...</td>\n",
+       "      <td>67.371488</td>\n",
+       "      <td>4207.3470</td>\n",
+       "      <td>0.016013</td>\n",
+       "      <td>0.000006</td>\n",
+       "      <td>0.000006</td>\n",
+       "      <td>0.000006</td>\n",
+       "      <td>0.000006</td>\n",
        "      <td>4.097307</td>\n",
        "      <td>6.480577e+05</td>\n",
        "      <td>0.000006</td>\n",
-       "      <td>1019.444895</td>\n",
-       "      <td>1013.500000</td>\n",
-       "      <td>1018.000000</td>\n",
-       "      <td>1015.450157</td>\n",
-       "      <td>30270.763546</td>\n",
-       "      <td>29.7929</td>\n",
-       "      <td>1016.038165</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2017-01-03 17:00:00</th>\n",
@@ -7113,16 +7126,16 @@
        "      <td>0.004407</td>\n",
        "      <td>0.004428</td>\n",
        "      <td>...</td>\n",
+       "      <td>75.321263</td>\n",
+       "      <td>4724.1707</td>\n",
+       "      <td>0.015944</td>\n",
+       "      <td>0.000006</td>\n",
+       "      <td>0.000006</td>\n",
+       "      <td>0.000006</td>\n",
+       "      <td>0.000006</td>\n",
        "      <td>3.227918</td>\n",
        "      <td>5.151246e+05</td>\n",
        "      <td>0.000006</td>\n",
-       "      <td>1020.017800</td>\n",
-       "      <td>1013.126611</td>\n",
-       "      <td>1015.450158</td>\n",
-       "      <td>1018.000007</td>\n",
-       "      <td>22374.280909</td>\n",
-       "      <td>21.9921</td>\n",
-       "      <td>1017.378679</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2017-01-03 17:30:00</th>\n",
@@ -7137,16 +7150,16 @@
        "      <td>0.004424</td>\n",
        "      <td>0.004440</td>\n",
        "      <td>...</td>\n",
+       "      <td>92.311358</td>\n",
+       "      <td>5787.2627</td>\n",
+       "      <td>0.015951</td>\n",
+       "      <td>0.000006</td>\n",
+       "      <td>0.000006</td>\n",
+       "      <td>0.000006</td>\n",
+       "      <td>0.000006</td>\n",
        "      <td>6.924962</td>\n",
        "      <td>1.106456e+06</td>\n",
        "      <td>0.000006</td>\n",
-       "      <td>1020.000000</td>\n",
-       "      <td>1018.000004</td>\n",
-       "      <td>1018.000009</td>\n",
-       "      <td>1020.000000</td>\n",
-       "      <td>16818.237605</td>\n",
-       "      <td>16.5120</td>\n",
-       "      <td>1018.545919</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2017-01-03 18:00:00</th>\n",
@@ -7161,16 +7174,16 @@
        "      <td>0.004430</td>\n",
        "      <td>0.004447</td>\n",
        "      <td>...</td>\n",
+       "      <td>99.111087</td>\n",
+       "      <td>6235.0650</td>\n",
+       "      <td>0.015896</td>\n",
+       "      <td>0.000006</td>\n",
+       "      <td>0.000006</td>\n",
+       "      <td>0.000006</td>\n",
+       "      <td>0.000006</td>\n",
        "      <td>3.585820</td>\n",
        "      <td>5.724229e+05</td>\n",
        "      <td>0.000006</td>\n",
-       "      <td>1025.500000</td>\n",
-       "      <td>1018.365579</td>\n",
-       "      <td>1020.000000</td>\n",
-       "      <td>1022.000000</td>\n",
-       "      <td>24467.862022</td>\n",
-       "      <td>23.9434</td>\n",
-       "      <td>1021.904747</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2017-01-03 18:30:00</th>\n",
@@ -7185,16 +7198,16 @@
        "      <td>0.004430</td>\n",
        "      <td>0.004439</td>\n",
        "      <td>...</td>\n",
+       "      <td>203.077984</td>\n",
+       "      <td>12895.8015</td>\n",
+       "      <td>0.015748</td>\n",
+       "      <td>0.000006</td>\n",
+       "      <td>0.000006</td>\n",
+       "      <td>0.000006</td>\n",
+       "      <td>0.000006</td>\n",
        "      <td>5.827076</td>\n",
        "      <td>9.276222e+05</td>\n",
        "      <td>0.000006</td>\n",
-       "      <td>1023.684385</td>\n",
-       "      <td>1020.489718</td>\n",
-       "      <td>1020.520010</td>\n",
-       "      <td>1020.489718</td>\n",
-       "      <td>13933.522915</td>\n",
-       "      <td>13.6414</td>\n",
-       "      <td>1021.411361</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2017-01-03 19:00:00</th>\n",
@@ -7209,16 +7222,16 @@
        "      <td>0.004431</td>\n",
        "      <td>0.004445</td>\n",
        "      <td>...</td>\n",
+       "      <td>122.221455</td>\n",
+       "      <td>7775.4252</td>\n",
+       "      <td>0.015719</td>\n",
+       "      <td>0.000006</td>\n",
+       "      <td>0.000006</td>\n",
+       "      <td>0.000006</td>\n",
+       "      <td>0.000006</td>\n",
        "      <td>5.945705</td>\n",
        "      <td>9.464151e+05</td>\n",
        "      <td>0.000006</td>\n",
-       "      <td>1024.838837</td>\n",
-       "      <td>1013.637383</td>\n",
-       "      <td>1020.489718</td>\n",
-       "      <td>1019.492336</td>\n",
-       "      <td>42382.036044</td>\n",
-       "      <td>41.5001</td>\n",
-       "      <td>1021.252017</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2017-01-03 19:30:00</th>\n",
@@ -7233,16 +7246,16 @@
        "      <td>0.004445</td>\n",
        "      <td>0.004448</td>\n",
        "      <td>...</td>\n",
+       "      <td>129.422938</td>\n",
+       "      <td>8244.9324</td>\n",
+       "      <td>0.015697</td>\n",
+       "      <td>0.000006</td>\n",
+       "      <td>0.000006</td>\n",
+       "      <td>0.000006</td>\n",
+       "      <td>0.000006</td>\n",
        "      <td>0.318828</td>\n",
        "      <td>5.074830e+04</td>\n",
        "      <td>0.000006</td>\n",
-       "      <td>1023.633129</td>\n",
-       "      <td>1017.000000</td>\n",
-       "      <td>1019.492336</td>\n",
-       "      <td>1023.300000</td>\n",
-       "      <td>13511.235333</td>\n",
-       "      <td>13.2318</td>\n",
-       "      <td>1021.115483</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2017-01-03 20:00:00</th>\n",
@@ -7257,16 +7270,16 @@
        "      <td>0.004430</td>\n",
        "      <td>0.004458</td>\n",
        "      <td>...</td>\n",
+       "      <td>595.566883</td>\n",
+       "      <td>38753.3978</td>\n",
+       "      <td>0.015368</td>\n",
+       "      <td>0.000006</td>\n",
+       "      <td>0.000006</td>\n",
+       "      <td>0.000006</td>\n",
+       "      <td>0.000006</td>\n",
        "      <td>1.410514</td>\n",
        "      <td>2.253632e+05</td>\n",
        "      <td>0.000006</td>\n",
-       "      <td>1023.300000</td>\n",
-       "      <td>1018.720000</td>\n",
-       "      <td>1023.000000</td>\n",
-       "      <td>1022.000000</td>\n",
-       "      <td>27989.139179</td>\n",
-       "      <td>27.4045</td>\n",
-       "      <td>1021.333051</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2017-01-03 20:30:00</th>\n",
@@ -7281,16 +7294,16 @@
        "      <td>0.004430</td>\n",
        "      <td>0.004438</td>\n",
        "      <td>...</td>\n",
+       "      <td>179.187823</td>\n",
+       "      <td>11631.9859</td>\n",
+       "      <td>0.015405</td>\n",
+       "      <td>0.000006</td>\n",
+       "      <td>0.000006</td>\n",
+       "      <td>0.000006</td>\n",
+       "      <td>0.000006</td>\n",
        "      <td>1.903988</td>\n",
        "      <td>3.051193e+05</td>\n",
        "      <td>0.000006</td>\n",
-       "      <td>1027.740069</td>\n",
-       "      <td>1019.112785</td>\n",
-       "      <td>1022.000000</td>\n",
-       "      <td>1024.319876</td>\n",
-       "      <td>35705.835733</td>\n",
-       "      <td>34.8661</td>\n",
-       "      <td>1024.084378</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2017-01-03 21:00:00</th>\n",
@@ -7305,16 +7318,16 @@
        "      <td>0.004410</td>\n",
        "      <td>0.004434</td>\n",
        "      <td>...</td>\n",
+       "      <td>1392.178829</td>\n",
+       "      <td>95043.7356</td>\n",
+       "      <td>0.014648</td>\n",
+       "      <td>0.000006</td>\n",
+       "      <td>0.000006</td>\n",
+       "      <td>0.000006</td>\n",
+       "      <td>0.000006</td>\n",
        "      <td>4.209553</td>\n",
        "      <td>6.775896e+05</td>\n",
        "      <td>0.000006</td>\n",
-       "      <td>1028.399900</td>\n",
-       "      <td>1016.931774</td>\n",
-       "      <td>1022.407002</td>\n",
-       "      <td>1027.000000</td>\n",
-       "      <td>51473.440903</td>\n",
-       "      <td>50.2608</td>\n",
-       "      <td>1024.127800</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2017-01-03 21:30:00</th>\n",
@@ -7329,16 +7342,16 @@
        "      <td>0.004407</td>\n",
        "      <td>0.004416</td>\n",
        "      <td>...</td>\n",
+       "      <td>461.996820</td>\n",
+       "      <td>31259.4342</td>\n",
+       "      <td>0.014779</td>\n",
+       "      <td>0.000006</td>\n",
+       "      <td>0.000006</td>\n",
+       "      <td>0.000006</td>\n",
+       "      <td>0.000006</td>\n",
        "      <td>5.369893</td>\n",
        "      <td>8.684606e+05</td>\n",
        "      <td>0.000006</td>\n",
-       "      <td>1028.990000</td>\n",
-       "      <td>1024.277666</td>\n",
-       "      <td>1027.000000</td>\n",
-       "      <td>1027.950000</td>\n",
-       "      <td>24219.808785</td>\n",
-       "      <td>23.5724</td>\n",
-       "      <td>1027.463057</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2017-01-03 22:00:00</th>\n",
@@ -7353,16 +7366,16 @@
        "      <td>0.004410</td>\n",
        "      <td>0.004430</td>\n",
        "      <td>...</td>\n",
+       "      <td>120.340937</td>\n",
+       "      <td>8132.2759</td>\n",
+       "      <td>0.014798</td>\n",
+       "      <td>0.000006</td>\n",
+       "      <td>0.000006</td>\n",
+       "      <td>0.000006</td>\n",
+       "      <td>0.000006</td>\n",
        "      <td>0.645027</td>\n",
        "      <td>1.037229e+05</td>\n",
        "      <td>0.000006</td>\n",
-       "      <td>1028.382010</td>\n",
-       "      <td>1025.015891</td>\n",
-       "      <td>1027.950000</td>\n",
-       "      <td>1026.900000</td>\n",
-       "      <td>18425.177104</td>\n",
-       "      <td>17.9381</td>\n",
-       "      <td>1027.154578</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2017-01-03 22:30:00</th>\n",
@@ -7377,16 +7390,16 @@
        "      <td>0.004420</td>\n",
        "      <td>0.004424</td>\n",
        "      <td>...</td>\n",
+       "      <td>332.140282</td>\n",
+       "      <td>22119.4110</td>\n",
+       "      <td>0.015016</td>\n",
+       "      <td>0.000006</td>\n",
+       "      <td>0.000006</td>\n",
+       "      <td>0.000006</td>\n",
+       "      <td>0.000006</td>\n",
        "      <td>0.081192</td>\n",
        "      <td>1.304521e+04</td>\n",
        "      <td>0.000006</td>\n",
-       "      <td>1029.000000</td>\n",
-       "      <td>1025.120011</td>\n",
-       "      <td>1025.120011</td>\n",
-       "      <td>1029.000000</td>\n",
-       "      <td>46119.528585</td>\n",
-       "      <td>44.8309</td>\n",
-       "      <td>1028.743800</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2017-01-03 23:00:00</th>\n",
@@ -7401,16 +7414,16 @@
        "      <td>0.004416</td>\n",
        "      <td>0.004429</td>\n",
        "      <td>...</td>\n",
+       "      <td>281.984002</td>\n",
+       "      <td>18780.6245</td>\n",
+       "      <td>0.015015</td>\n",
+       "      <td>0.000006</td>\n",
+       "      <td>0.000006</td>\n",
+       "      <td>0.000006</td>\n",
+       "      <td>0.000006</td>\n",
        "      <td>1.457637</td>\n",
        "      <td>2.342883e+05</td>\n",
        "      <td>0.000006</td>\n",
-       "      <td>1038.493800</td>\n",
-       "      <td>1027.800000</td>\n",
-       "      <td>1029.000000</td>\n",
-       "      <td>1035.970174</td>\n",
-       "      <td>99547.790182</td>\n",
-       "      <td>96.4399</td>\n",
-       "      <td>1032.226577</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2017-01-03 23:30:00</th>\n",
@@ -7425,16 +7438,16 @@
        "      <td>0.004407</td>\n",
        "      <td>0.004416</td>\n",
        "      <td>...</td>\n",
+       "      <td>394.949431</td>\n",
+       "      <td>25781.8650</td>\n",
+       "      <td>0.015319</td>\n",
+       "      <td>0.000006</td>\n",
+       "      <td>0.000006</td>\n",
+       "      <td>0.000006</td>\n",
+       "      <td>0.000006</td>\n",
        "      <td>0.874135</td>\n",
        "      <td>1.403006e+05</td>\n",
        "      <td>0.000006</td>\n",
-       "      <td>1042.023365</td>\n",
-       "      <td>1034.990000</td>\n",
-       "      <td>1035.970174</td>\n",
-       "      <td>1037.100000</td>\n",
-       "      <td>52405.787324</td>\n",
-       "      <td>50.4048</td>\n",
-       "      <td>1039.697408</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2017-01-04 00:00:00</th>\n",
@@ -7449,16 +7462,16 @@
        "      <td>0.004407</td>\n",
        "      <td>0.004427</td>\n",
        "      <td>...</td>\n",
+       "      <td>214.423902</td>\n",
+       "      <td>13983.8775</td>\n",
+       "      <td>0.015334</td>\n",
+       "      <td>0.000006</td>\n",
+       "      <td>0.000006</td>\n",
+       "      <td>0.000006</td>\n",
+       "      <td>0.000006</td>\n",
        "      <td>5.658296</td>\n",
        "      <td>9.151863e+05</td>\n",
        "      <td>0.000006</td>\n",
-       "      <td>1043.898985</td>\n",
-       "      <td>1035.900699</td>\n",
-       "      <td>1037.100000</td>\n",
-       "      <td>1043.579995</td>\n",
-       "      <td>14235.085393</td>\n",
-       "      <td>13.6671</td>\n",
-       "      <td>1041.560639</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2017-01-04 00:30:00</th>\n",
@@ -7473,16 +7486,16 @@
        "      <td>0.004407</td>\n",
        "      <td>0.004420</td>\n",
        "      <td>...</td>\n",
+       "      <td>158.682389</td>\n",
+       "      <td>10370.3856</td>\n",
+       "      <td>0.015301</td>\n",
+       "      <td>0.000006</td>\n",
+       "      <td>0.000006</td>\n",
+       "      <td>0.000006</td>\n",
+       "      <td>0.000006</td>\n",
        "      <td>3.388109</td>\n",
        "      <td>5.450054e+05</td>\n",
        "      <td>0.000006</td>\n",
-       "      <td>1043.838810</td>\n",
-       "      <td>1037.258000</td>\n",
-       "      <td>1043.579994</td>\n",
-       "      <td>1041.846000</td>\n",
-       "      <td>51889.880989</td>\n",
-       "      <td>49.8690</td>\n",
-       "      <td>1040.523523</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2017-01-04 01:00:00</th>\n",
@@ -7497,16 +7510,16 @@
        "      <td>0.004402</td>\n",
        "      <td>0.004422</td>\n",
        "      <td>...</td>\n",
+       "      <td>228.931186</td>\n",
+       "      <td>14791.0141</td>\n",
+       "      <td>0.015478</td>\n",
+       "      <td>0.000006</td>\n",
+       "      <td>0.000006</td>\n",
+       "      <td>0.000006</td>\n",
+       "      <td>0.000006</td>\n",
        "      <td>9.925985</td>\n",
        "      <td>1.607342e+06</td>\n",
        "      <td>0.000006</td>\n",
-       "      <td>1046.000000</td>\n",
-       "      <td>1037.276069</td>\n",
-       "      <td>1041.846000</td>\n",
-       "      <td>1044.439852</td>\n",
-       "      <td>16752.192972</td>\n",
-       "      <td>16.0608</td>\n",
-       "      <td>1043.045866</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2017-01-04 01:30:00</th>\n",
@@ -7521,16 +7534,16 @@
        "      <td>0.004402</td>\n",
        "      <td>0.004402</td>\n",
        "      <td>...</td>\n",
+       "      <td>121.979290</td>\n",
+       "      <td>7857.6724</td>\n",
+       "      <td>0.015524</td>\n",
+       "      <td>0.000006</td>\n",
+       "      <td>0.000006</td>\n",
+       "      <td>0.000006</td>\n",
+       "      <td>0.000006</td>\n",
        "      <td>1.038282</td>\n",
        "      <td>1.686473e+05</td>\n",
        "      <td>0.000006</td>\n",
-       "      <td>1045.500000</td>\n",
-       "      <td>1039.536417</td>\n",
-       "      <td>1044.439852</td>\n",
-       "      <td>1043.022051</td>\n",
-       "      <td>23114.343369</td>\n",
-       "      <td>22.1492</td>\n",
-       "      <td>1043.572398</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2017-01-04 02:00:00</th>\n",
@@ -7545,20 +7558,20 @@
        "      <td>0.004407</td>\n",
        "      <td>0.004407</td>\n",
        "      <td>...</td>\n",
+       "      <td>245.212382</td>\n",
+       "      <td>15505.4545</td>\n",
+       "      <td>0.015815</td>\n",
+       "      <td>0.000006</td>\n",
+       "      <td>0.000006</td>\n",
+       "      <td>0.000006</td>\n",
+       "      <td>0.000006</td>\n",
        "      <td>0.907040</td>\n",
        "      <td>1.470450e+05</td>\n",
        "      <td>0.000006</td>\n",
-       "      <td>1046.000000</td>\n",
-       "      <td>1042.545055</td>\n",
-       "      <td>1043.022054</td>\n",
-       "      <td>1046.000000</td>\n",
-       "      <td>9984.182304</td>\n",
-       "      <td>9.5701</td>\n",
-       "      <td>1043.265179</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>51933 rows × 49 columns</p>\n",
+       "<p>51933 rows × 42 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
@@ -7627,200 +7640,200 @@
        "2017-01-04 01:30:00    1.0  1.0  1.0   1.0    1.0         1.0             1.0   \n",
        "2017-01-04 02:00:00    1.0  1.0  1.0   1.0    1.0         1.0             1.0   \n",
        "\n",
-       "Pair                   LTCBTC                           ...           XRPBTC  \\\n",
-       "Price                    high       low      open       ...           volume   \n",
-       "date                                                    ...                    \n",
-       "2014-01-18 04:00:00  0.028000  0.028000  0.028000       ...         0.000000   \n",
-       "2014-01-18 04:30:00  0.029000  0.028000  0.029000       ...         0.000000   \n",
-       "2014-01-18 05:00:00  0.028500  0.028500  0.028500       ...         0.000000   \n",
-       "2014-01-18 05:30:00  0.028500  0.028500  0.028500       ...         0.000000   \n",
-       "2014-01-18 06:00:00  0.028500  0.028500  0.028500       ...         0.000000   \n",
-       "2014-01-18 06:30:00  0.028500  0.028500  0.028500       ...         0.000000   \n",
-       "2014-01-18 07:00:00  0.028500  0.028500  0.028500       ...         0.000000   \n",
-       "2014-01-18 07:30:00  0.028500  0.028500  0.028500       ...         0.000000   \n",
-       "2014-01-18 08:00:00  0.028500  0.028500  0.028500       ...         0.000000   \n",
-       "2014-01-18 08:30:00  0.028500  0.028500  0.028500       ...         0.000000   \n",
-       "2014-01-18 09:00:00  0.028500  0.028500  0.028500       ...         0.000000   \n",
-       "2014-01-18 09:30:00  0.028500  0.028500  0.028500       ...         0.000000   \n",
-       "2014-01-18 10:00:00  0.028500  0.028500  0.028500       ...         0.000000   \n",
-       "2014-01-18 10:30:00  0.028500  0.028500  0.028500       ...         0.000000   \n",
-       "2014-01-18 11:00:00  0.028500  0.028500  0.028500       ...         0.000000   \n",
-       "2014-01-18 11:30:00  0.028500  0.028500  0.028500       ...         0.000000   \n",
-       "2014-01-18 12:00:00  0.028500  0.028500  0.028500       ...         0.000000   \n",
-       "2014-01-18 12:30:00  0.028500  0.028500  0.028500       ...         0.000000   \n",
-       "2014-01-18 13:00:00  0.028500  0.028500  0.028500       ...         0.000000   \n",
-       "2014-01-18 13:30:00  0.028500  0.028500  0.028500       ...         0.000000   \n",
-       "2014-01-18 14:00:00  0.028500  0.028500  0.028500       ...         0.000000   \n",
-       "2014-01-18 14:30:00  0.028500  0.028500  0.028500       ...         0.000000   \n",
-       "2014-01-18 15:00:00  0.028500  0.028500  0.028500       ...         0.000000   \n",
-       "2014-01-18 15:30:00  0.028500  0.028500  0.028500       ...         0.000000   \n",
-       "2014-01-18 16:00:00  0.028500  0.028500  0.028500       ...         0.000000   \n",
-       "2014-01-18 16:30:00  0.028500  0.028500  0.028500       ...         0.000000   \n",
-       "2014-01-18 17:00:00  0.028500  0.028500  0.028500       ...         0.000000   \n",
-       "2014-01-18 17:30:00  0.028500  0.028500  0.028500       ...         0.000000   \n",
-       "2014-01-18 18:00:00  0.028500  0.028500  0.028500       ...         0.000000   \n",
-       "2014-01-18 18:30:00  0.028500  0.028500  0.028500       ...         0.000000   \n",
-       "...                       ...       ...       ...       ...              ...   \n",
-       "2017-01-03 11:30:00  0.004446  0.004422  0.004434       ...         2.537592   \n",
-       "2017-01-03 12:00:00  0.004437  0.004424  0.004435       ...         0.758297   \n",
-       "2017-01-03 12:30:00  0.004467  0.004439  0.004439       ...         1.911941   \n",
-       "2017-01-03 13:00:00  0.004453  0.004409  0.004441       ...        14.847757   \n",
-       "2017-01-03 13:30:00  0.004432  0.004380  0.004409       ...         6.738972   \n",
-       "2017-01-03 14:00:00  0.004432  0.004410  0.004428       ...         9.132873   \n",
-       "2017-01-03 14:30:00  0.004447  0.004427  0.004430       ...         0.937649   \n",
-       "2017-01-03 15:00:00  0.004442  0.004382  0.004427       ...        10.145672   \n",
-       "2017-01-03 15:30:00  0.004487  0.004389  0.004396       ...         2.498123   \n",
-       "2017-01-03 16:00:00  0.004440  0.004405  0.004429       ...         2.535389   \n",
-       "2017-01-03 16:30:00  0.004431  0.004407  0.004431       ...         4.097307   \n",
-       "2017-01-03 17:00:00  0.004450  0.004407  0.004428       ...         3.227918   \n",
-       "2017-01-03 17:30:00  0.004450  0.004424  0.004440       ...         6.924962   \n",
-       "2017-01-03 18:00:00  0.004447  0.004430  0.004447       ...         3.585820   \n",
-       "2017-01-03 18:30:00  0.004447  0.004430  0.004439       ...         5.827076   \n",
-       "2017-01-03 19:00:00  0.004458  0.004431  0.004445       ...         5.945705   \n",
-       "2017-01-03 19:30:00  0.004458  0.004445  0.004448       ...         0.318828   \n",
-       "2017-01-03 20:00:00  0.004458  0.004430  0.004458       ...         1.410514   \n",
-       "2017-01-03 20:30:00  0.004449  0.004430  0.004438       ...         1.903988   \n",
-       "2017-01-03 21:00:00  0.004440  0.004410  0.004434       ...         4.209553   \n",
-       "2017-01-03 21:30:00  0.004444  0.004407  0.004416       ...         5.369893   \n",
-       "2017-01-03 22:00:00  0.004445  0.004410  0.004430       ...         0.645027   \n",
-       "2017-01-03 22:30:00  0.004446  0.004420  0.004424       ...         0.081192   \n",
-       "2017-01-03 23:00:00  0.004446  0.004416  0.004429       ...         1.457637   \n",
-       "2017-01-03 23:30:00  0.004438  0.004407  0.004416       ...         0.874135   \n",
-       "2017-01-04 00:00:00  0.004430  0.004407  0.004427       ...         5.658296   \n",
-       "2017-01-04 00:30:00  0.004422  0.004407  0.004420       ...         3.388109   \n",
-       "2017-01-04 01:00:00  0.004422  0.004402  0.004422       ...         9.925985   \n",
-       "2017-01-04 01:30:00  0.004430  0.004402  0.004402       ...         1.038282   \n",
-       "2017-01-04 02:00:00  0.004432  0.004407  0.004407       ...         0.907040   \n",
+       "Pair                   LTCBTC                           ...        \\\n",
+       "Price                    high       low      open       ...         \n",
+       "date                                                    ...         \n",
+       "2014-01-18 04:00:00  0.028000  0.028000  0.028000       ...         \n",
+       "2014-01-18 04:30:00  0.029000  0.028000  0.029000       ...         \n",
+       "2014-01-18 05:00:00  0.028500  0.028500  0.028500       ...         \n",
+       "2014-01-18 05:30:00  0.028500  0.028500  0.028500       ...         \n",
+       "2014-01-18 06:00:00  0.028500  0.028500  0.028500       ...         \n",
+       "2014-01-18 06:30:00  0.028500  0.028500  0.028500       ...         \n",
+       "2014-01-18 07:00:00  0.028500  0.028500  0.028500       ...         \n",
+       "2014-01-18 07:30:00  0.028500  0.028500  0.028500       ...         \n",
+       "2014-01-18 08:00:00  0.028500  0.028500  0.028500       ...         \n",
+       "2014-01-18 08:30:00  0.028500  0.028500  0.028500       ...         \n",
+       "2014-01-18 09:00:00  0.028500  0.028500  0.028500       ...         \n",
+       "2014-01-18 09:30:00  0.028500  0.028500  0.028500       ...         \n",
+       "2014-01-18 10:00:00  0.028500  0.028500  0.028500       ...         \n",
+       "2014-01-18 10:30:00  0.028500  0.028500  0.028500       ...         \n",
+       "2014-01-18 11:00:00  0.028500  0.028500  0.028500       ...         \n",
+       "2014-01-18 11:30:00  0.028500  0.028500  0.028500       ...         \n",
+       "2014-01-18 12:00:00  0.028500  0.028500  0.028500       ...         \n",
+       "2014-01-18 12:30:00  0.028500  0.028500  0.028500       ...         \n",
+       "2014-01-18 13:00:00  0.028500  0.028500  0.028500       ...         \n",
+       "2014-01-18 13:30:00  0.028500  0.028500  0.028500       ...         \n",
+       "2014-01-18 14:00:00  0.028500  0.028500  0.028500       ...         \n",
+       "2014-01-18 14:30:00  0.028500  0.028500  0.028500       ...         \n",
+       "2014-01-18 15:00:00  0.028500  0.028500  0.028500       ...         \n",
+       "2014-01-18 15:30:00  0.028500  0.028500  0.028500       ...         \n",
+       "2014-01-18 16:00:00  0.028500  0.028500  0.028500       ...         \n",
+       "2014-01-18 16:30:00  0.028500  0.028500  0.028500       ...         \n",
+       "2014-01-18 17:00:00  0.028500  0.028500  0.028500       ...         \n",
+       "2014-01-18 17:30:00  0.028500  0.028500  0.028500       ...         \n",
+       "2014-01-18 18:00:00  0.028500  0.028500  0.028500       ...         \n",
+       "2014-01-18 18:30:00  0.028500  0.028500  0.028500       ...         \n",
+       "...                       ...       ...       ...       ...         \n",
+       "2017-01-03 11:30:00  0.004446  0.004422  0.004434       ...         \n",
+       "2017-01-03 12:00:00  0.004437  0.004424  0.004435       ...         \n",
+       "2017-01-03 12:30:00  0.004467  0.004439  0.004439       ...         \n",
+       "2017-01-03 13:00:00  0.004453  0.004409  0.004441       ...         \n",
+       "2017-01-03 13:30:00  0.004432  0.004380  0.004409       ...         \n",
+       "2017-01-03 14:00:00  0.004432  0.004410  0.004428       ...         \n",
+       "2017-01-03 14:30:00  0.004447  0.004427  0.004430       ...         \n",
+       "2017-01-03 15:00:00  0.004442  0.004382  0.004427       ...         \n",
+       "2017-01-03 15:30:00  0.004487  0.004389  0.004396       ...         \n",
+       "2017-01-03 16:00:00  0.004440  0.004405  0.004429       ...         \n",
+       "2017-01-03 16:30:00  0.004431  0.004407  0.004431       ...         \n",
+       "2017-01-03 17:00:00  0.004450  0.004407  0.004428       ...         \n",
+       "2017-01-03 17:30:00  0.004450  0.004424  0.004440       ...         \n",
+       "2017-01-03 18:00:00  0.004447  0.004430  0.004447       ...         \n",
+       "2017-01-03 18:30:00  0.004447  0.004430  0.004439       ...         \n",
+       "2017-01-03 19:00:00  0.004458  0.004431  0.004445       ...         \n",
+       "2017-01-03 19:30:00  0.004458  0.004445  0.004448       ...         \n",
+       "2017-01-03 20:00:00  0.004458  0.004430  0.004458       ...         \n",
+       "2017-01-03 20:30:00  0.004449  0.004430  0.004438       ...         \n",
+       "2017-01-03 21:00:00  0.004440  0.004410  0.004434       ...         \n",
+       "2017-01-03 21:30:00  0.004444  0.004407  0.004416       ...         \n",
+       "2017-01-03 22:00:00  0.004445  0.004410  0.004430       ...         \n",
+       "2017-01-03 22:30:00  0.004446  0.004420  0.004424       ...         \n",
+       "2017-01-03 23:00:00  0.004446  0.004416  0.004429       ...         \n",
+       "2017-01-03 23:30:00  0.004438  0.004407  0.004416       ...         \n",
+       "2017-01-04 00:00:00  0.004430  0.004407  0.004427       ...         \n",
+       "2017-01-04 00:30:00  0.004422  0.004407  0.004420       ...         \n",
+       "2017-01-04 01:00:00  0.004422  0.004402  0.004422       ...         \n",
+       "2017-01-04 01:30:00  0.004430  0.004402  0.004402       ...         \n",
+       "2017-01-04 02:00:00  0.004432  0.004407  0.004407       ...         \n",
        "\n",
-       "Pair                                                   BTCUSDT               \\\n",
-       "Price                 quoteVolume weightedAverage         high          low   \n",
-       "date                                                                          \n",
-       "2014-01-18 04:00:00  0.000000e+00        0.000000     0.000000     0.000000   \n",
-       "2014-01-18 04:30:00  0.000000e+00        0.000000     0.000000     0.000000   \n",
-       "2014-01-18 05:00:00  0.000000e+00        0.000000     0.000000     0.000000   \n",
-       "2014-01-18 05:30:00  0.000000e+00        0.000000     0.000000     0.000000   \n",
-       "2014-01-18 06:00:00  0.000000e+00        0.000000     0.000000     0.000000   \n",
-       "2014-01-18 06:30:00  0.000000e+00        0.000000     0.000000     0.000000   \n",
-       "2014-01-18 07:00:00  0.000000e+00        0.000000     0.000000     0.000000   \n",
-       "2014-01-18 07:30:00  0.000000e+00        0.000000     0.000000     0.000000   \n",
-       "2014-01-18 08:00:00  0.000000e+00        0.000000     0.000000     0.000000   \n",
-       "2014-01-18 08:30:00  0.000000e+00        0.000000     0.000000     0.000000   \n",
-       "2014-01-18 09:00:00  0.000000e+00        0.000000     0.000000     0.000000   \n",
-       "2014-01-18 09:30:00  0.000000e+00        0.000000     0.000000     0.000000   \n",
-       "2014-01-18 10:00:00  0.000000e+00        0.000000     0.000000     0.000000   \n",
-       "2014-01-18 10:30:00  0.000000e+00        0.000000     0.000000     0.000000   \n",
-       "2014-01-18 11:00:00  0.000000e+00        0.000000     0.000000     0.000000   \n",
-       "2014-01-18 11:30:00  0.000000e+00        0.000000     0.000000     0.000000   \n",
-       "2014-01-18 12:00:00  0.000000e+00        0.000000     0.000000     0.000000   \n",
-       "2014-01-18 12:30:00  0.000000e+00        0.000000     0.000000     0.000000   \n",
-       "2014-01-18 13:00:00  0.000000e+00        0.000000     0.000000     0.000000   \n",
-       "2014-01-18 13:30:00  0.000000e+00        0.000000     0.000000     0.000000   \n",
-       "2014-01-18 14:00:00  0.000000e+00        0.000000     0.000000     0.000000   \n",
-       "2014-01-18 14:30:00  0.000000e+00        0.000000     0.000000     0.000000   \n",
-       "2014-01-18 15:00:00  0.000000e+00        0.000000     0.000000     0.000000   \n",
-       "2014-01-18 15:30:00  0.000000e+00        0.000000     0.000000     0.000000   \n",
-       "2014-01-18 16:00:00  0.000000e+00        0.000000     0.000000     0.000000   \n",
-       "2014-01-18 16:30:00  0.000000e+00        0.000000     0.000000     0.000000   \n",
-       "2014-01-18 17:00:00  0.000000e+00        0.000000     0.000000     0.000000   \n",
-       "2014-01-18 17:30:00  0.000000e+00        0.000000     0.000000     0.000000   \n",
-       "2014-01-18 18:00:00  0.000000e+00        0.000000     0.000000     0.000000   \n",
-       "2014-01-18 18:30:00  0.000000e+00        0.000000     0.000000     0.000000   \n",
-       "...                           ...             ...          ...          ...   \n",
-       "2017-01-03 11:30:00  4.079050e+05        0.000006  1020.440000  1016.601982   \n",
-       "2017-01-03 12:00:00  1.218168e+05        0.000006  1023.444700  1019.300000   \n",
-       "2017-01-03 12:30:00  3.064097e+05        0.000006  1025.981265  1020.500000   \n",
-       "2017-01-03 13:00:00  2.355802e+06        0.000006  1024.828996  1020.000000   \n",
-       "2017-01-03 13:30:00  1.062035e+06        0.000006  1021.572552  1012.900000   \n",
-       "2017-01-03 14:00:00  1.445218e+06        0.000006  1020.000000  1014.100000   \n",
-       "2017-01-03 14:30:00  1.493257e+05        0.000006  1021.000000  1014.400000   \n",
-       "2017-01-03 15:00:00  1.607531e+06        0.000006  1018.540053  1012.235930   \n",
-       "2017-01-03 15:30:00  3.952818e+05        0.000006  1021.175747  1012.235930   \n",
-       "2017-01-03 16:00:00  3.998316e+05        0.000006  1019.000000  1013.000000   \n",
-       "2017-01-03 16:30:00  6.480577e+05        0.000006  1019.444895  1013.500000   \n",
-       "2017-01-03 17:00:00  5.151246e+05        0.000006  1020.017800  1013.126611   \n",
-       "2017-01-03 17:30:00  1.106456e+06        0.000006  1020.000000  1018.000004   \n",
-       "2017-01-03 18:00:00  5.724229e+05        0.000006  1025.500000  1018.365579   \n",
-       "2017-01-03 18:30:00  9.276222e+05        0.000006  1023.684385  1020.489718   \n",
-       "2017-01-03 19:00:00  9.464151e+05        0.000006  1024.838837  1013.637383   \n",
-       "2017-01-03 19:30:00  5.074830e+04        0.000006  1023.633129  1017.000000   \n",
-       "2017-01-03 20:00:00  2.253632e+05        0.000006  1023.300000  1018.720000   \n",
-       "2017-01-03 20:30:00  3.051193e+05        0.000006  1027.740069  1019.112785   \n",
-       "2017-01-03 21:00:00  6.775896e+05        0.000006  1028.399900  1016.931774   \n",
-       "2017-01-03 21:30:00  8.684606e+05        0.000006  1028.990000  1024.277666   \n",
-       "2017-01-03 22:00:00  1.037229e+05        0.000006  1028.382010  1025.015891   \n",
-       "2017-01-03 22:30:00  1.304521e+04        0.000006  1029.000000  1025.120011   \n",
-       "2017-01-03 23:00:00  2.342883e+05        0.000006  1038.493800  1027.800000   \n",
-       "2017-01-03 23:30:00  1.403006e+05        0.000006  1042.023365  1034.990000   \n",
-       "2017-01-04 00:00:00  9.151863e+05        0.000006  1043.898985  1035.900699   \n",
-       "2017-01-04 00:30:00  5.450054e+05        0.000006  1043.838810  1037.258000   \n",
-       "2017-01-04 01:00:00  1.607342e+06        0.000006  1046.000000  1037.276069   \n",
-       "2017-01-04 01:30:00  1.686473e+05        0.000006  1045.500000  1039.536417   \n",
-       "2017-01-04 02:00:00  1.470450e+05        0.000006  1046.000000  1042.545055   \n",
+       "Pair                      XMRBTC                                XRPBTC  \\\n",
+       "Price                     volume quoteVolume weightedAverage      high   \n",
+       "date                                                                     \n",
+       "2014-01-18 04:00:00     0.000000      0.0000        0.000000  0.000000   \n",
+       "2014-01-18 04:30:00     0.000000      0.0000        0.000000  0.000000   \n",
+       "2014-01-18 05:00:00     0.000000      0.0000        0.000000  0.000000   \n",
+       "2014-01-18 05:30:00     0.000000      0.0000        0.000000  0.000000   \n",
+       "2014-01-18 06:00:00     0.000000      0.0000        0.000000  0.000000   \n",
+       "2014-01-18 06:30:00     0.000000      0.0000        0.000000  0.000000   \n",
+       "2014-01-18 07:00:00     0.000000      0.0000        0.000000  0.000000   \n",
+       "2014-01-18 07:30:00     0.000000      0.0000        0.000000  0.000000   \n",
+       "2014-01-18 08:00:00     0.000000      0.0000        0.000000  0.000000   \n",
+       "2014-01-18 08:30:00     0.000000      0.0000        0.000000  0.000000   \n",
+       "2014-01-18 09:00:00     0.000000      0.0000        0.000000  0.000000   \n",
+       "2014-01-18 09:30:00     0.000000      0.0000        0.000000  0.000000   \n",
+       "2014-01-18 10:00:00     0.000000      0.0000        0.000000  0.000000   \n",
+       "2014-01-18 10:30:00     0.000000      0.0000        0.000000  0.000000   \n",
+       "2014-01-18 11:00:00     0.000000      0.0000        0.000000  0.000000   \n",
+       "2014-01-18 11:30:00     0.000000      0.0000        0.000000  0.000000   \n",
+       "2014-01-18 12:00:00     0.000000      0.0000        0.000000  0.000000   \n",
+       "2014-01-18 12:30:00     0.000000      0.0000        0.000000  0.000000   \n",
+       "2014-01-18 13:00:00     0.000000      0.0000        0.000000  0.000000   \n",
+       "2014-01-18 13:30:00     0.000000      0.0000        0.000000  0.000000   \n",
+       "2014-01-18 14:00:00     0.000000      0.0000        0.000000  0.000000   \n",
+       "2014-01-18 14:30:00     0.000000      0.0000        0.000000  0.000000   \n",
+       "2014-01-18 15:00:00     0.000000      0.0000        0.000000  0.000000   \n",
+       "2014-01-18 15:30:00     0.000000      0.0000        0.000000  0.000000   \n",
+       "2014-01-18 16:00:00     0.000000      0.0000        0.000000  0.000000   \n",
+       "2014-01-18 16:30:00     0.000000      0.0000        0.000000  0.000000   \n",
+       "2014-01-18 17:00:00     0.000000      0.0000        0.000000  0.000000   \n",
+       "2014-01-18 17:30:00     0.000000      0.0000        0.000000  0.000000   \n",
+       "2014-01-18 18:00:00     0.000000      0.0000        0.000000  0.000000   \n",
+       "2014-01-18 18:30:00     0.000000      0.0000        0.000000  0.000000   \n",
+       "...                          ...         ...             ...       ...   \n",
+       "2017-01-03 11:30:00    83.956895   5257.8786        0.015968  0.000006   \n",
+       "2017-01-03 12:00:00   178.178596  11136.2705        0.016000  0.000006   \n",
+       "2017-01-03 12:30:00    62.005518   3898.5279        0.015905  0.000006   \n",
+       "2017-01-03 13:00:00    40.000462   2513.6938        0.015913  0.000006   \n",
+       "2017-01-03 13:30:00    85.194863   5330.0221        0.015984  0.000006   \n",
+       "2017-01-03 14:00:00   208.530889  12870.9054        0.016202  0.000006   \n",
+       "2017-01-03 14:30:00   375.704473  23104.6284        0.016261  0.000006   \n",
+       "2017-01-03 15:00:00   184.059625  11349.7981        0.016217  0.000006   \n",
+       "2017-01-03 15:30:00   437.171064  27518.6967        0.015886  0.000006   \n",
+       "2017-01-03 16:00:00   112.070124   6991.5907        0.016029  0.000006   \n",
+       "2017-01-03 16:30:00    67.371488   4207.3470        0.016013  0.000006   \n",
+       "2017-01-03 17:00:00    75.321263   4724.1707        0.015944  0.000006   \n",
+       "2017-01-03 17:30:00    92.311358   5787.2627        0.015951  0.000006   \n",
+       "2017-01-03 18:00:00    99.111087   6235.0650        0.015896  0.000006   \n",
+       "2017-01-03 18:30:00   203.077984  12895.8015        0.015748  0.000006   \n",
+       "2017-01-03 19:00:00   122.221455   7775.4252        0.015719  0.000006   \n",
+       "2017-01-03 19:30:00   129.422938   8244.9324        0.015697  0.000006   \n",
+       "2017-01-03 20:00:00   595.566883  38753.3978        0.015368  0.000006   \n",
+       "2017-01-03 20:30:00   179.187823  11631.9859        0.015405  0.000006   \n",
+       "2017-01-03 21:00:00  1392.178829  95043.7356        0.014648  0.000006   \n",
+       "2017-01-03 21:30:00   461.996820  31259.4342        0.014779  0.000006   \n",
+       "2017-01-03 22:00:00   120.340937   8132.2759        0.014798  0.000006   \n",
+       "2017-01-03 22:30:00   332.140282  22119.4110        0.015016  0.000006   \n",
+       "2017-01-03 23:00:00   281.984002  18780.6245        0.015015  0.000006   \n",
+       "2017-01-03 23:30:00   394.949431  25781.8650        0.015319  0.000006   \n",
+       "2017-01-04 00:00:00   214.423902  13983.8775        0.015334  0.000006   \n",
+       "2017-01-04 00:30:00   158.682389  10370.3856        0.015301  0.000006   \n",
+       "2017-01-04 01:00:00   228.931186  14791.0141        0.015478  0.000006   \n",
+       "2017-01-04 01:30:00   121.979290   7857.6724        0.015524  0.000006   \n",
+       "2017-01-04 02:00:00   245.212382  15505.4545        0.015815  0.000006   \n",
        "\n",
-       "Pair                                                                     \\\n",
-       "Price                       open        close        volume quoteVolume   \n",
-       "date                                                                      \n",
-       "2014-01-18 04:00:00     0.000000     0.000000      0.000000      0.0000   \n",
-       "2014-01-18 04:30:00     0.000000     0.000000      0.000000      0.0000   \n",
-       "2014-01-18 05:00:00     0.000000     0.000000      0.000000      0.0000   \n",
-       "2014-01-18 05:30:00     0.000000     0.000000      0.000000      0.0000   \n",
-       "2014-01-18 06:00:00     0.000000     0.000000      0.000000      0.0000   \n",
-       "2014-01-18 06:30:00     0.000000     0.000000      0.000000      0.0000   \n",
-       "2014-01-18 07:00:00     0.000000     0.000000      0.000000      0.0000   \n",
-       "2014-01-18 07:30:00     0.000000     0.000000      0.000000      0.0000   \n",
-       "2014-01-18 08:00:00     0.000000     0.000000      0.000000      0.0000   \n",
-       "2014-01-18 08:30:00     0.000000     0.000000      0.000000      0.0000   \n",
-       "2014-01-18 09:00:00     0.000000     0.000000      0.000000      0.0000   \n",
-       "2014-01-18 09:30:00     0.000000     0.000000      0.000000      0.0000   \n",
-       "2014-01-18 10:00:00     0.000000     0.000000      0.000000      0.0000   \n",
-       "2014-01-18 10:30:00     0.000000     0.000000      0.000000      0.0000   \n",
-       "2014-01-18 11:00:00     0.000000     0.000000      0.000000      0.0000   \n",
-       "2014-01-18 11:30:00     0.000000     0.000000      0.000000      0.0000   \n",
-       "2014-01-18 12:00:00     0.000000     0.000000      0.000000      0.0000   \n",
-       "2014-01-18 12:30:00     0.000000     0.000000      0.000000      0.0000   \n",
-       "2014-01-18 13:00:00     0.000000     0.000000      0.000000      0.0000   \n",
-       "2014-01-18 13:30:00     0.000000     0.000000      0.000000      0.0000   \n",
-       "2014-01-18 14:00:00     0.000000     0.000000      0.000000      0.0000   \n",
-       "2014-01-18 14:30:00     0.000000     0.000000      0.000000      0.0000   \n",
-       "2014-01-18 15:00:00     0.000000     0.000000      0.000000      0.0000   \n",
-       "2014-01-18 15:30:00     0.000000     0.000000      0.000000      0.0000   \n",
-       "2014-01-18 16:00:00     0.000000     0.000000      0.000000      0.0000   \n",
-       "2014-01-18 16:30:00     0.000000     0.000000      0.000000      0.0000   \n",
-       "2014-01-18 17:00:00     0.000000     0.000000      0.000000      0.0000   \n",
-       "2014-01-18 17:30:00     0.000000     0.000000      0.000000      0.0000   \n",
-       "2014-01-18 18:00:00     0.000000     0.000000      0.000000      0.0000   \n",
-       "2014-01-18 18:30:00     0.000000     0.000000      0.000000      0.0000   \n",
-       "...                          ...          ...           ...         ...   \n",
-       "2017-01-03 11:30:00  1020.000000  1020.440000   6835.505605      6.7070   \n",
-       "2017-01-03 12:00:00  1020.440000  1020.000011  22204.369493     21.7413   \n",
-       "2017-01-03 12:30:00  1022.500000  1021.500000  16801.536872     16.4034   \n",
-       "2017-01-03 13:00:00  1023.999993  1020.000000   9464.084863      9.2678   \n",
-       "2017-01-03 13:30:00  1020.000000  1018.320000  49057.191831     48.2719   \n",
-       "2017-01-03 14:00:00  1018.381000  1015.000010  23786.472032     23.4255   \n",
-       "2017-01-03 14:30:00  1015.000010  1014.460000  41702.476208     41.0054   \n",
-       "2017-01-03 15:00:00  1017.523625  1012.235930  42292.876586     41.7094   \n",
-       "2017-01-03 15:30:00  1013.900002  1018.067857  34780.874229     34.1898   \n",
-       "2017-01-03 16:00:00  1018.000000  1018.000000  37402.084753     36.8250   \n",
-       "2017-01-03 16:30:00  1018.000000  1015.450157  30270.763546     29.7929   \n",
-       "2017-01-03 17:00:00  1015.450158  1018.000007  22374.280909     21.9921   \n",
-       "2017-01-03 17:30:00  1018.000009  1020.000000  16818.237605     16.5120   \n",
-       "2017-01-03 18:00:00  1020.000000  1022.000000  24467.862022     23.9434   \n",
-       "2017-01-03 18:30:00  1020.520010  1020.489718  13933.522915     13.6414   \n",
-       "2017-01-03 19:00:00  1020.489718  1019.492336  42382.036044     41.5001   \n",
-       "2017-01-03 19:30:00  1019.492336  1023.300000  13511.235333     13.2318   \n",
-       "2017-01-03 20:00:00  1023.000000  1022.000000  27989.139179     27.4045   \n",
-       "2017-01-03 20:30:00  1022.000000  1024.319876  35705.835733     34.8661   \n",
-       "2017-01-03 21:00:00  1022.407002  1027.000000  51473.440903     50.2608   \n",
-       "2017-01-03 21:30:00  1027.000000  1027.950000  24219.808785     23.5724   \n",
-       "2017-01-03 22:00:00  1027.950000  1026.900000  18425.177104     17.9381   \n",
-       "2017-01-03 22:30:00  1025.120011  1029.000000  46119.528585     44.8309   \n",
-       "2017-01-03 23:00:00  1029.000000  1035.970174  99547.790182     96.4399   \n",
-       "2017-01-03 23:30:00  1035.970174  1037.100000  52405.787324     50.4048   \n",
-       "2017-01-04 00:00:00  1037.100000  1043.579995  14235.085393     13.6671   \n",
-       "2017-01-04 00:30:00  1043.579994  1041.846000  51889.880989     49.8690   \n",
-       "2017-01-04 01:00:00  1041.846000  1044.439852  16752.192972     16.0608   \n",
-       "2017-01-04 01:30:00  1044.439852  1043.022051  23114.343369     22.1492   \n",
-       "2017-01-04 02:00:00  1043.022054  1046.000000   9984.182304      9.5701   \n",
+       "Pair                                                                        \\\n",
+       "Price                     low      open     close     volume   quoteVolume   \n",
+       "date                                                                         \n",
+       "2014-01-18 04:00:00  0.000000  0.000000  0.000000   0.000000  0.000000e+00   \n",
+       "2014-01-18 04:30:00  0.000000  0.000000  0.000000   0.000000  0.000000e+00   \n",
+       "2014-01-18 05:00:00  0.000000  0.000000  0.000000   0.000000  0.000000e+00   \n",
+       "2014-01-18 05:30:00  0.000000  0.000000  0.000000   0.000000  0.000000e+00   \n",
+       "2014-01-18 06:00:00  0.000000  0.000000  0.000000   0.000000  0.000000e+00   \n",
+       "2014-01-18 06:30:00  0.000000  0.000000  0.000000   0.000000  0.000000e+00   \n",
+       "2014-01-18 07:00:00  0.000000  0.000000  0.000000   0.000000  0.000000e+00   \n",
+       "2014-01-18 07:30:00  0.000000  0.000000  0.000000   0.000000  0.000000e+00   \n",
+       "2014-01-18 08:00:00  0.000000  0.000000  0.000000   0.000000  0.000000e+00   \n",
+       "2014-01-18 08:30:00  0.000000  0.000000  0.000000   0.000000  0.000000e+00   \n",
+       "2014-01-18 09:00:00  0.000000  0.000000  0.000000   0.000000  0.000000e+00   \n",
+       "2014-01-18 09:30:00  0.000000  0.000000  0.000000   0.000000  0.000000e+00   \n",
+       "2014-01-18 10:00:00  0.000000  0.000000  0.000000   0.000000  0.000000e+00   \n",
+       "2014-01-18 10:30:00  0.000000  0.000000  0.000000   0.000000  0.000000e+00   \n",
+       "2014-01-18 11:00:00  0.000000  0.000000  0.000000   0.000000  0.000000e+00   \n",
+       "2014-01-18 11:30:00  0.000000  0.000000  0.000000   0.000000  0.000000e+00   \n",
+       "2014-01-18 12:00:00  0.000000  0.000000  0.000000   0.000000  0.000000e+00   \n",
+       "2014-01-18 12:30:00  0.000000  0.000000  0.000000   0.000000  0.000000e+00   \n",
+       "2014-01-18 13:00:00  0.000000  0.000000  0.000000   0.000000  0.000000e+00   \n",
+       "2014-01-18 13:30:00  0.000000  0.000000  0.000000   0.000000  0.000000e+00   \n",
+       "2014-01-18 14:00:00  0.000000  0.000000  0.000000   0.000000  0.000000e+00   \n",
+       "2014-01-18 14:30:00  0.000000  0.000000  0.000000   0.000000  0.000000e+00   \n",
+       "2014-01-18 15:00:00  0.000000  0.000000  0.000000   0.000000  0.000000e+00   \n",
+       "2014-01-18 15:30:00  0.000000  0.000000  0.000000   0.000000  0.000000e+00   \n",
+       "2014-01-18 16:00:00  0.000000  0.000000  0.000000   0.000000  0.000000e+00   \n",
+       "2014-01-18 16:30:00  0.000000  0.000000  0.000000   0.000000  0.000000e+00   \n",
+       "2014-01-18 17:00:00  0.000000  0.000000  0.000000   0.000000  0.000000e+00   \n",
+       "2014-01-18 17:30:00  0.000000  0.000000  0.000000   0.000000  0.000000e+00   \n",
+       "2014-01-18 18:00:00  0.000000  0.000000  0.000000   0.000000  0.000000e+00   \n",
+       "2014-01-18 18:30:00  0.000000  0.000000  0.000000   0.000000  0.000000e+00   \n",
+       "...                       ...       ...       ...        ...           ...   \n",
+       "2017-01-03 11:30:00  0.000006  0.000006  0.000006   2.537592  4.079050e+05   \n",
+       "2017-01-03 12:00:00  0.000006  0.000006  0.000006   0.758297  1.218168e+05   \n",
+       "2017-01-03 12:30:00  0.000006  0.000006  0.000006   1.911941  3.064097e+05   \n",
+       "2017-01-03 13:00:00  0.000006  0.000006  0.000006  14.847757  2.355802e+06   \n",
+       "2017-01-03 13:30:00  0.000006  0.000006  0.000006   6.738972  1.062035e+06   \n",
+       "2017-01-03 14:00:00  0.000006  0.000006  0.000006   9.132873  1.445218e+06   \n",
+       "2017-01-03 14:30:00  0.000006  0.000006  0.000006   0.937649  1.493257e+05   \n",
+       "2017-01-03 15:00:00  0.000006  0.000006  0.000006  10.145672  1.607531e+06   \n",
+       "2017-01-03 15:30:00  0.000006  0.000006  0.000006   2.498123  3.952818e+05   \n",
+       "2017-01-03 16:00:00  0.000006  0.000006  0.000006   2.535389  3.998316e+05   \n",
+       "2017-01-03 16:30:00  0.000006  0.000006  0.000006   4.097307  6.480577e+05   \n",
+       "2017-01-03 17:00:00  0.000006  0.000006  0.000006   3.227918  5.151246e+05   \n",
+       "2017-01-03 17:30:00  0.000006  0.000006  0.000006   6.924962  1.106456e+06   \n",
+       "2017-01-03 18:00:00  0.000006  0.000006  0.000006   3.585820  5.724229e+05   \n",
+       "2017-01-03 18:30:00  0.000006  0.000006  0.000006   5.827076  9.276222e+05   \n",
+       "2017-01-03 19:00:00  0.000006  0.000006  0.000006   5.945705  9.464151e+05   \n",
+       "2017-01-03 19:30:00  0.000006  0.000006  0.000006   0.318828  5.074830e+04   \n",
+       "2017-01-03 20:00:00  0.000006  0.000006  0.000006   1.410514  2.253632e+05   \n",
+       "2017-01-03 20:30:00  0.000006  0.000006  0.000006   1.903988  3.051193e+05   \n",
+       "2017-01-03 21:00:00  0.000006  0.000006  0.000006   4.209553  6.775896e+05   \n",
+       "2017-01-03 21:30:00  0.000006  0.000006  0.000006   5.369893  8.684606e+05   \n",
+       "2017-01-03 22:00:00  0.000006  0.000006  0.000006   0.645027  1.037229e+05   \n",
+       "2017-01-03 22:30:00  0.000006  0.000006  0.000006   0.081192  1.304521e+04   \n",
+       "2017-01-03 23:00:00  0.000006  0.000006  0.000006   1.457637  2.342883e+05   \n",
+       "2017-01-03 23:30:00  0.000006  0.000006  0.000006   0.874135  1.403006e+05   \n",
+       "2017-01-04 00:00:00  0.000006  0.000006  0.000006   5.658296  9.151863e+05   \n",
+       "2017-01-04 00:30:00  0.000006  0.000006  0.000006   3.388109  5.450054e+05   \n",
+       "2017-01-04 01:00:00  0.000006  0.000006  0.000006   9.925985  1.607342e+06   \n",
+       "2017-01-04 01:30:00  0.000006  0.000006  0.000006   1.038282  1.686473e+05   \n",
+       "2017-01-04 02:00:00  0.000006  0.000006  0.000006   0.907040  1.470450e+05   \n",
        "\n",
        "Pair                                 \n",
        "Price               weightedAverage  \n",
@@ -7856,41 +7869,41 @@
        "2014-01-18 18:00:00        0.000000  \n",
        "2014-01-18 18:30:00        0.000000  \n",
        "...                             ...  \n",
-       "2017-01-03 11:30:00     1019.160277  \n",
-       "2017-01-03 12:00:00     1021.298883  \n",
-       "2017-01-03 12:30:00     1024.268706  \n",
-       "2017-01-03 13:00:00     1021.174212  \n",
-       "2017-01-03 13:30:00     1016.268680  \n",
-       "2017-01-03 14:00:00     1015.411360  \n",
-       "2017-01-03 14:30:00     1016.998826  \n",
-       "2017-01-03 15:00:00     1013.989958  \n",
-       "2017-01-03 15:30:00     1017.288226  \n",
-       "2017-01-03 16:00:00     1015.670630  \n",
-       "2017-01-03 16:30:00     1016.038165  \n",
-       "2017-01-03 17:00:00     1017.378679  \n",
-       "2017-01-03 17:30:00     1018.545919  \n",
-       "2017-01-03 18:00:00     1021.904747  \n",
-       "2017-01-03 18:30:00     1021.411361  \n",
-       "2017-01-03 19:00:00     1021.252017  \n",
-       "2017-01-03 19:30:00     1021.115483  \n",
-       "2017-01-03 20:00:00     1021.333051  \n",
-       "2017-01-03 20:30:00     1024.084378  \n",
-       "2017-01-03 21:00:00     1024.127800  \n",
-       "2017-01-03 21:30:00     1027.463057  \n",
-       "2017-01-03 22:00:00     1027.154578  \n",
-       "2017-01-03 22:30:00     1028.743800  \n",
-       "2017-01-03 23:00:00     1032.226577  \n",
-       "2017-01-03 23:30:00     1039.697408  \n",
-       "2017-01-04 00:00:00     1041.560639  \n",
-       "2017-01-04 00:30:00     1040.523523  \n",
-       "2017-01-04 01:00:00     1043.045866  \n",
-       "2017-01-04 01:30:00     1043.572398  \n",
-       "2017-01-04 02:00:00     1043.265179  \n",
+       "2017-01-03 11:30:00        0.000006  \n",
+       "2017-01-03 12:00:00        0.000006  \n",
+       "2017-01-03 12:30:00        0.000006  \n",
+       "2017-01-03 13:00:00        0.000006  \n",
+       "2017-01-03 13:30:00        0.000006  \n",
+       "2017-01-03 14:00:00        0.000006  \n",
+       "2017-01-03 14:30:00        0.000006  \n",
+       "2017-01-03 15:00:00        0.000006  \n",
+       "2017-01-03 15:30:00        0.000006  \n",
+       "2017-01-03 16:00:00        0.000006  \n",
+       "2017-01-03 16:30:00        0.000006  \n",
+       "2017-01-03 17:00:00        0.000006  \n",
+       "2017-01-03 17:30:00        0.000006  \n",
+       "2017-01-03 18:00:00        0.000006  \n",
+       "2017-01-03 18:30:00        0.000006  \n",
+       "2017-01-03 19:00:00        0.000006  \n",
+       "2017-01-03 19:30:00        0.000006  \n",
+       "2017-01-03 20:00:00        0.000006  \n",
+       "2017-01-03 20:30:00        0.000006  \n",
+       "2017-01-03 21:00:00        0.000006  \n",
+       "2017-01-03 21:30:00        0.000006  \n",
+       "2017-01-03 22:00:00        0.000006  \n",
+       "2017-01-03 22:30:00        0.000006  \n",
+       "2017-01-03 23:00:00        0.000006  \n",
+       "2017-01-03 23:30:00        0.000006  \n",
+       "2017-01-04 00:00:00        0.000006  \n",
+       "2017-01-04 00:30:00        0.000006  \n",
+       "2017-01-04 01:00:00        0.000006  \n",
+       "2017-01-04 01:30:00        0.000006  \n",
+       "2017-01-04 02:00:00        0.000006  \n",
        "\n",
-       "[51933 rows x 49 columns]"
+       "[51933 rows x 42 columns]"
       ]
      },
-     "execution_count": 31,
+     "execution_count": 51,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -7903,23 +7916,43 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 54,
    "metadata": {
     "ExecuteTime": {
-     "start_time": "2017-07-15T00:28:08.244Z"
-    },
-    "collapsed": true
+     "end_time": "2017-07-15T03:49:39.490824Z",
+     "start_time": "2017-07-15T11:49:32.409839+08:00"
+    }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.legend.Legend at 0x7f34c46cc048>"
+      ]
+     },
+     "execution_count": 54,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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iiSd2X2/69Ok577zzMnjw4CTJ0qVL84tf/CLnn39+Bg4cmJUrV+bEE0/MFVdcke233/45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\n85rXvCaXXHJJZs+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+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x7f34d8ad2d30>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "# view timeseries\n",
     "plt.figure(figsize=(15,16))\n",
-    "for i, d in enumerate(dfs):\n",
-    "    name = d.columns[0].split('|')[0]\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.plot(x,y,'.',label=name[:20], ms=1)\n",
     "plt.legend()"
    ]
   },
diff --git a/data/poliniex_30m.hf b/data/poliniex_30m.hf
index 1c29acdda7a639b5464e4358853ca6ad2476e564..c94ff6861fc30f8fd69de3b3d25a605e419db7d8 100644
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