Trades.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "pd.set_option(\"display.max_colwidth\", 10000)\n",
    "pd.options.mode.chained_assignment = None  # to not make too many copies\n",
    "\n",
    "import openpyxl"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "folder = r'C:\\Users\\tetyana.loskutova\\Downloads\\PC' + \"\\\\\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "file_name = r\"trade_2018-05-19 14_01_30.213647.xlsx\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'C:\\\\Users\\\\tetyana.loskutova\\\\Downloads\\\\PC\\\\trade_2018-05-19 14_01_30.213647.xlsx'"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "folder+file_name"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_tr1 = pd.read_excel(folder + file_name)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>datetime</th>\n",
       "      <th>ask</th>\n",
       "      <th>bid</th>\n",
       "      <th>currency</th>\n",
       "      <th>base_currency</th>\n",
       "      <th>volume</th>\n",
       "      <th>last_trade</th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
       "      <th>exchange</th>\n",
       "      <th>fee_low</th>\n",
       "      <th>fee_medium</th>\n",
       "      <th>fee_high</th>\n",
       "      <th>Luno in USD</th>\n",
       "      <th>Buy on L sell on BS</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2018-05-18 14:05:02.961845+00:00</td>\n",
       "      <td>107594.000000</td>\n",
       "      <td>107593.000000</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>452.704659</td>\n",
       "      <td>107594.00000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2018-05-18 14:05:02.961845+00:00</td>\n",
       "      <td>0.083500</td>\n",
       "      <td>0.083400</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>975.290000</td>\n",
       "      <td>0.08350</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2018-05-18 14:05:02.961845+00:00</td>\n",
       "      <td>6798.740000</td>\n",
       "      <td>6982.130000</td>\n",
       "      <td>BTC</td>\n",
       "      <td>EUR</td>\n",
       "      <td>121.559457</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BITONIC</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2018-05-18 14:05:02.961845+00:00</td>\n",
       "      <td>8095.040000</td>\n",
       "      <td>8087.030000</td>\n",
       "      <td>BTC</td>\n",
       "      <td>USD</td>\n",
       "      <td>8639.586723</td>\n",
       "      <td>8095.02000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BITSTAMP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2018-05-18 14:05:02.961845+00:00</td>\n",
       "      <td>6885.520000</td>\n",
       "      <td>6876.910000</td>\n",
       "      <td>BTC</td>\n",
       "      <td>EUR</td>\n",
       "      <td>1508.713220</td>\n",
       "      <td>6885.52000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BITSTAMP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2018-05-18 14:05:02.961845+00:00</td>\n",
       "      <td>1.177650</td>\n",
       "      <td>1.175000</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>502515.618710</td>\n",
       "      <td>1.17500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BITSTAMP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2018-05-18 14:05:02.961845+00:00</td>\n",
       "      <td>676.060000</td>\n",
       "      <td>674.890000</td>\n",
       "      <td>ETH</td>\n",
       "      <td>USD</td>\n",
       "      <td>28467.884188</td>\n",
       "      <td>676.10000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BITSTAMP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2018-05-18 14:05:02.961845+00:00</td>\n",
       "      <td>575.610000</td>\n",
       "      <td>574.260000</td>\n",
       "      <td>ETH</td>\n",
       "      <td>EUR</td>\n",
       "      <td>7541.922706</td>\n",
       "      <td>575.22000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BITSTAMP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2018-05-18 14:05:02.961845+00:00</td>\n",
       "      <td>0.083710</td>\n",
       "      <td>0.083467</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>2807.884920</td>\n",
       "      <td>0.08366</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BITSTAMP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2018-05-18 14:05:02.961845+00:00</td>\n",
       "      <td>0.742210</td>\n",
       "      <td>0.742210</td>\n",
       "      <td>GBP</td>\n",
       "      <td>USD</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>2018-05-18 14:05:02.961845+00:00</td>\n",
       "      <td>12.736605</td>\n",
       "      <td>12.736605</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>USD</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>2018-05-18 14:05:02.961845+00:00</td>\n",
       "      <td>0.849705</td>\n",
       "      <td>0.849705</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>2018-05-18 14:10:03.946919+00:00</td>\n",
       "      <td>107501.000000</td>\n",
       "      <td>107500.000000</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>454.616308</td>\n",
       "      <td>107501.00000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>2018-05-18 14:10:03.946919+00:00</td>\n",
       "      <td>0.083500</td>\n",
       "      <td>0.083400</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>977.260000</td>\n",
       "      <td>0.08340</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>2018-05-18 14:10:03.946919+00:00</td>\n",
       "      <td>6795.830000</td>\n",
       "      <td>6981.150000</td>\n",
       "      <td>BTC</td>\n",
       "      <td>EUR</td>\n",
       "      <td>121.588398</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BITONIC</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>2018-05-18 14:10:03.946919+00:00</td>\n",
       "      <td>8092.600000</td>\n",
       "      <td>8083.310000</td>\n",
       "      <td>BTC</td>\n",
       "      <td>USD</td>\n",
       "      <td>8642.600405</td>\n",
       "      <td>8090.31000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BITSTAMP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>2018-05-18 14:10:03.946919+00:00</td>\n",
       "      <td>6884.180000</td>\n",
       "      <td>6876.200000</td>\n",
       "      <td>BTC</td>\n",
       "      <td>EUR</td>\n",
       "      <td>1510.233715</td>\n",
       "      <td>6877.10000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BITSTAMP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>2018-05-18 14:10:03.946919+00:00</td>\n",
       "      <td>1.177370</td>\n",
       "      <td>1.175000</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>502515.618710</td>\n",
       "      <td>1.17500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BITSTAMP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>2018-05-18 14:10:03.946919+00:00</td>\n",
       "      <td>676.130000</td>\n",
       "      <td>674.720000</td>\n",
       "      <td>ETH</td>\n",
       "      <td>USD</td>\n",
       "      <td>28486.426143</td>\n",
       "      <td>676.62000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BITSTAMP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>2018-05-18 14:10:03.946919+00:00</td>\n",
       "      <td>574.120000</td>\n",
       "      <td>573.790000</td>\n",
       "      <td>ETH</td>\n",
       "      <td>EUR</td>\n",
       "      <td>7567.692588</td>\n",
       "      <td>574.12000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BITSTAMP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>2018-05-18 14:10:03.946919+00:00</td>\n",
       "      <td>0.083740</td>\n",
       "      <td>0.083467</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>2807.909003</td>\n",
       "      <td>0.08369</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BITSTAMP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>2018-05-18 14:10:03.946919+00:00</td>\n",
       "      <td>0.742210</td>\n",
       "      <td>0.742210</td>\n",
       "      <td>GBP</td>\n",
       "      <td>USD</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>2018-05-18 14:10:03.946919+00:00</td>\n",
       "      <td>0.849705</td>\n",
       "      <td>0.849705</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>2018-05-18 14:10:03.946919+00:00</td>\n",
       "      <td>12.736605</td>\n",
       "      <td>12.736605</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>USD</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>2018-05-18 14:15:03.223527+00:00</td>\n",
       "      <td>107497.000000</td>\n",
       "      <td>107496.000000</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>458.126820</td>\n",
       "      <td>107497.00000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>2018-05-18 14:15:03.223527+00:00</td>\n",
       "      <td>0.083500</td>\n",
       "      <td>0.083400</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>972.570000</td>\n",
       "      <td>0.08340</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>2018-05-18 14:15:03.223527+00:00</td>\n",
       "      <td>6796.690000</td>\n",
       "      <td>6971.960000</td>\n",
       "      <td>BTC</td>\n",
       "      <td>EUR</td>\n",
       "      <td>122.875793</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BITONIC</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>2018-05-18 14:15:03.223527+00:00</td>\n",
       "      <td>8088.670000</td>\n",
       "      <td>8078.000000</td>\n",
       "      <td>BTC</td>\n",
       "      <td>USD</td>\n",
       "      <td>8622.436408</td>\n",
       "      <td>8078.00000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BITSTAMP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>2018-05-18 14:15:03.223527+00:00</td>\n",
       "      <td>6877.760000</td>\n",
       "      <td>6868.900000</td>\n",
       "      <td>BTC</td>\n",
       "      <td>EUR</td>\n",
       "      <td>1509.411904</td>\n",
       "      <td>6878.63000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BITSTAMP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>2018-05-18 14:15:03.223527+00:00</td>\n",
       "      <td>1.177850</td>\n",
       "      <td>1.175000</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>502515.618710</td>\n",
       "      <td>1.17500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BITSTAMP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3656</th>\n",
       "      <td>2018-05-19 11:30:03.834730+00:00</td>\n",
       "      <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>BITCOINFEES</td>\n",
       "      <td>10.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3657</th>\n",
       "      <td>2018-05-19 11:35:03.306853+00:00</td>\n",
       "      <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>BITCOINFEES</td>\n",
       "      <td>10.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3658</th>\n",
       "      <td>2018-05-19 11:40:03.534370+00:00</td>\n",
       "      <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>BITCOINFEES</td>\n",
       "      <td>10.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3659</th>\n",
       "      <td>2018-05-19 11:45:02.921918+00:00</td>\n",
       "      <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>BITCOINFEES</td>\n",
       "      <td>10.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3660</th>\n",
       "      <td>2018-05-19 11:50:03.766388+00:00</td>\n",
       "      <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>BITCOINFEES</td>\n",
       "      <td>10.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3661</th>\n",
       "      <td>2018-05-19 11:55:04.036188+00:00</td>\n",
       "      <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>BITCOINFEES</td>\n",
       "      <td>10.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3662</th>\n",
       "      <td>2018-05-19 12:00:04.059973+00:00</td>\n",
       "      <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>BITCOINFEES</td>\n",
       "      <td>10.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3663</th>\n",
       "      <td>2018-05-19 12:05:03.425286+00:00</td>\n",
       "      <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>BITCOINFEES</td>\n",
       "      <td>10.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3664</th>\n",
       "      <td>2018-05-19 12:10:03.860302+00:00</td>\n",
       "      <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>BITCOINFEES</td>\n",
       "      <td>10.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3665</th>\n",
       "      <td>2018-05-19 12:15:03.616777+00:00</td>\n",
       "      <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>BITCOINFEES</td>\n",
       "      <td>10.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3666</th>\n",
       "      <td>2018-05-19 12:20:03.889143+00:00</td>\n",
       "      <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>BITCOINFEES</td>\n",
       "      <td>10.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3667</th>\n",
       "      <td>2018-05-19 12:25:03.992976+00:00</td>\n",
       "      <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>BITCOINFEES</td>\n",
       "      <td>10.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3668</th>\n",
       "      <td>2018-05-19 12:30:03.594998+00:00</td>\n",
       "      <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>BITCOINFEES</td>\n",
       "      <td>10.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3669</th>\n",
       "      <td>2018-05-19 12:35:03.012788+00:00</td>\n",
       "      <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>BITCOINFEES</td>\n",
       "      <td>10.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3670</th>\n",
       "      <td>2018-05-19 12:40:03.607830+00:00</td>\n",
       "      <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>BITCOINFEES</td>\n",
       "      <td>10.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3671</th>\n",
       "      <td>2018-05-19 12:45:03.293194+00:00</td>\n",
       "      <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>BITCOINFEES</td>\n",
       "      <td>10.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3672</th>\n",
       "      <td>2018-05-19 12:50:03.702969+00:00</td>\n",
       "      <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>BITCOINFEES</td>\n",
       "      <td>10.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3673</th>\n",
       "      <td>2018-05-19 12:55:04.044619+00:00</td>\n",
       "      <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>BITCOINFEES</td>\n",
       "      <td>10.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3674</th>\n",
       "      <td>2018-05-19 13:00:04.163959+00:00</td>\n",
       "      <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>BITCOINFEES</td>\n",
       "      <td>10.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3675</th>\n",
       "      <td>2018-05-19 13:05:03.061169+00:00</td>\n",
       "      <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>BITCOINFEES</td>\n",
       "      <td>10.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3676</th>\n",
       "      <td>2018-05-19 13:10:03.640746+00:00</td>\n",
       "      <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>BITCOINFEES</td>\n",
       "      <td>10.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3677</th>\n",
       "      <td>2018-05-19 13:15:03.337139+00:00</td>\n",
       "      <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>BITCOINFEES</td>\n",
       "      <td>20.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3678</th>\n",
       "      <td>2018-05-19 13:20:03.468370+00:00</td>\n",
       "      <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>BITCOINFEES</td>\n",
       "      <td>20.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3679</th>\n",
       "      <td>2018-05-19 13:30:03.743822+00:00</td>\n",
       "      <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>BITCOINFEES</td>\n",
       "      <td>10.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3680</th>\n",
       "      <td>2018-05-19 13:35:03.381185+00:00</td>\n",
       "      <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>BITCOINFEES</td>\n",
       "      <td>15.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3681</th>\n",
       "      <td>2018-05-19 13:40:03.670778+00:00</td>\n",
       "      <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>BITCOINFEES</td>\n",
       "      <td>10.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3682</th>\n",
       "      <td>2018-05-19 13:45:03.263421+00:00</td>\n",
       "      <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>BITCOINFEES</td>\n",
       "      <td>10.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3683</th>\n",
       "      <td>2018-05-19 13:50:03.652680+00:00</td>\n",
       "      <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>BITCOINFEES</td>\n",
       "      <td>10.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3684</th>\n",
       "      <td>2018-05-19 13:55:03.712726+00:00</td>\n",
       "      <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>BITCOINFEES</td>\n",
       "      <td>10.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3685</th>\n",
       "      <td>2018-05-19 14:00:03.648711+00:00</td>\n",
       "      <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>BITCOINFEES</td>\n",
       "      <td>10.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3686 rows × 15 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                              datetime            ask            bid currency  \\\n",
       "0     2018-05-18 14:05:02.961845+00:00  107594.000000  107593.000000      BTC   \n",
       "1     2018-05-18 14:05:02.961845+00:00       0.083500       0.083400      ETH   \n",
       "2     2018-05-18 14:05:02.961845+00:00    6798.740000    6982.130000      BTC   \n",
       "3     2018-05-18 14:05:02.961845+00:00    8095.040000    8087.030000      BTC   \n",
       "4     2018-05-18 14:05:02.961845+00:00    6885.520000    6876.910000      BTC   \n",
       "5     2018-05-18 14:05:02.961845+00:00       1.177650       1.175000      EUR   \n",
       "6     2018-05-18 14:05:02.961845+00:00     676.060000     674.890000      ETH   \n",
       "7     2018-05-18 14:05:02.961845+00:00     575.610000     574.260000      ETH   \n",
       "8     2018-05-18 14:05:02.961845+00:00       0.083710       0.083467      ETH   \n",
       "9     2018-05-18 14:05:02.961845+00:00       0.742210       0.742210      GBP   \n",
       "10    2018-05-18 14:05:02.961845+00:00      12.736605      12.736605      ZAR   \n",
       "11    2018-05-18 14:05:02.961845+00:00       0.849705       0.849705      EUR   \n",
       "12    2018-05-18 14:10:03.946919+00:00  107501.000000  107500.000000      BTC   \n",
       "13    2018-05-18 14:10:03.946919+00:00       0.083500       0.083400      ETH   \n",
       "14    2018-05-18 14:10:03.946919+00:00    6795.830000    6981.150000      BTC   \n",
       "15    2018-05-18 14:10:03.946919+00:00    8092.600000    8083.310000      BTC   \n",
       "16    2018-05-18 14:10:03.946919+00:00    6884.180000    6876.200000      BTC   \n",
       "17    2018-05-18 14:10:03.946919+00:00       1.177370       1.175000      EUR   \n",
       "18    2018-05-18 14:10:03.946919+00:00     676.130000     674.720000      ETH   \n",
       "19    2018-05-18 14:10:03.946919+00:00     574.120000     573.790000      ETH   \n",
       "20    2018-05-18 14:10:03.946919+00:00       0.083740       0.083467      ETH   \n",
       "21    2018-05-18 14:10:03.946919+00:00       0.742210       0.742210      GBP   \n",
       "22    2018-05-18 14:10:03.946919+00:00       0.849705       0.849705      EUR   \n",
       "23    2018-05-18 14:10:03.946919+00:00      12.736605      12.736605      ZAR   \n",
       "24    2018-05-18 14:15:03.223527+00:00  107497.000000  107496.000000      BTC   \n",
       "25    2018-05-18 14:15:03.223527+00:00       0.083500       0.083400      ETH   \n",
       "26    2018-05-18 14:15:03.223527+00:00    6796.690000    6971.960000      BTC   \n",
       "27    2018-05-18 14:15:03.223527+00:00    8088.670000    8078.000000      BTC   \n",
       "28    2018-05-18 14:15:03.223527+00:00    6877.760000    6868.900000      BTC   \n",
       "29    2018-05-18 14:15:03.223527+00:00       1.177850       1.175000      EUR   \n",
       "...                                ...            ...            ...      ...   \n",
       "3656  2018-05-19 11:30:03.834730+00:00            NaN            NaN      NaN   \n",
       "3657  2018-05-19 11:35:03.306853+00:00            NaN            NaN      NaN   \n",
       "3658  2018-05-19 11:40:03.534370+00:00            NaN            NaN      NaN   \n",
       "3659  2018-05-19 11:45:02.921918+00:00            NaN            NaN      NaN   \n",
       "3660  2018-05-19 11:50:03.766388+00:00            NaN            NaN      NaN   \n",
       "3661  2018-05-19 11:55:04.036188+00:00            NaN            NaN      NaN   \n",
       "3662  2018-05-19 12:00:04.059973+00:00            NaN            NaN      NaN   \n",
       "3663  2018-05-19 12:05:03.425286+00:00            NaN            NaN      NaN   \n",
       "3664  2018-05-19 12:10:03.860302+00:00            NaN            NaN      NaN   \n",
       "3665  2018-05-19 12:15:03.616777+00:00            NaN            NaN      NaN   \n",
       "3666  2018-05-19 12:20:03.889143+00:00            NaN            NaN      NaN   \n",
       "3667  2018-05-19 12:25:03.992976+00:00            NaN            NaN      NaN   \n",
       "3668  2018-05-19 12:30:03.594998+00:00            NaN            NaN      NaN   \n",
       "3669  2018-05-19 12:35:03.012788+00:00            NaN            NaN      NaN   \n",
       "3670  2018-05-19 12:40:03.607830+00:00            NaN            NaN      NaN   \n",
       "3671  2018-05-19 12:45:03.293194+00:00            NaN            NaN      NaN   \n",
       "3672  2018-05-19 12:50:03.702969+00:00            NaN            NaN      NaN   \n",
       "3673  2018-05-19 12:55:04.044619+00:00            NaN            NaN      NaN   \n",
       "3674  2018-05-19 13:00:04.163959+00:00            NaN            NaN      NaN   \n",
       "3675  2018-05-19 13:05:03.061169+00:00            NaN            NaN      NaN   \n",
       "3676  2018-05-19 13:10:03.640746+00:00            NaN            NaN      NaN   \n",
       "3677  2018-05-19 13:15:03.337139+00:00            NaN            NaN      NaN   \n",
       "3678  2018-05-19 13:20:03.468370+00:00            NaN            NaN      NaN   \n",
       "3679  2018-05-19 13:30:03.743822+00:00            NaN            NaN      NaN   \n",
       "3680  2018-05-19 13:35:03.381185+00:00            NaN            NaN      NaN   \n",
       "3681  2018-05-19 13:40:03.670778+00:00            NaN            NaN      NaN   \n",
       "3682  2018-05-19 13:45:03.263421+00:00            NaN            NaN      NaN   \n",
       "3683  2018-05-19 13:50:03.652680+00:00            NaN            NaN      NaN   \n",
       "3684  2018-05-19 13:55:03.712726+00:00            NaN            NaN      NaN   \n",
       "3685  2018-05-19 14:00:03.648711+00:00            NaN            NaN      NaN   \n",
       "\n",
       "     base_currency         volume    last_trade  high  low     exchange  \\\n",
       "0              ZAR     452.704659  107594.00000   NaN  NaN         LUNO   \n",
       "1              BTC     975.290000       0.08350   NaN  NaN         LUNO   \n",
       "2              EUR     121.559457           NaN   NaN  NaN      BITONIC   \n",
       "3              USD    8639.586723    8095.02000   NaN  NaN     BITSTAMP   \n",
       "4              EUR    1508.713220    6885.52000   NaN  NaN     BITSTAMP   \n",
       "5              USD  502515.618710       1.17500   NaN  NaN     BITSTAMP   \n",
       "6              USD   28467.884188     676.10000   NaN  NaN     BITSTAMP   \n",
       "7              EUR    7541.922706     575.22000   NaN  NaN     BITSTAMP   \n",
       "8              BTC    2807.884920       0.08366   NaN  NaN     BITSTAMP   \n",
       "9              USD            NaN           NaN   NaN  NaN        FIXER   \n",
       "10             USD            NaN           NaN   NaN  NaN        FIXER   \n",
       "11             USD            NaN           NaN   NaN  NaN        FIXER   \n",
       "12             ZAR     454.616308  107501.00000   NaN  NaN         LUNO   \n",
       "13             BTC     977.260000       0.08340   NaN  NaN         LUNO   \n",
       "14             EUR     121.588398           NaN   NaN  NaN      BITONIC   \n",
       "15             USD    8642.600405    8090.31000   NaN  NaN     BITSTAMP   \n",
       "16             EUR    1510.233715    6877.10000   NaN  NaN     BITSTAMP   \n",
       "17             USD  502515.618710       1.17500   NaN  NaN     BITSTAMP   \n",
       "18             USD   28486.426143     676.62000   NaN  NaN     BITSTAMP   \n",
       "19             EUR    7567.692588     574.12000   NaN  NaN     BITSTAMP   \n",
       "20             BTC    2807.909003       0.08369   NaN  NaN     BITSTAMP   \n",
       "21             USD            NaN           NaN   NaN  NaN        FIXER   \n",
       "22             USD            NaN           NaN   NaN  NaN        FIXER   \n",
       "23             USD            NaN           NaN   NaN  NaN        FIXER   \n",
       "24             ZAR     458.126820  107497.00000   NaN  NaN         LUNO   \n",
       "25             BTC     972.570000       0.08340   NaN  NaN         LUNO   \n",
       "26             EUR     122.875793           NaN   NaN  NaN      BITONIC   \n",
       "27             USD    8622.436408    8078.00000   NaN  NaN     BITSTAMP   \n",
       "28             EUR    1509.411904    6878.63000   NaN  NaN     BITSTAMP   \n",
       "29             USD  502515.618710       1.17500   NaN  NaN     BITSTAMP   \n",
       "...            ...            ...           ...   ...  ...          ...   \n",
       "3656           NaN            NaN           NaN   NaN  NaN  BITCOINFEES   \n",
       "3657           NaN            NaN           NaN   NaN  NaN  BITCOINFEES   \n",
       "3658           NaN            NaN           NaN   NaN  NaN  BITCOINFEES   \n",
       "3659           NaN            NaN           NaN   NaN  NaN  BITCOINFEES   \n",
       "3660           NaN            NaN           NaN   NaN  NaN  BITCOINFEES   \n",
       "3661           NaN            NaN           NaN   NaN  NaN  BITCOINFEES   \n",
       "3662           NaN            NaN           NaN   NaN  NaN  BITCOINFEES   \n",
       "3663           NaN            NaN           NaN   NaN  NaN  BITCOINFEES   \n",
       "3664           NaN            NaN           NaN   NaN  NaN  BITCOINFEES   \n",
       "3665           NaN            NaN           NaN   NaN  NaN  BITCOINFEES   \n",
       "3666           NaN            NaN           NaN   NaN  NaN  BITCOINFEES   \n",
       "3667           NaN            NaN           NaN   NaN  NaN  BITCOINFEES   \n",
       "3668           NaN            NaN           NaN   NaN  NaN  BITCOINFEES   \n",
       "3669           NaN            NaN           NaN   NaN  NaN  BITCOINFEES   \n",
       "3670           NaN            NaN           NaN   NaN  NaN  BITCOINFEES   \n",
       "3671           NaN            NaN           NaN   NaN  NaN  BITCOINFEES   \n",
       "3672           NaN            NaN           NaN   NaN  NaN  BITCOINFEES   \n",
       "3673           NaN            NaN           NaN   NaN  NaN  BITCOINFEES   \n",
       "3674           NaN            NaN           NaN   NaN  NaN  BITCOINFEES   \n",
       "3675           NaN            NaN           NaN   NaN  NaN  BITCOINFEES   \n",
       "3676           NaN            NaN           NaN   NaN  NaN  BITCOINFEES   \n",
       "3677           NaN            NaN           NaN   NaN  NaN  BITCOINFEES   \n",
       "3678           NaN            NaN           NaN   NaN  NaN  BITCOINFEES   \n",
       "3679           NaN            NaN           NaN   NaN  NaN  BITCOINFEES   \n",
       "3680           NaN            NaN           NaN   NaN  NaN  BITCOINFEES   \n",
       "3681           NaN            NaN           NaN   NaN  NaN  BITCOINFEES   \n",
       "3682           NaN            NaN           NaN   NaN  NaN  BITCOINFEES   \n",
       "3683           NaN            NaN           NaN   NaN  NaN  BITCOINFEES   \n",
       "3684           NaN            NaN           NaN   NaN  NaN  BITCOINFEES   \n",
       "3685           NaN            NaN           NaN   NaN  NaN  BITCOINFEES   \n",
       "\n",
       "      fee_low  fee_medium  fee_high  Luno in USD  Buy on L sell on BS  \n",
       "0         NaN         NaN       NaN          NaN                  NaN  \n",
       "1         NaN         NaN       NaN          NaN                  NaN  \n",
       "2         NaN         NaN       NaN          NaN                  NaN  \n",
       "3         NaN         NaN       NaN          NaN                  NaN  \n",
       "4         NaN         NaN       NaN          NaN                  NaN  \n",
       "5         NaN         NaN       NaN          NaN                  NaN  \n",
       "6         NaN         NaN       NaN          NaN                  NaN  \n",
       "7         NaN         NaN       NaN          NaN                  NaN  \n",
       "8         NaN         NaN       NaN          NaN                  NaN  \n",
       "9         NaN         NaN       NaN          NaN                  NaN  \n",
       "10        NaN         NaN       NaN          NaN                  NaN  \n",
       "11        NaN         NaN       NaN          NaN                  NaN  \n",
       "12        NaN         NaN       NaN          NaN                  NaN  \n",
       "13        NaN         NaN       NaN          NaN                  NaN  \n",
       "14        NaN         NaN       NaN          NaN                  NaN  \n",
       "15        NaN         NaN       NaN          NaN                  NaN  \n",
       "16        NaN         NaN       NaN          NaN                  NaN  \n",
       "17        NaN         NaN       NaN          NaN                  NaN  \n",
       "18        NaN         NaN       NaN          NaN                  NaN  \n",
       "19        NaN         NaN       NaN          NaN                  NaN  \n",
       "20        NaN         NaN       NaN          NaN                  NaN  \n",
       "21        NaN         NaN       NaN          NaN                  NaN  \n",
       "22        NaN         NaN       NaN          NaN                  NaN  \n",
       "23        NaN         NaN       NaN          NaN                  NaN  \n",
       "24        NaN         NaN       NaN          NaN                  NaN  \n",
       "25        NaN         NaN       NaN          NaN                  NaN  \n",
       "26        NaN         NaN       NaN          NaN                  NaN  \n",
       "27        NaN         NaN       NaN          NaN                  NaN  \n",
       "28        NaN         NaN       NaN          NaN                  NaN  \n",
       "29        NaN         NaN       NaN          NaN                  NaN  \n",
       "...       ...         ...       ...          ...                  ...  \n",
       "3656     10.0        10.0      15.0          NaN                  NaN  \n",
       "3657     10.0        10.0      15.0          NaN                  NaN  \n",
       "3658     10.0        10.0      15.0          NaN                  NaN  \n",
       "3659     10.0        10.0      15.0          NaN                  NaN  \n",
       "3660     10.0        10.0      15.0          NaN                  NaN  \n",
       "3661     10.0        10.0      15.0          NaN                  NaN  \n",
       "3662     10.0        15.0      15.0          NaN                  NaN  \n",
       "3663     10.0        15.0      15.0          NaN                  NaN  \n",
       "3664     10.0        15.0      15.0          NaN                  NaN  \n",
       "3665     10.0        10.0      15.0          NaN                  NaN  \n",
       "3666     10.0        10.0      15.0          NaN                  NaN  \n",
       "3667     10.0        20.0      20.0          NaN                  NaN  \n",
       "3668     10.0        20.0      20.0          NaN                  NaN  \n",
       "3669     10.0        35.0      35.0          NaN                  NaN  \n",
       "3670     10.0        15.0      15.0          NaN                  NaN  \n",
       "3671     10.0        15.0      15.0          NaN                  NaN  \n",
       "3672     10.0        15.0      15.0          NaN                  NaN  \n",
       "3673     10.0        15.0      15.0          NaN                  NaN  \n",
       "3674     10.0        15.0      15.0          NaN                  NaN  \n",
       "3675     10.0        10.0      15.0          NaN                  NaN  \n",
       "3676     10.0        10.0      15.0          NaN                  NaN  \n",
       "3677     20.0        50.0      50.0          NaN                  NaN  \n",
       "3678     20.0        50.0      50.0          NaN                  NaN  \n",
       "3679     10.0        35.0      35.0          NaN                  NaN  \n",
       "3680     15.0        40.0      40.0          NaN                  NaN  \n",
       "3681     10.0        25.0      25.0          NaN                  NaN  \n",
       "3682     10.0        20.0      25.0          NaN                  NaN  \n",
       "3683     10.0        15.0      25.0          NaN                  NaN  \n",
       "3684     10.0        20.0      30.0          NaN                  NaN  \n",
       "3685     10.0        20.0      30.0          NaN                  NaN  \n",
       "\n",
       "[3686 rows x 15 columns]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_tr1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_luno_btc = df_tr1.loc[(df_tr1[\"exchange\"] == 'LUNO') & (df_tr1[\"currency\"] == 'BTC'), (\"datetime\",\"exchange\",\"currency\", 'base_currency', 'ask','volume', 'last_trade')]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_luno_btc.rename({'ask': 'ask_luno_btc', 'volume':'volume_luno_btc', 'last_trade':'last_trade_luno_btc'}, axis='columns', inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>datetime</th>\n",
       "      <th>exchange</th>\n",
       "      <th>currency</th>\n",
       "      <th>base_currency</th>\n",
       "      <th>ask_luno_btc</th>\n",
       "      <th>volume_luno_btc</th>\n",
       "      <th>last_trade_luno_btc</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2018-05-18 14:05:02.961845+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>107594.0</td>\n",
       "      <td>452.704659</td>\n",
       "      <td>107594.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>2018-05-18 14:10:03.946919+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>107501.0</td>\n",
       "      <td>454.616308</td>\n",
       "      <td>107501.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>2018-05-18 14:15:03.223527+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>107497.0</td>\n",
       "      <td>458.126820</td>\n",
       "      <td>107497.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>2018-05-18 14:20:03.731456+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>107209.0</td>\n",
       "      <td>460.101148</td>\n",
       "      <td>107208.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>2018-05-18 14:25:03.106019+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>107209.0</td>\n",
       "      <td>459.565957</td>\n",
       "      <td>107208.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>2018-05-18 14:30:04.046086+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>107030.0</td>\n",
       "      <td>457.693359</td>\n",
       "      <td>107030.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>2018-05-18 14:35:02.786093+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>107030.0</td>\n",
       "      <td>459.618756</td>\n",
       "      <td>107029.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>2018-05-18 14:40:03.520165+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>107030.0</td>\n",
       "      <td>459.194276</td>\n",
       "      <td>107029.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>2018-05-18 14:45:03.310745+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>107082.0</td>\n",
       "      <td>463.258238</td>\n",
       "      <td>107081.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108</th>\n",
       "      <td>2018-05-18 14:50:02.805675+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>107082.0</td>\n",
       "      <td>462.592107</td>\n",
       "      <td>107082.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120</th>\n",
       "      <td>2018-05-18 14:55:03.444445+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>107030.0</td>\n",
       "      <td>462.337419</td>\n",
       "      <td>107030.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>132</th>\n",
       "      <td>2018-05-18 15:00:03.949060+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>106999.0</td>\n",
       "      <td>464.323635</td>\n",
       "      <td>106692.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144</th>\n",
       "      <td>2018-05-18 15:05:03.041440+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>106971.0</td>\n",
       "      <td>469.925518</td>\n",
       "      <td>106992.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>156</th>\n",
       "      <td>2018-05-18 15:10:03.737676+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>106818.0</td>\n",
       "      <td>469.795093</td>\n",
       "      <td>106817.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>168</th>\n",
       "      <td>2018-05-18 15:15:03.449364+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>106818.0</td>\n",
       "      <td>470.182010</td>\n",
       "      <td>106817.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180</th>\n",
       "      <td>2018-05-18 15:20:03.494932+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>107000.0</td>\n",
       "      <td>464.251869</td>\n",
       "      <td>106999.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>192</th>\n",
       "      <td>2018-05-18 15:25:03.612343+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>107000.0</td>\n",
       "      <td>466.342707</td>\n",
       "      <td>107000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>204</th>\n",
       "      <td>2018-05-18 15:30:03.850170+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>107000.0</td>\n",
       "      <td>466.187153</td>\n",
       "      <td>106999.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>216</th>\n",
       "      <td>2018-05-18 15:35:03.520213+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>107000.0</td>\n",
       "      <td>465.741208</td>\n",
       "      <td>106999.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>228</th>\n",
       "      <td>2018-05-18 15:40:03.258734+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>107000.0</td>\n",
       "      <td>465.737482</td>\n",
       "      <td>106999.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>240</th>\n",
       "      <td>2018-05-18 15:45:03.772975+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>107799.0</td>\n",
       "      <td>465.588232</td>\n",
       "      <td>107437.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>252</th>\n",
       "      <td>2018-05-18 15:50:03.750759+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>107800.0</td>\n",
       "      <td>470.217953</td>\n",
       "      <td>107799.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>264</th>\n",
       "      <td>2018-05-18 15:55:03.092069+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>107800.0</td>\n",
       "      <td>470.068273</td>\n",
       "      <td>107799.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>276</th>\n",
       "      <td>2018-05-18 16:00:03.604172+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>107800.0</td>\n",
       "      <td>468.904765</td>\n",
       "      <td>107799.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>288</th>\n",
       "      <td>2018-05-18 16:05:03.479596+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>107800.0</td>\n",
       "      <td>469.065392</td>\n",
       "      <td>107799.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300</th>\n",
       "      <td>2018-05-18 16:10:03.502309+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>107667.0</td>\n",
       "      <td>467.469829</td>\n",
       "      <td>107667.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>312</th>\n",
       "      <td>2018-05-18 16:15:03.566860+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>107667.0</td>\n",
       "      <td>467.553164</td>\n",
       "      <td>107666.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>315</th>\n",
       "      <td>2018-05-18 16:20:03.605444+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>107667.0</td>\n",
       "      <td>467.315931</td>\n",
       "      <td>107667.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>327</th>\n",
       "      <td>2018-05-18 16:25:03.994135+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>107667.0</td>\n",
       "      <td>465.999578</td>\n",
       "      <td>107667.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>339</th>\n",
       "      <td>2018-05-18 16:30:03.715536+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>107661.0</td>\n",
       "      <td>465.117590</td>\n",
       "      <td>107660.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3053</th>\n",
       "      <td>2018-05-19 11:35:03.306853+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>109996.0</td>\n",
       "      <td>201.908685</td>\n",
       "      <td>109995.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3065</th>\n",
       "      <td>2018-05-19 11:40:03.534370+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>109996.0</td>\n",
       "      <td>201.385034</td>\n",
       "      <td>109996.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3077</th>\n",
       "      <td>2018-05-19 11:45:02.921918+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>109996.0</td>\n",
       "      <td>200.837154</td>\n",
       "      <td>109996.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3089</th>\n",
       "      <td>2018-05-19 11:50:03.766388+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>109996.0</td>\n",
       "      <td>200.572901</td>\n",
       "      <td>109995.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3101</th>\n",
       "      <td>2018-05-19 11:55:04.036188+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>109996.0</td>\n",
       "      <td>200.052601</td>\n",
       "      <td>109996.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3113</th>\n",
       "      <td>2018-05-19 12:00:04.059973+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>110499.0</td>\n",
       "      <td>201.433283</td>\n",
       "      <td>110499.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3125</th>\n",
       "      <td>2018-05-19 12:05:03.425286+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>111561.0</td>\n",
       "      <td>204.889503</td>\n",
       "      <td>111560.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3137</th>\n",
       "      <td>2018-05-19 12:10:03.860302+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>111561.0</td>\n",
       "      <td>210.268955</td>\n",
       "      <td>111560.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3149</th>\n",
       "      <td>2018-05-19 12:15:03.616777+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>111561.0</td>\n",
       "      <td>209.911460</td>\n",
       "      <td>111561.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3161</th>\n",
       "      <td>2018-05-19 12:20:03.889143+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>111443.0</td>\n",
       "      <td>209.073660</td>\n",
       "      <td>111442.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3173</th>\n",
       "      <td>2018-05-19 12:25:03.992976+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>111560.0</td>\n",
       "      <td>208.957615</td>\n",
       "      <td>111561.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3185</th>\n",
       "      <td>2018-05-19 12:30:03.594998+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>111552.0</td>\n",
       "      <td>212.162179</td>\n",
       "      <td>111552.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3197</th>\n",
       "      <td>2018-05-19 12:35:03.012788+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>111555.0</td>\n",
       "      <td>210.695033</td>\n",
       "      <td>111554.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3209</th>\n",
       "      <td>2018-05-19 12:40:03.607830+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>111675.0</td>\n",
       "      <td>210.322909</td>\n",
       "      <td>111682.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3221</th>\n",
       "      <td>2018-05-19 12:45:03.293194+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>111682.0</td>\n",
       "      <td>210.409662</td>\n",
       "      <td>111604.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3233</th>\n",
       "      <td>2018-05-19 12:50:03.702969+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>111700.0</td>\n",
       "      <td>210.684034</td>\n",
       "      <td>111699.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3245</th>\n",
       "      <td>2018-05-19 12:55:04.044619+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>111700.0</td>\n",
       "      <td>208.475430</td>\n",
       "      <td>111700.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3257</th>\n",
       "      <td>2018-05-19 13:00:04.163959+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>111700.0</td>\n",
       "      <td>208.021477</td>\n",
       "      <td>111700.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3269</th>\n",
       "      <td>2018-05-19 13:05:03.061169+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>111897.0</td>\n",
       "      <td>207.128711</td>\n",
       "      <td>111899.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3281</th>\n",
       "      <td>2018-05-19 13:10:03.640746+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>111899.0</td>\n",
       "      <td>208.764673</td>\n",
       "      <td>111887.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3293</th>\n",
       "      <td>2018-05-19 13:15:03.337139+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>111899.0</td>\n",
       "      <td>208.282509</td>\n",
       "      <td>111899.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3305</th>\n",
       "      <td>2018-05-19 13:20:03.468370+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>111899.0</td>\n",
       "      <td>209.590563</td>\n",
       "      <td>111899.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3317</th>\n",
       "      <td>2018-05-19 13:25:03.697199+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>111899.0</td>\n",
       "      <td>210.265044</td>\n",
       "      <td>111898.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3321</th>\n",
       "      <td>2018-05-19 13:30:03.743822+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>111154.0</td>\n",
       "      <td>209.495528</td>\n",
       "      <td>111153.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3333</th>\n",
       "      <td>2018-05-19 13:35:03.381185+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>111151.0</td>\n",
       "      <td>208.292221</td>\n",
       "      <td>111008.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3345</th>\n",
       "      <td>2018-05-19 13:40:03.670778+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>111102.0</td>\n",
       "      <td>207.697933</td>\n",
       "      <td>111102.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3357</th>\n",
       "      <td>2018-05-19 13:45:03.263421+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>111035.0</td>\n",
       "      <td>203.990628</td>\n",
       "      <td>111037.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3369</th>\n",
       "      <td>2018-05-19 13:50:03.652680+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>110847.0</td>\n",
       "      <td>204.807601</td>\n",
       "      <td>110847.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3381</th>\n",
       "      <td>2018-05-19 13:55:03.712726+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>110738.0</td>\n",
       "      <td>203.999067</td>\n",
       "      <td>110738.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3393</th>\n",
       "      <td>2018-05-19 14:00:03.648711+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>110738.0</td>\n",
       "      <td>206.418844</td>\n",
       "      <td>110738.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>288 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                              datetime exchange currency base_currency  \\\n",
       "0     2018-05-18 14:05:02.961845+00:00     LUNO      BTC           ZAR   \n",
       "12    2018-05-18 14:10:03.946919+00:00     LUNO      BTC           ZAR   \n",
       "24    2018-05-18 14:15:03.223527+00:00     LUNO      BTC           ZAR   \n",
       "36    2018-05-18 14:20:03.731456+00:00     LUNO      BTC           ZAR   \n",
       "48    2018-05-18 14:25:03.106019+00:00     LUNO      BTC           ZAR   \n",
       "60    2018-05-18 14:30:04.046086+00:00     LUNO      BTC           ZAR   \n",
       "72    2018-05-18 14:35:02.786093+00:00     LUNO      BTC           ZAR   \n",
       "84    2018-05-18 14:40:03.520165+00:00     LUNO      BTC           ZAR   \n",
       "96    2018-05-18 14:45:03.310745+00:00     LUNO      BTC           ZAR   \n",
       "108   2018-05-18 14:50:02.805675+00:00     LUNO      BTC           ZAR   \n",
       "120   2018-05-18 14:55:03.444445+00:00     LUNO      BTC           ZAR   \n",
       "132   2018-05-18 15:00:03.949060+00:00     LUNO      BTC           ZAR   \n",
       "144   2018-05-18 15:05:03.041440+00:00     LUNO      BTC           ZAR   \n",
       "156   2018-05-18 15:10:03.737676+00:00     LUNO      BTC           ZAR   \n",
       "168   2018-05-18 15:15:03.449364+00:00     LUNO      BTC           ZAR   \n",
       "180   2018-05-18 15:20:03.494932+00:00     LUNO      BTC           ZAR   \n",
       "192   2018-05-18 15:25:03.612343+00:00     LUNO      BTC           ZAR   \n",
       "204   2018-05-18 15:30:03.850170+00:00     LUNO      BTC           ZAR   \n",
       "216   2018-05-18 15:35:03.520213+00:00     LUNO      BTC           ZAR   \n",
       "228   2018-05-18 15:40:03.258734+00:00     LUNO      BTC           ZAR   \n",
       "240   2018-05-18 15:45:03.772975+00:00     LUNO      BTC           ZAR   \n",
       "252   2018-05-18 15:50:03.750759+00:00     LUNO      BTC           ZAR   \n",
       "264   2018-05-18 15:55:03.092069+00:00     LUNO      BTC           ZAR   \n",
       "276   2018-05-18 16:00:03.604172+00:00     LUNO      BTC           ZAR   \n",
       "288   2018-05-18 16:05:03.479596+00:00     LUNO      BTC           ZAR   \n",
       "300   2018-05-18 16:10:03.502309+00:00     LUNO      BTC           ZAR   \n",
       "312   2018-05-18 16:15:03.566860+00:00     LUNO      BTC           ZAR   \n",
       "315   2018-05-18 16:20:03.605444+00:00     LUNO      BTC           ZAR   \n",
       "327   2018-05-18 16:25:03.994135+00:00     LUNO      BTC           ZAR   \n",
       "339   2018-05-18 16:30:03.715536+00:00     LUNO      BTC           ZAR   \n",
       "...                                ...      ...      ...           ...   \n",
       "3053  2018-05-19 11:35:03.306853+00:00     LUNO      BTC           ZAR   \n",
       "3065  2018-05-19 11:40:03.534370+00:00     LUNO      BTC           ZAR   \n",
       "3077  2018-05-19 11:45:02.921918+00:00     LUNO      BTC           ZAR   \n",
       "3089  2018-05-19 11:50:03.766388+00:00     LUNO      BTC           ZAR   \n",
       "3101  2018-05-19 11:55:04.036188+00:00     LUNO      BTC           ZAR   \n",
       "3113  2018-05-19 12:00:04.059973+00:00     LUNO      BTC           ZAR   \n",
       "3125  2018-05-19 12:05:03.425286+00:00     LUNO      BTC           ZAR   \n",
       "3137  2018-05-19 12:10:03.860302+00:00     LUNO      BTC           ZAR   \n",
       "3149  2018-05-19 12:15:03.616777+00:00     LUNO      BTC           ZAR   \n",
       "3161  2018-05-19 12:20:03.889143+00:00     LUNO      BTC           ZAR   \n",
       "3173  2018-05-19 12:25:03.992976+00:00     LUNO      BTC           ZAR   \n",
       "3185  2018-05-19 12:30:03.594998+00:00     LUNO      BTC           ZAR   \n",
       "3197  2018-05-19 12:35:03.012788+00:00     LUNO      BTC           ZAR   \n",
       "3209  2018-05-19 12:40:03.607830+00:00     LUNO      BTC           ZAR   \n",
       "3221  2018-05-19 12:45:03.293194+00:00     LUNO      BTC           ZAR   \n",
       "3233  2018-05-19 12:50:03.702969+00:00     LUNO      BTC           ZAR   \n",
       "3245  2018-05-19 12:55:04.044619+00:00     LUNO      BTC           ZAR   \n",
       "3257  2018-05-19 13:00:04.163959+00:00     LUNO      BTC           ZAR   \n",
       "3269  2018-05-19 13:05:03.061169+00:00     LUNO      BTC           ZAR   \n",
       "3281  2018-05-19 13:10:03.640746+00:00     LUNO      BTC           ZAR   \n",
       "3293  2018-05-19 13:15:03.337139+00:00     LUNO      BTC           ZAR   \n",
       "3305  2018-05-19 13:20:03.468370+00:00     LUNO      BTC           ZAR   \n",
       "3317  2018-05-19 13:25:03.697199+00:00     LUNO      BTC           ZAR   \n",
       "3321  2018-05-19 13:30:03.743822+00:00     LUNO      BTC           ZAR   \n",
       "3333  2018-05-19 13:35:03.381185+00:00     LUNO      BTC           ZAR   \n",
       "3345  2018-05-19 13:40:03.670778+00:00     LUNO      BTC           ZAR   \n",
       "3357  2018-05-19 13:45:03.263421+00:00     LUNO      BTC           ZAR   \n",
       "3369  2018-05-19 13:50:03.652680+00:00     LUNO      BTC           ZAR   \n",
       "3381  2018-05-19 13:55:03.712726+00:00     LUNO      BTC           ZAR   \n",
       "3393  2018-05-19 14:00:03.648711+00:00     LUNO      BTC           ZAR   \n",
       "\n",
       "      ask_luno_btc  volume_luno_btc  last_trade_luno_btc  \n",
       "0         107594.0       452.704659             107594.0  \n",
       "12        107501.0       454.616308             107501.0  \n",
       "24        107497.0       458.126820             107497.0  \n",
       "36        107209.0       460.101148             107208.0  \n",
       "48        107209.0       459.565957             107208.0  \n",
       "60        107030.0       457.693359             107030.0  \n",
       "72        107030.0       459.618756             107029.0  \n",
       "84        107030.0       459.194276             107029.0  \n",
       "96        107082.0       463.258238             107081.0  \n",
       "108       107082.0       462.592107             107082.0  \n",
       "120       107030.0       462.337419             107030.0  \n",
       "132       106999.0       464.323635             106692.0  \n",
       "144       106971.0       469.925518             106992.0  \n",
       "156       106818.0       469.795093             106817.0  \n",
       "168       106818.0       470.182010             106817.0  \n",
       "180       107000.0       464.251869             106999.0  \n",
       "192       107000.0       466.342707             107000.0  \n",
       "204       107000.0       466.187153             106999.0  \n",
       "216       107000.0       465.741208             106999.0  \n",
       "228       107000.0       465.737482             106999.0  \n",
       "240       107799.0       465.588232             107437.0  \n",
       "252       107800.0       470.217953             107799.0  \n",
       "264       107800.0       470.068273             107799.0  \n",
       "276       107800.0       468.904765             107799.0  \n",
       "288       107800.0       469.065392             107799.0  \n",
       "300       107667.0       467.469829             107667.0  \n",
       "312       107667.0       467.553164             107666.0  \n",
       "315       107667.0       467.315931             107667.0  \n",
       "327       107667.0       465.999578             107667.0  \n",
       "339       107661.0       465.117590             107660.0  \n",
       "...            ...              ...                  ...  \n",
       "3053      109996.0       201.908685             109995.0  \n",
       "3065      109996.0       201.385034             109996.0  \n",
       "3077      109996.0       200.837154             109996.0  \n",
       "3089      109996.0       200.572901             109995.0  \n",
       "3101      109996.0       200.052601             109996.0  \n",
       "3113      110499.0       201.433283             110499.0  \n",
       "3125      111561.0       204.889503             111560.0  \n",
       "3137      111561.0       210.268955             111560.0  \n",
       "3149      111561.0       209.911460             111561.0  \n",
       "3161      111443.0       209.073660             111442.0  \n",
       "3173      111560.0       208.957615             111561.0  \n",
       "3185      111552.0       212.162179             111552.0  \n",
       "3197      111555.0       210.695033             111554.0  \n",
       "3209      111675.0       210.322909             111682.0  \n",
       "3221      111682.0       210.409662             111604.0  \n",
       "3233      111700.0       210.684034             111699.0  \n",
       "3245      111700.0       208.475430             111700.0  \n",
       "3257      111700.0       208.021477             111700.0  \n",
       "3269      111897.0       207.128711             111899.0  \n",
       "3281      111899.0       208.764673             111887.0  \n",
       "3293      111899.0       208.282509             111899.0  \n",
       "3305      111899.0       209.590563             111899.0  \n",
       "3317      111899.0       210.265044             111898.0  \n",
       "3321      111154.0       209.495528             111153.0  \n",
       "3333      111151.0       208.292221             111008.0  \n",
       "3345      111102.0       207.697933             111102.0  \n",
       "3357      111035.0       203.990628             111037.0  \n",
       "3369      110847.0       204.807601             110847.0  \n",
       "3381      110738.0       203.999067             110738.0  \n",
       "3393      110738.0       206.418844             110738.0  \n",
       "\n",
       "[288 rows x 7 columns]"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_luno_btc"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_luno_eth = df_tr1.loc[(df_tr1[\"exchange\"] == 'LUNO') & (df_tr1[\"currency\"] == 'ETH'), (\"datetime\",\"exchange\",\"currency\", 'base_currency', 'ask','volume', 'last_trade')]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_luno_eth.rename({'ask': 'ask_luno_eth', 'volume':'volume_luno_eth', 'last_trade':'last_trade_luno_eth'}, axis='columns', inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>datetime</th>\n",
       "      <th>exchange</th>\n",
       "      <th>currency</th>\n",
       "      <th>base_currency</th>\n",
       "      <th>ask_luno_eth</th>\n",
       "      <th>volume_luno_eth</th>\n",
       "      <th>last_trade_luno_eth</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2018-05-18 14:05:02.961845+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>0.0835</td>\n",
       "      <td>975.29</td>\n",
       "      <td>0.0835</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>2018-05-18 14:10:03.946919+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>0.0835</td>\n",
       "      <td>977.26</td>\n",
       "      <td>0.0834</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>2018-05-18 14:15:03.223527+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>0.0835</td>\n",
       "      <td>972.57</td>\n",
       "      <td>0.0834</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>2018-05-18 14:20:03.731456+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>0.0835</td>\n",
       "      <td>975.72</td>\n",
       "      <td>0.0834</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>2018-05-18 14:25:03.106019+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>0.0836</td>\n",
       "      <td>976.15</td>\n",
       "      <td>0.0836</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>2018-05-18 14:30:04.046086+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>0.0837</td>\n",
       "      <td>979.86</td>\n",
       "      <td>0.0837</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>2018-05-18 14:35:02.786093+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>0.0836</td>\n",
       "      <td>980.61</td>\n",
       "      <td>0.0836</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>2018-05-18 14:40:03.520165+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>0.0838</td>\n",
       "      <td>981.40</td>\n",
       "      <td>0.0836</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>2018-05-18 14:45:03.310745+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>0.0836</td>\n",
       "      <td>982.84</td>\n",
       "      <td>0.0835</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109</th>\n",
       "      <td>2018-05-18 14:50:02.805675+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>0.0835</td>\n",
       "      <td>981.69</td>\n",
       "      <td>0.0834</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121</th>\n",
       "      <td>2018-05-18 14:55:03.444445+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>0.0834</td>\n",
       "      <td>990.84</td>\n",
       "      <td>0.0833</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>133</th>\n",
       "      <td>2018-05-18 15:00:03.949060+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>0.0833</td>\n",
       "      <td>1004.03</td>\n",
       "      <td>0.0832</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145</th>\n",
       "      <td>2018-05-18 15:05:03.041440+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>0.0832</td>\n",
       "      <td>1023.02</td>\n",
       "      <td>0.0832</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>157</th>\n",
       "      <td>2018-05-18 15:10:03.737676+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>0.0832</td>\n",
       "      <td>1036.42</td>\n",
       "      <td>0.0831</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>169</th>\n",
       "      <td>2018-05-18 15:15:03.449364+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>0.0833</td>\n",
       "      <td>1040.91</td>\n",
       "      <td>0.0833</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>181</th>\n",
       "      <td>2018-05-18 15:20:03.494932+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>0.0833</td>\n",
       "      <td>1041.34</td>\n",
       "      <td>0.0833</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>193</th>\n",
       "      <td>2018-05-18 15:25:03.612343+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>0.0833</td>\n",
       "      <td>1040.92</td>\n",
       "      <td>0.0834</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>205</th>\n",
       "      <td>2018-05-18 15:30:03.850170+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>0.0833</td>\n",
       "      <td>1039.07</td>\n",
       "      <td>0.0832</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>217</th>\n",
       "      <td>2018-05-18 15:35:03.520213+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>0.0833</td>\n",
       "      <td>1034.00</td>\n",
       "      <td>0.0832</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>229</th>\n",
       "      <td>2018-05-18 15:40:03.258734+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>0.0834</td>\n",
       "      <td>1033.90</td>\n",
       "      <td>0.0834</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>241</th>\n",
       "      <td>2018-05-18 15:45:03.772975+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>0.0836</td>\n",
       "      <td>1031.35</td>\n",
       "      <td>0.0834</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>253</th>\n",
       "      <td>2018-05-18 15:50:03.750759+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>0.0835</td>\n",
       "      <td>1037.07</td>\n",
       "      <td>0.0834</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>265</th>\n",
       "      <td>2018-05-18 15:55:03.092069+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>0.0834</td>\n",
       "      <td>1036.94</td>\n",
       "      <td>0.0834</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>277</th>\n",
       "      <td>2018-05-18 16:00:03.604172+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>0.0833</td>\n",
       "      <td>1037.60</td>\n",
       "      <td>0.0832</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>289</th>\n",
       "      <td>2018-05-18 16:05:03.479596+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>0.0834</td>\n",
       "      <td>1041.81</td>\n",
       "      <td>0.0834</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>301</th>\n",
       "      <td>2018-05-18 16:10:03.502309+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>0.0834</td>\n",
       "      <td>1036.84</td>\n",
       "      <td>0.0832</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>313</th>\n",
       "      <td>2018-05-18 16:15:03.566860+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>0.0835</td>\n",
       "      <td>1038.12</td>\n",
       "      <td>0.0832</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>316</th>\n",
       "      <td>2018-05-18 16:20:03.605444+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>0.0835</td>\n",
       "      <td>1039.05</td>\n",
       "      <td>0.0832</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>328</th>\n",
       "      <td>2018-05-18 16:25:03.994135+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>0.0834</td>\n",
       "      <td>1037.46</td>\n",
       "      <td>0.0832</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>340</th>\n",
       "      <td>2018-05-18 16:30:03.715536+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>0.0833</td>\n",
       "      <td>1038.35</td>\n",
       "      <td>0.0832</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3054</th>\n",
       "      <td>2018-05-19 11:35:03.306853+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>0.0841</td>\n",
       "      <td>508.68</td>\n",
       "      <td>0.0841</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3066</th>\n",
       "      <td>2018-05-19 11:40:03.534370+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>0.0841</td>\n",
       "      <td>505.25</td>\n",
       "      <td>0.0841</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3078</th>\n",
       "      <td>2018-05-19 11:45:02.921918+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>0.0841</td>\n",
       "      <td>505.05</td>\n",
       "      <td>0.0840</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3090</th>\n",
       "      <td>2018-05-19 11:50:03.766388+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>0.0842</td>\n",
       "      <td>506.94</td>\n",
       "      <td>0.0842</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3102</th>\n",
       "      <td>2018-05-19 11:55:04.036188+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>0.0844</td>\n",
       "      <td>523.81</td>\n",
       "      <td>0.0844</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3114</th>\n",
       "      <td>2018-05-19 12:00:04.059973+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>0.0845</td>\n",
       "      <td>552.64</td>\n",
       "      <td>0.0845</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3126</th>\n",
       "      <td>2018-05-19 12:05:03.425286+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>0.0845</td>\n",
       "      <td>556.34</td>\n",
       "      <td>0.0844</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3138</th>\n",
       "      <td>2018-05-19 12:10:03.860302+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>0.0846</td>\n",
       "      <td>556.56</td>\n",
       "      <td>0.0846</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3150</th>\n",
       "      <td>2018-05-19 12:15:03.616777+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>0.0846</td>\n",
       "      <td>556.30</td>\n",
       "      <td>0.0846</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3162</th>\n",
       "      <td>2018-05-19 12:20:03.889143+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>0.0846</td>\n",
       "      <td>553.50</td>\n",
       "      <td>0.0846</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3174</th>\n",
       "      <td>2018-05-19 12:25:03.992976+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>0.0849</td>\n",
       "      <td>551.91</td>\n",
       "      <td>0.0848</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3186</th>\n",
       "      <td>2018-05-19 12:30:03.594998+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>0.0849</td>\n",
       "      <td>593.19</td>\n",
       "      <td>0.0848</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3198</th>\n",
       "      <td>2018-05-19 12:35:03.012788+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>0.0850</td>\n",
       "      <td>588.07</td>\n",
       "      <td>0.0849</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3210</th>\n",
       "      <td>2018-05-19 12:40:03.607830+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>0.0850</td>\n",
       "      <td>593.10</td>\n",
       "      <td>0.0850</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3222</th>\n",
       "      <td>2018-05-19 12:45:03.293194+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>0.0850</td>\n",
       "      <td>602.16</td>\n",
       "      <td>0.0850</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3234</th>\n",
       "      <td>2018-05-19 12:50:03.702969+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>0.0850</td>\n",
       "      <td>605.99</td>\n",
       "      <td>0.0849</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3246</th>\n",
       "      <td>2018-05-19 12:55:04.044619+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>0.0850</td>\n",
       "      <td>605.35</td>\n",
       "      <td>0.0849</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3258</th>\n",
       "      <td>2018-05-19 13:00:04.163959+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>0.0850</td>\n",
       "      <td>608.57</td>\n",
       "      <td>0.0850</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3270</th>\n",
       "      <td>2018-05-19 13:05:03.061169+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>0.0850</td>\n",
       "      <td>612.39</td>\n",
       "      <td>0.0849</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3282</th>\n",
       "      <td>2018-05-19 13:10:03.640746+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>0.0851</td>\n",
       "      <td>612.81</td>\n",
       "      <td>0.0850</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3294</th>\n",
       "      <td>2018-05-19 13:15:03.337139+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>0.0853</td>\n",
       "      <td>642.83</td>\n",
       "      <td>0.0852</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3306</th>\n",
       "      <td>2018-05-19 13:20:03.468370+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>0.0853</td>\n",
       "      <td>689.20</td>\n",
       "      <td>0.0853</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3318</th>\n",
       "      <td>2018-05-19 13:25:03.697199+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>0.0853</td>\n",
       "      <td>690.40</td>\n",
       "      <td>0.0852</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3322</th>\n",
       "      <td>2018-05-19 13:30:03.743822+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>0.0853</td>\n",
       "      <td>688.95</td>\n",
       "      <td>0.0852</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3334</th>\n",
       "      <td>2018-05-19 13:35:03.381185+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>0.0853</td>\n",
       "      <td>689.58</td>\n",
       "      <td>0.0852</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3346</th>\n",
       "      <td>2018-05-19 13:40:03.670778+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>0.0852</td>\n",
       "      <td>692.88</td>\n",
       "      <td>0.0851</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3358</th>\n",
       "      <td>2018-05-19 13:45:03.263421+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>0.0850</td>\n",
       "      <td>684.26</td>\n",
       "      <td>0.0849</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3370</th>\n",
       "      <td>2018-05-19 13:50:03.652680+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>0.0850</td>\n",
       "      <td>684.66</td>\n",
       "      <td>0.0849</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3382</th>\n",
       "      <td>2018-05-19 13:55:03.712726+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>0.0848</td>\n",
       "      <td>616.29</td>\n",
       "      <td>0.0848</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3394</th>\n",
       "      <td>2018-05-19 14:00:03.648711+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>0.0848</td>\n",
       "      <td>612.77</td>\n",
       "      <td>0.0848</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>288 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                              datetime exchange currency base_currency  \\\n",
       "1     2018-05-18 14:05:02.961845+00:00     LUNO      ETH           BTC   \n",
       "13    2018-05-18 14:10:03.946919+00:00     LUNO      ETH           BTC   \n",
       "25    2018-05-18 14:15:03.223527+00:00     LUNO      ETH           BTC   \n",
       "37    2018-05-18 14:20:03.731456+00:00     LUNO      ETH           BTC   \n",
       "49    2018-05-18 14:25:03.106019+00:00     LUNO      ETH           BTC   \n",
       "61    2018-05-18 14:30:04.046086+00:00     LUNO      ETH           BTC   \n",
       "73    2018-05-18 14:35:02.786093+00:00     LUNO      ETH           BTC   \n",
       "85    2018-05-18 14:40:03.520165+00:00     LUNO      ETH           BTC   \n",
       "97    2018-05-18 14:45:03.310745+00:00     LUNO      ETH           BTC   \n",
       "109   2018-05-18 14:50:02.805675+00:00     LUNO      ETH           BTC   \n",
       "121   2018-05-18 14:55:03.444445+00:00     LUNO      ETH           BTC   \n",
       "133   2018-05-18 15:00:03.949060+00:00     LUNO      ETH           BTC   \n",
       "145   2018-05-18 15:05:03.041440+00:00     LUNO      ETH           BTC   \n",
       "157   2018-05-18 15:10:03.737676+00:00     LUNO      ETH           BTC   \n",
       "169   2018-05-18 15:15:03.449364+00:00     LUNO      ETH           BTC   \n",
       "181   2018-05-18 15:20:03.494932+00:00     LUNO      ETH           BTC   \n",
       "193   2018-05-18 15:25:03.612343+00:00     LUNO      ETH           BTC   \n",
       "205   2018-05-18 15:30:03.850170+00:00     LUNO      ETH           BTC   \n",
       "217   2018-05-18 15:35:03.520213+00:00     LUNO      ETH           BTC   \n",
       "229   2018-05-18 15:40:03.258734+00:00     LUNO      ETH           BTC   \n",
       "241   2018-05-18 15:45:03.772975+00:00     LUNO      ETH           BTC   \n",
       "253   2018-05-18 15:50:03.750759+00:00     LUNO      ETH           BTC   \n",
       "265   2018-05-18 15:55:03.092069+00:00     LUNO      ETH           BTC   \n",
       "277   2018-05-18 16:00:03.604172+00:00     LUNO      ETH           BTC   \n",
       "289   2018-05-18 16:05:03.479596+00:00     LUNO      ETH           BTC   \n",
       "301   2018-05-18 16:10:03.502309+00:00     LUNO      ETH           BTC   \n",
       "313   2018-05-18 16:15:03.566860+00:00     LUNO      ETH           BTC   \n",
       "316   2018-05-18 16:20:03.605444+00:00     LUNO      ETH           BTC   \n",
       "328   2018-05-18 16:25:03.994135+00:00     LUNO      ETH           BTC   \n",
       "340   2018-05-18 16:30:03.715536+00:00     LUNO      ETH           BTC   \n",
       "...                                ...      ...      ...           ...   \n",
       "3054  2018-05-19 11:35:03.306853+00:00     LUNO      ETH           BTC   \n",
       "3066  2018-05-19 11:40:03.534370+00:00     LUNO      ETH           BTC   \n",
       "3078  2018-05-19 11:45:02.921918+00:00     LUNO      ETH           BTC   \n",
       "3090  2018-05-19 11:50:03.766388+00:00     LUNO      ETH           BTC   \n",
       "3102  2018-05-19 11:55:04.036188+00:00     LUNO      ETH           BTC   \n",
       "3114  2018-05-19 12:00:04.059973+00:00     LUNO      ETH           BTC   \n",
       "3126  2018-05-19 12:05:03.425286+00:00     LUNO      ETH           BTC   \n",
       "3138  2018-05-19 12:10:03.860302+00:00     LUNO      ETH           BTC   \n",
       "3150  2018-05-19 12:15:03.616777+00:00     LUNO      ETH           BTC   \n",
       "3162  2018-05-19 12:20:03.889143+00:00     LUNO      ETH           BTC   \n",
       "3174  2018-05-19 12:25:03.992976+00:00     LUNO      ETH           BTC   \n",
       "3186  2018-05-19 12:30:03.594998+00:00     LUNO      ETH           BTC   \n",
       "3198  2018-05-19 12:35:03.012788+00:00     LUNO      ETH           BTC   \n",
       "3210  2018-05-19 12:40:03.607830+00:00     LUNO      ETH           BTC   \n",
       "3222  2018-05-19 12:45:03.293194+00:00     LUNO      ETH           BTC   \n",
       "3234  2018-05-19 12:50:03.702969+00:00     LUNO      ETH           BTC   \n",
       "3246  2018-05-19 12:55:04.044619+00:00     LUNO      ETH           BTC   \n",
       "3258  2018-05-19 13:00:04.163959+00:00     LUNO      ETH           BTC   \n",
       "3270  2018-05-19 13:05:03.061169+00:00     LUNO      ETH           BTC   \n",
       "3282  2018-05-19 13:10:03.640746+00:00     LUNO      ETH           BTC   \n",
       "3294  2018-05-19 13:15:03.337139+00:00     LUNO      ETH           BTC   \n",
       "3306  2018-05-19 13:20:03.468370+00:00     LUNO      ETH           BTC   \n",
       "3318  2018-05-19 13:25:03.697199+00:00     LUNO      ETH           BTC   \n",
       "3322  2018-05-19 13:30:03.743822+00:00     LUNO      ETH           BTC   \n",
       "3334  2018-05-19 13:35:03.381185+00:00     LUNO      ETH           BTC   \n",
       "3346  2018-05-19 13:40:03.670778+00:00     LUNO      ETH           BTC   \n",
       "3358  2018-05-19 13:45:03.263421+00:00     LUNO      ETH           BTC   \n",
       "3370  2018-05-19 13:50:03.652680+00:00     LUNO      ETH           BTC   \n",
       "3382  2018-05-19 13:55:03.712726+00:00     LUNO      ETH           BTC   \n",
       "3394  2018-05-19 14:00:03.648711+00:00     LUNO      ETH           BTC   \n",
       "\n",
       "      ask_luno_eth  volume_luno_eth  last_trade_luno_eth  \n",
       "1           0.0835           975.29               0.0835  \n",
       "13          0.0835           977.26               0.0834  \n",
       "25          0.0835           972.57               0.0834  \n",
       "37          0.0835           975.72               0.0834  \n",
       "49          0.0836           976.15               0.0836  \n",
       "61          0.0837           979.86               0.0837  \n",
       "73          0.0836           980.61               0.0836  \n",
       "85          0.0838           981.40               0.0836  \n",
       "97          0.0836           982.84               0.0835  \n",
       "109         0.0835           981.69               0.0834  \n",
       "121         0.0834           990.84               0.0833  \n",
       "133         0.0833          1004.03               0.0832  \n",
       "145         0.0832          1023.02               0.0832  \n",
       "157         0.0832          1036.42               0.0831  \n",
       "169         0.0833          1040.91               0.0833  \n",
       "181         0.0833          1041.34               0.0833  \n",
       "193         0.0833          1040.92               0.0834  \n",
       "205         0.0833          1039.07               0.0832  \n",
       "217         0.0833          1034.00               0.0832  \n",
       "229         0.0834          1033.90               0.0834  \n",
       "241         0.0836          1031.35               0.0834  \n",
       "253         0.0835          1037.07               0.0834  \n",
       "265         0.0834          1036.94               0.0834  \n",
       "277         0.0833          1037.60               0.0832  \n",
       "289         0.0834          1041.81               0.0834  \n",
       "301         0.0834          1036.84               0.0832  \n",
       "313         0.0835          1038.12               0.0832  \n",
       "316         0.0835          1039.05               0.0832  \n",
       "328         0.0834          1037.46               0.0832  \n",
       "340         0.0833          1038.35               0.0832  \n",
       "...            ...              ...                  ...  \n",
       "3054        0.0841           508.68               0.0841  \n",
       "3066        0.0841           505.25               0.0841  \n",
       "3078        0.0841           505.05               0.0840  \n",
       "3090        0.0842           506.94               0.0842  \n",
       "3102        0.0844           523.81               0.0844  \n",
       "3114        0.0845           552.64               0.0845  \n",
       "3126        0.0845           556.34               0.0844  \n",
       "3138        0.0846           556.56               0.0846  \n",
       "3150        0.0846           556.30               0.0846  \n",
       "3162        0.0846           553.50               0.0846  \n",
       "3174        0.0849           551.91               0.0848  \n",
       "3186        0.0849           593.19               0.0848  \n",
       "3198        0.0850           588.07               0.0849  \n",
       "3210        0.0850           593.10               0.0850  \n",
       "3222        0.0850           602.16               0.0850  \n",
       "3234        0.0850           605.99               0.0849  \n",
       "3246        0.0850           605.35               0.0849  \n",
       "3258        0.0850           608.57               0.0850  \n",
       "3270        0.0850           612.39               0.0849  \n",
       "3282        0.0851           612.81               0.0850  \n",
       "3294        0.0853           642.83               0.0852  \n",
       "3306        0.0853           689.20               0.0853  \n",
       "3318        0.0853           690.40               0.0852  \n",
       "3322        0.0853           688.95               0.0852  \n",
       "3334        0.0853           689.58               0.0852  \n",
       "3346        0.0852           692.88               0.0851  \n",
       "3358        0.0850           684.26               0.0849  \n",
       "3370        0.0850           684.66               0.0849  \n",
       "3382        0.0848           616.29               0.0848  \n",
       "3394        0.0848           612.77               0.0848  \n",
       "\n",
       "[288 rows x 7 columns]"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_luno_eth"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Fixer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_fixer_eur = df_tr1.loc[(df_tr1[\"exchange\"] == 'FIXER') & (df_tr1[\"currency\"] == 'EUR'), (\"datetime\",\"exchange\",\"currency\", 'base_currency', 'ask','volume', 'last_trade')]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_fixer_eur.rename({'ask': 'ask_fixer_eur', 'volume':'volume_fixer_eur', 'last_trade':'last_trade_fixer_eur'}, axis='columns', inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>datetime</th>\n",
       "      <th>exchange</th>\n",
       "      <th>currency</th>\n",
       "      <th>base_currency</th>\n",
       "      <th>ask_fixer_eur</th>\n",
       "      <th>volume_fixer_eur</th>\n",
       "      <th>last_trade_fixer_eur</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>2018-05-18 14:05:02.961845+00:00</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849705</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>2018-05-18 14:10:03.946919+00:00</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849705</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>2018-05-18 14:15:03.223527+00:00</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849705</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>2018-05-18 14:20:03.731456+00:00</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849705</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>2018-05-18 14:25:03.106019+00:00</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849705</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>2018-05-18 14:30:04.046086+00:00</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849705</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>2018-05-18 14:35:02.786093+00:00</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849705</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>2018-05-18 14:40:03.520165+00:00</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849705</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106</th>\n",
       "      <td>2018-05-18 14:45:03.310745+00:00</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849795</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119</th>\n",
       "      <td>2018-05-18 14:50:02.805675+00:00</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849795</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>131</th>\n",
       "      <td>2018-05-18 14:55:03.444445+00:00</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849795</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>143</th>\n",
       "      <td>2018-05-18 15:00:03.949060+00:00</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849795</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154</th>\n",
       "      <td>2018-05-18 15:05:03.041440+00:00</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849795</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>165</th>\n",
       "      <td>2018-05-18 15:10:03.737676+00:00</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849795</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>179</th>\n",
       "      <td>2018-05-18 15:15:03.449364+00:00</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849795</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>190</th>\n",
       "      <td>2018-05-18 15:20:03.494932+00:00</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849795</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201</th>\n",
       "      <td>2018-05-18 15:25:03.612343+00:00</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849795</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>215</th>\n",
       "      <td>2018-05-18 15:30:03.850170+00:00</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849795</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>226</th>\n",
       "      <td>2018-05-18 15:35:03.520213+00:00</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849795</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>238</th>\n",
       "      <td>2018-05-18 15:40:03.258734+00:00</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849599</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>251</th>\n",
       "      <td>2018-05-18 15:45:03.772975+00:00</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849599</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>261</th>\n",
       "      <td>2018-05-18 15:50:03.750759+00:00</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849599</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>274</th>\n",
       "      <td>2018-05-18 15:55:03.092069+00:00</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849599</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>286</th>\n",
       "      <td>2018-05-18 16:00:03.604172+00:00</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849599</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>297</th>\n",
       "      <td>2018-05-18 16:05:03.479596+00:00</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849599</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>311</th>\n",
       "      <td>2018-05-18 16:10:03.502309+00:00</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849599</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>325</th>\n",
       "      <td>2018-05-18 16:20:03.605444+00:00</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849599</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>338</th>\n",
       "      <td>2018-05-18 16:25:03.994135+00:00</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849599</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>349</th>\n",
       "      <td>2018-05-18 16:30:03.715536+00:00</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849599</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>360</th>\n",
       "      <td>2018-05-18 16:35:03.266166+00:00</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.848303</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3050</th>\n",
       "      <td>2018-05-19 11:30:03.834730+00:00</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849404</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3063</th>\n",
       "      <td>2018-05-19 11:35:03.306853+00:00</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849404</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3074</th>\n",
       "      <td>2018-05-19 11:40:03.534370+00:00</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849404</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3086</th>\n",
       "      <td>2018-05-19 11:45:02.921918+00:00</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849404</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3099</th>\n",
       "      <td>2018-05-19 11:50:03.766388+00:00</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849404</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3110</th>\n",
       "      <td>2018-05-19 11:55:04.036188+00:00</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849404</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3124</th>\n",
       "      <td>2018-05-19 12:00:04.059973+00:00</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849404</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3134</th>\n",
       "      <td>2018-05-19 12:05:03.425286+00:00</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849404</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3147</th>\n",
       "      <td>2018-05-19 12:10:03.860302+00:00</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849404</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3160</th>\n",
       "      <td>2018-05-19 12:15:03.616777+00:00</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849404</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3172</th>\n",
       "      <td>2018-05-19 12:20:03.889143+00:00</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849404</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3184</th>\n",
       "      <td>2018-05-19 12:25:03.992976+00:00</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849404</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3194</th>\n",
       "      <td>2018-05-19 12:30:03.594998+00:00</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849404</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3206</th>\n",
       "      <td>2018-05-19 12:35:03.012788+00:00</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849404</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3220</th>\n",
       "      <td>2018-05-19 12:40:03.607830+00:00</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849404</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3230</th>\n",
       "      <td>2018-05-19 12:45:03.293194+00:00</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849404</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3243</th>\n",
       "      <td>2018-05-19 12:50:03.702969+00:00</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849404</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3255</th>\n",
       "      <td>2018-05-19 12:55:04.044619+00:00</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849404</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3266</th>\n",
       "      <td>2018-05-19 13:00:04.163959+00:00</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849404</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3279</th>\n",
       "      <td>2018-05-19 13:05:03.061169+00:00</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849404</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3290</th>\n",
       "      <td>2018-05-19 13:10:03.640746+00:00</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849404</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3302</th>\n",
       "      <td>2018-05-19 13:15:03.337139+00:00</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849404</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3315</th>\n",
       "      <td>2018-05-19 13:20:03.468370+00:00</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849404</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3330</th>\n",
       "      <td>2018-05-19 13:30:03.743822+00:00</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849404</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3343</th>\n",
       "      <td>2018-05-19 13:35:03.381185+00:00</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849404</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3355</th>\n",
       "      <td>2018-05-19 13:40:03.670778+00:00</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849404</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3368</th>\n",
       "      <td>2018-05-19 13:45:03.263421+00:00</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849404</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3379</th>\n",
       "      <td>2018-05-19 13:50:03.652680+00:00</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849404</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3390</th>\n",
       "      <td>2018-05-19 13:55:03.712726+00:00</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849404</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3403</th>\n",
       "      <td>2018-05-19 14:00:03.648711+00:00</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849404</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>281 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                              datetime exchange currency base_currency  \\\n",
       "11    2018-05-18 14:05:02.961845+00:00    FIXER      EUR           USD   \n",
       "22    2018-05-18 14:10:03.946919+00:00    FIXER      EUR           USD   \n",
       "33    2018-05-18 14:15:03.223527+00:00    FIXER      EUR           USD   \n",
       "46    2018-05-18 14:20:03.731456+00:00    FIXER      EUR           USD   \n",
       "57    2018-05-18 14:25:03.106019+00:00    FIXER      EUR           USD   \n",
       "69    2018-05-18 14:30:04.046086+00:00    FIXER      EUR           USD   \n",
       "83    2018-05-18 14:35:02.786093+00:00    FIXER      EUR           USD   \n",
       "94    2018-05-18 14:40:03.520165+00:00    FIXER      EUR           USD   \n",
       "106   2018-05-18 14:45:03.310745+00:00    FIXER      EUR           USD   \n",
       "119   2018-05-18 14:50:02.805675+00:00    FIXER      EUR           USD   \n",
       "131   2018-05-18 14:55:03.444445+00:00    FIXER      EUR           USD   \n",
       "143   2018-05-18 15:00:03.949060+00:00    FIXER      EUR           USD   \n",
       "154   2018-05-18 15:05:03.041440+00:00    FIXER      EUR           USD   \n",
       "165   2018-05-18 15:10:03.737676+00:00    FIXER      EUR           USD   \n",
       "179   2018-05-18 15:15:03.449364+00:00    FIXER      EUR           USD   \n",
       "190   2018-05-18 15:20:03.494932+00:00    FIXER      EUR           USD   \n",
       "201   2018-05-18 15:25:03.612343+00:00    FIXER      EUR           USD   \n",
       "215   2018-05-18 15:30:03.850170+00:00    FIXER      EUR           USD   \n",
       "226   2018-05-18 15:35:03.520213+00:00    FIXER      EUR           USD   \n",
       "238   2018-05-18 15:40:03.258734+00:00    FIXER      EUR           USD   \n",
       "251   2018-05-18 15:45:03.772975+00:00    FIXER      EUR           USD   \n",
       "261   2018-05-18 15:50:03.750759+00:00    FIXER      EUR           USD   \n",
       "274   2018-05-18 15:55:03.092069+00:00    FIXER      EUR           USD   \n",
       "286   2018-05-18 16:00:03.604172+00:00    FIXER      EUR           USD   \n",
       "297   2018-05-18 16:05:03.479596+00:00    FIXER      EUR           USD   \n",
       "311   2018-05-18 16:10:03.502309+00:00    FIXER      EUR           USD   \n",
       "325   2018-05-18 16:20:03.605444+00:00    FIXER      EUR           USD   \n",
       "338   2018-05-18 16:25:03.994135+00:00    FIXER      EUR           USD   \n",
       "349   2018-05-18 16:30:03.715536+00:00    FIXER      EUR           USD   \n",
       "360   2018-05-18 16:35:03.266166+00:00    FIXER      EUR           USD   \n",
       "...                                ...      ...      ...           ...   \n",
       "3050  2018-05-19 11:30:03.834730+00:00    FIXER      EUR           USD   \n",
       "3063  2018-05-19 11:35:03.306853+00:00    FIXER      EUR           USD   \n",
       "3074  2018-05-19 11:40:03.534370+00:00    FIXER      EUR           USD   \n",
       "3086  2018-05-19 11:45:02.921918+00:00    FIXER      EUR           USD   \n",
       "3099  2018-05-19 11:50:03.766388+00:00    FIXER      EUR           USD   \n",
       "3110  2018-05-19 11:55:04.036188+00:00    FIXER      EUR           USD   \n",
       "3124  2018-05-19 12:00:04.059973+00:00    FIXER      EUR           USD   \n",
       "3134  2018-05-19 12:05:03.425286+00:00    FIXER      EUR           USD   \n",
       "3147  2018-05-19 12:10:03.860302+00:00    FIXER      EUR           USD   \n",
       "3160  2018-05-19 12:15:03.616777+00:00    FIXER      EUR           USD   \n",
       "3172  2018-05-19 12:20:03.889143+00:00    FIXER      EUR           USD   \n",
       "3184  2018-05-19 12:25:03.992976+00:00    FIXER      EUR           USD   \n",
       "3194  2018-05-19 12:30:03.594998+00:00    FIXER      EUR           USD   \n",
       "3206  2018-05-19 12:35:03.012788+00:00    FIXER      EUR           USD   \n",
       "3220  2018-05-19 12:40:03.607830+00:00    FIXER      EUR           USD   \n",
       "3230  2018-05-19 12:45:03.293194+00:00    FIXER      EUR           USD   \n",
       "3243  2018-05-19 12:50:03.702969+00:00    FIXER      EUR           USD   \n",
       "3255  2018-05-19 12:55:04.044619+00:00    FIXER      EUR           USD   \n",
       "3266  2018-05-19 13:00:04.163959+00:00    FIXER      EUR           USD   \n",
       "3279  2018-05-19 13:05:03.061169+00:00    FIXER      EUR           USD   \n",
       "3290  2018-05-19 13:10:03.640746+00:00    FIXER      EUR           USD   \n",
       "3302  2018-05-19 13:15:03.337139+00:00    FIXER      EUR           USD   \n",
       "3315  2018-05-19 13:20:03.468370+00:00    FIXER      EUR           USD   \n",
       "3330  2018-05-19 13:30:03.743822+00:00    FIXER      EUR           USD   \n",
       "3343  2018-05-19 13:35:03.381185+00:00    FIXER      EUR           USD   \n",
       "3355  2018-05-19 13:40:03.670778+00:00    FIXER      EUR           USD   \n",
       "3368  2018-05-19 13:45:03.263421+00:00    FIXER      EUR           USD   \n",
       "3379  2018-05-19 13:50:03.652680+00:00    FIXER      EUR           USD   \n",
       "3390  2018-05-19 13:55:03.712726+00:00    FIXER      EUR           USD   \n",
       "3403  2018-05-19 14:00:03.648711+00:00    FIXER      EUR           USD   \n",
       "\n",
       "      ask_fixer_eur  volume_fixer_eur  last_trade_fixer_eur  \n",
       "11         0.849705               NaN                   NaN  \n",
       "22         0.849705               NaN                   NaN  \n",
       "33         0.849705               NaN                   NaN  \n",
       "46         0.849705               NaN                   NaN  \n",
       "57         0.849705               NaN                   NaN  \n",
       "69         0.849705               NaN                   NaN  \n",
       "83         0.849705               NaN                   NaN  \n",
       "94         0.849705               NaN                   NaN  \n",
       "106        0.849795               NaN                   NaN  \n",
       "119        0.849795               NaN                   NaN  \n",
       "131        0.849795               NaN                   NaN  \n",
       "143        0.849795               NaN                   NaN  \n",
       "154        0.849795               NaN                   NaN  \n",
       "165        0.849795               NaN                   NaN  \n",
       "179        0.849795               NaN                   NaN  \n",
       "190        0.849795               NaN                   NaN  \n",
       "201        0.849795               NaN                   NaN  \n",
       "215        0.849795               NaN                   NaN  \n",
       "226        0.849795               NaN                   NaN  \n",
       "238        0.849599               NaN                   NaN  \n",
       "251        0.849599               NaN                   NaN  \n",
       "261        0.849599               NaN                   NaN  \n",
       "274        0.849599               NaN                   NaN  \n",
       "286        0.849599               NaN                   NaN  \n",
       "297        0.849599               NaN                   NaN  \n",
       "311        0.849599               NaN                   NaN  \n",
       "325        0.849599               NaN                   NaN  \n",
       "338        0.849599               NaN                   NaN  \n",
       "349        0.849599               NaN                   NaN  \n",
       "360        0.848303               NaN                   NaN  \n",
       "...             ...               ...                   ...  \n",
       "3050       0.849404               NaN                   NaN  \n",
       "3063       0.849404               NaN                   NaN  \n",
       "3074       0.849404               NaN                   NaN  \n",
       "3086       0.849404               NaN                   NaN  \n",
       "3099       0.849404               NaN                   NaN  \n",
       "3110       0.849404               NaN                   NaN  \n",
       "3124       0.849404               NaN                   NaN  \n",
       "3134       0.849404               NaN                   NaN  \n",
       "3147       0.849404               NaN                   NaN  \n",
       "3160       0.849404               NaN                   NaN  \n",
       "3172       0.849404               NaN                   NaN  \n",
       "3184       0.849404               NaN                   NaN  \n",
       "3194       0.849404               NaN                   NaN  \n",
       "3206       0.849404               NaN                   NaN  \n",
       "3220       0.849404               NaN                   NaN  \n",
       "3230       0.849404               NaN                   NaN  \n",
       "3243       0.849404               NaN                   NaN  \n",
       "3255       0.849404               NaN                   NaN  \n",
       "3266       0.849404               NaN                   NaN  \n",
       "3279       0.849404               NaN                   NaN  \n",
       "3290       0.849404               NaN                   NaN  \n",
       "3302       0.849404               NaN                   NaN  \n",
       "3315       0.849404               NaN                   NaN  \n",
       "3330       0.849404               NaN                   NaN  \n",
       "3343       0.849404               NaN                   NaN  \n",
       "3355       0.849404               NaN                   NaN  \n",
       "3368       0.849404               NaN                   NaN  \n",
       "3379       0.849404               NaN                   NaN  \n",
       "3390       0.849404               NaN                   NaN  \n",
       "3403       0.849404               NaN                   NaN  \n",
       "\n",
       "[281 rows x 7 columns]"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_fixer_eur"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_fixer_zar = df_tr1.loc[(df_tr1[\"exchange\"] == 'FIXER') & (df_tr1[\"currency\"] == 'ZAR'), (\"datetime\",\"exchange\",\"currency\", 'base_currency', 'ask','volume', 'last_trade')]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_fixer_zar.rename({'ask': 'ask_fixer_zar', 'volume':'volume_fixer_zar', 'last_trade':'last_trade_fixer_zar'}, axis='columns', inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_fixer_zar"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Merging"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_tr2 = pd.merge(left=df_luno_btc, right=df_luno_eth, on='datetime', how='outer', sort=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>datetime</th>\n",
       "      <th>exchange_x</th>\n",
       "      <th>currency_x</th>\n",
       "      <th>base_currency_x</th>\n",
       "      <th>ask_luno_btc</th>\n",
       "      <th>volume_luno_btc</th>\n",
       "      <th>last_trade_luno_btc</th>\n",
       "      <th>exchange_y</th>\n",
       "      <th>currency_y</th>\n",
       "      <th>base_currency_y</th>\n",
       "      <th>ask_luno_eth</th>\n",
       "      <th>volume_luno_eth</th>\n",
       "      <th>last_trade_luno_eth</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2018-05-18 14:05:02.961845+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>107594.0</td>\n",
       "      <td>452.704659</td>\n",
       "      <td>107594.0</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>0.0835</td>\n",
       "      <td>975.29</td>\n",
       "      <td>0.0835</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2018-05-18 14:10:03.946919+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>107501.0</td>\n",
       "      <td>454.616308</td>\n",
       "      <td>107501.0</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>0.0835</td>\n",
       "      <td>977.26</td>\n",
       "      <td>0.0834</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2018-05-18 14:15:03.223527+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>107497.0</td>\n",
       "      <td>458.126820</td>\n",
       "      <td>107497.0</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>0.0835</td>\n",
       "      <td>972.57</td>\n",
       "      <td>0.0834</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2018-05-18 14:20:03.731456+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>107209.0</td>\n",
       "      <td>460.101148</td>\n",
       "      <td>107208.0</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>0.0835</td>\n",
       "      <td>975.72</td>\n",
       "      <td>0.0834</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2018-05-18 14:25:03.106019+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>107209.0</td>\n",
       "      <td>459.565957</td>\n",
       "      <td>107208.0</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>0.0836</td>\n",
       "      <td>976.15</td>\n",
       "      <td>0.0836</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2018-05-18 14:30:04.046086+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>107030.0</td>\n",
       "      <td>457.693359</td>\n",
       "      <td>107030.0</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>0.0837</td>\n",
       "      <td>979.86</td>\n",
       "      <td>0.0837</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2018-05-18 14:35:02.786093+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>107030.0</td>\n",
       "      <td>459.618756</td>\n",
       "      <td>107029.0</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>0.0836</td>\n",
       "      <td>980.61</td>\n",
       "      <td>0.0836</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2018-05-18 14:40:03.520165+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>107030.0</td>\n",
       "      <td>459.194276</td>\n",
       "      <td>107029.0</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>0.0838</td>\n",
       "      <td>981.40</td>\n",
       "      <td>0.0836</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2018-05-18 14:45:03.310745+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>107082.0</td>\n",
       "      <td>463.258238</td>\n",
       "      <td>107081.0</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>0.0836</td>\n",
       "      <td>982.84</td>\n",
       "      <td>0.0835</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2018-05-18 14:50:02.805675+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>107082.0</td>\n",
       "      <td>462.592107</td>\n",
       "      <td>107082.0</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>0.0835</td>\n",
       "      <td>981.69</td>\n",
       "      <td>0.0834</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>2018-05-18 14:55:03.444445+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>107030.0</td>\n",
       "      <td>462.337419</td>\n",
       "      <td>107030.0</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>0.0834</td>\n",
       "      <td>990.84</td>\n",
       "      <td>0.0833</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>2018-05-18 15:00:03.949060+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>106999.0</td>\n",
       "      <td>464.323635</td>\n",
       "      <td>106692.0</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>0.0833</td>\n",
       "      <td>1004.03</td>\n",
       "      <td>0.0832</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>2018-05-18 15:05:03.041440+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>106971.0</td>\n",
       "      <td>469.925518</td>\n",
       "      <td>106992.0</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>0.0832</td>\n",
       "      <td>1023.02</td>\n",
       "      <td>0.0832</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>2018-05-18 15:10:03.737676+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>106818.0</td>\n",
       "      <td>469.795093</td>\n",
       "      <td>106817.0</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>0.0832</td>\n",
       "      <td>1036.42</td>\n",
       "      <td>0.0831</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>2018-05-18 15:15:03.449364+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>106818.0</td>\n",
       "      <td>470.182010</td>\n",
       "      <td>106817.0</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>0.0833</td>\n",
       "      <td>1040.91</td>\n",
       "      <td>0.0833</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>2018-05-18 15:20:03.494932+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>107000.0</td>\n",
       "      <td>464.251869</td>\n",
       "      <td>106999.0</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>0.0833</td>\n",
       "      <td>1041.34</td>\n",
       "      <td>0.0833</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>2018-05-18 15:25:03.612343+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>107000.0</td>\n",
       "      <td>466.342707</td>\n",
       "      <td>107000.0</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>0.0833</td>\n",
       "      <td>1040.92</td>\n",
       "      <td>0.0834</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>2018-05-18 15:30:03.850170+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>107000.0</td>\n",
       "      <td>466.187153</td>\n",
       "      <td>106999.0</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>0.0833</td>\n",
       "      <td>1039.07</td>\n",
       "      <td>0.0832</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>2018-05-18 15:35:03.520213+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>107000.0</td>\n",
       "      <td>465.741208</td>\n",
       "      <td>106999.0</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>0.0833</td>\n",
       "      <td>1034.00</td>\n",
       "      <td>0.0832</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>2018-05-18 15:40:03.258734+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>107000.0</td>\n",
       "      <td>465.737482</td>\n",
       "      <td>106999.0</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>0.0834</td>\n",
       "      <td>1033.90</td>\n",
       "      <td>0.0834</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>2018-05-18 15:45:03.772975+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>107799.0</td>\n",
       "      <td>465.588232</td>\n",
       "      <td>107437.0</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>0.0836</td>\n",
       "      <td>1031.35</td>\n",
       "      <td>0.0834</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>2018-05-18 15:50:03.750759+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>107800.0</td>\n",
       "      <td>470.217953</td>\n",
       "      <td>107799.0</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>0.0835</td>\n",
       "      <td>1037.07</td>\n",
       "      <td>0.0834</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>2018-05-18 15:55:03.092069+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>107800.0</td>\n",
       "      <td>470.068273</td>\n",
       "      <td>107799.0</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>0.0834</td>\n",
       "      <td>1036.94</td>\n",
       "      <td>0.0834</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>2018-05-18 16:00:03.604172+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>107800.0</td>\n",
       "      <td>468.904765</td>\n",
       "      <td>107799.0</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>0.0833</td>\n",
       "      <td>1037.60</td>\n",
       "      <td>0.0832</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>2018-05-18 16:05:03.479596+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>107800.0</td>\n",
       "      <td>469.065392</td>\n",
       "      <td>107799.0</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>0.0834</td>\n",
       "      <td>1041.81</td>\n",
       "      <td>0.0834</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>2018-05-18 16:10:03.502309+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>107667.0</td>\n",
       "      <td>467.469829</td>\n",
       "      <td>107667.0</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>0.0834</td>\n",
       "      <td>1036.84</td>\n",
       "      <td>0.0832</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>2018-05-18 16:15:03.566860+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>107667.0</td>\n",
       "      <td>467.553164</td>\n",
       "      <td>107666.0</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>0.0835</td>\n",
       "      <td>1038.12</td>\n",
       "      <td>0.0832</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>2018-05-18 16:20:03.605444+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>107667.0</td>\n",
       "      <td>467.315931</td>\n",
       "      <td>107667.0</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>0.0835</td>\n",
       "      <td>1039.05</td>\n",
       "      <td>0.0832</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>2018-05-18 16:25:03.994135+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>107667.0</td>\n",
       "      <td>465.999578</td>\n",
       "      <td>107667.0</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>0.0834</td>\n",
       "      <td>1037.46</td>\n",
       "      <td>0.0832</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>2018-05-18 16:30:03.715536+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>107661.0</td>\n",
       "      <td>465.117590</td>\n",
       "      <td>107660.0</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>0.0833</td>\n",
       "      <td>1038.35</td>\n",
       "      <td>0.0832</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>258</th>\n",
       "      <td>2018-05-19 11:35:03.306853+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>109996.0</td>\n",
       "      <td>201.908685</td>\n",
       "      <td>109995.0</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>0.0841</td>\n",
       "      <td>508.68</td>\n",
       "      <td>0.0841</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>259</th>\n",
       "      <td>2018-05-19 11:40:03.534370+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>109996.0</td>\n",
       "      <td>201.385034</td>\n",
       "      <td>109996.0</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>0.0841</td>\n",
       "      <td>505.25</td>\n",
       "      <td>0.0841</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>260</th>\n",
       "      <td>2018-05-19 11:45:02.921918+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>109996.0</td>\n",
       "      <td>200.837154</td>\n",
       "      <td>109996.0</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>0.0841</td>\n",
       "      <td>505.05</td>\n",
       "      <td>0.0840</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>261</th>\n",
       "      <td>2018-05-19 11:50:03.766388+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>109996.0</td>\n",
       "      <td>200.572901</td>\n",
       "      <td>109995.0</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>0.0842</td>\n",
       "      <td>506.94</td>\n",
       "      <td>0.0842</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>262</th>\n",
       "      <td>2018-05-19 11:55:04.036188+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>109996.0</td>\n",
       "      <td>200.052601</td>\n",
       "      <td>109996.0</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>0.0844</td>\n",
       "      <td>523.81</td>\n",
       "      <td>0.0844</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>263</th>\n",
       "      <td>2018-05-19 12:00:04.059973+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>110499.0</td>\n",
       "      <td>201.433283</td>\n",
       "      <td>110499.0</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>0.0845</td>\n",
       "      <td>552.64</td>\n",
       "      <td>0.0845</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>264</th>\n",
       "      <td>2018-05-19 12:05:03.425286+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>111561.0</td>\n",
       "      <td>204.889503</td>\n",
       "      <td>111560.0</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>0.0845</td>\n",
       "      <td>556.34</td>\n",
       "      <td>0.0844</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>265</th>\n",
       "      <td>2018-05-19 12:10:03.860302+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>111561.0</td>\n",
       "      <td>210.268955</td>\n",
       "      <td>111560.0</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>0.0846</td>\n",
       "      <td>556.56</td>\n",
       "      <td>0.0846</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>266</th>\n",
       "      <td>2018-05-19 12:15:03.616777+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>111561.0</td>\n",
       "      <td>209.911460</td>\n",
       "      <td>111561.0</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>0.0846</td>\n",
       "      <td>556.30</td>\n",
       "      <td>0.0846</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>267</th>\n",
       "      <td>2018-05-19 12:20:03.889143+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>111443.0</td>\n",
       "      <td>209.073660</td>\n",
       "      <td>111442.0</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>0.0846</td>\n",
       "      <td>553.50</td>\n",
       "      <td>0.0846</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>268</th>\n",
       "      <td>2018-05-19 12:25:03.992976+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>111560.0</td>\n",
       "      <td>208.957615</td>\n",
       "      <td>111561.0</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>0.0849</td>\n",
       "      <td>551.91</td>\n",
       "      <td>0.0848</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>269</th>\n",
       "      <td>2018-05-19 12:30:03.594998+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>111552.0</td>\n",
       "      <td>212.162179</td>\n",
       "      <td>111552.0</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>0.0849</td>\n",
       "      <td>593.19</td>\n",
       "      <td>0.0848</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>270</th>\n",
       "      <td>2018-05-19 12:35:03.012788+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>111555.0</td>\n",
       "      <td>210.695033</td>\n",
       "      <td>111554.0</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>0.0850</td>\n",
       "      <td>588.07</td>\n",
       "      <td>0.0849</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>271</th>\n",
       "      <td>2018-05-19 12:40:03.607830+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>111675.0</td>\n",
       "      <td>210.322909</td>\n",
       "      <td>111682.0</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>0.0850</td>\n",
       "      <td>593.10</td>\n",
       "      <td>0.0850</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>272</th>\n",
       "      <td>2018-05-19 12:45:03.293194+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>111682.0</td>\n",
       "      <td>210.409662</td>\n",
       "      <td>111604.0</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>0.0850</td>\n",
       "      <td>602.16</td>\n",
       "      <td>0.0850</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>273</th>\n",
       "      <td>2018-05-19 12:50:03.702969+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>111700.0</td>\n",
       "      <td>210.684034</td>\n",
       "      <td>111699.0</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>0.0850</td>\n",
       "      <td>605.99</td>\n",
       "      <td>0.0849</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>274</th>\n",
       "      <td>2018-05-19 12:55:04.044619+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>111700.0</td>\n",
       "      <td>208.475430</td>\n",
       "      <td>111700.0</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>0.0850</td>\n",
       "      <td>605.35</td>\n",
       "      <td>0.0849</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>275</th>\n",
       "      <td>2018-05-19 13:00:04.163959+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>111700.0</td>\n",
       "      <td>208.021477</td>\n",
       "      <td>111700.0</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>0.0850</td>\n",
       "      <td>608.57</td>\n",
       "      <td>0.0850</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>276</th>\n",
       "      <td>2018-05-19 13:05:03.061169+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>111897.0</td>\n",
       "      <td>207.128711</td>\n",
       "      <td>111899.0</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>0.0850</td>\n",
       "      <td>612.39</td>\n",
       "      <td>0.0849</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>277</th>\n",
       "      <td>2018-05-19 13:10:03.640746+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>111899.0</td>\n",
       "      <td>208.764673</td>\n",
       "      <td>111887.0</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>0.0851</td>\n",
       "      <td>612.81</td>\n",
       "      <td>0.0850</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>278</th>\n",
       "      <td>2018-05-19 13:15:03.337139+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>111899.0</td>\n",
       "      <td>208.282509</td>\n",
       "      <td>111899.0</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>0.0853</td>\n",
       "      <td>642.83</td>\n",
       "      <td>0.0852</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>279</th>\n",
       "      <td>2018-05-19 13:20:03.468370+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>111899.0</td>\n",
       "      <td>209.590563</td>\n",
       "      <td>111899.0</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>0.0853</td>\n",
       "      <td>689.20</td>\n",
       "      <td>0.0853</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>280</th>\n",
       "      <td>2018-05-19 13:25:03.697199+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>111899.0</td>\n",
       "      <td>210.265044</td>\n",
       "      <td>111898.0</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>0.0853</td>\n",
       "      <td>690.40</td>\n",
       "      <td>0.0852</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>281</th>\n",
       "      <td>2018-05-19 13:30:03.743822+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>111154.0</td>\n",
       "      <td>209.495528</td>\n",
       "      <td>111153.0</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>0.0853</td>\n",
       "      <td>688.95</td>\n",
       "      <td>0.0852</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>282</th>\n",
       "      <td>2018-05-19 13:35:03.381185+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>111151.0</td>\n",
       "      <td>208.292221</td>\n",
       "      <td>111008.0</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>0.0853</td>\n",
       "      <td>689.58</td>\n",
       "      <td>0.0852</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>283</th>\n",
       "      <td>2018-05-19 13:40:03.670778+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>111102.0</td>\n",
       "      <td>207.697933</td>\n",
       "      <td>111102.0</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>0.0852</td>\n",
       "      <td>692.88</td>\n",
       "      <td>0.0851</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>284</th>\n",
       "      <td>2018-05-19 13:45:03.263421+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>111035.0</td>\n",
       "      <td>203.990628</td>\n",
       "      <td>111037.0</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>0.0850</td>\n",
       "      <td>684.26</td>\n",
       "      <td>0.0849</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>285</th>\n",
       "      <td>2018-05-19 13:50:03.652680+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>110847.0</td>\n",
       "      <td>204.807601</td>\n",
       "      <td>110847.0</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>0.0850</td>\n",
       "      <td>684.66</td>\n",
       "      <td>0.0849</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>286</th>\n",
       "      <td>2018-05-19 13:55:03.712726+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>110738.0</td>\n",
       "      <td>203.999067</td>\n",
       "      <td>110738.0</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>0.0848</td>\n",
       "      <td>616.29</td>\n",
       "      <td>0.0848</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>287</th>\n",
       "      <td>2018-05-19 14:00:03.648711+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>110738.0</td>\n",
       "      <td>206.418844</td>\n",
       "      <td>110738.0</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>0.0848</td>\n",
       "      <td>612.77</td>\n",
       "      <td>0.0848</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>288 rows × 13 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                             datetime exchange_x currency_x base_currency_x  \\\n",
       "0    2018-05-18 14:05:02.961845+00:00       LUNO        BTC             ZAR   \n",
       "1    2018-05-18 14:10:03.946919+00:00       LUNO        BTC             ZAR   \n",
       "2    2018-05-18 14:15:03.223527+00:00       LUNO        BTC             ZAR   \n",
       "3    2018-05-18 14:20:03.731456+00:00       LUNO        BTC             ZAR   \n",
       "4    2018-05-18 14:25:03.106019+00:00       LUNO        BTC             ZAR   \n",
       "5    2018-05-18 14:30:04.046086+00:00       LUNO        BTC             ZAR   \n",
       "6    2018-05-18 14:35:02.786093+00:00       LUNO        BTC             ZAR   \n",
       "7    2018-05-18 14:40:03.520165+00:00       LUNO        BTC             ZAR   \n",
       "8    2018-05-18 14:45:03.310745+00:00       LUNO        BTC             ZAR   \n",
       "9    2018-05-18 14:50:02.805675+00:00       LUNO        BTC             ZAR   \n",
       "10   2018-05-18 14:55:03.444445+00:00       LUNO        BTC             ZAR   \n",
       "11   2018-05-18 15:00:03.949060+00:00       LUNO        BTC             ZAR   \n",
       "12   2018-05-18 15:05:03.041440+00:00       LUNO        BTC             ZAR   \n",
       "13   2018-05-18 15:10:03.737676+00:00       LUNO        BTC             ZAR   \n",
       "14   2018-05-18 15:15:03.449364+00:00       LUNO        BTC             ZAR   \n",
       "15   2018-05-18 15:20:03.494932+00:00       LUNO        BTC             ZAR   \n",
       "16   2018-05-18 15:25:03.612343+00:00       LUNO        BTC             ZAR   \n",
       "17   2018-05-18 15:30:03.850170+00:00       LUNO        BTC             ZAR   \n",
       "18   2018-05-18 15:35:03.520213+00:00       LUNO        BTC             ZAR   \n",
       "19   2018-05-18 15:40:03.258734+00:00       LUNO        BTC             ZAR   \n",
       "20   2018-05-18 15:45:03.772975+00:00       LUNO        BTC             ZAR   \n",
       "21   2018-05-18 15:50:03.750759+00:00       LUNO        BTC             ZAR   \n",
       "22   2018-05-18 15:55:03.092069+00:00       LUNO        BTC             ZAR   \n",
       "23   2018-05-18 16:00:03.604172+00:00       LUNO        BTC             ZAR   \n",
       "24   2018-05-18 16:05:03.479596+00:00       LUNO        BTC             ZAR   \n",
       "25   2018-05-18 16:10:03.502309+00:00       LUNO        BTC             ZAR   \n",
       "26   2018-05-18 16:15:03.566860+00:00       LUNO        BTC             ZAR   \n",
       "27   2018-05-18 16:20:03.605444+00:00       LUNO        BTC             ZAR   \n",
       "28   2018-05-18 16:25:03.994135+00:00       LUNO        BTC             ZAR   \n",
       "29   2018-05-18 16:30:03.715536+00:00       LUNO        BTC             ZAR   \n",
       "..                                ...        ...        ...             ...   \n",
       "258  2018-05-19 11:35:03.306853+00:00       LUNO        BTC             ZAR   \n",
       "259  2018-05-19 11:40:03.534370+00:00       LUNO        BTC             ZAR   \n",
       "260  2018-05-19 11:45:02.921918+00:00       LUNO        BTC             ZAR   \n",
       "261  2018-05-19 11:50:03.766388+00:00       LUNO        BTC             ZAR   \n",
       "262  2018-05-19 11:55:04.036188+00:00       LUNO        BTC             ZAR   \n",
       "263  2018-05-19 12:00:04.059973+00:00       LUNO        BTC             ZAR   \n",
       "264  2018-05-19 12:05:03.425286+00:00       LUNO        BTC             ZAR   \n",
       "265  2018-05-19 12:10:03.860302+00:00       LUNO        BTC             ZAR   \n",
       "266  2018-05-19 12:15:03.616777+00:00       LUNO        BTC             ZAR   \n",
       "267  2018-05-19 12:20:03.889143+00:00       LUNO        BTC             ZAR   \n",
       "268  2018-05-19 12:25:03.992976+00:00       LUNO        BTC             ZAR   \n",
       "269  2018-05-19 12:30:03.594998+00:00       LUNO        BTC             ZAR   \n",
       "270  2018-05-19 12:35:03.012788+00:00       LUNO        BTC             ZAR   \n",
       "271  2018-05-19 12:40:03.607830+00:00       LUNO        BTC             ZAR   \n",
       "272  2018-05-19 12:45:03.293194+00:00       LUNO        BTC             ZAR   \n",
       "273  2018-05-19 12:50:03.702969+00:00       LUNO        BTC             ZAR   \n",
       "274  2018-05-19 12:55:04.044619+00:00       LUNO        BTC             ZAR   \n",
       "275  2018-05-19 13:00:04.163959+00:00       LUNO        BTC             ZAR   \n",
       "276  2018-05-19 13:05:03.061169+00:00       LUNO        BTC             ZAR   \n",
       "277  2018-05-19 13:10:03.640746+00:00       LUNO        BTC             ZAR   \n",
       "278  2018-05-19 13:15:03.337139+00:00       LUNO        BTC             ZAR   \n",
       "279  2018-05-19 13:20:03.468370+00:00       LUNO        BTC             ZAR   \n",
       "280  2018-05-19 13:25:03.697199+00:00       LUNO        BTC             ZAR   \n",
       "281  2018-05-19 13:30:03.743822+00:00       LUNO        BTC             ZAR   \n",
       "282  2018-05-19 13:35:03.381185+00:00       LUNO        BTC             ZAR   \n",
       "283  2018-05-19 13:40:03.670778+00:00       LUNO        BTC             ZAR   \n",
       "284  2018-05-19 13:45:03.263421+00:00       LUNO        BTC             ZAR   \n",
       "285  2018-05-19 13:50:03.652680+00:00       LUNO        BTC             ZAR   \n",
       "286  2018-05-19 13:55:03.712726+00:00       LUNO        BTC             ZAR   \n",
       "287  2018-05-19 14:00:03.648711+00:00       LUNO        BTC             ZAR   \n",
       "\n",
       "     ask_luno_btc  volume_luno_btc  last_trade_luno_btc exchange_y currency_y  \\\n",
       "0        107594.0       452.704659             107594.0       LUNO        ETH   \n",
       "1        107501.0       454.616308             107501.0       LUNO        ETH   \n",
       "2        107497.0       458.126820             107497.0       LUNO        ETH   \n",
       "3        107209.0       460.101148             107208.0       LUNO        ETH   \n",
       "4        107209.0       459.565957             107208.0       LUNO        ETH   \n",
       "5        107030.0       457.693359             107030.0       LUNO        ETH   \n",
       "6        107030.0       459.618756             107029.0       LUNO        ETH   \n",
       "7        107030.0       459.194276             107029.0       LUNO        ETH   \n",
       "8        107082.0       463.258238             107081.0       LUNO        ETH   \n",
       "9        107082.0       462.592107             107082.0       LUNO        ETH   \n",
       "10       107030.0       462.337419             107030.0       LUNO        ETH   \n",
       "11       106999.0       464.323635             106692.0       LUNO        ETH   \n",
       "12       106971.0       469.925518             106992.0       LUNO        ETH   \n",
       "13       106818.0       469.795093             106817.0       LUNO        ETH   \n",
       "14       106818.0       470.182010             106817.0       LUNO        ETH   \n",
       "15       107000.0       464.251869             106999.0       LUNO        ETH   \n",
       "16       107000.0       466.342707             107000.0       LUNO        ETH   \n",
       "17       107000.0       466.187153             106999.0       LUNO        ETH   \n",
       "18       107000.0       465.741208             106999.0       LUNO        ETH   \n",
       "19       107000.0       465.737482             106999.0       LUNO        ETH   \n",
       "20       107799.0       465.588232             107437.0       LUNO        ETH   \n",
       "21       107800.0       470.217953             107799.0       LUNO        ETH   \n",
       "22       107800.0       470.068273             107799.0       LUNO        ETH   \n",
       "23       107800.0       468.904765             107799.0       LUNO        ETH   \n",
       "24       107800.0       469.065392             107799.0       LUNO        ETH   \n",
       "25       107667.0       467.469829             107667.0       LUNO        ETH   \n",
       "26       107667.0       467.553164             107666.0       LUNO        ETH   \n",
       "27       107667.0       467.315931             107667.0       LUNO        ETH   \n",
       "28       107667.0       465.999578             107667.0       LUNO        ETH   \n",
       "29       107661.0       465.117590             107660.0       LUNO        ETH   \n",
       "..            ...              ...                  ...        ...        ...   \n",
       "258      109996.0       201.908685             109995.0       LUNO        ETH   \n",
       "259      109996.0       201.385034             109996.0       LUNO        ETH   \n",
       "260      109996.0       200.837154             109996.0       LUNO        ETH   \n",
       "261      109996.0       200.572901             109995.0       LUNO        ETH   \n",
       "262      109996.0       200.052601             109996.0       LUNO        ETH   \n",
       "263      110499.0       201.433283             110499.0       LUNO        ETH   \n",
       "264      111561.0       204.889503             111560.0       LUNO        ETH   \n",
       "265      111561.0       210.268955             111560.0       LUNO        ETH   \n",
       "266      111561.0       209.911460             111561.0       LUNO        ETH   \n",
       "267      111443.0       209.073660             111442.0       LUNO        ETH   \n",
       "268      111560.0       208.957615             111561.0       LUNO        ETH   \n",
       "269      111552.0       212.162179             111552.0       LUNO        ETH   \n",
       "270      111555.0       210.695033             111554.0       LUNO        ETH   \n",
       "271      111675.0       210.322909             111682.0       LUNO        ETH   \n",
       "272      111682.0       210.409662             111604.0       LUNO        ETH   \n",
       "273      111700.0       210.684034             111699.0       LUNO        ETH   \n",
       "274      111700.0       208.475430             111700.0       LUNO        ETH   \n",
       "275      111700.0       208.021477             111700.0       LUNO        ETH   \n",
       "276      111897.0       207.128711             111899.0       LUNO        ETH   \n",
       "277      111899.0       208.764673             111887.0       LUNO        ETH   \n",
       "278      111899.0       208.282509             111899.0       LUNO        ETH   \n",
       "279      111899.0       209.590563             111899.0       LUNO        ETH   \n",
       "280      111899.0       210.265044             111898.0       LUNO        ETH   \n",
       "281      111154.0       209.495528             111153.0       LUNO        ETH   \n",
       "282      111151.0       208.292221             111008.0       LUNO        ETH   \n",
       "283      111102.0       207.697933             111102.0       LUNO        ETH   \n",
       "284      111035.0       203.990628             111037.0       LUNO        ETH   \n",
       "285      110847.0       204.807601             110847.0       LUNO        ETH   \n",
       "286      110738.0       203.999067             110738.0       LUNO        ETH   \n",
       "287      110738.0       206.418844             110738.0       LUNO        ETH   \n",
       "\n",
       "    base_currency_y  ask_luno_eth  volume_luno_eth  last_trade_luno_eth  \n",
       "0               BTC        0.0835           975.29               0.0835  \n",
       "1               BTC        0.0835           977.26               0.0834  \n",
       "2               BTC        0.0835           972.57               0.0834  \n",
       "3               BTC        0.0835           975.72               0.0834  \n",
       "4               BTC        0.0836           976.15               0.0836  \n",
       "5               BTC        0.0837           979.86               0.0837  \n",
       "6               BTC        0.0836           980.61               0.0836  \n",
       "7               BTC        0.0838           981.40               0.0836  \n",
       "8               BTC        0.0836           982.84               0.0835  \n",
       "9               BTC        0.0835           981.69               0.0834  \n",
       "10              BTC        0.0834           990.84               0.0833  \n",
       "11              BTC        0.0833          1004.03               0.0832  \n",
       "12              BTC        0.0832          1023.02               0.0832  \n",
       "13              BTC        0.0832          1036.42               0.0831  \n",
       "14              BTC        0.0833          1040.91               0.0833  \n",
       "15              BTC        0.0833          1041.34               0.0833  \n",
       "16              BTC        0.0833          1040.92               0.0834  \n",
       "17              BTC        0.0833          1039.07               0.0832  \n",
       "18              BTC        0.0833          1034.00               0.0832  \n",
       "19              BTC        0.0834          1033.90               0.0834  \n",
       "20              BTC        0.0836          1031.35               0.0834  \n",
       "21              BTC        0.0835          1037.07               0.0834  \n",
       "22              BTC        0.0834          1036.94               0.0834  \n",
       "23              BTC        0.0833          1037.60               0.0832  \n",
       "24              BTC        0.0834          1041.81               0.0834  \n",
       "25              BTC        0.0834          1036.84               0.0832  \n",
       "26              BTC        0.0835          1038.12               0.0832  \n",
       "27              BTC        0.0835          1039.05               0.0832  \n",
       "28              BTC        0.0834          1037.46               0.0832  \n",
       "29              BTC        0.0833          1038.35               0.0832  \n",
       "..              ...           ...              ...                  ...  \n",
       "258             BTC        0.0841           508.68               0.0841  \n",
       "259             BTC        0.0841           505.25               0.0841  \n",
       "260             BTC        0.0841           505.05               0.0840  \n",
       "261             BTC        0.0842           506.94               0.0842  \n",
       "262             BTC        0.0844           523.81               0.0844  \n",
       "263             BTC        0.0845           552.64               0.0845  \n",
       "264             BTC        0.0845           556.34               0.0844  \n",
       "265             BTC        0.0846           556.56               0.0846  \n",
       "266             BTC        0.0846           556.30               0.0846  \n",
       "267             BTC        0.0846           553.50               0.0846  \n",
       "268             BTC        0.0849           551.91               0.0848  \n",
       "269             BTC        0.0849           593.19               0.0848  \n",
       "270             BTC        0.0850           588.07               0.0849  \n",
       "271             BTC        0.0850           593.10               0.0850  \n",
       "272             BTC        0.0850           602.16               0.0850  \n",
       "273             BTC        0.0850           605.99               0.0849  \n",
       "274             BTC        0.0850           605.35               0.0849  \n",
       "275             BTC        0.0850           608.57               0.0850  \n",
       "276             BTC        0.0850           612.39               0.0849  \n",
       "277             BTC        0.0851           612.81               0.0850  \n",
       "278             BTC        0.0853           642.83               0.0852  \n",
       "279             BTC        0.0853           689.20               0.0853  \n",
       "280             BTC        0.0853           690.40               0.0852  \n",
       "281             BTC        0.0853           688.95               0.0852  \n",
       "282             BTC        0.0853           689.58               0.0852  \n",
       "283             BTC        0.0852           692.88               0.0851  \n",
       "284             BTC        0.0850           684.26               0.0849  \n",
       "285             BTC        0.0850           684.66               0.0849  \n",
       "286             BTC        0.0848           616.29               0.0848  \n",
       "287             BTC        0.0848           612.77               0.0848  \n",
       "\n",
       "[288 rows x 13 columns]"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_tr2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_tr3 = pd.merge(left=df_fixer_zar, right=df_fixer_eur, on='datetime', how='outer', sort=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>datetime</th>\n",
       "      <th>exchange_x</th>\n",
       "      <th>currency_x</th>\n",
       "      <th>base_currency_x</th>\n",
       "      <th>ask_fixer_zar</th>\n",
       "      <th>volume_fixer_zar</th>\n",
       "      <th>last_trade_fixer_zar</th>\n",
       "      <th>exchange_y</th>\n",
       "      <th>currency_y</th>\n",
       "      <th>base_currency_y</th>\n",
       "      <th>ask_fixer_eur</th>\n",
       "      <th>volume_fixer_eur</th>\n",
       "      <th>last_trade_fixer_eur</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2018-05-18 14:05:02.961845+00:00</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>USD</td>\n",
       "      <td>12.736605</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849705</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2018-05-18 14:10:03.946919+00:00</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>USD</td>\n",
       "      <td>12.736605</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849705</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2018-05-18 14:15:03.223527+00:00</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>USD</td>\n",
       "      <td>12.736605</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849705</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2018-05-18 14:20:03.731456+00:00</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>USD</td>\n",
       "      <td>12.736605</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849705</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2018-05-18 14:25:03.106019+00:00</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>USD</td>\n",
       "      <td>12.736605</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849705</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2018-05-18 14:30:04.046086+00:00</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>USD</td>\n",
       "      <td>12.736605</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849705</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2018-05-18 14:35:02.786093+00:00</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>USD</td>\n",
       "      <td>12.736605</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849705</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2018-05-18 14:40:03.520165+00:00</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>USD</td>\n",
       "      <td>12.736605</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849705</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2018-05-18 14:45:03.310745+00:00</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>USD</td>\n",
       "      <td>12.773498</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849795</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2018-05-18 14:50:02.805675+00:00</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>USD</td>\n",
       "      <td>12.773498</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849795</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>2018-05-18 14:55:03.444445+00:00</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>USD</td>\n",
       "      <td>12.773498</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849795</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>2018-05-18 15:00:03.949060+00:00</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>USD</td>\n",
       "      <td>12.773498</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849795</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>2018-05-18 15:05:03.041440+00:00</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>USD</td>\n",
       "      <td>12.773498</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849795</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>2018-05-18 15:10:03.737676+00:00</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>USD</td>\n",
       "      <td>12.773498</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849795</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>2018-05-18 15:15:03.449364+00:00</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>USD</td>\n",
       "      <td>12.773498</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849795</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>2018-05-18 15:20:03.494932+00:00</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>USD</td>\n",
       "      <td>12.773498</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849795</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>2018-05-18 15:25:03.612343+00:00</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>USD</td>\n",
       "      <td>12.773498</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849795</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>2018-05-18 15:30:03.850170+00:00</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>USD</td>\n",
       "      <td>12.773498</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849795</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>2018-05-18 15:35:03.520213+00:00</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>USD</td>\n",
       "      <td>12.773498</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849795</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>2018-05-18 15:40:03.258734+00:00</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>USD</td>\n",
       "      <td>12.751196</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849599</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>2018-05-18 15:45:03.772975+00:00</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>USD</td>\n",
       "      <td>12.751196</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849599</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>2018-05-18 15:50:03.750759+00:00</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>USD</td>\n",
       "      <td>12.751196</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849599</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>2018-05-18 15:55:03.092069+00:00</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>USD</td>\n",
       "      <td>12.751196</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849599</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>2018-05-18 16:00:03.604172+00:00</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>USD</td>\n",
       "      <td>12.751196</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849599</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>2018-05-18 16:05:03.479596+00:00</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>USD</td>\n",
       "      <td>12.751196</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849599</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>2018-05-18 16:10:03.502309+00:00</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>USD</td>\n",
       "      <td>12.751196</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849599</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>2018-05-18 16:20:03.605444+00:00</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>USD</td>\n",
       "      <td>12.751196</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849599</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>2018-05-18 16:25:03.994135+00:00</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>USD</td>\n",
       "      <td>12.751196</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849599</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>2018-05-18 16:30:03.715536+00:00</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>USD</td>\n",
       "      <td>12.751196</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849599</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>2018-05-18 16:35:03.266166+00:00</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>USD</td>\n",
       "      <td>12.709003</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.848303</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>251</th>\n",
       "      <td>2018-05-19 11:30:03.834730+00:00</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>USD</td>\n",
       "      <td>12.777504</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849404</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>252</th>\n",
       "      <td>2018-05-19 11:35:03.306853+00:00</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>USD</td>\n",
       "      <td>12.777504</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849404</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>253</th>\n",
       "      <td>2018-05-19 11:40:03.534370+00:00</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>USD</td>\n",
       "      <td>12.777504</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849404</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>254</th>\n",
       "      <td>2018-05-19 11:45:02.921918+00:00</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>USD</td>\n",
       "      <td>12.777504</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849404</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>255</th>\n",
       "      <td>2018-05-19 11:50:03.766388+00:00</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>USD</td>\n",
       "      <td>12.777504</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849404</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>256</th>\n",
       "      <td>2018-05-19 11:55:04.036188+00:00</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>USD</td>\n",
       "      <td>12.777504</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849404</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>257</th>\n",
       "      <td>2018-05-19 12:00:04.059973+00:00</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>USD</td>\n",
       "      <td>12.777504</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849404</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>258</th>\n",
       "      <td>2018-05-19 12:05:03.425286+00:00</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>USD</td>\n",
       "      <td>12.777504</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849404</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>259</th>\n",
       "      <td>2018-05-19 12:10:03.860302+00:00</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>USD</td>\n",
       "      <td>12.777504</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849404</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>260</th>\n",
       "      <td>2018-05-19 12:15:03.616777+00:00</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>USD</td>\n",
       "      <td>12.777504</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849404</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>261</th>\n",
       "      <td>2018-05-19 12:20:03.889143+00:00</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>USD</td>\n",
       "      <td>12.777504</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849404</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>262</th>\n",
       "      <td>2018-05-19 12:25:03.992976+00:00</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>USD</td>\n",
       "      <td>12.777504</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849404</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>263</th>\n",
       "      <td>2018-05-19 12:30:03.594998+00:00</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>USD</td>\n",
       "      <td>12.777504</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849404</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>264</th>\n",
       "      <td>2018-05-19 12:35:03.012788+00:00</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>USD</td>\n",
       "      <td>12.777504</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849404</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>265</th>\n",
       "      <td>2018-05-19 12:40:03.607830+00:00</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>USD</td>\n",
       "      <td>12.777504</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849404</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>266</th>\n",
       "      <td>2018-05-19 12:45:03.293194+00:00</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>USD</td>\n",
       "      <td>12.777504</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849404</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>267</th>\n",
       "      <td>2018-05-19 12:50:03.702969+00:00</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>USD</td>\n",
       "      <td>12.777504</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849404</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>268</th>\n",
       "      <td>2018-05-19 12:55:04.044619+00:00</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>USD</td>\n",
       "      <td>12.777504</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849404</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>269</th>\n",
       "      <td>2018-05-19 13:00:04.163959+00:00</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>USD</td>\n",
       "      <td>12.777504</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849404</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>270</th>\n",
       "      <td>2018-05-19 13:05:03.061169+00:00</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>USD</td>\n",
       "      <td>12.777504</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849404</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>271</th>\n",
       "      <td>2018-05-19 13:10:03.640746+00:00</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>USD</td>\n",
       "      <td>12.777504</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849404</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>272</th>\n",
       "      <td>2018-05-19 13:15:03.337139+00:00</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>USD</td>\n",
       "      <td>12.777504</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849404</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>273</th>\n",
       "      <td>2018-05-19 13:20:03.468370+00:00</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>USD</td>\n",
       "      <td>12.777504</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849404</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>274</th>\n",
       "      <td>2018-05-19 13:30:03.743822+00:00</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>USD</td>\n",
       "      <td>12.777504</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849404</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>275</th>\n",
       "      <td>2018-05-19 13:35:03.381185+00:00</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>USD</td>\n",
       "      <td>12.777504</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849404</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>276</th>\n",
       "      <td>2018-05-19 13:40:03.670778+00:00</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>USD</td>\n",
       "      <td>12.777504</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849404</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>277</th>\n",
       "      <td>2018-05-19 13:45:03.263421+00:00</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>USD</td>\n",
       "      <td>12.777504</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849404</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>278</th>\n",
       "      <td>2018-05-19 13:50:03.652680+00:00</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>USD</td>\n",
       "      <td>12.777504</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849404</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>279</th>\n",
       "      <td>2018-05-19 13:55:03.712726+00:00</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>USD</td>\n",
       "      <td>12.777504</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849404</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>280</th>\n",
       "      <td>2018-05-19 14:00:03.648711+00:00</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>USD</td>\n",
       "      <td>12.777504</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849404</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>281 rows × 13 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                             datetime exchange_x currency_x base_currency_x  \\\n",
       "0    2018-05-18 14:05:02.961845+00:00      FIXER        ZAR             USD   \n",
       "1    2018-05-18 14:10:03.946919+00:00      FIXER        ZAR             USD   \n",
       "2    2018-05-18 14:15:03.223527+00:00      FIXER        ZAR             USD   \n",
       "3    2018-05-18 14:20:03.731456+00:00      FIXER        ZAR             USD   \n",
       "4    2018-05-18 14:25:03.106019+00:00      FIXER        ZAR             USD   \n",
       "5    2018-05-18 14:30:04.046086+00:00      FIXER        ZAR             USD   \n",
       "6    2018-05-18 14:35:02.786093+00:00      FIXER        ZAR             USD   \n",
       "7    2018-05-18 14:40:03.520165+00:00      FIXER        ZAR             USD   \n",
       "8    2018-05-18 14:45:03.310745+00:00      FIXER        ZAR             USD   \n",
       "9    2018-05-18 14:50:02.805675+00:00      FIXER        ZAR             USD   \n",
       "10   2018-05-18 14:55:03.444445+00:00      FIXER        ZAR             USD   \n",
       "11   2018-05-18 15:00:03.949060+00:00      FIXER        ZAR             USD   \n",
       "12   2018-05-18 15:05:03.041440+00:00      FIXER        ZAR             USD   \n",
       "13   2018-05-18 15:10:03.737676+00:00      FIXER        ZAR             USD   \n",
       "14   2018-05-18 15:15:03.449364+00:00      FIXER        ZAR             USD   \n",
       "15   2018-05-18 15:20:03.494932+00:00      FIXER        ZAR             USD   \n",
       "16   2018-05-18 15:25:03.612343+00:00      FIXER        ZAR             USD   \n",
       "17   2018-05-18 15:30:03.850170+00:00      FIXER        ZAR             USD   \n",
       "18   2018-05-18 15:35:03.520213+00:00      FIXER        ZAR             USD   \n",
       "19   2018-05-18 15:40:03.258734+00:00      FIXER        ZAR             USD   \n",
       "20   2018-05-18 15:45:03.772975+00:00      FIXER        ZAR             USD   \n",
       "21   2018-05-18 15:50:03.750759+00:00      FIXER        ZAR             USD   \n",
       "22   2018-05-18 15:55:03.092069+00:00      FIXER        ZAR             USD   \n",
       "23   2018-05-18 16:00:03.604172+00:00      FIXER        ZAR             USD   \n",
       "24   2018-05-18 16:05:03.479596+00:00      FIXER        ZAR             USD   \n",
       "25   2018-05-18 16:10:03.502309+00:00      FIXER        ZAR             USD   \n",
       "26   2018-05-18 16:20:03.605444+00:00      FIXER        ZAR             USD   \n",
       "27   2018-05-18 16:25:03.994135+00:00      FIXER        ZAR             USD   \n",
       "28   2018-05-18 16:30:03.715536+00:00      FIXER        ZAR             USD   \n",
       "29   2018-05-18 16:35:03.266166+00:00      FIXER        ZAR             USD   \n",
       "..                                ...        ...        ...             ...   \n",
       "251  2018-05-19 11:30:03.834730+00:00      FIXER        ZAR             USD   \n",
       "252  2018-05-19 11:35:03.306853+00:00      FIXER        ZAR             USD   \n",
       "253  2018-05-19 11:40:03.534370+00:00      FIXER        ZAR             USD   \n",
       "254  2018-05-19 11:45:02.921918+00:00      FIXER        ZAR             USD   \n",
       "255  2018-05-19 11:50:03.766388+00:00      FIXER        ZAR             USD   \n",
       "256  2018-05-19 11:55:04.036188+00:00      FIXER        ZAR             USD   \n",
       "257  2018-05-19 12:00:04.059973+00:00      FIXER        ZAR             USD   \n",
       "258  2018-05-19 12:05:03.425286+00:00      FIXER        ZAR             USD   \n",
       "259  2018-05-19 12:10:03.860302+00:00      FIXER        ZAR             USD   \n",
       "260  2018-05-19 12:15:03.616777+00:00      FIXER        ZAR             USD   \n",
       "261  2018-05-19 12:20:03.889143+00:00      FIXER        ZAR             USD   \n",
       "262  2018-05-19 12:25:03.992976+00:00      FIXER        ZAR             USD   \n",
       "263  2018-05-19 12:30:03.594998+00:00      FIXER        ZAR             USD   \n",
       "264  2018-05-19 12:35:03.012788+00:00      FIXER        ZAR             USD   \n",
       "265  2018-05-19 12:40:03.607830+00:00      FIXER        ZAR             USD   \n",
       "266  2018-05-19 12:45:03.293194+00:00      FIXER        ZAR             USD   \n",
       "267  2018-05-19 12:50:03.702969+00:00      FIXER        ZAR             USD   \n",
       "268  2018-05-19 12:55:04.044619+00:00      FIXER        ZAR             USD   \n",
       "269  2018-05-19 13:00:04.163959+00:00      FIXER        ZAR             USD   \n",
       "270  2018-05-19 13:05:03.061169+00:00      FIXER        ZAR             USD   \n",
       "271  2018-05-19 13:10:03.640746+00:00      FIXER        ZAR             USD   \n",
       "272  2018-05-19 13:15:03.337139+00:00      FIXER        ZAR             USD   \n",
       "273  2018-05-19 13:20:03.468370+00:00      FIXER        ZAR             USD   \n",
       "274  2018-05-19 13:30:03.743822+00:00      FIXER        ZAR             USD   \n",
       "275  2018-05-19 13:35:03.381185+00:00      FIXER        ZAR             USD   \n",
       "276  2018-05-19 13:40:03.670778+00:00      FIXER        ZAR             USD   \n",
       "277  2018-05-19 13:45:03.263421+00:00      FIXER        ZAR             USD   \n",
       "278  2018-05-19 13:50:03.652680+00:00      FIXER        ZAR             USD   \n",
       "279  2018-05-19 13:55:03.712726+00:00      FIXER        ZAR             USD   \n",
       "280  2018-05-19 14:00:03.648711+00:00      FIXER        ZAR             USD   \n",
       "\n",
       "     ask_fixer_zar  volume_fixer_zar  last_trade_fixer_zar exchange_y  \\\n",
       "0        12.736605               NaN                   NaN      FIXER   \n",
       "1        12.736605               NaN                   NaN      FIXER   \n",
       "2        12.736605               NaN                   NaN      FIXER   \n",
       "3        12.736605               NaN                   NaN      FIXER   \n",
       "4        12.736605               NaN                   NaN      FIXER   \n",
       "5        12.736605               NaN                   NaN      FIXER   \n",
       "6        12.736605               NaN                   NaN      FIXER   \n",
       "7        12.736605               NaN                   NaN      FIXER   \n",
       "8        12.773498               NaN                   NaN      FIXER   \n",
       "9        12.773498               NaN                   NaN      FIXER   \n",
       "10       12.773498               NaN                   NaN      FIXER   \n",
       "11       12.773498               NaN                   NaN      FIXER   \n",
       "12       12.773498               NaN                   NaN      FIXER   \n",
       "13       12.773498               NaN                   NaN      FIXER   \n",
       "14       12.773498               NaN                   NaN      FIXER   \n",
       "15       12.773498               NaN                   NaN      FIXER   \n",
       "16       12.773498               NaN                   NaN      FIXER   \n",
       "17       12.773498               NaN                   NaN      FIXER   \n",
       "18       12.773498               NaN                   NaN      FIXER   \n",
       "19       12.751196               NaN                   NaN      FIXER   \n",
       "20       12.751196               NaN                   NaN      FIXER   \n",
       "21       12.751196               NaN                   NaN      FIXER   \n",
       "22       12.751196               NaN                   NaN      FIXER   \n",
       "23       12.751196               NaN                   NaN      FIXER   \n",
       "24       12.751196               NaN                   NaN      FIXER   \n",
       "25       12.751196               NaN                   NaN      FIXER   \n",
       "26       12.751196               NaN                   NaN      FIXER   \n",
       "27       12.751196               NaN                   NaN      FIXER   \n",
       "28       12.751196               NaN                   NaN      FIXER   \n",
       "29       12.709003               NaN                   NaN      FIXER   \n",
       "..             ...               ...                   ...        ...   \n",
       "251      12.777504               NaN                   NaN      FIXER   \n",
       "252      12.777504               NaN                   NaN      FIXER   \n",
       "253      12.777504               NaN                   NaN      FIXER   \n",
       "254      12.777504               NaN                   NaN      FIXER   \n",
       "255      12.777504               NaN                   NaN      FIXER   \n",
       "256      12.777504               NaN                   NaN      FIXER   \n",
       "257      12.777504               NaN                   NaN      FIXER   \n",
       "258      12.777504               NaN                   NaN      FIXER   \n",
       "259      12.777504               NaN                   NaN      FIXER   \n",
       "260      12.777504               NaN                   NaN      FIXER   \n",
       "261      12.777504               NaN                   NaN      FIXER   \n",
       "262      12.777504               NaN                   NaN      FIXER   \n",
       "263      12.777504               NaN                   NaN      FIXER   \n",
       "264      12.777504               NaN                   NaN      FIXER   \n",
       "265      12.777504               NaN                   NaN      FIXER   \n",
       "266      12.777504               NaN                   NaN      FIXER   \n",
       "267      12.777504               NaN                   NaN      FIXER   \n",
       "268      12.777504               NaN                   NaN      FIXER   \n",
       "269      12.777504               NaN                   NaN      FIXER   \n",
       "270      12.777504               NaN                   NaN      FIXER   \n",
       "271      12.777504               NaN                   NaN      FIXER   \n",
       "272      12.777504               NaN                   NaN      FIXER   \n",
       "273      12.777504               NaN                   NaN      FIXER   \n",
       "274      12.777504               NaN                   NaN      FIXER   \n",
       "275      12.777504               NaN                   NaN      FIXER   \n",
       "276      12.777504               NaN                   NaN      FIXER   \n",
       "277      12.777504               NaN                   NaN      FIXER   \n",
       "278      12.777504               NaN                   NaN      FIXER   \n",
       "279      12.777504               NaN                   NaN      FIXER   \n",
       "280      12.777504               NaN                   NaN      FIXER   \n",
       "\n",
       "    currency_y base_currency_y  ask_fixer_eur  volume_fixer_eur  \\\n",
       "0          EUR             USD       0.849705               NaN   \n",
       "1          EUR             USD       0.849705               NaN   \n",
       "2          EUR             USD       0.849705               NaN   \n",
       "3          EUR             USD       0.849705               NaN   \n",
       "4          EUR             USD       0.849705               NaN   \n",
       "5          EUR             USD       0.849705               NaN   \n",
       "6          EUR             USD       0.849705               NaN   \n",
       "7          EUR             USD       0.849705               NaN   \n",
       "8          EUR             USD       0.849795               NaN   \n",
       "9          EUR             USD       0.849795               NaN   \n",
       "10         EUR             USD       0.849795               NaN   \n",
       "11         EUR             USD       0.849795               NaN   \n",
       "12         EUR             USD       0.849795               NaN   \n",
       "13         EUR             USD       0.849795               NaN   \n",
       "14         EUR             USD       0.849795               NaN   \n",
       "15         EUR             USD       0.849795               NaN   \n",
       "16         EUR             USD       0.849795               NaN   \n",
       "17         EUR             USD       0.849795               NaN   \n",
       "18         EUR             USD       0.849795               NaN   \n",
       "19         EUR             USD       0.849599               NaN   \n",
       "20         EUR             USD       0.849599               NaN   \n",
       "21         EUR             USD       0.849599               NaN   \n",
       "22         EUR             USD       0.849599               NaN   \n",
       "23         EUR             USD       0.849599               NaN   \n",
       "24         EUR             USD       0.849599               NaN   \n",
       "25         EUR             USD       0.849599               NaN   \n",
       "26         EUR             USD       0.849599               NaN   \n",
       "27         EUR             USD       0.849599               NaN   \n",
       "28         EUR             USD       0.849599               NaN   \n",
       "29         EUR             USD       0.848303               NaN   \n",
       "..         ...             ...            ...               ...   \n",
       "251        EUR             USD       0.849404               NaN   \n",
       "252        EUR             USD       0.849404               NaN   \n",
       "253        EUR             USD       0.849404               NaN   \n",
       "254        EUR             USD       0.849404               NaN   \n",
       "255        EUR             USD       0.849404               NaN   \n",
       "256        EUR             USD       0.849404               NaN   \n",
       "257        EUR             USD       0.849404               NaN   \n",
       "258        EUR             USD       0.849404               NaN   \n",
       "259        EUR             USD       0.849404               NaN   \n",
       "260        EUR             USD       0.849404               NaN   \n",
       "261        EUR             USD       0.849404               NaN   \n",
       "262        EUR             USD       0.849404               NaN   \n",
       "263        EUR             USD       0.849404               NaN   \n",
       "264        EUR             USD       0.849404               NaN   \n",
       "265        EUR             USD       0.849404               NaN   \n",
       "266        EUR             USD       0.849404               NaN   \n",
       "267        EUR             USD       0.849404               NaN   \n",
       "268        EUR             USD       0.849404               NaN   \n",
       "269        EUR             USD       0.849404               NaN   \n",
       "270        EUR             USD       0.849404               NaN   \n",
       "271        EUR             USD       0.849404               NaN   \n",
       "272        EUR             USD       0.849404               NaN   \n",
       "273        EUR             USD       0.849404               NaN   \n",
       "274        EUR             USD       0.849404               NaN   \n",
       "275        EUR             USD       0.849404               NaN   \n",
       "276        EUR             USD       0.849404               NaN   \n",
       "277        EUR             USD       0.849404               NaN   \n",
       "278        EUR             USD       0.849404               NaN   \n",
       "279        EUR             USD       0.849404               NaN   \n",
       "280        EUR             USD       0.849404               NaN   \n",
       "\n",
       "     last_trade_fixer_eur  \n",
       "0                     NaN  \n",
       "1                     NaN  \n",
       "2                     NaN  \n",
       "3                     NaN  \n",
       "4                     NaN  \n",
       "5                     NaN  \n",
       "6                     NaN  \n",
       "7                     NaN  \n",
       "8                     NaN  \n",
       "9                     NaN  \n",
       "10                    NaN  \n",
       "11                    NaN  \n",
       "12                    NaN  \n",
       "13                    NaN  \n",
       "14                    NaN  \n",
       "15                    NaN  \n",
       "16                    NaN  \n",
       "17                    NaN  \n",
       "18                    NaN  \n",
       "19                    NaN  \n",
       "20                    NaN  \n",
       "21                    NaN  \n",
       "22                    NaN  \n",
       "23                    NaN  \n",
       "24                    NaN  \n",
       "25                    NaN  \n",
       "26                    NaN  \n",
       "27                    NaN  \n",
       "28                    NaN  \n",
       "29                    NaN  \n",
       "..                    ...  \n",
       "251                   NaN  \n",
       "252                   NaN  \n",
       "253                   NaN  \n",
       "254                   NaN  \n",
       "255                   NaN  \n",
       "256                   NaN  \n",
       "257                   NaN  \n",
       "258                   NaN  \n",
       "259                   NaN  \n",
       "260                   NaN  \n",
       "261                   NaN  \n",
       "262                   NaN  \n",
       "263                   NaN  \n",
       "264                   NaN  \n",
       "265                   NaN  \n",
       "266                   NaN  \n",
       "267                   NaN  \n",
       "268                   NaN  \n",
       "269                   NaN  \n",
       "270                   NaN  \n",
       "271                   NaN  \n",
       "272                   NaN  \n",
       "273                   NaN  \n",
       "274                   NaN  \n",
       "275                   NaN  \n",
       "276                   NaN  \n",
       "277                   NaN  \n",
       "278                   NaN  \n",
       "279                   NaN  \n",
       "280                   NaN  \n",
       "\n",
       "[281 rows x 13 columns]"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_tr3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_tr4 = pd.merge(left=df_tr2, right=df_tr3, on='datetime', how='outer', sort=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>datetime</th>\n",
       "      <th>exchange_x_x</th>\n",
       "      <th>currency_x_x</th>\n",
       "      <th>base_currency_x_x</th>\n",
       "      <th>ask_luno_btc</th>\n",
       "      <th>volume_luno_btc</th>\n",
       "      <th>last_trade_luno_btc</th>\n",
       "      <th>exchange_y_x</th>\n",
       "      <th>currency_y_x</th>\n",
       "      <th>base_currency_y_x</th>\n",
       "      <th>...</th>\n",
       "      <th>base_currency_x_y</th>\n",
       "      <th>ask_fixer_zar</th>\n",
       "      <th>volume_fixer_zar</th>\n",
       "      <th>last_trade_fixer_zar</th>\n",
       "      <th>exchange_y_y</th>\n",
       "      <th>currency_y_y</th>\n",
       "      <th>base_currency_y_y</th>\n",
       "      <th>ask_fixer_eur</th>\n",
       "      <th>volume_fixer_eur</th>\n",
       "      <th>last_trade_fixer_eur</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2018-05-18 14:05:02.961845+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>107594.0</td>\n",
       "      <td>452.704659</td>\n",
       "      <td>107594.0</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>...</td>\n",
       "      <td>USD</td>\n",
       "      <td>12.736605</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849705</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2018-05-18 14:10:03.946919+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>107501.0</td>\n",
       "      <td>454.616308</td>\n",
       "      <td>107501.0</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>...</td>\n",
       "      <td>USD</td>\n",
       "      <td>12.736605</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849705</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2018-05-18 14:15:03.223527+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>107497.0</td>\n",
       "      <td>458.126820</td>\n",
       "      <td>107497.0</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>...</td>\n",
       "      <td>USD</td>\n",
       "      <td>12.736605</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849705</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2018-05-18 14:20:03.731456+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>107209.0</td>\n",
       "      <td>460.101148</td>\n",
       "      <td>107208.0</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>...</td>\n",
       "      <td>USD</td>\n",
       "      <td>12.736605</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849705</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2018-05-18 14:25:03.106019+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>107209.0</td>\n",
       "      <td>459.565957</td>\n",
       "      <td>107208.0</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>...</td>\n",
       "      <td>USD</td>\n",
       "      <td>12.736605</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849705</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2018-05-18 14:30:04.046086+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>107030.0</td>\n",
       "      <td>457.693359</td>\n",
       "      <td>107030.0</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>...</td>\n",
       "      <td>USD</td>\n",
       "      <td>12.736605</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849705</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2018-05-18 14:35:02.786093+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>107030.0</td>\n",
       "      <td>459.618756</td>\n",
       "      <td>107029.0</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>...</td>\n",
       "      <td>USD</td>\n",
       "      <td>12.736605</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849705</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2018-05-18 14:40:03.520165+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>107030.0</td>\n",
       "      <td>459.194276</td>\n",
       "      <td>107029.0</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>...</td>\n",
       "      <td>USD</td>\n",
       "      <td>12.736605</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849705</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2018-05-18 14:45:03.310745+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>107082.0</td>\n",
       "      <td>463.258238</td>\n",
       "      <td>107081.0</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>...</td>\n",
       "      <td>USD</td>\n",
       "      <td>12.773498</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849795</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2018-05-18 14:50:02.805675+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>107082.0</td>\n",
       "      <td>462.592107</td>\n",
       "      <td>107082.0</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>...</td>\n",
       "      <td>USD</td>\n",
       "      <td>12.773498</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849795</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>2018-05-18 14:55:03.444445+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>107030.0</td>\n",
       "      <td>462.337419</td>\n",
       "      <td>107030.0</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>...</td>\n",
       "      <td>USD</td>\n",
       "      <td>12.773498</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849795</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>2018-05-18 15:00:03.949060+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>106999.0</td>\n",
       "      <td>464.323635</td>\n",
       "      <td>106692.0</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>...</td>\n",
       "      <td>USD</td>\n",
       "      <td>12.773498</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849795</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>2018-05-18 15:05:03.041440+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>106971.0</td>\n",
       "      <td>469.925518</td>\n",
       "      <td>106992.0</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>...</td>\n",
       "      <td>USD</td>\n",
       "      <td>12.773498</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849795</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>2018-05-18 15:10:03.737676+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>106818.0</td>\n",
       "      <td>469.795093</td>\n",
       "      <td>106817.0</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>...</td>\n",
       "      <td>USD</td>\n",
       "      <td>12.773498</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849795</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>2018-05-18 15:15:03.449364+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>106818.0</td>\n",
       "      <td>470.182010</td>\n",
       "      <td>106817.0</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>...</td>\n",
       "      <td>USD</td>\n",
       "      <td>12.773498</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849795</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>2018-05-18 15:20:03.494932+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>107000.0</td>\n",
       "      <td>464.251869</td>\n",
       "      <td>106999.0</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>...</td>\n",
       "      <td>USD</td>\n",
       "      <td>12.773498</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849795</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>2018-05-18 15:25:03.612343+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>107000.0</td>\n",
       "      <td>466.342707</td>\n",
       "      <td>107000.0</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>...</td>\n",
       "      <td>USD</td>\n",
       "      <td>12.773498</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849795</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>2018-05-18 15:30:03.850170+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>107000.0</td>\n",
       "      <td>466.187153</td>\n",
       "      <td>106999.0</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>...</td>\n",
       "      <td>USD</td>\n",
       "      <td>12.773498</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849795</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>2018-05-18 15:35:03.520213+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>107000.0</td>\n",
       "      <td>465.741208</td>\n",
       "      <td>106999.0</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>...</td>\n",
       "      <td>USD</td>\n",
       "      <td>12.773498</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849795</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>2018-05-18 15:40:03.258734+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>107000.0</td>\n",
       "      <td>465.737482</td>\n",
       "      <td>106999.0</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>...</td>\n",
       "      <td>USD</td>\n",
       "      <td>12.751196</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849599</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>2018-05-18 15:45:03.772975+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>107799.0</td>\n",
       "      <td>465.588232</td>\n",
       "      <td>107437.0</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>...</td>\n",
       "      <td>USD</td>\n",
       "      <td>12.751196</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849599</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>2018-05-18 15:50:03.750759+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>107800.0</td>\n",
       "      <td>470.217953</td>\n",
       "      <td>107799.0</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>...</td>\n",
       "      <td>USD</td>\n",
       "      <td>12.751196</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849599</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>2018-05-18 15:55:03.092069+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>107800.0</td>\n",
       "      <td>470.068273</td>\n",
       "      <td>107799.0</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>...</td>\n",
       "      <td>USD</td>\n",
       "      <td>12.751196</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849599</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>2018-05-18 16:00:03.604172+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>107800.0</td>\n",
       "      <td>468.904765</td>\n",
       "      <td>107799.0</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>...</td>\n",
       "      <td>USD</td>\n",
       "      <td>12.751196</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849599</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>2018-05-18 16:05:03.479596+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>107800.0</td>\n",
       "      <td>469.065392</td>\n",
       "      <td>107799.0</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>...</td>\n",
       "      <td>USD</td>\n",
       "      <td>12.751196</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849599</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>2018-05-18 16:10:03.502309+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>107667.0</td>\n",
       "      <td>467.469829</td>\n",
       "      <td>107667.0</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>...</td>\n",
       "      <td>USD</td>\n",
       "      <td>12.751196</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849599</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>2018-05-18 16:15:03.566860+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>107667.0</td>\n",
       "      <td>467.553164</td>\n",
       "      <td>107666.0</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>2018-05-18 16:20:03.605444+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>107667.0</td>\n",
       "      <td>467.315931</td>\n",
       "      <td>107667.0</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>...</td>\n",
       "      <td>USD</td>\n",
       "      <td>12.751196</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849599</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>2018-05-18 16:25:03.994135+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>107667.0</td>\n",
       "      <td>465.999578</td>\n",
       "      <td>107667.0</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>...</td>\n",
       "      <td>USD</td>\n",
       "      <td>12.751196</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849599</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>2018-05-18 16:30:03.715536+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>107661.0</td>\n",
       "      <td>465.117590</td>\n",
       "      <td>107660.0</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>...</td>\n",
       "      <td>USD</td>\n",
       "      <td>12.751196</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849599</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>258</th>\n",
       "      <td>2018-05-19 11:35:03.306853+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>109996.0</td>\n",
       "      <td>201.908685</td>\n",
       "      <td>109995.0</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>...</td>\n",
       "      <td>USD</td>\n",
       "      <td>12.777504</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849404</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>259</th>\n",
       "      <td>2018-05-19 11:40:03.534370+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>109996.0</td>\n",
       "      <td>201.385034</td>\n",
       "      <td>109996.0</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>...</td>\n",
       "      <td>USD</td>\n",
       "      <td>12.777504</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849404</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>260</th>\n",
       "      <td>2018-05-19 11:45:02.921918+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>109996.0</td>\n",
       "      <td>200.837154</td>\n",
       "      <td>109996.0</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>...</td>\n",
       "      <td>USD</td>\n",
       "      <td>12.777504</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849404</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>261</th>\n",
       "      <td>2018-05-19 11:50:03.766388+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>109996.0</td>\n",
       "      <td>200.572901</td>\n",
       "      <td>109995.0</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>...</td>\n",
       "      <td>USD</td>\n",
       "      <td>12.777504</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849404</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>262</th>\n",
       "      <td>2018-05-19 11:55:04.036188+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>109996.0</td>\n",
       "      <td>200.052601</td>\n",
       "      <td>109996.0</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>...</td>\n",
       "      <td>USD</td>\n",
       "      <td>12.777504</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849404</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>263</th>\n",
       "      <td>2018-05-19 12:00:04.059973+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>110499.0</td>\n",
       "      <td>201.433283</td>\n",
       "      <td>110499.0</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>...</td>\n",
       "      <td>USD</td>\n",
       "      <td>12.777504</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849404</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>264</th>\n",
       "      <td>2018-05-19 12:05:03.425286+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>111561.0</td>\n",
       "      <td>204.889503</td>\n",
       "      <td>111560.0</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>...</td>\n",
       "      <td>USD</td>\n",
       "      <td>12.777504</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849404</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>265</th>\n",
       "      <td>2018-05-19 12:10:03.860302+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>111561.0</td>\n",
       "      <td>210.268955</td>\n",
       "      <td>111560.0</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>...</td>\n",
       "      <td>USD</td>\n",
       "      <td>12.777504</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849404</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>266</th>\n",
       "      <td>2018-05-19 12:15:03.616777+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>111561.0</td>\n",
       "      <td>209.911460</td>\n",
       "      <td>111561.0</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>...</td>\n",
       "      <td>USD</td>\n",
       "      <td>12.777504</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849404</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>267</th>\n",
       "      <td>2018-05-19 12:20:03.889143+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>111443.0</td>\n",
       "      <td>209.073660</td>\n",
       "      <td>111442.0</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>...</td>\n",
       "      <td>USD</td>\n",
       "      <td>12.777504</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849404</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>268</th>\n",
       "      <td>2018-05-19 12:25:03.992976+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>111560.0</td>\n",
       "      <td>208.957615</td>\n",
       "      <td>111561.0</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>...</td>\n",
       "      <td>USD</td>\n",
       "      <td>12.777504</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849404</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>269</th>\n",
       "      <td>2018-05-19 12:30:03.594998+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>111552.0</td>\n",
       "      <td>212.162179</td>\n",
       "      <td>111552.0</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>...</td>\n",
       "      <td>USD</td>\n",
       "      <td>12.777504</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849404</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>270</th>\n",
       "      <td>2018-05-19 12:35:03.012788+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>111555.0</td>\n",
       "      <td>210.695033</td>\n",
       "      <td>111554.0</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>...</td>\n",
       "      <td>USD</td>\n",
       "      <td>12.777504</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849404</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>271</th>\n",
       "      <td>2018-05-19 12:40:03.607830+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>111675.0</td>\n",
       "      <td>210.322909</td>\n",
       "      <td>111682.0</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>...</td>\n",
       "      <td>USD</td>\n",
       "      <td>12.777504</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849404</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>272</th>\n",
       "      <td>2018-05-19 12:45:03.293194+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>111682.0</td>\n",
       "      <td>210.409662</td>\n",
       "      <td>111604.0</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>...</td>\n",
       "      <td>USD</td>\n",
       "      <td>12.777504</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849404</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>273</th>\n",
       "      <td>2018-05-19 12:50:03.702969+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>111700.0</td>\n",
       "      <td>210.684034</td>\n",
       "      <td>111699.0</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>...</td>\n",
       "      <td>USD</td>\n",
       "      <td>12.777504</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849404</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>274</th>\n",
       "      <td>2018-05-19 12:55:04.044619+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>111700.0</td>\n",
       "      <td>208.475430</td>\n",
       "      <td>111700.0</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>...</td>\n",
       "      <td>USD</td>\n",
       "      <td>12.777504</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849404</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>275</th>\n",
       "      <td>2018-05-19 13:00:04.163959+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>111700.0</td>\n",
       "      <td>208.021477</td>\n",
       "      <td>111700.0</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>...</td>\n",
       "      <td>USD</td>\n",
       "      <td>12.777504</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849404</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>276</th>\n",
       "      <td>2018-05-19 13:05:03.061169+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>111897.0</td>\n",
       "      <td>207.128711</td>\n",
       "      <td>111899.0</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>...</td>\n",
       "      <td>USD</td>\n",
       "      <td>12.777504</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849404</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>277</th>\n",
       "      <td>2018-05-19 13:10:03.640746+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>111899.0</td>\n",
       "      <td>208.764673</td>\n",
       "      <td>111887.0</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>...</td>\n",
       "      <td>USD</td>\n",
       "      <td>12.777504</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849404</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>278</th>\n",
       "      <td>2018-05-19 13:15:03.337139+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>111899.0</td>\n",
       "      <td>208.282509</td>\n",
       "      <td>111899.0</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>...</td>\n",
       "      <td>USD</td>\n",
       "      <td>12.777504</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849404</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>279</th>\n",
       "      <td>2018-05-19 13:20:03.468370+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>111899.0</td>\n",
       "      <td>209.590563</td>\n",
       "      <td>111899.0</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>...</td>\n",
       "      <td>USD</td>\n",
       "      <td>12.777504</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849404</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>280</th>\n",
       "      <td>2018-05-19 13:25:03.697199+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>111899.0</td>\n",
       "      <td>210.265044</td>\n",
       "      <td>111898.0</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>281</th>\n",
       "      <td>2018-05-19 13:30:03.743822+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>111154.0</td>\n",
       "      <td>209.495528</td>\n",
       "      <td>111153.0</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>...</td>\n",
       "      <td>USD</td>\n",
       "      <td>12.777504</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849404</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>282</th>\n",
       "      <td>2018-05-19 13:35:03.381185+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>111151.0</td>\n",
       "      <td>208.292221</td>\n",
       "      <td>111008.0</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>...</td>\n",
       "      <td>USD</td>\n",
       "      <td>12.777504</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849404</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>283</th>\n",
       "      <td>2018-05-19 13:40:03.670778+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>111102.0</td>\n",
       "      <td>207.697933</td>\n",
       "      <td>111102.0</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>...</td>\n",
       "      <td>USD</td>\n",
       "      <td>12.777504</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849404</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>284</th>\n",
       "      <td>2018-05-19 13:45:03.263421+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>111035.0</td>\n",
       "      <td>203.990628</td>\n",
       "      <td>111037.0</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>...</td>\n",
       "      <td>USD</td>\n",
       "      <td>12.777504</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849404</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>285</th>\n",
       "      <td>2018-05-19 13:50:03.652680+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>110847.0</td>\n",
       "      <td>204.807601</td>\n",
       "      <td>110847.0</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>...</td>\n",
       "      <td>USD</td>\n",
       "      <td>12.777504</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849404</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>286</th>\n",
       "      <td>2018-05-19 13:55:03.712726+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>110738.0</td>\n",
       "      <td>203.999067</td>\n",
       "      <td>110738.0</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>...</td>\n",
       "      <td>USD</td>\n",
       "      <td>12.777504</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849404</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>287</th>\n",
       "      <td>2018-05-19 14:00:03.648711+00:00</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>BTC</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>110738.0</td>\n",
       "      <td>206.418844</td>\n",
       "      <td>110738.0</td>\n",
       "      <td>LUNO</td>\n",
       "      <td>ETH</td>\n",
       "      <td>BTC</td>\n",
       "      <td>...</td>\n",
       "      <td>USD</td>\n",
       "      <td>12.777504</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FIXER</td>\n",
       "      <td>EUR</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.849404</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>288 rows × 25 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                             datetime exchange_x_x currency_x_x  \\\n",
       "0    2018-05-18 14:05:02.961845+00:00         LUNO          BTC   \n",
       "1    2018-05-18 14:10:03.946919+00:00         LUNO          BTC   \n",
       "2    2018-05-18 14:15:03.223527+00:00         LUNO          BTC   \n",
       "3    2018-05-18 14:20:03.731456+00:00         LUNO          BTC   \n",
       "4    2018-05-18 14:25:03.106019+00:00         LUNO          BTC   \n",
       "5    2018-05-18 14:30:04.046086+00:00         LUNO          BTC   \n",
       "6    2018-05-18 14:35:02.786093+00:00         LUNO          BTC   \n",
       "7    2018-05-18 14:40:03.520165+00:00         LUNO          BTC   \n",
       "8    2018-05-18 14:45:03.310745+00:00         LUNO          BTC   \n",
       "9    2018-05-18 14:50:02.805675+00:00         LUNO          BTC   \n",
       "10   2018-05-18 14:55:03.444445+00:00         LUNO          BTC   \n",
       "11   2018-05-18 15:00:03.949060+00:00         LUNO          BTC   \n",
       "12   2018-05-18 15:05:03.041440+00:00         LUNO          BTC   \n",
       "13   2018-05-18 15:10:03.737676+00:00         LUNO          BTC   \n",
       "14   2018-05-18 15:15:03.449364+00:00         LUNO          BTC   \n",
       "15   2018-05-18 15:20:03.494932+00:00         LUNO          BTC   \n",
       "16   2018-05-18 15:25:03.612343+00:00         LUNO          BTC   \n",
       "17   2018-05-18 15:30:03.850170+00:00         LUNO          BTC   \n",
       "18   2018-05-18 15:35:03.520213+00:00         LUNO          BTC   \n",
       "19   2018-05-18 15:40:03.258734+00:00         LUNO          BTC   \n",
       "20   2018-05-18 15:45:03.772975+00:00         LUNO          BTC   \n",
       "21   2018-05-18 15:50:03.750759+00:00         LUNO          BTC   \n",
       "22   2018-05-18 15:55:03.092069+00:00         LUNO          BTC   \n",
       "23   2018-05-18 16:00:03.604172+00:00         LUNO          BTC   \n",
       "24   2018-05-18 16:05:03.479596+00:00         LUNO          BTC   \n",
       "25   2018-05-18 16:10:03.502309+00:00         LUNO          BTC   \n",
       "26   2018-05-18 16:15:03.566860+00:00         LUNO          BTC   \n",
       "27   2018-05-18 16:20:03.605444+00:00         LUNO          BTC   \n",
       "28   2018-05-18 16:25:03.994135+00:00         LUNO          BTC   \n",
       "29   2018-05-18 16:30:03.715536+00:00         LUNO          BTC   \n",
       "..                                ...          ...          ...   \n",
       "258  2018-05-19 11:35:03.306853+00:00         LUNO          BTC   \n",
       "259  2018-05-19 11:40:03.534370+00:00         LUNO          BTC   \n",
       "260  2018-05-19 11:45:02.921918+00:00         LUNO          BTC   \n",
       "261  2018-05-19 11:50:03.766388+00:00         LUNO          BTC   \n",
       "262  2018-05-19 11:55:04.036188+00:00         LUNO          BTC   \n",
       "263  2018-05-19 12:00:04.059973+00:00         LUNO          BTC   \n",
       "264  2018-05-19 12:05:03.425286+00:00         LUNO          BTC   \n",
       "265  2018-05-19 12:10:03.860302+00:00         LUNO          BTC   \n",
       "266  2018-05-19 12:15:03.616777+00:00         LUNO          BTC   \n",
       "267  2018-05-19 12:20:03.889143+00:00         LUNO          BTC   \n",
       "268  2018-05-19 12:25:03.992976+00:00         LUNO          BTC   \n",
       "269  2018-05-19 12:30:03.594998+00:00         LUNO          BTC   \n",
       "270  2018-05-19 12:35:03.012788+00:00         LUNO          BTC   \n",
       "271  2018-05-19 12:40:03.607830+00:00         LUNO          BTC   \n",
       "272  2018-05-19 12:45:03.293194+00:00         LUNO          BTC   \n",
       "273  2018-05-19 12:50:03.702969+00:00         LUNO          BTC   \n",
       "274  2018-05-19 12:55:04.044619+00:00         LUNO          BTC   \n",
       "275  2018-05-19 13:00:04.163959+00:00         LUNO          BTC   \n",
       "276  2018-05-19 13:05:03.061169+00:00         LUNO          BTC   \n",
       "277  2018-05-19 13:10:03.640746+00:00         LUNO          BTC   \n",
       "278  2018-05-19 13:15:03.337139+00:00         LUNO          BTC   \n",
       "279  2018-05-19 13:20:03.468370+00:00         LUNO          BTC   \n",
       "280  2018-05-19 13:25:03.697199+00:00         LUNO          BTC   \n",
       "281  2018-05-19 13:30:03.743822+00:00         LUNO          BTC   \n",
       "282  2018-05-19 13:35:03.381185+00:00         LUNO          BTC   \n",
       "283  2018-05-19 13:40:03.670778+00:00         LUNO          BTC   \n",
       "284  2018-05-19 13:45:03.263421+00:00         LUNO          BTC   \n",
       "285  2018-05-19 13:50:03.652680+00:00         LUNO          BTC   \n",
       "286  2018-05-19 13:55:03.712726+00:00         LUNO          BTC   \n",
       "287  2018-05-19 14:00:03.648711+00:00         LUNO          BTC   \n",
       "\n",
       "    base_currency_x_x  ask_luno_btc  volume_luno_btc  last_trade_luno_btc  \\\n",
       "0                 ZAR      107594.0       452.704659             107594.0   \n",
       "1                 ZAR      107501.0       454.616308             107501.0   \n",
       "2                 ZAR      107497.0       458.126820             107497.0   \n",
       "3                 ZAR      107209.0       460.101148             107208.0   \n",
       "4                 ZAR      107209.0       459.565957             107208.0   \n",
       "5                 ZAR      107030.0       457.693359             107030.0   \n",
       "6                 ZAR      107030.0       459.618756             107029.0   \n",
       "7                 ZAR      107030.0       459.194276             107029.0   \n",
       "8                 ZAR      107082.0       463.258238             107081.0   \n",
       "9                 ZAR      107082.0       462.592107             107082.0   \n",
       "10                ZAR      107030.0       462.337419             107030.0   \n",
       "11                ZAR      106999.0       464.323635             106692.0   \n",
       "12                ZAR      106971.0       469.925518             106992.0   \n",
       "13                ZAR      106818.0       469.795093             106817.0   \n",
       "14                ZAR      106818.0       470.182010             106817.0   \n",
       "15                ZAR      107000.0       464.251869             106999.0   \n",
       "16                ZAR      107000.0       466.342707             107000.0   \n",
       "17                ZAR      107000.0       466.187153             106999.0   \n",
       "18                ZAR      107000.0       465.741208             106999.0   \n",
       "19                ZAR      107000.0       465.737482             106999.0   \n",
       "20                ZAR      107799.0       465.588232             107437.0   \n",
       "21                ZAR      107800.0       470.217953             107799.0   \n",
       "22                ZAR      107800.0       470.068273             107799.0   \n",
       "23                ZAR      107800.0       468.904765             107799.0   \n",
       "24                ZAR      107800.0       469.065392             107799.0   \n",
       "25                ZAR      107667.0       467.469829             107667.0   \n",
       "26                ZAR      107667.0       467.553164             107666.0   \n",
       "27                ZAR      107667.0       467.315931             107667.0   \n",
       "28                ZAR      107667.0       465.999578             107667.0   \n",
       "29                ZAR      107661.0       465.117590             107660.0   \n",
       "..                ...           ...              ...                  ...   \n",
       "258               ZAR      109996.0       201.908685             109995.0   \n",
       "259               ZAR      109996.0       201.385034             109996.0   \n",
       "260               ZAR      109996.0       200.837154             109996.0   \n",
       "261               ZAR      109996.0       200.572901             109995.0   \n",
       "262               ZAR      109996.0       200.052601             109996.0   \n",
       "263               ZAR      110499.0       201.433283             110499.0   \n",
       "264               ZAR      111561.0       204.889503             111560.0   \n",
       "265               ZAR      111561.0       210.268955             111560.0   \n",
       "266               ZAR      111561.0       209.911460             111561.0   \n",
       "267               ZAR      111443.0       209.073660             111442.0   \n",
       "268               ZAR      111560.0       208.957615             111561.0   \n",
       "269               ZAR      111552.0       212.162179             111552.0   \n",
       "270               ZAR      111555.0       210.695033             111554.0   \n",
       "271               ZAR      111675.0       210.322909             111682.0   \n",
       "272               ZAR      111682.0       210.409662             111604.0   \n",
       "273               ZAR      111700.0       210.684034             111699.0   \n",
       "274               ZAR      111700.0       208.475430             111700.0   \n",
       "275               ZAR      111700.0       208.021477             111700.0   \n",
       "276               ZAR      111897.0       207.128711             111899.0   \n",
       "277               ZAR      111899.0       208.764673             111887.0   \n",
       "278               ZAR      111899.0       208.282509             111899.0   \n",
       "279               ZAR      111899.0       209.590563             111899.0   \n",
       "280               ZAR      111899.0       210.265044             111898.0   \n",
       "281               ZAR      111154.0       209.495528             111153.0   \n",
       "282               ZAR      111151.0       208.292221             111008.0   \n",
       "283               ZAR      111102.0       207.697933             111102.0   \n",
       "284               ZAR      111035.0       203.990628             111037.0   \n",
       "285               ZAR      110847.0       204.807601             110847.0   \n",
       "286               ZAR      110738.0       203.999067             110738.0   \n",
       "287               ZAR      110738.0       206.418844             110738.0   \n",
       "\n",
       "    exchange_y_x currency_y_x base_currency_y_x         ...           \\\n",
       "0           LUNO          ETH               BTC         ...            \n",
       "1           LUNO          ETH               BTC         ...            \n",
       "2           LUNO          ETH               BTC         ...            \n",
       "3           LUNO          ETH               BTC         ...            \n",
       "4           LUNO          ETH               BTC         ...            \n",
       "5           LUNO          ETH               BTC         ...            \n",
       "6           LUNO          ETH               BTC         ...            \n",
       "7           LUNO          ETH               BTC         ...            \n",
       "8           LUNO          ETH               BTC         ...            \n",
       "9           LUNO          ETH               BTC         ...            \n",
       "10          LUNO          ETH               BTC         ...            \n",
       "11          LUNO          ETH               BTC         ...            \n",
       "12          LUNO          ETH               BTC         ...            \n",
       "13          LUNO          ETH               BTC         ...            \n",
       "14          LUNO          ETH               BTC         ...            \n",
       "15          LUNO          ETH               BTC         ...            \n",
       "16          LUNO          ETH               BTC         ...            \n",
       "17          LUNO          ETH               BTC         ...            \n",
       "18          LUNO          ETH               BTC         ...            \n",
       "19          LUNO          ETH               BTC         ...            \n",
       "20          LUNO          ETH               BTC         ...            \n",
       "21          LUNO          ETH               BTC         ...            \n",
       "22          LUNO          ETH               BTC         ...            \n",
       "23          LUNO          ETH               BTC         ...            \n",
       "24          LUNO          ETH               BTC         ...            \n",
       "25          LUNO          ETH               BTC         ...            \n",
       "26          LUNO          ETH               BTC         ...            \n",
       "27          LUNO          ETH               BTC         ...            \n",
       "28          LUNO          ETH               BTC         ...            \n",
       "29          LUNO          ETH               BTC         ...            \n",
       "..           ...          ...               ...         ...            \n",
       "258         LUNO          ETH               BTC         ...            \n",
       "259         LUNO          ETH               BTC         ...            \n",
       "260         LUNO          ETH               BTC         ...            \n",
       "261         LUNO          ETH               BTC         ...            \n",
       "262         LUNO          ETH               BTC         ...            \n",
       "263         LUNO          ETH               BTC         ...            \n",
       "264         LUNO          ETH               BTC         ...            \n",
       "265         LUNO          ETH               BTC         ...            \n",
       "266         LUNO          ETH               BTC         ...            \n",
       "267         LUNO          ETH               BTC         ...            \n",
       "268         LUNO          ETH               BTC         ...            \n",
       "269         LUNO          ETH               BTC         ...            \n",
       "270         LUNO          ETH               BTC         ...            \n",
       "271         LUNO          ETH               BTC         ...            \n",
       "272         LUNO          ETH               BTC         ...            \n",
       "273         LUNO          ETH               BTC         ...            \n",
       "274         LUNO          ETH               BTC         ...            \n",
       "275         LUNO          ETH               BTC         ...            \n",
       "276         LUNO          ETH               BTC         ...            \n",
       "277         LUNO          ETH               BTC         ...            \n",
       "278         LUNO          ETH               BTC         ...            \n",
       "279         LUNO          ETH               BTC         ...            \n",
       "280         LUNO          ETH               BTC         ...            \n",
       "281         LUNO          ETH               BTC         ...            \n",
       "282         LUNO          ETH               BTC         ...            \n",
       "283         LUNO          ETH               BTC         ...            \n",
       "284         LUNO          ETH               BTC         ...            \n",
       "285         LUNO          ETH               BTC         ...            \n",
       "286         LUNO          ETH               BTC         ...            \n",
       "287         LUNO          ETH               BTC         ...            \n",
       "\n",
       "     base_currency_x_y  ask_fixer_zar  volume_fixer_zar last_trade_fixer_zar  \\\n",
       "0                  USD      12.736605               NaN                  NaN   \n",
       "1                  USD      12.736605               NaN                  NaN   \n",
       "2                  USD      12.736605               NaN                  NaN   \n",
       "3                  USD      12.736605               NaN                  NaN   \n",
       "4                  USD      12.736605               NaN                  NaN   \n",
       "5                  USD      12.736605               NaN                  NaN   \n",
       "6                  USD      12.736605               NaN                  NaN   \n",
       "7                  USD      12.736605               NaN                  NaN   \n",
       "8                  USD      12.773498               NaN                  NaN   \n",
       "9                  USD      12.773498               NaN                  NaN   \n",
       "10                 USD      12.773498               NaN                  NaN   \n",
       "11                 USD      12.773498               NaN                  NaN   \n",
       "12                 USD      12.773498               NaN                  NaN   \n",
       "13                 USD      12.773498               NaN                  NaN   \n",
       "14                 USD      12.773498               NaN                  NaN   \n",
       "15                 USD      12.773498               NaN                  NaN   \n",
       "16                 USD      12.773498               NaN                  NaN   \n",
       "17                 USD      12.773498               NaN                  NaN   \n",
       "18                 USD      12.773498               NaN                  NaN   \n",
       "19                 USD      12.751196               NaN                  NaN   \n",
       "20                 USD      12.751196               NaN                  NaN   \n",
       "21                 USD      12.751196               NaN                  NaN   \n",
       "22                 USD      12.751196               NaN                  NaN   \n",
       "23                 USD      12.751196               NaN                  NaN   \n",
       "24                 USD      12.751196               NaN                  NaN   \n",
       "25                 USD      12.751196               NaN                  NaN   \n",
       "26                 NaN            NaN               NaN                  NaN   \n",
       "27                 USD      12.751196               NaN                  NaN   \n",
       "28                 USD      12.751196               NaN                  NaN   \n",
       "29                 USD      12.751196               NaN                  NaN   \n",
       "..                 ...            ...               ...                  ...   \n",
       "258                USD      12.777504               NaN                  NaN   \n",
       "259                USD      12.777504               NaN                  NaN   \n",
       "260                USD      12.777504               NaN                  NaN   \n",
       "261                USD      12.777504               NaN                  NaN   \n",
       "262                USD      12.777504               NaN                  NaN   \n",
       "263                USD      12.777504               NaN                  NaN   \n",
       "264                USD      12.777504               NaN                  NaN   \n",
       "265                USD      12.777504               NaN                  NaN   \n",
       "266                USD      12.777504               NaN                  NaN   \n",
       "267                USD      12.777504               NaN                  NaN   \n",
       "268                USD      12.777504               NaN                  NaN   \n",
       "269                USD      12.777504               NaN                  NaN   \n",
       "270                USD      12.777504               NaN                  NaN   \n",
       "271                USD      12.777504               NaN                  NaN   \n",
       "272                USD      12.777504               NaN                  NaN   \n",
       "273                USD      12.777504               NaN                  NaN   \n",
       "274                USD      12.777504               NaN                  NaN   \n",
       "275                USD      12.777504               NaN                  NaN   \n",
       "276                USD      12.777504               NaN                  NaN   \n",
       "277                USD      12.777504               NaN                  NaN   \n",
       "278                USD      12.777504               NaN                  NaN   \n",
       "279                USD      12.777504               NaN                  NaN   \n",
       "280                NaN            NaN               NaN                  NaN   \n",
       "281                USD      12.777504               NaN                  NaN   \n",
       "282                USD      12.777504               NaN                  NaN   \n",
       "283                USD      12.777504               NaN                  NaN   \n",
       "284                USD      12.777504               NaN                  NaN   \n",
       "285                USD      12.777504               NaN                  NaN   \n",
       "286                USD      12.777504               NaN                  NaN   \n",
       "287                USD      12.777504               NaN                  NaN   \n",
       "\n",
       "    exchange_y_y currency_y_y  base_currency_y_y  ask_fixer_eur  \\\n",
       "0          FIXER          EUR                USD       0.849705   \n",
       "1          FIXER          EUR                USD       0.849705   \n",
       "2          FIXER          EUR                USD       0.849705   \n",
       "3          FIXER          EUR                USD       0.849705   \n",
       "4          FIXER          EUR                USD       0.849705   \n",
       "5          FIXER          EUR                USD       0.849705   \n",
       "6          FIXER          EUR                USD       0.849705   \n",
       "7          FIXER          EUR                USD       0.849705   \n",
       "8          FIXER          EUR                USD       0.849795   \n",
       "9          FIXER          EUR                USD       0.849795   \n",
       "10         FIXER          EUR                USD       0.849795   \n",
       "11         FIXER          EUR                USD       0.849795   \n",
       "12         FIXER          EUR                USD       0.849795   \n",
       "13         FIXER          EUR                USD       0.849795   \n",
       "14         FIXER          EUR                USD       0.849795   \n",
       "15         FIXER          EUR                USD       0.849795   \n",
       "16         FIXER          EUR                USD       0.849795   \n",
       "17         FIXER          EUR                USD       0.849795   \n",
       "18         FIXER          EUR                USD       0.849795   \n",
       "19         FIXER          EUR                USD       0.849599   \n",
       "20         FIXER          EUR                USD       0.849599   \n",
       "21         FIXER          EUR                USD       0.849599   \n",
       "22         FIXER          EUR                USD       0.849599   \n",
       "23         FIXER          EUR                USD       0.849599   \n",
       "24         FIXER          EUR                USD       0.849599   \n",
       "25         FIXER          EUR                USD       0.849599   \n",
       "26           NaN          NaN                NaN            NaN   \n",
       "27         FIXER          EUR                USD       0.849599   \n",
       "28         FIXER          EUR                USD       0.849599   \n",
       "29         FIXER          EUR                USD       0.849599   \n",
       "..           ...          ...                ...            ...   \n",
       "258        FIXER          EUR                USD       0.849404   \n",
       "259        FIXER          EUR                USD       0.849404   \n",
       "260        FIXER          EUR                USD       0.849404   \n",
       "261        FIXER          EUR                USD       0.849404   \n",
       "262        FIXER          EUR                USD       0.849404   \n",
       "263        FIXER          EUR                USD       0.849404   \n",
       "264        FIXER          EUR                USD       0.849404   \n",
       "265        FIXER          EUR                USD       0.849404   \n",
       "266        FIXER          EUR                USD       0.849404   \n",
       "267        FIXER          EUR                USD       0.849404   \n",
       "268        FIXER          EUR                USD       0.849404   \n",
       "269        FIXER          EUR                USD       0.849404   \n",
       "270        FIXER          EUR                USD       0.849404   \n",
       "271        FIXER          EUR                USD       0.849404   \n",
       "272        FIXER          EUR                USD       0.849404   \n",
       "273        FIXER          EUR                USD       0.849404   \n",
       "274        FIXER          EUR                USD       0.849404   \n",
       "275        FIXER          EUR                USD       0.849404   \n",
       "276        FIXER          EUR                USD       0.849404   \n",
       "277        FIXER          EUR                USD       0.849404   \n",
       "278        FIXER          EUR                USD       0.849404   \n",
       "279        FIXER          EUR                USD       0.849404   \n",
       "280          NaN          NaN                NaN            NaN   \n",
       "281        FIXER          EUR                USD       0.849404   \n",
       "282        FIXER          EUR                USD       0.849404   \n",
       "283        FIXER          EUR                USD       0.849404   \n",
       "284        FIXER          EUR                USD       0.849404   \n",
       "285        FIXER          EUR                USD       0.849404   \n",
       "286        FIXER          EUR                USD       0.849404   \n",
       "287        FIXER          EUR                USD       0.849404   \n",
       "\n",
       "     volume_fixer_eur last_trade_fixer_eur  \n",
       "0                 NaN                  NaN  \n",
       "1                 NaN                  NaN  \n",
       "2                 NaN                  NaN  \n",
       "3                 NaN                  NaN  \n",
       "4                 NaN                  NaN  \n",
       "5                 NaN                  NaN  \n",
       "6                 NaN                  NaN  \n",
       "7                 NaN                  NaN  \n",
       "8                 NaN                  NaN  \n",
       "9                 NaN                  NaN  \n",
       "10                NaN                  NaN  \n",
       "11                NaN                  NaN  \n",
       "12                NaN                  NaN  \n",
       "13                NaN                  NaN  \n",
       "14                NaN                  NaN  \n",
       "15                NaN                  NaN  \n",
       "16                NaN                  NaN  \n",
       "17                NaN                  NaN  \n",
       "18                NaN                  NaN  \n",
       "19                NaN                  NaN  \n",
       "20                NaN                  NaN  \n",
       "21                NaN                  NaN  \n",
       "22                NaN                  NaN  \n",
       "23                NaN                  NaN  \n",
       "24                NaN                  NaN  \n",
       "25                NaN                  NaN  \n",
       "26                NaN                  NaN  \n",
       "27                NaN                  NaN  \n",
       "28                NaN                  NaN  \n",
       "29                NaN                  NaN  \n",
       "..                ...                  ...  \n",
       "258               NaN                  NaN  \n",
       "259               NaN                  NaN  \n",
       "260               NaN                  NaN  \n",
       "261               NaN                  NaN  \n",
       "262               NaN                  NaN  \n",
       "263               NaN                  NaN  \n",
       "264               NaN                  NaN  \n",
       "265               NaN                  NaN  \n",
       "266               NaN                  NaN  \n",
       "267               NaN                  NaN  \n",
       "268               NaN                  NaN  \n",
       "269               NaN                  NaN  \n",
       "270               NaN                  NaN  \n",
       "271               NaN                  NaN  \n",
       "272               NaN                  NaN  \n",
       "273               NaN                  NaN  \n",
       "274               NaN                  NaN  \n",
       "275               NaN                  NaN  \n",
       "276               NaN                  NaN  \n",
       "277               NaN                  NaN  \n",
       "278               NaN                  NaN  \n",
       "279               NaN                  NaN  \n",
       "280               NaN                  NaN  \n",
       "281               NaN                  NaN  \n",
       "282               NaN                  NaN  \n",
       "283               NaN                  NaN  \n",
       "284               NaN                  NaN  \n",
       "285               NaN                  NaN  \n",
       "286               NaN                  NaN  \n",
       "287               NaN                  NaN  \n",
       "\n",
       "[288 rows x 25 columns]"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_tr4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Export results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "excel_writer = pd.ExcelWriter(folder + 'Export_trades.xlsx')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_tr4.to_excel(excel_writer)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [],
   "source": [
    "excel_writer.save()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
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  "language_info": {
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   "file_extension": ".py",
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