crypto_arbitrage.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Crypto Arbitrage\n",
    "\n",
    "#### This application considers arbitrage opportunities in Bitcoin and other cryptocurrencies. As Bitcoin and other cryptocurrencies trade on markets across the globe, the Crypto Arbitrage application identifies arbitrage opportunities by sorting through historical trade data for Bitcoin on both Bitstamp and Coinbase and capitalizes on simultaneous price dislocations by using the power of Pandas."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "####  Import the required libraries and dependencies."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 167,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "from pathlib import Path\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Collecting the Data\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Using the Pandas `read_csv` function and the `Path` module, data is imported from `bitstamp.csv` file and used to create a DataFrame called `bitstamp`. The index, index_col is set as the Timestamp column, and dates are parsed and formated."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 168,
   "metadata": {},
   "outputs": [],
   "source": [
    "bitstamp = pd.read_csv(\n",
    "    Path(\"./Resources/bitstamp.csv\"), \n",
    "    index_col=\"Timestamp\", \n",
    "    parse_dates=True, \n",
    "    infer_datetime_format=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Using the `head` function to confirm that Pandas properly imported the data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 169,
   "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>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "      <th>BTC Volume</th>\n",
       "      <th>USD Volume</th>\n",
       "      <th>Weighted Price</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Timestamp</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2018-01-01 00:00:00</th>\n",
       "      <td>13681.04</td>\n",
       "      <td>13681.04</td>\n",
       "      <td>13637.93</td>\n",
       "      <td>$13646.48</td>\n",
       "      <td>3.334553</td>\n",
       "      <td>45482.128785</td>\n",
       "      <td>13639.647479</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-01-01 00:01:00</th>\n",
       "      <td>13646.48</td>\n",
       "      <td>13658.75</td>\n",
       "      <td>13610.18</td>\n",
       "      <td>$13658.75</td>\n",
       "      <td>2.663188</td>\n",
       "      <td>36361.390888</td>\n",
       "      <td>13653.332816</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-01-01 00:02:00</th>\n",
       "      <td>13616.93</td>\n",
       "      <td>13616.93</td>\n",
       "      <td>13610.06</td>\n",
       "      <td>$13610.22</td>\n",
       "      <td>0.084653</td>\n",
       "      <td>1152.144036</td>\n",
       "      <td>13610.136247</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-01-01 00:03:00</th>\n",
       "      <td>13610.27</td>\n",
       "      <td>13639.09</td>\n",
       "      <td>13610.27</td>\n",
       "      <td>$13639.09</td>\n",
       "      <td>7.182986</td>\n",
       "      <td>97856.416478</td>\n",
       "      <td>13623.361128</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-01-01 00:04:00</th>\n",
       "      <td>13635.35</td>\n",
       "      <td>13636.35</td>\n",
       "      <td>13620.00</td>\n",
       "      <td>$13620.0</td>\n",
       "      <td>1.069665</td>\n",
       "      <td>14582.660932</td>\n",
       "      <td>13632.923329</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                         Open      High       Low      Close  BTC Volume  \\\n",
       "Timestamp                                                                  \n",
       "2018-01-01 00:00:00  13681.04  13681.04  13637.93  $13646.48    3.334553   \n",
       "2018-01-01 00:01:00  13646.48  13658.75  13610.18  $13658.75    2.663188   \n",
       "2018-01-01 00:02:00  13616.93  13616.93  13610.06  $13610.22    0.084653   \n",
       "2018-01-01 00:03:00  13610.27  13639.09  13610.27  $13639.09    7.182986   \n",
       "2018-01-01 00:04:00  13635.35  13636.35  13620.00   $13620.0    1.069665   \n",
       "\n",
       "                       USD Volume  Weighted Price  \n",
       "Timestamp                                          \n",
       "2018-01-01 00:00:00  45482.128785    13639.647479  \n",
       "2018-01-01 00:01:00  36361.390888    13653.332816  \n",
       "2018-01-01 00:02:00   1152.144036    13610.136247  \n",
       "2018-01-01 00:03:00  97856.416478    13623.361128  \n",
       "2018-01-01 00:04:00  14582.660932    13632.923329  "
      ]
     },
     "execution_count": 169,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bitstamp.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Using the Pandas `read_csv` function and the `Path` module, data is imported from `coinbase.csv` file and used to create a DataFrame called `coinbase`. The index, index_col is set as the Timestamp column, and dates are parsed and formated."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 170,
   "metadata": {},
   "outputs": [],
   "source": [
    "coinbase = pd.read_csv(\n",
    "    Path(\"./Resources/coinbase.csv\"), \n",
    "    index_col=\"Timestamp\", \n",
    "    parse_dates=True, \n",
    "    infer_datetime_format=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Using the `head` function to confirm that Pandas properly imported the data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 171,
   "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>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "      <th>BTC Volume</th>\n",
       "      <th>USD Volume</th>\n",
       "      <th>Weighted Price</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Timestamp</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2018-01-01 00:00:00</th>\n",
       "      <td>13620.00</td>\n",
       "      <td>13620.00</td>\n",
       "      <td>13608.49</td>\n",
       "      <td>$13608.49</td>\n",
       "      <td>20.812754</td>\n",
       "      <td>283451.08537</td>\n",
       "      <td>13619.105106</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-01-01 00:01:00</th>\n",
       "      <td>13607.14</td>\n",
       "      <td>13607.14</td>\n",
       "      <td>13601.66</td>\n",
       "      <td>$13601.66</td>\n",
       "      <td>13.474359</td>\n",
       "      <td>183283.97801</td>\n",
       "      <td>13602.426919</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-01-01 00:02:00</th>\n",
       "      <td>13601.44</td>\n",
       "      <td>13601.44</td>\n",
       "      <td>13580.00</td>\n",
       "      <td>$13580.0</td>\n",
       "      <td>11.536360</td>\n",
       "      <td>156789.19686</td>\n",
       "      <td>13590.872506</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-01-01 00:03:00</th>\n",
       "      <td>13587.31</td>\n",
       "      <td>13587.31</td>\n",
       "      <td>13542.70</td>\n",
       "      <td>$13550.34</td>\n",
       "      <td>16.328039</td>\n",
       "      <td>221413.64182</td>\n",
       "      <td>13560.332806</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-01-01 00:04:00</th>\n",
       "      <td>13550.34</td>\n",
       "      <td>13585.95</td>\n",
       "      <td>13550.34</td>\n",
       "      <td>$13583.44</td>\n",
       "      <td>9.955364</td>\n",
       "      <td>135141.26944</td>\n",
       "      <td>13574.719401</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                         Open      High       Low      Close  BTC Volume  \\\n",
       "Timestamp                                                                  \n",
       "2018-01-01 00:00:00  13620.00  13620.00  13608.49  $13608.49   20.812754   \n",
       "2018-01-01 00:01:00  13607.14  13607.14  13601.66  $13601.66   13.474359   \n",
       "2018-01-01 00:02:00  13601.44  13601.44  13580.00   $13580.0   11.536360   \n",
       "2018-01-01 00:03:00  13587.31  13587.31  13542.70  $13550.34   16.328039   \n",
       "2018-01-01 00:04:00  13550.34  13585.95  13550.34  $13583.44    9.955364   \n",
       "\n",
       "                       USD Volume  Weighted Price  \n",
       "Timestamp                                          \n",
       "2018-01-01 00:00:00  283451.08537    13619.105106  \n",
       "2018-01-01 00:01:00  183283.97801    13602.426919  \n",
       "2018-01-01 00:02:00  156789.19686    13590.872506  \n",
       "2018-01-01 00:03:00  221413.64182    13560.332806  \n",
       "2018-01-01 00:04:00  135141.26944    13574.719401  "
      ]
     },
     "execution_count": 171,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "coinbase.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Preparing the Data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Dropping all `NaN` or missing values in the bitstamp DataFrame."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 172,
   "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>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "      <th>BTC Volume</th>\n",
       "      <th>USD Volume</th>\n",
       "      <th>Weighted Price</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Timestamp</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2018-01-01 00:00:00</th>\n",
       "      <td>13681.04</td>\n",
       "      <td>13681.04</td>\n",
       "      <td>13637.93</td>\n",
       "      <td>$13646.48</td>\n",
       "      <td>3.334553</td>\n",
       "      <td>45482.128785</td>\n",
       "      <td>13639.647479</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-01-01 00:01:00</th>\n",
       "      <td>13646.48</td>\n",
       "      <td>13658.75</td>\n",
       "      <td>13610.18</td>\n",
       "      <td>$13658.75</td>\n",
       "      <td>2.663188</td>\n",
       "      <td>36361.390888</td>\n",
       "      <td>13653.332816</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-01-01 00:02:00</th>\n",
       "      <td>13616.93</td>\n",
       "      <td>13616.93</td>\n",
       "      <td>13610.06</td>\n",
       "      <td>$13610.22</td>\n",
       "      <td>0.084653</td>\n",
       "      <td>1152.144036</td>\n",
       "      <td>13610.136247</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-01-01 00:03:00</th>\n",
       "      <td>13610.27</td>\n",
       "      <td>13639.09</td>\n",
       "      <td>13610.27</td>\n",
       "      <td>$13639.09</td>\n",
       "      <td>7.182986</td>\n",
       "      <td>97856.416478</td>\n",
       "      <td>13623.361128</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-01-01 00:04:00</th>\n",
       "      <td>13635.35</td>\n",
       "      <td>13636.35</td>\n",
       "      <td>13620.00</td>\n",
       "      <td>$13620.0</td>\n",
       "      <td>1.069665</td>\n",
       "      <td>14582.660932</td>\n",
       "      <td>13632.923329</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                         Open      High       Low      Close  BTC Volume  \\\n",
       "Timestamp                                                                  \n",
       "2018-01-01 00:00:00  13681.04  13681.04  13637.93  $13646.48    3.334553   \n",
       "2018-01-01 00:01:00  13646.48  13658.75  13610.18  $13658.75    2.663188   \n",
       "2018-01-01 00:02:00  13616.93  13616.93  13610.06  $13610.22    0.084653   \n",
       "2018-01-01 00:03:00  13610.27  13639.09  13610.27  $13639.09    7.182986   \n",
       "2018-01-01 00:04:00  13635.35  13636.35  13620.00   $13620.0    1.069665   \n",
       "\n",
       "                       USD Volume  Weighted Price  \n",
       "Timestamp                                          \n",
       "2018-01-01 00:00:00  45482.128785    13639.647479  \n",
       "2018-01-01 00:01:00  36361.390888    13653.332816  \n",
       "2018-01-01 00:02:00   1152.144036    13610.136247  \n",
       "2018-01-01 00:03:00  97856.416478    13623.361128  \n",
       "2018-01-01 00:04:00  14582.660932    13632.923329  "
      ]
     },
     "execution_count": 172,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bitstamp = bitstamp.dropna()\n",
    "bitstamp.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Using the `str.replace` function to remove the dollar signs ($) from the values in the Close column."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 173,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-173-1c1b5e8cb873>:1: FutureWarning: The default value of regex will change from True to False in a future version. In addition, single character regular expressions will*not* be treated as literal strings when regex=True.\n",
      "  bitstamp.loc[:, \"Close\"] = bitstamp.loc[:, \"Close\"].str.replace(\"$\", \"\")\n"
     ]
    }
   ],
   "source": [
    "bitstamp.loc[:, \"Close\"] = bitstamp.loc[:, \"Close\"].str.replace(\"$\", \"\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Converting the data type of the Close column to a `float`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 174,
   "metadata": {},
   "outputs": [],
   "source": [
    "bitstamp.loc[:, \"Close\"] = bitstamp.loc[:, \"Close\"].astype(\"float\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Reviewing data for duplicated values and dropping them."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 175,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "There are 0 duplicate values.\n"
     ]
    }
   ],
   "source": [
    "bitstamp_duplicates = bitstamp.duplicated().sum()\n",
    "print(f\"There are {bitstamp_duplicates} duplicate values.\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Dropping all `NaN` or missing values in the coinbase DataFrame."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 176,
   "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>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "      <th>BTC Volume</th>\n",
       "      <th>USD Volume</th>\n",
       "      <th>Weighted Price</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Timestamp</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2018-01-01 00:00:00</th>\n",
       "      <td>13620.00</td>\n",
       "      <td>13620.00</td>\n",
       "      <td>13608.49</td>\n",
       "      <td>$13608.49</td>\n",
       "      <td>20.812754</td>\n",
       "      <td>283451.08537</td>\n",
       "      <td>13619.105106</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-01-01 00:01:00</th>\n",
       "      <td>13607.14</td>\n",
       "      <td>13607.14</td>\n",
       "      <td>13601.66</td>\n",
       "      <td>$13601.66</td>\n",
       "      <td>13.474359</td>\n",
       "      <td>183283.97801</td>\n",
       "      <td>13602.426919</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-01-01 00:02:00</th>\n",
       "      <td>13601.44</td>\n",
       "      <td>13601.44</td>\n",
       "      <td>13580.00</td>\n",
       "      <td>$13580.0</td>\n",
       "      <td>11.536360</td>\n",
       "      <td>156789.19686</td>\n",
       "      <td>13590.872506</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-01-01 00:03:00</th>\n",
       "      <td>13587.31</td>\n",
       "      <td>13587.31</td>\n",
       "      <td>13542.70</td>\n",
       "      <td>$13550.34</td>\n",
       "      <td>16.328039</td>\n",
       "      <td>221413.64182</td>\n",
       "      <td>13560.332806</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-01-01 00:04:00</th>\n",
       "      <td>13550.34</td>\n",
       "      <td>13585.95</td>\n",
       "      <td>13550.34</td>\n",
       "      <td>$13583.44</td>\n",
       "      <td>9.955364</td>\n",
       "      <td>135141.26944</td>\n",
       "      <td>13574.719401</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                         Open      High       Low      Close  BTC Volume  \\\n",
       "Timestamp                                                                  \n",
       "2018-01-01 00:00:00  13620.00  13620.00  13608.49  $13608.49   20.812754   \n",
       "2018-01-01 00:01:00  13607.14  13607.14  13601.66  $13601.66   13.474359   \n",
       "2018-01-01 00:02:00  13601.44  13601.44  13580.00   $13580.0   11.536360   \n",
       "2018-01-01 00:03:00  13587.31  13587.31  13542.70  $13550.34   16.328039   \n",
       "2018-01-01 00:04:00  13550.34  13585.95  13550.34  $13583.44    9.955364   \n",
       "\n",
       "                       USD Volume  Weighted Price  \n",
       "Timestamp                                          \n",
       "2018-01-01 00:00:00  283451.08537    13619.105106  \n",
       "2018-01-01 00:01:00  183283.97801    13602.426919  \n",
       "2018-01-01 00:02:00  156789.19686    13590.872506  \n",
       "2018-01-01 00:03:00  221413.64182    13560.332806  \n",
       "2018-01-01 00:04:00  135141.26944    13574.719401  "
      ]
     },
     "execution_count": 176,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "coinbase = coinbase.dropna()\n",
    "coinbase.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Using the `str.replace` function to remove the dollar signs ($) from the values in the Close column."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 177,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-177-fe52ea508398>:1: FutureWarning: The default value of regex will change from True to False in a future version. In addition, single character regular expressions will*not* be treated as literal strings when regex=True.\n",
      "  coinbase.loc[:, \"Close\"] = coinbase.loc[:, \"Close\"].str.replace(\"$\", \"\")\n"
     ]
    }
   ],
   "source": [
    "coinbase.loc[:, \"Close\"] = coinbase.loc[:, \"Close\"].str.replace(\"$\", \"\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Converting the data type of the Close column to a `float`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 178,
   "metadata": {},
   "outputs": [],
   "source": [
    "coinbase.loc[:, \"Close\"] = coinbase.loc[:, \"Close\"].astype(\"float\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Reviewing data for duplicated values and dropping them."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 179,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "There are 0 duplicate values.\n"
     ]
    }
   ],
   "source": [
    "coinbase_duplicates = coinbase.duplicated().sum()\n",
    "print(f\"There are {coinbase_duplicates} duplicate values.\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Analyzing the Data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Using loc to select `Close` from bitstamp DataFrame. Using the `head` function to review first five rows of the DataFrame."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 180,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Timestamp\n",
       "2018-01-01 00:00:00    13646.48\n",
       "2018-01-01 00:01:00    13658.75\n",
       "2018-01-01 00:02:00    13610.22\n",
       "2018-01-01 00:03:00    13639.09\n",
       "2018-01-01 00:04:00    13620.00\n",
       "Name: Close, dtype: float64"
      ]
     },
     "execution_count": 180,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bitstamp_sliced = bitstamp.loc[:,\"Close\"]\n",
    "bitstamp_sliced.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Using loc to select `Close` from coinbase DataFrame. Using the `head` function to review first five rows of the DataFrame."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 181,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Timestamp\n",
       "2018-01-01 00:00:00    13608.49\n",
       "2018-01-01 00:01:00    13601.66\n",
       "2018-01-01 00:02:00    13580.00\n",
       "2018-01-01 00:03:00    13550.34\n",
       "2018-01-01 00:04:00    13583.44\n",
       "Name: Close, dtype: float64"
      ]
     },
     "execution_count": 181,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "coinbase_sliced = coinbase.loc[:,\"Close\"]\n",
    "coinbase_sliced.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Sorting through time series data associated with bitstamp and coinbase DataFrames."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " #### Generating summary statistics for the bitstamp DataFrame using the `describe` function."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 182,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    129067.000000\n",
       "mean      10459.842453\n",
       "std        2315.976088\n",
       "min        5944.000000\n",
       "25%        8613.370000\n",
       "50%       10145.950000\n",
       "75%       11444.810000\n",
       "max       17234.980000\n",
       "Name: Close, dtype: float64"
      ]
     },
     "execution_count": 182,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bitstamp_sliced.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " #### Generating summary statistics for the coinbase DataFrame using the `describe` function."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 183,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<bound method NDFrame.describe of Timestamp\n",
       "2018-01-01 00:00:00    13608.49\n",
       "2018-01-01 00:01:00    13601.66\n",
       "2018-01-01 00:02:00    13580.00\n",
       "2018-01-01 00:03:00    13550.34\n",
       "2018-01-01 00:04:00    13583.44\n",
       "                         ...   \n",
       "2018-03-31 23:55:00     6930.00\n",
       "2018-03-31 23:56:00     6930.01\n",
       "2018-03-31 23:57:00     6933.91\n",
       "2018-03-31 23:58:00     6937.31\n",
       "2018-03-31 23:59:00     6934.00\n",
       "Name: Close, Length: 129322, dtype: float64>"
      ]
     },
     "execution_count": 183,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "coinbase_sliced.describe"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Creating a line plot for the full time period dataset in the bitstamp DataFrame. Figure size, title, and color are all tailored."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 184,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'Data via Bitstamp Exchange 2018-01-01 to 2018-04-01 Bitcoin Close Prices'}, xlabel='Timestamp'>"
      ]
     },
     "execution_count": 184,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "bitstamp_sliced.plot(title=\"Data via Bitstamp Exchange 2018-01-01 to 2018-04-01 Bitcoin Close Prices\",\n",
    "                     figsize=(10,7), color=\"red\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Creating a line plot for the full time period dataset in the coinbase DataFrame. Figure size, title, and color are all tailored."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 185,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'Data via Coinbase Exchange 2018-01-01 to 2018-04-01 Bitcoin Close Prices'}, xlabel='Timestamp'>"
      ]
     },
     "execution_count": 185,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "coinbase_sliced.plot(title=\"Data via Coinbase Exchange 2018-01-01 to 2018-04-01 Bitcoin Close Prices\",\n",
    "                     figsize=(10,7), color=\"blue\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Overlaying visualizations for full time period datasets of bitstamp and coinbase DataFrames in one plot. Legend, figure size, title, and color are all tailored."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 137,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7fb561015c10>"
      ]
     },
     "execution_count": 137,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = bitstamp_sliced.plot(figsize=(20, 10),color=\"red\", title='Exchange Comparison')\n",
    "coinbase_sliced.plot(color=\"blue\",ax=ax)\n",
    "\n",
    "ax.legend([\"Bitstamp\", \"Coinbase\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Using the `loc` and `plot` functions, price action of the assets on each exchange are plotted for different dates and times. The goal is to evaluate how the spread between the two exchanges changed across the time period that the datasets define and view how the degree of spread change as time progresses."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Overlaying visualizations for one month period early in the datasets of bitstamp and coinbase DataFrames in one plot. Legend, figure size, title, and color are all tailored."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 138,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'Exchange Comparison (Earlier Time Period)'}, xlabel='Timestamp'>"
      ]
     },
     "execution_count": 138,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "bitstamp_sliced.loc['2018-01-01' : '2018-02-01'].plot(\n",
    "    legend=True, figsize=(15, 10), title=\"Exchange Comparison (Earlier Time Period)\", color=\"red\", label=\"Bitstamp\")\n",
    "coinbase_sliced.loc['2018-01-01' : '2018-02-01'].plot(\n",
    "    legend=True, figsize=(15, 10), color=\"blue\", label=\"Coinbase\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Overlaying visualizations in one plot over a one month period in the middle of the bitstamp and coinbase datasets. Legend, figure size, title, and color are all tailored."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 139,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'Exchange Comparison (Later Time Period)'}, xlabel='Timestamp'>"
      ]
     },
     "execution_count": 139,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "bitstamp_sliced.loc['2018-03-01' : '2018-04-01'].plot(\n",
    "    legend=True, figsize=(15, 10), title=\"Exchange Comparison (Later Time Period)\", color=\"red\", label=\"Bitstamp\")\n",
    "coinbase_sliced.loc['2018-03-01' : '2018-04-01'].plot(\n",
    "    legend=True, figsize=(15, 10), color=\"blue\", label=\"Coinbase\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Question** Based on the visualizations of the different time periods, has the degree of spread change as time progressed?\n",
    "\n",
    "**Answer** Based on the visualizations of the different time periods, the degree of spread decreases as time progresses. This decrease in spread is identifiable from both bitstamp and coinbase datasets and seem to closely follow similar trends."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Focusing Analysis on Specific Dates within bitstamp and coinbase DataFrames."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Overlaying visualizations in one plot over a specific day early in the bitstamp and coinbase datasets. Legend, figure size, title, and color are all tailored."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 140,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'Exchange Comparison - Jan 16, 2018'}, xlabel='Timestamp'>"
      ]
     },
     "execution_count": 140,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "bitstamp_sliced.loc['2018-01-16'].plot(\n",
    "    legend=True, figsize=(15, 10), title=\"Exchange Comparison - Jan 16, 2018\", color=\"red\", label=\"Bitstamp\")\n",
    "coinbase_sliced.loc['2018-01-16'].plot(\n",
    "    legend=True, figsize=(15, 10), color=\"blue\", label=\"Coinbase\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Calculating the arbitrage spread of bitstamp and coinbase DataFrames, generating summary statistics of arbitrage in the early dataset."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 141,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    1419.000000\n",
       "mean       23.212135\n",
       "std        67.789186\n",
       "min      -275.920000\n",
       "25%        -8.330000\n",
       "50%        22.280000\n",
       "75%        52.355000\n",
       "max       606.800000\n",
       "Name: Close, dtype: float64"
      ]
     },
     "execution_count": 141,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "arbitrage_spread_early = coinbase_sliced.loc['2018-01-16'] - bitstamp_sliced.loc['2018-01-16']\n",
    "\n",
    "arbitrage_spread_early.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Visualizing the arbitrage spread from early in the dataset in a box plot."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 142,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'Arbitrage Spread - Jan 16, 2018'}>"
      ]
     },
     "execution_count": 142,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "arbitrage_spread_early.plot(kind='box', figsize=(10, 7), title=\"Arbitrage Spread - Jan 16, 2018\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Overlaying visualizations in one plot over a specific day in the middle of the bitstamp and coinbase datasets. Legend, figure size, title, and color are all tailored."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 143,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'Exchange Comparison - Feb 24, 2018'}, xlabel='Timestamp'>"
      ]
     },
     "execution_count": 143,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "bitstamp_sliced.loc['2018-02-24'].plot(\n",
    "    legend=True, figsize=(15, 10), title=\"Exchange Comparison - Feb 24, 2018\", color=\"red\", label=\"Bitstamp\")\n",
    "coinbase_sliced.loc['2018-02-24'].plot(\n",
    "    legend=True, figsize=(15, 10), color=\"blue\", label=\"Coinbase\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Calculating the arbitrage spread of bitstamp and coinbase DataFrames, generating summary statistics of arbitrage in the middle of the dataset."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 144,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    1437.000000\n",
       "mean        3.396131\n",
       "std        22.969472\n",
       "min       -50.180000\n",
       "25%       -10.590000\n",
       "50%        -0.010000\n",
       "75%        12.120000\n",
       "max       121.320000\n",
       "Name: Close, dtype: float64"
      ]
     },
     "execution_count": 144,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "arbitrage_spread_middle = coinbase_sliced.loc['2018-02-24'] - bitstamp_sliced.loc['2018-02-24']\n",
    "\n",
    "arbitrage_spread_middle.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Visualizing the arbitrage spread from the middle of the dataset in a box plot."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 145,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'Arbitrage Spread - Feb 24, 2018'}>"
      ]
     },
     "execution_count": 145,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "arbitrage_spread_middle.plot(kind='box', figsize=(10, 7), title=\"Arbitrage Spread - Feb 24, 2018\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Overlaying visualizations in one plot over a specific day late in the bitstamp and coinbase datasets. Legend, figure size, title, and color are all tailored."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 146,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'Exchange Comparison - Mar 26, 2018'}, xlabel='Timestamp'>"
      ]
     },
     "execution_count": 146,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "bitstamp_sliced.loc['2018-03-26'].plot(\n",
    "    legend=True, figsize=(15, 10), title=\"Exchange Comparison - Mar 26, 2018\", color=\"red\", label=\"Bitstamp\")\n",
    "coinbase_sliced.loc['2018-03-26'].plot(\n",
    "    legend=True, figsize=(15, 10), color=\"blue\", label=\"Coinbase\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Calculating the arbitrage spread of bitstamp and coinbase DataFrames, generating summary statistics of arbitrage late in the dataset."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 147,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    1432.000000\n",
       "mean       -0.722193\n",
       "std         8.523060\n",
       "min       -32.040000\n",
       "25%        -6.812500\n",
       "50%        -0.730000\n",
       "75%         4.965000\n",
       "max        35.070000\n",
       "Name: Close, dtype: float64"
      ]
     },
     "execution_count": 147,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "arbitrage_spread_late = coinbase_sliced.loc['2018-03-26'] - bitstamp_sliced.loc['2018-03-26']\n",
    "\n",
    "arbitrage_spread_late.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Visualizing the arbitrage spread late in the dataset in a box plot."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 148,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'Arbitrage Spread - Mar 26, 2018'}>"
      ]
     },
     "execution_count": 148,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "arbitrage_spread_late.plot(kind='box',figsize=(10, 7), title=\"Arbitrage Spread - Mar 26, 2018\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Calculating Arbitrage Profits"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Measuring the arbitrage spread of the bitstamp and coinbase DataFrames over three different time series."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Generating the early summary statistics for each `arbitrage_spread` DataFrame, where the spread is greater than zero."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 149,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    960.000000\n",
       "mean      53.405344\n",
       "std       53.910409\n",
       "min        0.010000\n",
       "25%       21.602500\n",
       "50%       39.885000\n",
       "75%       68.547500\n",
       "max      606.800000\n",
       "Name: Close, dtype: float64"
      ]
     },
     "execution_count": 149,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "arbitrage_spread_early = coinbase_sliced.loc['2018-01-16'] - bitstamp_sliced.loc['2018-01-16']\n",
    "\n",
    "arbitrage_spread_early[arbitrage_spread_early > 0 ].describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Generating the middle summary statistics for each `arbitrage_spread` DataFrame, where the spread is greater than zero."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 151,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    713.000000\n",
       "mean      19.880351\n",
       "std       20.699851\n",
       "min        0.010000\n",
       "25%        5.040000\n",
       "50%       12.330000\n",
       "75%       27.250000\n",
       "max      121.320000\n",
       "Name: Close, dtype: float64"
      ]
     },
     "execution_count": 151,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "arbitrage_spread_middle = coinbase_sliced.loc['2018-02-24'] - bitstamp_sliced.loc['2018-02-24']\n",
    "\n",
    "arbitrage_spread_middle[arbitrage_spread_middle > 0 ].describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Generating the late summary statistics for each `arbitrage_spread` DataFrame, where the spread is greater than zero."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    651.000000\n",
       "mean       6.689247\n",
       "std        5.240159\n",
       "min        0.010000\n",
       "25%        2.835000\n",
       "50%        5.230000\n",
       "75%        9.195000\n",
       "max       35.070000\n",
       "Name: Close, dtype: float64"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "arbitrage_spread_late = coinbase_sliced.loc['2018-03-26'] - bitstamp_sliced.loc['2018-03-26']\n",
    "\n",
    "arbitrage_spread_late[arbitrage_spread_late > 0 ].describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Calculating the spread returns of the bitstamp and coinbase DataFrames over three different time series."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 152,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Timestamp\n",
       "2018-01-16 00:00:00         NaN\n",
       "2018-01-16 00:01:00         NaN\n",
       "2018-01-16 00:02:00    0.000731\n",
       "2018-01-16 00:03:00    0.001108\n",
       "2018-01-16 00:04:00    0.000909\n",
       "Name: Close, dtype: float64"
      ]
     },
     "execution_count": 152,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "spread_return_early = arbitrage_spread_early[arbitrage_spread_early>0] /  bitstamp_sliced.loc['2018-01-16']\n",
    "\n",
    "spread_return_early.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 153,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Timestamp\n",
       "2018-02-24 00:00:00   NaN\n",
       "2018-02-24 00:01:00   NaN\n",
       "2018-02-24 00:02:00   NaN\n",
       "2018-02-24 00:03:00   NaN\n",
       "2018-02-24 00:04:00   NaN\n",
       "Name: Close, dtype: float64"
      ]
     },
     "execution_count": 153,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "spread_return_middle = arbitrage_spread_middle[arbitrage_spread_middle>0] /  bitstamp_sliced.loc['2018-02-24']\n",
    "\n",
    "spread_return_middle.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 154,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Timestamp\n",
       "2018-03-26 00:00:00    0.000738\n",
       "2018-03-26 00:01:00    0.000122\n",
       "2018-03-26 00:02:00    0.000470\n",
       "2018-03-26 00:03:00    0.000576\n",
       "2018-03-26 00:04:00    0.001395\n",
       "Name: Close, dtype: float64"
      ]
     },
     "execution_count": 154,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "spread_return_late = arbitrage_spread_late[arbitrage_spread_late>0] /  bitstamp_sliced.loc['2018-03-26']\n",
    "\n",
    "spread_return_late.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Determining the number of times the trades with positive returns exceed the 1% minimum threshold that are needed to cover trade costs by using the bitstamp and coinbase DataFrames over three different time series."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Timestamp\n",
       "2018-01-16 02:56:00    0.012962\n",
       "2018-01-16 02:57:00    0.010838\n",
       "2018-01-16 02:59:00    0.014171\n",
       "2018-01-16 03:00:00    0.010675\n",
       "2018-01-16 03:06:00    0.019704\n",
       "Name: Close, dtype: float64"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "profitable_trades_early = spread_return_early[spread_return_early > .01]\n",
    "\n",
    "profitable_trades_early.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Timestamp\n",
       "2018-02-24 08:32:00    0.012726\n",
       "2018-02-24 09:32:00    0.010974\n",
       "2018-02-24 09:39:00    0.010431\n",
       "Name: Close, dtype: float64"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "profitable_trades_middle = spread_return_middle[spread_return_middle > .01]\n",
    "\n",
    "profitable_trades_middle.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Series([], Name: Close, dtype: float64)"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "profitable_trades_late = spread_return_late[spread_return_late > .01]\n",
    "\n",
    "profitable_trades_late.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Generating the summary statistics of spread returns that are greater than 1% and comparing how the average returns compare among the three dates."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 155,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    73.000000\n",
       "mean      0.016720\n",
       "std       0.007628\n",
       "min       0.010109\n",
       "25%       0.012061\n",
       "50%       0.014794\n",
       "75%       0.018124\n",
       "max       0.051633\n",
       "Name: Close, dtype: float64"
      ]
     },
     "execution_count": 155,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "profitable_trades_early.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 156,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    3.000000\n",
       "mean     0.011377\n",
       "std      0.001199\n",
       "min      0.010431\n",
       "25%      0.010703\n",
       "50%      0.010974\n",
       "75%      0.011850\n",
       "max      0.012726\n",
       "Name: Close, dtype: float64"
      ]
     },
     "execution_count": 156,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "profitable_trades_middle.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 157,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    0.0\n",
       "mean     NaN\n",
       "std      NaN\n",
       "min      NaN\n",
       "25%      NaN\n",
       "50%      NaN\n",
       "75%      NaN\n",
       "max      NaN\n",
       "Name: Close, dtype: float64"
      ]
     },
     "execution_count": 157,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "profitable_trades_late.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Calculating the potential profit, in dollars, per trade, any missing values from the resulting DataFrame are dropped."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Timestamp\n",
       "2018-01-16 02:56:00    162.01\n",
       "2018-01-16 02:57:00    135.00\n",
       "2018-01-16 02:59:00    176.13\n",
       "2018-01-16 03:00:00    134.01\n",
       "2018-01-16 03:06:00    241.54\n",
       "Name: Close, dtype: float64"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "profit_early = profitable_trades_early * bitstamp_sliced.loc['2018-01-16']\n",
    "\n",
    "profit_per_trade_early = profit_early.dropna()\n",
    "\n",
    "profit_per_trade_early.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Timestamp\n",
       "2018-02-24 08:32:00    121.32\n",
       "2018-02-24 09:32:00    107.00\n",
       "2018-02-24 09:39:00    101.75\n",
       "Name: Close, dtype: float64"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "profit_middle = profitable_trades_middle * bitstamp_sliced.loc['2018-02-24']\n",
    "\n",
    "profit_per_trade_middle = profit_middle.dropna()\n",
    "\n",
    "profit_per_trade_middle.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Series([], Name: Close, dtype: float64)"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "profit_late = profitable_trades_late * bitstamp_sliced.loc['2018-03-26']\n",
    "\n",
    "profit_per_trade_late = profit_late.dropna()\n",
    "\n",
    "profit_per_trade_late.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Generating summary statistics and plotting the results for each of the three DataFrames."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 158,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count     73.000000\n",
       "mean     193.796849\n",
       "std       88.701429\n",
       "min      112.520000\n",
       "25%      139.420000\n",
       "50%      171.310000\n",
       "75%      210.060000\n",
       "max      606.800000\n",
       "Name: Close, dtype: float64"
      ]
     },
     "execution_count": 158,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "profit_per_trade_early.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 159,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count      3.000000\n",
       "mean     110.023333\n",
       "std       10.129246\n",
       "min      101.750000\n",
       "25%      104.375000\n",
       "50%      107.000000\n",
       "75%      114.160000\n",
       "max      121.320000\n",
       "Name: Close, dtype: float64"
      ]
     },
     "execution_count": 159,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "profit_per_trade_middle.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 160,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    0.0\n",
       "mean     NaN\n",
       "std      NaN\n",
       "min      NaN\n",
       "25%      NaN\n",
       "50%      NaN\n",
       "75%      NaN\n",
       "max      NaN\n",
       "Name: Close, dtype: float64"
      ]
     },
     "execution_count": 160,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "profit_per_trade_late.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Plotting the results for the early profit per trade DataFrame."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'Profit Per Trade - Early Date'}, xlabel='Timestamp'>"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAlYAAAGpCAYAAABPiXhOAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAAsTAAALEwEAmpwYAABIGElEQVR4nO3deXxcdb3/8dcne9J9o5QWaGtLoWWnIiggUJBWtl5EKV6l7Cq4IFwRvSK4VORe/QEugChiEbyIoGyylb0IAkXWBmoLXemWpvuWpsnn98c5M0zSmWQmc9LZ3s/Ho4/MnDlz5vtN0plPPp/P+R5zd0REREQke2W5HoCIiIhIsVBgJSIiIhIRBVYiIiIiEVFgJSIiIhIRBVYiIiIiEVFgJSIiIhIRBVYiRc7MPmFmc81so5lNNrNHzGxqrsfVnczsbDN7PtfjSIeZXW1md+R6HCISDQVWInnIzBaY2ZYwGFphZreZWc8uHu6HwK/cvae73+fuk9x9evg6nQYgZvaMmW0Nx7LKzP5qZkO6OJbE484Oj7nRzFoSXmOjmX032+N3lzAQak4Y60YzW5uDcQw3M08Ywwoze8jMjs/gGAUTgIoUCgVWIvnrZHfvCRwMfBT4XvsdzKwijePsCczOcixfDceyF9AXuC7TA5hZeeJ9dx8XBns9gZmx1wj//STheenMcWf7c8JYe7p7364cJKK59Q2/hwcAM4C/mdnZERxXRLpAgZVInnP3D4BHgH0BwizFxWY2F5gbbrvAzOaZ2Woze8DMdgu3vweMBB4MsxrVYQbqfDPbB7gZODzdrIu7rwbuTRjL3mY2I3zdOWb2udi+ZvYHM7vJzB42s03AMenMNyETc56ZLQKeCrf/xcyWm9k6M3vOzMYlPGdAOO/1ZvYy8JF2x0w5zqiZ2Q1mtjgcy6tmdmTCY1eb2T1mdoeZrQfObvfcv5vZ19pte9PMJnf2uu6+3N1vAK4GrjWzsvD5V5jZe2a2wczqzew/wu1Jf/7h78jPzGxRmAW72cxqs/iWiJQUBVYiec7Mdgc+DbyWsHky8DFgrJkdC1wDfA4YAiwE7gJw948AiwizX+7eFDuAu78DfBl4Md2si5kNBD4DvGZmPQgyJH8CdgHOBG5MDHiAzwPTgF5ApiWnTwL7ACeE9x8BRoev9S/gzoR9fw1sJZj/ueG/2JjTGWeUXgEOBPqHr/kXM6tJePxU4B6CzN+d7Z47HfhCwtgPAIYCD2fw+n8lmOeY8P57wJFAH+AHwB1mNqSDn/+1BJnJA4FR4et/P4PXFylpCqxE8td9YRbheeBZ4CcJj13j7qvdfQvwn8Dv3f1fYeD0HYIsxPAIx/KLcCxvAMuAS4GTgAXufpu7b3f3fxFks05PeN797v4Pd291960ZvubV7r4pnCPu/nt33xDO8WrgADPrE5YYPwN8P9z/bYIAJSadcWbqc2a2NuHf07EH3P0Od28MX+vnQDUfBjkQBDL3hd+TLe2Oez8w2sxGh/e/SFB23JbB2JaGX/uH4/mLuy8NX+/PBFnOQ5M90cwMuAD4Zvj7tYHg925KBq8vUtLysXdBRAKT3f2JFI8tTri9G0EGBwB332hmjQSZhgURjeXr7v67xA1mtifwsXYlxArgjynGman4c8PgaRrwWWAQ0Bo+NBCoDV838bUWJtxOZ5yx1zmSIDMGsNDdU2W17nb3LyR7wMwuA84n+Lk40Dsc5w7zas/dm8zsbuALZvYDguxapgHg0PDr6nA8ZxEEwsPD7T3bjSfRIKAOeDWIsQAwoDzF/iLSjgIrkcLkCbeXEgQPQLz0NQD4IMPjZGox8Ky7d3QWWjbHT3zu5wlKaMcRBIt9gDUEH/oNwHZgd+DdcP89Mhxn8ILuMwkCjy4JA7NvAxOA2e7eamaxccZfppPDTCcI+p4HNrv7ixkO4z+AlcCcMPj9bTieF929xcxeTxhP+7GsArYA48LePhHJkEqBIoXvT8A5ZnagmVUTlG5ecvcFaTx3BTDMzKq68LoPAXuZ2RfNrDL899GwKTpqvYAmoJEgoxIvi7p7C0Ff0dVmVmdmY4HEdbp29ji3EwR7FWb2fYKMVdrCQKoV+DlJsmqpmNlgM/sqcBXwHXdvBXoQBE8N4T7nEJ54EGrz8w+f81vgOjPbJXzOUDM7ARFJiwIrkQLn7k8CVxL0DS0jOCMu3Z6YpwiWYlhuZqsyfN0NwKfC11oKLCdofK7O5Dhpup2gvPcBUA/8s93jXyXINC0H/gDc1s3jPMParmO1MQxEHiMoJf47HO9WulYOvR3YD0hn4dC14VmXbxGc5PBZd/89gLvXEwRoLxIEUfsB/0h4brKf/7eBecA/wzMXn6Btj5iIdMDcs8nUi4hI1MK+qAvd/Yhcj0VEMqOMlYhIHjGzOuAi4JZcj0VEMqfASkQkT4S9TA0EZbs/5Xg4ItIFKgWKiIiIREQZKxEREZGIKLASERERiUheLBA6cOBAHz58eK6HISIiItKpV199dZW7D0r2WF4EVsOHD2fWrFm5HoaIiIhIp8xsYarHVAoUERERiYgCKxEREZGIKLASERERiYgCKxEREZGIKLASERERiYgCKxEREZGIKLASERERiYgCKxEREZGIKLASERERiYgCKxEREZGIKLASERERiYgCKxEREZGIKLASERGRbtXqrSxYuyDXw9gpFFiJiIhIt/rRsz9ixA0jeG/1e7keSrdLK7Ays75mdo+ZvWtm75jZ4WbW38xmmNnc8Gu/hP2/Y2bzzGyOmZ3QfcMXERGRfDfj/RkALN2wNMcj6X7pZqxuAB51972BA4B3gCuAJ919NPBkeB8zGwtMAcYBE4Ebzaw86oGLiIhIYWj1VgDKrPgLZZ3O0Mx6A0cBtwK4+zZ3XwucCkwPd5sOTA5vnwrc5e5N7j4fmAccGu2wRUREpFA4DiiwihkJNAC3mdlrZvY7M+sBDHb3ZQDh113C/YcCixOevyTcJiIiIiWopbUFUGAVUwEcDNzk7gcBmwjLfilYkm2+w05mF5rZLDOb1dDQkNZgRUREpPCoFNjWEmCJu78U3r+HINBaYWZDAMKvKxP23z3h+cOAHbrV3P0Wdx/v7uMHDRrU1fGLiIhInosFVuVlxd9y3Wlg5e7LgcVmNibcNAGoBx4ApobbpgL3h7cfAKaYWbWZjQBGAy9HOmoREREpGLHAypIWtYpLRZr7fQ2408yqgPeBcwiCsrvN7DxgEfBZAHefbWZ3EwRf24GL3b0l8pGLiIhIQSilUmBagZW7vw6MT/LQhBT7TwOmdX1YIiIiUixUChQRERGJSCywKgUKrERERKRbtYQdQe47LBJQdBRYiYiISLeKZax8x9WXio4CKxEREelWsUxVKZQEFViJiIhIt1IpUERERCQiKgWKiIiIRCQeWCljJSIiIpKdWGClHisRERGRLKkUKCIiIhIRlQJFREREItLSGp4VqIyViIiISHaUsRIRERGJSCxTpeZ1ERERkSypFCgiIiISEZUCRURERCKi5RZEREREIqKMlYiIiEhEtPK6iIiISERUChQRERGJSIuHZwWqFCgiIiISDWWsRERERCKiHisRERGRiKgUKCIiIhIRlQJFREREIqKMlYiIiEhElLESERERiYia10VEREQiolKgiIiISERUChQRERGJiDJWIiIiIhFRxkpEREQkImpeFxEREYmISoEiIiIiEVEpUERERCQiyliJiIiIREQZKxEREZGIqHldREREJCIqBYqIiIhERKVAERERkYgoYyUiIiISEfVYiYiIiEREpUARERGRiKgUKCIiIhIRZaxEREREIqKMlYiIiEhE1LwuIiIiEhGVAkVEREQiolKgiIiISESUsRIRERGJiDJWIiIiIhFR87qIiIhIRFQKFBEREYmISoEiIiIiEVHGKmRmC8zsLTN73cxmhdv6m9kMM5sbfu2XsP93zGyemc0xsxO6a/AiIiJSONRj1dYx7n6gu48P718BPOnuo4Enw/uY2VhgCjAOmAjcaGblEY5ZRERECpBKgR07FZge3p4OTE7Yfpe7N7n7fGAecGgWryMiIiIFKjGYUinwQw48bmavmtmF4bbB7r4MIPy6S7h9KLA44blLwm0iIiJSYhKDqVLIWFWkud8n3H2pme0CzDCzdzvY15Js2+E7GQZoFwLsscceaQ5DRERECokyVkm4+9Lw60rgbwSlvRVmNgQg/Loy3H0JsHvC04cBS5Mc8xZ3H+/u4wcNGtT1GYiIiEjeSgym1LwOmFkPM+sVuw18CngbeACYGu42Fbg/vP0AMMXMqs1sBDAaeDnqgYuIiEj+a5OxUikQgMHA38wstv+f3P1RM3sFuNvMzgMWAZ8FcPfZZnY3UA9sBy5295ZuGb2IiIjktTY9ViVQCuw0sHL394EDkmxvBCakeM40YFrWoxMREZGCVmoZK628LiIiIt0msa+qFDJWCqxERESk26h5XURERCQiKgWKiIiIRKTUmtcVWImIiEi3UcZKREREJCKJfVXqsRIRERHJgkqBIiIiIhFRKVBEREQkIspYiYiIiEREGSsRERGRiKh5XURERCQiKgWKiIiIRESlQBEREZGIKGMlIiIiEhFlrEREREQikpilUvO6iIiISBYSgymVAkVERESyoFKgiIiISETUvC4iIiISkcQslXqsRERERLLQJmOlUqCIiIhI16l5XURERCQial4XERERiYia10VEREQiouZ1ERERkYioeV1EREQkImpeFxEREYmImtdFREREIqLmdREREZGIqHldREREJCJqXhcRERGJSJseK5UCRURERLpOZwWKiIiIRESlQBEREZGIqHldREREJCJabkFEREQkIlogVERERCQial4XERERiUhiMKUeKxEREZEsqBQoIiIiEhE1r4uIiIhERBkrERERkYioeV1EREQkImpeFxEREYmISoEiIiIiEVHzuoiIiEhElLESERERiYgyViIiIiIRSWxYV/O6iIiISBZUChQRERGJiEqBIiIiIhFRxkpEREQkIlogVERERCQiuqRNCmZWbmavmdlD4f3+ZjbDzOaGX/sl7PsdM5tnZnPM7ITuGLiIiIjkv1j5zzCVAtv5BvBOwv0rgCfdfTTwZHgfMxsLTAHGAROBG82sPJrhioiISCGJZanKrEwZqxgzGwacCPwuYfOpwPTw9nRgcsL2u9y9yd3nA/OAQyMZrYiIiBSUWJaqzMqUsUpwPXA5kNh1NtjdlwGEX3cJtw8FFifstyTcJiIiIiUmlqUqLytX8zqAmZ0ErHT3V9M8piXZtkOIamYXmtksM5vV0NCQ5qFFRESkkMSCqXIrVykw9AngFDNbANwFHGtmdwArzGwIQPh1Zbj/EmD3hOcPA5a2P6i73+Lu4919/KBBg7KYgoiIiOQrlQLbcffvuPswdx9O0JT+lLt/AXgAmBruNhW4P7z9ADDFzKrNbAQwGng58pGLiIhI3iu15vWKLJ77U+BuMzsPWAR8FsDdZ5vZ3UA9sB242N1bsh6piIiIFJxSy1hlFFi5+zPAM+HtRmBCiv2mAdOyHJuIiIgUODWvi4iIiESkTcaqBEqBCqxERESk27Q5K7AESoEKrERERKTblFrzugIrERER6TaxLJV6rERERESy1CZjpVKgiIiISNepeV1EREQkImpeFxEREYmImtdFREREIhLPWKl5XURERCQ7TdubAKipqFEpUERERCQbTS1BYFVbUatSoIiIiEhXuTsL1y4ElLESERERycrNs27mZy/+DAgDK2WsRERERLrm2YXPxm9XV1SreV1ERESkq2oqauK3tfK6iIiISBYSAyvDVAoUERER6arq8ur4bWWsRERERLLQJmNlph4rERERka6qrayN31YpUERERCQLiaVAM1MpUERERKSr1LwuIiIiEhEttyAiIiISkfKy8vhtNa+LiIiIZCExQ6VSoIiIiEgWEgMpNa+LiIiIZEEZKxEREZGIxHqqTh97uprXRURERLIRy1DddOJNGGpeFxEREemyWCBlWNBjpVKgiIiISNfESn9mFvRYqRQoIiIi0jWxDFWZlSljJSIiIpKNxFJgmZWpx0pERESkq1QKFBEREYmISoEiIiIiEWlzVqAyViIiIiJdl1gKLLMyZaxEREREuqp9KVDN6yIiIiJdpFKgiIiIFIQXFr/AA3MeyPUwOtTmrMASaV6vyPUAREREJHOf+P0nAPCr8jdYiWWsyqxMGSsRERGRbMQyVLEFQkshY6XASkRERLpFLEOl5nURERGRLMWb17XyuoiIiEh2Ekt/pdK8rsBKREREuoW7U2ZBqKGMlYiIiEgWWr0VwwDUvC4iIiKSDccxCwIrNa+LiIiIZEGlQBEREZGIJJYC1bwuIiIikoXEUmAsc1XsWSsFViIiItIt2pcCgaLPWimwEhERkW7RvhQIyliJiIiIdImjjJWIiIhIJFq9tc1yC6CMFWZWY2Yvm9kbZjbbzH4Qbu9vZjPMbG74tV/Cc75jZvPMbI6ZndCdExAREZH85O5tFggFZawAmoBj3f0A4EBgopkdBlwBPOnuo4Enw/uY2VhgCjAOmAjcaGbl3TB2ERERybH/9+L/40fP/ijpY8lKgcW+SGingZUHNoZ3K8N/DpwKTA+3Twcmh7dPBe5y9yZ3nw/MAw6NctAiIiKSHy57/DK+/8z3kz6mUmAKZlZuZq8DK4EZ7v4SMNjdlwGEX3cJdx8KLE54+pJwm4iIiJSQxFKgmtcTuHuLux8IDAMONbN9O9jdkh1ih53MLjSzWWY2q6GhIa3BioiISOFoUwpUxmpH7r4WeIagd2qFmQ0BCL+uDHdbAuye8LRhwNIkx7rF3ce7+/hBgwZlPnIRERHJa4mlQDWvh8xskJn1DW/XAscB7wIPAFPD3aYC94e3HwCmmFm1mY0ARgMvRzxuERERyXPJSoHF3rxekcY+Q4Dp4Zl9ZcDd7v6Qmb0I3G1m5wGLgM8CuPtsM7sbqAe2Axe7e0v3DF9ERETyVSmWAjsNrNz9TeCgJNsbgQkpnjMNmJb16ERERKRgtTkrUM3rIiIiIl2XeBHmeI9VkWesFFiJiIgUsHwOVFrZ8SLMxd5jpcBKRESkgOVzoOLuKgWKiIhI4cjrwKoEm9cVWImIiBSwfA6sWr1VK6+LiIhI4cjnwCqxFKjmdREREcl7+ZwBSlYKzOdAMAoKrERERApYPgcqKgWKiIhIQcnnwKrNWYFqXhcREZF8l9eBFTsuEJrP442CAisREZECls+BSmIpsNzKAWgp8ssHK7ASEREpYPlcWkssBZaXhYFVqwIrERERyVP5nLFKLAUqYyUiIiJ5L58Dq8RSYEVZBQDbW7fnckjdruQDqxnvzeD2N27P9TBERES6JJ8DK/eEjFWJlAIrcj2AXPvUHZ8C4KwDzsrxSERERDKXz4FVq7d+2GOlUqB0ZNO2TTS3NOd6GCIiUuLyecFNxz88K7BEMlYKrLrosFsP46pnrsr1MEREpMTlc8aqTSlQGStJZX3Tet5e+TbLNy7P9VBERKTE5XNglVgKjDWvK2MlO3in4R0gv3+ZRUSkNOTzZ1GyUqDOCpQd1DfUA/n9yywiIqUhnz+LVAqUtCiwEhGRfJHPK6+3OStQzeuSSv0qBVYiIpIf8vmzqE0pUBkrSWX2ytlAfp/iKiIipSGvA6sSXCBUgVWGNm7byMJ1C4H8/mUWEZHSENVnkf3AuPSxSyM5VkzSswKVsZJE7656N35bgZWIiORaFJ9FsWNc98/rsj5WomQXYdZZgdJGrHG9urxagZWIiORcFG0p3VWeS7wIs0qBklR9Qz2VZZWM7DdSgZWIiORcup9FS9YvYc2WNUkf667ynLvvcK3AYl9cW4FVhuob6tlrwF5UlVfl9SmuIiJSGtINrE7600l876nvJX2su7JIbUqBYcbqq498lWUblnXL6+UDBVYZqm+oZ+ygsZRZmTJWIiKSc+l+FjVuaaRxS2PSx7qr76lNKTDMWAEs3bC0W14vHyiwysCW5i28v+Z9BVYiIpI30v0sam5pThlA7YxSYOysQCjuk79KNrBau3Utw68fntFz5jTOwXEFViIikjfSbUtpbm2mubU56WNRlAKTjSNZKRAUWBWlResWxdejSlfsjMBxg8YpsBIRkbyQLxmrZONIVQos5iUXSjaw2rRtU8bPqW+op9zKGT1gNGamlddFRCTn0g6sWptpbkmesYoi0En2mdjmrMCEjNWW7Vuyfr18VbqBVXPXAqvRA0ZTVV6ljJWIiOSFSDJWEZQCk40j2QKhAFu3b8369fJV6QZWXcxYjR00FkCBlYiI5IV0PovcnRZvSd1jFUEpMFmPVbIFQiE4GaxYlW5glWHGqml7E/NWz2PsQAVWIiKSP9JpS4kFVDs9Y5XirECVAovQxm0bM9p/7uq5tHiLMlYiIpJzidmhdD6LYr1VqXqsIslYJeuxSlEKVMaqCGVaCpy9cjaAAisREcm5xM+ftAKrTjJWse2xsl22Y0rclrQUqIxV8cm0FFjfUE+ZlbHXgL2A4JdPl7QREZFcSMwOZZSx2tnrWLma10tGphmr+lX1jOw3ktrKWkAZKxERyZ2MS4Gd9Vh15zpWyZZbUCmw+LTPWHWWfUo8IxAUWImISO4kfv6kUz3ptMcqzFjFgqCuSNVjFSsFxjJXoFJgUWqfseooSGpuaebfjf+OnxEICqxERCR3Mi4F5rDHKjGgilHGqghtbG57VmBHv5jzVs9je+t2ZaxERCQvdPmswBysY5VYAoxRxqoItc9YdbQOSOwage0DK13SRkREciHqswK7ax2rltaWpBkrNa8XofY9Vh39YtY31GMY+wzaJ77NzJSxEhGRnOjyWYERr2OVmKVKlmxo9dY2ZwPGKGNVhHbIWHXQ/Fe/qp7hfYdTV1kX36ZSoIiI5Eri50+q8l6itHusMmxe7yzAa/HkGSv1WBWhTDNWiWVAUGAlIiK5k5gMaNre1On+3bWOVWe9Xi2tLcpYlYp0zwrc3rqdOavmpAysbnrlJl5a8lK3jVNERKS9xExRU0sagVU3rWOVOI5MmtfVY1WE2l8rMFUj+vw182lqaUoaWLk7Fz18EYfdeli3jVNERKS9xGRAJhmrVm9NmVnKdhzplAJv/PSN9K/tr1JgMdrUvIk+1X3i91NlrJKdEQjBWh8qBYqISC60KQVmkLGC5Fmrrq5j1b55fX3TejY3b45npNo3r3/lo1/h+JHHqxRYbFpaW9i6fSsD6wbGt3UWWO0zcJ8229VjJSIiudKmFJhBxqr97ZhYKTCb5vVH5z1Kn5/2ocdPerD3r/YOjptkuYXaylplrIrN5ubNAOzWa7f4tlRnBdavqmf33rvTq7pXm+0KrEREJFfalAIjyFhFUQp8buFz8dsL1y0MjustO/RY1ZTXKGNVbGJnBJ4x7gwG9xgMdJyxal8GBAVWIiKSO109KxCSnxkYxTpWyZrUk61jVVtZW9rN62a2u5k9bWbvmNlsM/tGuL2/mc0ws7nh134Jz/mOmc0zszlmdkJ3TqArYmcE9qruxVWfvApIfY2jdxreUWAlIiJ5JeqMVaqzBTMZR4VVtHnM3ZOXAitUCtwOXObu+wCHAReb2VjgCuBJdx8NPBneJ3xsCjAOmAjcaJZkEYscimWselT2iNeTk50VuGDtArZs35IysOrqL6KIiEg2Iu+xCkuBGTevkzpjtWbrmqTLLdRW1tLiLSlXgS90nQZW7r7M3f8V3t4AvAMMBU4Fpoe7TQcmh7dPBe5y9yZ3nw/MAw6NeNxZiS210KOqRzySTpZ9SnVGIAS/fOmsdisiIhK1qM8KjKQU2C6Hsnzj8qQrr9dW1ALFu0hoRj1WZjYcOAh4CRjs7ssgCL6AXcLdhgKLE562JNyWN2KlwB6VXQ+syqysaKNtERHJbxmXAjvrsYqgeb2irG0pcH3T+qQrr9dU1ADFe1mbtAMrM+sJ3Atc4u7rO9o1ybYd6mxmdqGZzTKzWQ0NDekOIxKxUmDPqp7xtGeyswLrG+rZrddu9K3pu8NjZVbGtpZt3TpOERGRZBJLcOk0gqebsYryWoFN25twPGkpEIp39fW0AiszqyQIqu5097+Gm1eY2ZDw8SHAynD7EmD3hKcPA5a2P6a73+Lu4919/KBBg7o6/i6JZ6zSKAUmy1aBeqxERCR3urryevvbMVEsENo+UIrdVymwHQvC11uBd9z9/yU89AAwNbw9Fbg/YfsUM6s2sxHAaODl6IacvcTm9dgPvH3zursHgdXA1IGVeqxERCQXIu+xiqAU2H4cscAq2XILUNqlwE8AXwSONbPXw3+fBn4KHG9mc4Hjw/u4+2zgbqAeeBS42L2LXXHdJDFjFUt7ts9YLV6/mE3NmzrMWCU+591V73LlU1cqiyUiIt0uq7MCo1zHqoOLQccyUqWWsarobAd3f57kfVMAE1I8ZxowLYtxdav4WYEdNK931LgOO9ah73v3Pn4888f0qOrBFUdcEfWQRURE4vJl5fWOFiq98607gR2XYYg1r5d0j1Wx2dS8icqySirLK1M2r3cWWLWPwGO/lFc9cxVvr3w76iGLiIjEZbXyegc9VpnqKMB76N8PASoFloRN2zbRo6oHQIcZq1167MKAugFJj7FDYBWmUXtX92bqfVO1FIOIiHSbjkpwyXTbOlZJSpIvnPtCm31KrRRYmoFV8yZ6VvUEOg6sUmWrEp8XE8tY/eak3/CvZf/imueviXLIIiIicbHPrDIri6bHKvwMy/RSbe3PCuxf25/hfYe32SfVcgvKWBWRTc2b6FEZZKySXdKmszMCIXnGqszKOG2f0/j8fp/nR8/9iNeWvdYNoxcRkVIXC2hqKmoizVhlmrlqXwqsLKukqryqzT7KWJWAzkqByzYuY13TuowzVrE68i8n/ZKBdQOZet9ULSIqIiKRiwVANRU16WWsWtO7VmDGGauEpMTry1/HzKiuqG6zT6qV19W8XkQ2btsYz1glC6w6a1yHHRdR+8fif8TTnf1r+/Pbk3/LWyvf4ofP/jDSsYuIiDRubgRgt167pbfyekt6GatWb+W91e+lPY72J34t37h8h4yVSoElYFPzhxmrZGcFzl45G+g4sGqfsZq5aGabX+6T9jqJsw88m58+/1Ne+eCVyMYuIiKydENwQZOR/UamXQqsLKuM324vlrHqW9OXKfdOSbvakizDFXudmPafl/FrBaoUWDw2bdvUacZqQO0AdumxS9LnJz6vI9edcB1Deg1h6n1TizblKSIiO98HGz4AYETfEWxr2Zb0ereJmlua45miVMst9Kvpx62n3MqspbP47pPfTWsc7a9aAjuu89i+FFhmZVSXVytjVUwSM1ZJA6tVwRmBHV2MMp3Aqm9NX3538u94Z9U7fP/p72c5ahERkcDSDUupq6yLJwA6yzA1tzZTV1kHpC4FlpeVc9o+p/GV8V/h5y/+nEfmPtLpODoL6CD552VNRU3RJhxKKrB66N8P8d9P/jebtm2iZ2Ww3EL7swLdndkrZ3dYBoT0AiuAE0adwIUHX8jPXvgZLyx+ofMniIiIdGLhuoUM7TWU6vKgUbyzcmBzS3P8bLxUpcBYZunnn/o5++2yH1Pvm8qyDcs6PG46ze7te6wAKssri/YScCUVWJ38fyfzk+d/0mHGauWmlazZuiaywArgZ5/6GXv02YOz7zubzc2buzh6ERGRIAHwwuIX+OjQj8bPwOvszMB0M1YQNJffdfpdbNy2kS/+7YsdBk/JSoHtJfu8rCirUGBVTLZu35qyxyqdMwJhxxpyR3pV9+K2U29j7uq5adetRUREknlvzXss37icI/c4MrOMVQc9Vi3e0qYXauygsfxi0i94cv6TXPv8tSmP274U+M7F7+ywT/seq9g2BVZFJtVZgekGVplkrACOGXEMX/3oV7nhpRt4dsGzmQ5XREQEgJkLZwIEgVVUGavWlh1KducddB6fG/c5rnz6Sl5c/GLS4yZmsw7c9UD2Hrj3DvskKwVWlFV0+TI6+a50A6sOMlZ9qvswpOeQDp+faWAF8NPjfspH+n2Ec+4/h43bNmb8fBERkZmLZtK/tj/7DNon7YzV9tbtHfdYeQsVZRVttpkZt5x0C7v32Z0z7z2TtVvX7vC8WCmwsqySv3/+70lfW6XAEtG+xyr2y5HOGYGJz8v0Nf8w+Q8sWLuAy2dcnvHzRUREZi6ayRF7HBEsW5BuxiqhFJgyY5WkZNenpg//95n/Y8n6JVz44IU7lP5i9+887U5267Vb0tdOdlwFVkUodhHmWACVmLHqrAwIXQusAI7Y4wi+edg3uWnWTTzx/hNdOoaIiJSm5RuXM2/1PI7c40iAeMaqs6ULmlubqSqvotzKU/dYJSnZARw27DCmHTuNv9T/hd/+67dtHot9drZPRtx04k3x28k+L8vL1GNVdJKVAldtXsXKTSvTCqzaX9ImEz8+9seMGTCGc+8/l3Vb13X5OCIiUloS+6vgw1XM02leryyrTJkp2t66PWlmKeZbn/gWx488nm88+o341Ungw2pP+8/EM8adEb+tHqsSsUMp0J13GoKzGbozYwXBqazTJ0/ngw0fcNnjl3X5OCIiUlpmLppJXWUdBw85GCCj5vXK8koqyytTr2OVImMFwWfe7f9xO72re3PGPWfEV02PlQLbfyYm9mupFFiE1m5dyx7X7dFmWyxjFYuyW7017TMCIbvACuBjwz7G5R+/nFtfu5WH5z6c1bFERKQ0zFw0k8OGHUZleXA9vkyWW+goY9V+uYVkdu25K7dPvp3ZDbO59LFLgdSlwMTASs3rRaiirILF6xe32ZZsgdD6hnp6VvVk9967d3rMbAMrgKuPvppxg8ZxwYMXsGbLmqyP193Wbl3LS0teYvrr0/nuk9/l2zO+nbRWLyIi0Vu3dR1vLH8jXgaEDDNWZZVUllUm77HqJGMVc8KoE/jWx7/Fza/ezL3196YsBbbJWCU5bjGvY1XR+S6FL1aDTtS+x8rxtM8ITHxeNqorqpk+eTof+93H+PqjX+eP//HHrI+Zre2t21mwdgFzVs1hTuMc3l31bvzryk0r4/vF/troWdWTKz95ZQ5HLCJSGl5Y/AKOc9SeR8W3ZZSxKu84Y9V+uYVUfnzsj3lmwTOc/+D53HrKrcCOn4mJwVSqjFVLa3H2WJVEYJXslyW+QKi1LQV+6iOfSuuYUQRWAIfsdgj/feR/88Pnfshn9vkMk/eeHMlxM7Fu6zq+8eg3eGXpK8xbPa/NxTwH1g1kzIAxnLzXyYwZMIYxA8ew98C9GdF3BGfddxY/fO6HnLTXSRw05KCdPm4RkVLQsKmBx957jJtn3UxFWQWHDTss/limGavqiuqkQViq5RaSqSqv4q7T7+LAmw/k4ocvBnYsBSZ+RpZaj1VJBFbJtM9Yrd6ymqUbljJ2YOf9VZDZJW06899H/TcP/PsBvvTQlzhijyMYWDcwsmOn4zev/obpb0znlDGncNLok9h74N6MGTiGMQPGMKBuQMrn/frTv+bZBc9y1n1nMeuCWfH/4CIi0nUtrS28/MHLPDrvUR6Z9wizls7CcQbVDeLHx/w4voI6ZJ6x6lnVkw3bNuz4mh0st5DMyH4jueXkWzjz3jOBjs+UT3VWYGdLRBSqkgysqsqr4o1/scAqdvpoOo3rkDwLls14pk+ezvhbxnPxwxfz59P/HNmxO9PS2sLNs27m6OFHc/+U+zN6bv/a/vzulN9x4p9O5JJHL+GsA85iQN0ABtQOoG9N34z+k4qIlLIVG1fw2HuP8ci8R3j8vcdZvWU1ZVbGYcMO44fH/JBJoyZx0JCDdqiWpJOxcvd4xqpXVS82NCUJrFpbqKyozGjMU/adwoz3ZvD713/f6RmF7RXzOlYlGVjFslXwYZT9dsPbQPqB1YDa1Jmcrth/8P5c9cmr+N7T3+Mz+3yGz437XKTHT+Wx9x5j/tr5XHtc6otsduTToz/Nlw75Eje/ejM3v3pzfLth9Kvtx4DaAQyoG0D/2v7B7fD+DtvDbXWVdZFmA0VE8tH21u28tOQlHpn3CI/Me4R/LfsXAIN7DObkvU5m0qhJHP+R4+lf27/D46STsYqtF1VZXkmv6l7xS9Nsa9nG/DXzGTNwTLCOVRf+GP7FpF+w/+D92zTUt5eqFFis61iVZmBV9WFgFYuk3175NrUVtezZd8+0jrFLj10iH9e3j/g29825j4v+fhGf3POTDO45OPLXaO/GV25k1567ZtXbdeOJN3L+wefTsKmBxi2NNG5ujH9dvXU1jZsbWb5xObNXzqZxS2OH10msLq+OB1n9a/t/GIQlBF9ttofBWZQZRBGR7rB84/J4eW/GezNYs3UN5VbO4bsfzrRjpzFp1CQO2PWAjHp4YxmrjspqsbMAK8sq6V3dm8XrgrPkb3vtNr72yNdYdtmytJZbSKZHVQ++cdg3Otyn1JZbKMlPo8SMVewH/v6a9zl82OFp/0J3R2BVUVbB9MnTOfg3B/Plv3+Zv37ur92avZm/Zj4Pz32YK4+6Ml4a7YoyK2P8buPT3r9pexNrtq5pE4DFA7Etq4Pb4f13V70bf7yj/4R9qvvsEHAlBmTtM2MD6gbQq6qXsmMi0m22t27nxcUvxrNSry9/HYAhPYcwee/JTBo1ieNGHke/2n5dfo0yK6OirKLDUmBsQdDK8rAUGPZYLVy3kObWZmY3zE57uYWuSNVjpcCqiCRmrGIfrD0qe3DjiTemfYzuCKwgKEX+6JgfcfkTl/Ont/7Ef+7/n93yOhA0rZdZGRccckG3vUYy1RXV7NpzV3btuWvaz3F3Nm7buEMg1rglDMZi28Ltc1fPpXFzI+uaUl8yqKKsIqPMWOxrVXlVFN8GESlCSzcsbZOVWte0jnIr5xN7fIJrJlzDxFETOWDwAZH+UVdTUdNhKTAxY9Wrqhfrm9YDwdmGAO80vJPRcguZSpYJ0zpWRSYxYzWs9zD2GbgP1x53LQfuemDax+hd3bsbRha49PBL+du7f+Orj3yVY0Yck/KK4dnYun0rt752K6fufSrDeg+L/PhRMzN6VfeiV3UvhvcdnvbztrduZ82WNakzYwkB2ftr3mfW0lk0bmnsMK3eo7JHRpmxAbUD6FPTJ7IlOkQkfzS3NPPC4hfiWak3V7wJwNBeQzl97OnxrFSfmj7dNobq8ur0M1bVvdi4bSPuzqotqwCob6jPaLmFTCU7u1zrWBWZnlU947f71/an/uL6jI9hZuw/eP/4f6IolZeV84fJf+DAmw/kggcv4KEzH4q8ZHVP/T2s2ryKr4z/SqTHzTcVZRUM6jGIQT0GZfS8zc2b08qMNW5pZNG6RfFgLbYKcXtlVka/mn47BFypArFYkJZ4WrWI5Icl65fEs1JPvP8E65vWU1FWwRF7HMG1x13LxFET2W+X/XZaq0Gqtali2mesWr2Vzc2bWbU5CKzeWfVOxsstZCJZhUelwCKTWArMxhtffoNvz/g2//PC/0RyvER7DdiLayZcwyWPXcIfXv8D5xx0TqTHv2nWTew1YC+OHXFspMctFnWVddT1qWP3Pp1f3iim1VtZu3Vt8kCsXUD2wfoPeHPFmzRubmRT86aUx6ypqNkx4KpJXqKMBWr9avupmV8kQttatvGPRf+IZ6XeXhmcRT6s9zDOGHcGk0ZNYsLICd1ayehIdXkngVW7jBXAhm0b4qXA+oZ66irrui1jlez9SIFVkUksBWarO8s7X/vY1/jru3/lkscu4biRx3X4Ib9o3SK+8eg3uPijF3PcyOM6PO7ry1/nhcUvcN0J16k8FaEyK6N/bX/61/ZnNKPTfl7T9qbUJcqEgGz1ltXxMytXb1nd4ZtS35q+aWXGEvvIelb1VDO/SGjRukVtslIbt22ksqySI/c8kv89/n+ZOGoi4waNy4v/M9UVnZQC250VCLChaQOrNq/CMD7Y8AGD6gbt1LUH1WNVZKIMrLrzF7HMyrjt1NvY/6b9Oe+B83jsC48l/U/80pKXOPWuU1mxaQWDewzuNLC66ZWbqK2oZeoBU7tr6JKB6opqduu1W0a9dO7O+qb1qTNjCUtdNGxuCM6u3NIYb1pNprKsMvkaYx2sPda/tr+a+aUoNG1v4vlFz8ezUvUNQYvIHn324D/3+08mjZrEsSOOjWd88kkmGau6sqC9YO3Wtazespr9B+/PGyveoGFzQ7dlrJLROlZFJqpSIHRvxgqCywb87/H/y0UPX8RvXv0NXx7/5TaP/3PJPzn6D0cztPdQhlcOZ8HaBR0eb93Wddzx1h18fr/PZ3WKr+SWmdGnpg99avowst/ItJ/X3NLM6i2rU2bGErfPWz2Plza/ROOWxjbXj2yvV1WvjNce61PdJy/+0pfStmDtgnhW6sn3n2RT8yaqyqs4as+jOO+g85g4aiL7DNwn739XM8lYxQLDBWsXxC/o/MaKN4DkZ+9l46EzH0r5OaNSYJGJMmO1M85q+PL4L/PXd//Kfz3+X5zwkRMY0W9E/LEH5zxIi7fw0vkv8ZW/f6XTZvrb37idzc2bueijF3X3sCUPVZZXMrjn4IwWn3X3oJk/WYkyydpj89fOp3FzI2u3rk3ZzF9u5fFga4cyZQdnWNZU1ET1rZAS1LS9iecWPhfPSr276l0AhvcdzlkHnMWkUZM4ZsQxbU5wKgQZ9VhVBYHV/LXzATh06KFUlVexrWVb5L2ZJ+51YsrHFFgVmSgzVh01HkfFzLj1lFvZ98Z9Oef+c3hq6lPxTNnCdQsZ1nsYA+sGMrzPcB6c8yCt3po0k+bu3DjrRj429GMcPOTgbh+3FAczo0dVD3pU9WCPPnuk/byW1pagmT+NpS4WrVvEa8tfY/WW1Wxu3pzymHWVdSkDsVRrj+m6laXt/TXv88jcR3j0vUd5av5TbG7eTHV5NZ8c/km+dMiXmDhqImMGjMn7rFRHqiuqgz9k3JPOI1nG6v017wPBYqWj+49mdsPsndtjpWsFFr5XL3yVp+c/zXef+m6k60Jt2tb9gRUEdf7rTriO8x88n1+9/Cu+/rGvA0FgFfuwG9FvBE0tTazYuIIhvYbscIxnFjzDu6veZfrk6TtlzFLaysvKg+CmbgBkcGnNLc1bdgi+Ui118eaKN+OlzVT9GoYFzfxJ1h5LtQisrltZuLZu38qzC56NZ6X+3fhvIGirOOfAc5g0ahJHDz860j+wc23coHHc8NINHP/H47lh4g2M22Vcm8c7ylgNrBvI2EFjg8BqZ/dYaR2rwnbwkIM5eMjBnLbPaRn91d2Zjc2pr3sXtXMPOpd737mXK564gkmjJjF6wGgWrl3I0cOPBogvnDl/7fykgdWNs26kf23/nXaBZ5GuqK2sZWjlUIb2Hpr2c1q9NWjm7yQz1ri5kRUbV1DfUE/j5sb4pT2SqS6vThp4dbT2WL+aflldHkq6Zt7qeTwyNwiknlnwDFu2b6Gmooajhx/NxR+9mImjJjK6/+iiDZR/9qmfMbr/aK58+koOuPkAvnroV7n66KvpW9MXSJ6xmr8mCKwG9RjEPgP3Abr3ZKz2KsoqaG5t5tz7z2W/XfbjksMuKZqfT8kEVjGJ/UlR2FkZKwhKMr89+bfse9O+nH3/2Tx11lN8sOED9uwTXDg6FlgtWLuAj+/+8TbPnbNqDve9ex+XfOwS9alI0SmzMvrW9KVvTV8+wkfSft62lm1tsmGp1h5bvWU1c1bNiW+PZQCS6V3dO+O1x3pX9y6aD5WdYUvzFp5Z8Ew8KzVv9TwARvUfxfkHn8+kUZP45PBPlswCuxVlFVx86MWcse8ZXPnUlfzipV9w51t3cs2EazjnwHPaZKxi/WOxE50G1A5g7KCxQPTN652NGeC2128D4LXlr3HLybcUxedTyQVWUdu4bedlrACG9h7KLyb+grPuO4tvzfgWrd7Knn13DKwStbS2cPb9Z9OrqheXHn7pTh2vSD6rKq/K6rqVqZa6SDzDct7qeTRuCZr5U6koq9ghE9bZqvwDagdQXVEdwXch/7k7c1fPjWelnl34LFu3b6W2opZjRhzD1w/9OpNGT2JU/1G5HmpODawbyE0n3cSFh1zI1x/9Ohc8eAE3z7qZEz5yAhBkrMqsjJ5VPdm4bSO9q3tTXVHNPoN2fsYqFsRVlVdx2eGXcc3z1zB39Vz+dsbfMvr/mI8UWGVpZzSvt/eF/b/Ave/cyy9f/iVAPGNVV1nHLj12iad4Y37+4s/555J/8qfT/pS0RCgi6cv2upUpF4FNWHts/tr5XbpuZTprj/Wt6VsQCwNv2rapTVYq1my914C9+NIhX2LSqEkctedR1FbW5nik+eegIQfx3NnPcdfbd/GtGd/iJ8//BCBepu5VFVwvcGDdQCD4nlaWVVJbsfO+l7GM1YmjT+QnE37CIUMO4az7zuLQ3x7K/VPu56AhB+20sURNgVWWEjNWH93tozvlNc2Mm0+6mZmLZrJ6y+p4xgqCrNWCdQvi9+sb6rny6Ss5bZ/TmLLvlJ0yPhHZUTbXrUy5CGy7pS5i161cs3UNrd6a9Hjtr1uZ7tpj3V1Wc3fmNM6JZ6WeW/gcTS1N1FXWceyIY7n0sEuZNHpSRuu2lTIz48z9zuTkMSdzzcxreOy9x+L9xb2qe7Fs4zIG1QW/izUVNTz+xcfjvVY7Qyyw+vx+nwfgM2M/w8h+IznlrlM44rYjuH3y7Xxm7Gd22niipMAqS9OOncbU+6by4nkvRtoU35lde+7KH079Aze8dAMj+n7YNzai7wheXfYqEPyFPPW+qfSu7s1NJ96kHg6RAlRXWUddZR3Deg9L+zmt3sq6retSlygT+seWbljKWyvfYvWW1R22NsSuW5kqEEu29lhn163cuG0jT89/Op6VirUx7D1wby766EVMGjWJI/c8sij6bnKlZ1VPpk2YxrQJ0+LbYmcGxjJWQPwkqJ3l0KGHcvzI4zlx9IdrXR005CBeueAV/uPP/8HpfzmdHxz9A7531PcKIsOaSIFVlibvPZl1V6zLyWufPOZkTh5zcpttw/sO56/v/JWW1hauff5aZi2dxV8++5ekVxcXkeJUZmX0q+1Hv9p+GfUdNW1vSlqqTHaGZX1DfXx7Z9etTNY/Vt9Qz8xFM9nWso0elT2YMHICl3/8ciaNnpRRiVUyFzszMNPsaZSO3PNIHv/i4zts37Xnrjw99WkufPBCrnrmKt5c8SbTJ08vqOUxFFgVmeF9h9Pc2syj8x7lB8/+gCn7TuH0safnelgiUgCqK6oZ0mtIRr2Y7s6GbRvSWupi1eZV/Lvx3zRubmRo76F87dCvMWnUJI7Y44iSacTPB/GMVe3ATvbMjZqKGqZPns4Bgw/g8icuZ97v53H/lPvbtL3kMwVWRSZWFvzi375I/9r+/GrSr3I8IhEpZmZG7+re9K7uHflyNtI9elf3BnKbseqMmXHZxy9j3C7jmHLPFMb/djz3fu5ejtrzqFwPrVOFVbiUTsVS6Gu2ruGWk28JVr0WEREJJeuxylcTR03kpfNfYkDtACbcPoGT/nQS1//zet5e+Tbuya9FmmvKWBWZPfvuSV1lHaePPZ1TxpyS6+GIiEieifdY1eVvxirRmIFj+Of5/+TqZ67m4bkP8/e5fweCfqzjRh7HcSOOY8LICRmd4NGdFFgVmZqKGmZfNDtvfsFERCS/FFLGKqZvTV+un3g910+8noVrF/Lk/Cd54v0neGzeY9zx5h1AcDbpcSOO48S9TmTiqIk5G6sCqyKkM2pERCSVfDgrMBt79t2Tcw86l3MPOpdWb+XtlW/zxPtP8MT7T/D713/P4vWLFViJiIjIznHcyOOYsu+U+FU7ClmZlbH/4P3Zf/D+XHr4pWxr2Ubj5sacjsnyoflr/PjxPmvWrFwPQ0RERKRTZvaqu49P9pjOChQRERGJiAIrERERkYh0GliZ2e/NbKWZvZ2wrb+ZzTCzueHXfgmPfcfM5pnZHDM7obsGLiIiIpJv0slY/QFo315/BfCku48GngzvY2ZjgSnAuPA5N5pZeWSjFREREcljnQZW7v4csLrd5lOB6eHt6cDkhO13uXuTu88H5gGHRjNUERERkfzW1R6rwe6+DCD8uku4fSiwOGG/JeE2ERERkaIXdfO6JdmWdD0HM7vQzGaZ2ayGhoaIhyEiIiKy83U1sFphZkMAwq8rw+1LgN0T9hsGLE12AHe/xd3Hu/v4QYMKc/VXERERkURdDaweAKaGt6cC9ydsn2Jm1WY2AhgNvJzdEEVEREQKQ6eXtDGz/wOOBgaa2RLgKuCnwN1mdh6wCPgsgLvPNrO7gXpgO3Cxu7d009hFRERE8kqngZW7n5nioQkp9p8GTMtmUCIiIiKFSCuvi4iIiEREgZWIiIhIRBRYiYiIiETE3JMuM7VzB2HWACzM9Ti62UBgVa4HsZNorsVJcy1OmmtxKqW5ws6f757unnStqLwIrEqBmc1y9/G5HsfOoLkWJ821OGmuxamU5gr5NV+VAkVEREQiosBKREREJCIKrHaeW3I9gJ1Icy1Ommtx0lyLUynNFfJovuqxEhEREYmIMlaSFTOzXI9BRKQ9vTdJriiwioiZjTGzPXI9jp3BzPYzs28DeJGnPM1szxL6uQ4plQ8jMxuc6zHsLHpvKl56f8pPCqwiYGb9CC48fb6ZDcz1eLqLBX4G/AmoMLPKXI+pu5hZrZldBzwCTDezr4Tbi+7/jJlVm9lNwLPALWZ2Wq7H1F3MrGfs52pmvynmuYLem4qV3p/yW9H9EHJkKPAu0AM4MLdD6VaDgCHAIe4+zd2bcz2gbvR1YDd3HwtcDVwC4O6tORxTdzkFGOLuewEPAT80s71yPKbImdlQ4I8E73ufJnij/p+cDqr76b2pOOn9KY8psOoCM+sVfo2lJdcB9wAOHGNmA3I1tqjF5hrqA4x2921mdoKZ/ZeZnZCrsUXNzHqGX8sI/m+8GT60G/B3M9s7V2PrDmZWHt5sARoA3P1+4FHgS2bWN0dD6y5bgd+5+zfcfTlwN/C6me2f43FFKszeFP17E7TJ0PSmiN+bYsysPJyzUcTvT2ZWl3DXKbD3JwVWGTCzUWZ2N3CbmZ0I9A0fOhSoBb4H7AKcaWaTzawmNyPNXvu5mll/YCPwDzP7IXA5wQfV9WY2NRaUFKKEuU4Pf67lBH/ljzSzmcC1wAbgCTM7vlDq/MmE/TY3m1mtu7eEm6uA1Wa2W3j/f4GDgXHhcwpyvolzBXD3RuCZhF12B0YCc3IwvEi1+7l6Qn/RwRTfe1PiXGMZmjLguWJ7b4Id/8+Gc14K7FGE70+jzex2gpLfKeH/3W3A2kJ6f1Jglabwr4TrgbcIygmfBn4UPvwGsNTdtwIfAW4A9g7vF5wkcz0R+K67LwMqgKOAS939V8CVwMkEf0EVnHZzvZ1gLj9x978BlwLLgEPd/SrgGuCbhdoUa2ZHEPw8LySYW8yzBG9S+5tZlbuvCLd9EwqzCTjZXM3M3H1Twm5VwAJ3b8rBECOTYq6x9/a3gQ+K6L0p1e9wA8HP80iK5L0JOpzvHQQBZDG9P30RuB94EXgKOJXgc/Z5YB8K6P1JgVX6hgBrCT507wd+AhxiZscDwwlSk28Dy4H/Axa3S2cWkvZznQYcaWZHAb8DmoFDANz9HmAA0Cv5ofJe+7n+CDjCzE4hyNCtAGI/x98BdQVcTmkEzgX2As4xs+EAYcD8GHAaH/bh3AWsKeAm4PZz3TPJG/BBwHsAZnZBAZcEd/i5JmRyDidoXC+W96ZUv8NrCPpvtlI8702QYr4E5bGewAcUz/vTCuDb7n6Tu/+e4ILKu7r7amAGBfT+pMCqAwl/9eHuHwDjgeMT7t9M8NfRE8BM4Hx3/zxwH0GZoWD+UkpjrjcBV7r7GwQr3J5sZt8JU9FvA6t3/qi7Js25fi0sle0OXGhmZxMEH68Q9K0UhHZzfQeY5+7zCN6ofpCw643AYuAKM7uM4I3r/UJqAu5krj9svw8wARhgZvcCnyf4UC4IGfxc7yL4nT23SN6bOprrDIKs80mF+t4E6c03/CNhOTAauKBI3p8eBx43s4pw01aC/jGAX1FI70/urn8J/wjOovkZUJWwrTz8ejbwfML2vsBfgI+1O0ZZrufRTXP9M/Dx8P444DJgSq7n0Y0/13HAGOArwN8Lea4Jj8WuttALmAdMSHisBvgkQbnoC7meR3fONdz+CDAbOD3X8+juuSbsV7DvTRn8XPcrpPembOYL7A9cVCzvT+32uxM4LeF+DUEbSt6/PyljlcDMvkwQ9dcAVbFo2j9s8v0jsM3MLgm3rwU2A5vC55eH2/P+lNcuznUrsD68P9vdf+7ud+3koWesi3PdQvCGNseD1PSJhTzXGHd3Myt39w0EfwV+M3zemQQfus96cNbcHTt77JnKZq5hw+u17j7Og5JRXstyrjUJ+xXse1NMJ3Otc/e3CuW9CbL+PzvX3W8slvencJ+ysFRdR3CylFlwhqe7+3MF8f6U68guH/7x4V8EvwT27WSfQ4D5wGTgC8CrwNhcz0Fz1Vw7m2v7fcPbawhKB78leCOz7hpjHs31VqAm1/PYmT/XXM9jZ861EH6HS22+mcw13G8IQQP7ucDLwI8JgrG8n6u76yLMMeFfsG8CxwEDCcpDs4EHPGieI/yrocXMTiU43fMYgrPlns/NqLtGcy3duSbs24fgFPwTgK+4+z927mizo7lqroU+Vyit+WY415MJzhC8B/ilu8/cuaPNTkkGVuFZE9cAd7r7s+G2cuAqgjr2OOBegtM9Xwdud/d3zazMCyCVnkhz1VxJmGvC88sI/nJ8kzynuWquFPhcobTmm+17sZn1IOij+k1OJpClkuuxMrM9CU5L/QzBYnn9w4daCc46OBj4S/gD/TawK8HCehTgh6/mqrm2mWuMu7cWyBu05qq5FvRcobTmm+17sVmw3lyhBlVQgoEVwdpE04ARwJ7ABDOr8CB19yQwl2B9G9z9LYKUZUF98CbQXDVXzbVwaK7FOVcorflmNVcvgjJayQVWHlzWYra7rydYLO9MwrUy3P194NdAfzO7zszuJ/gezc/VeLOhuWqummvh0FyLc65QWvMtpbmmUpI9VonM7B7gHwQNctvDbQOAo4G+7n5rDocXKc1Vcy10mqvmWgxKab6lNNc4z4NTE6P+R1C3/S+gst32soTbscUhPwk8AIwiOLVzRK7Hr7lqrpqr5qq55n4Omq/m2qXvT64HEPEPuxb4LsH1k2YBByQ8lrgOyP7tnvcUwcKXTwDDcj0PzVVz1Vw1V80193PRfEt3rll9n3I9gIh+2BWxHyzwCaCC4CLJ/w/olbDfrgTXkppJUPOtJlhLYyEwOdfz0Fw1V81Vc9Vccz8Xzbd05xrJ9yvXA8j2h01wzaEbgONjP/jw6xDgaeBTCds+RbCwWuIx9sj1PDRXzVVz1Vw119zPRfMt3blG+a9gm9fDVVx/DfQmuJjq2QRXbv+duzeF+1wCHAr8l7svbff8Cg8b6fKd5qq5orlqrnmolOYKpTXfUppr1CpyPYAs9AIOBE5w9w1mtgr4NPBZIHaBxl8TNM6NN7N1QH93/1u4AFkh/cA1V81Vcy0cmmtxzhVKa76lNNdIFew6Vh6skbGAIIqG4HTO14DDzWzXcJ9m4GHgboILr3q4vaDSdJqr5ormWjA01+KcK5TWfEtprlEr2MAq9DfgQDMb4u4bCS7w2ERQ+8XMDgC+CVzv7qPc/b6cjTR7mqvmqrkWDs21OOcKpTXfUpprZAo9sHoeaCSMqN39XwT13rrw8aXAke5+RU5GFy3NVXMtdJqr5loMSmm+pTTXyBRyjxXuvszM7gN+ambzgFeArcD28PGGHA4vUpqr5lroNFfNtRiU0nxLaa5RKtizAhOZ2SSChrqPA79y91/leEjdRnMtTpprcdJci1cpzbeU5hqFogisAMyskqBnrujPRNBci5PmWpw01+JVSvMtpblmq2gCKxEREZFcK/TmdREREZG8ocBKREREJCIKrEREREQiosBKREREJCIKrEREREQiosBKRHYaMxtgZq+H/5ab2Qfh7Y1mdmM3vu7RZvbx7jq+iEhMQa+8LiKFxd0bgQMBzOxqYKO7/2wnvPTRwEbghZ3wWiJSwpSxEpGcCzNKD4W3rzaz6Wb2uJktMLPTzOx/zOwtM3s0XKgQMzvEzJ41s1fN7DEzi10Y9utmVm9mb5rZXWY2HPgy8M0wO3akmZ1sZi+Z2Wtm9oSZDc7wtReY2bVm9nL4b1ROvnEikncUWIlIPvoIcCJwKnAH8LS77wdsAU4MA5xfAqe7+yHA74Fp4XOvAA5y9/2BL7v7AuBm4Dp3P9DdZxJcXPYwdz8IuAu4PN3XTthvvbsfCvwKuD7i+YtIgVIpUETy0SPu3mxmbwHlwKPh9reA4cAYYF9ghpkR7rMs3OdN4M7w4rH3pTj+MODPYZarCpifwWvH/F/C1+synqGIFCVlrEQkHzUBuHsr0OwfXnurleAPQgNmhxmoA919P3f/VLjPicCvgUOAV80s2R+QvyS4mOx+wJeAmgxeO8ZT3BaREqbASkQK0RxgkJkdDsEFYs1snJmVAbu7+9ME5b2+QE9gA9Ar4fl9gA/C21O7OIYzEr6+2MVjiEiRUSlQRAqOu28zs9OBX5hZH4L3suuBfwN3hNuMoK9qrZk9CNxjZqcCXwOuBv5iZh8A/wRGdGEY1Wb2EsEfqGdmOycRKQ72YZZbRETSYWYLgPHuvirXYxGR/KJSoIiIiEhElLESERERiYgyViIiIiIRUWAlIiIiEhEFViIiIiIRUWAlIiIiEhEFViIiIiIRUWAlIiIiEpH/D6PBb1Y1hJVqAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 720x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "profit_per_trade_early.plot(figsize=(10, 7), title=\"Profit Per Trade - Early Date\", color=\"green\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Plotting the results for the middle profit per trade DataFrame."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 161,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'Profit Per Trade - Middle Date'}, xlabel='Timestamp'>"
      ]
     },
     "execution_count": 161,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "profit_per_trade_middle.plot(figsize=(10, 7), title=\"Profit Per Trade - Middle Date\", color=\"green\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Plotting the results for the late profit per trade DataFrame **(NONE)**."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 162,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'Profit Per Trade - Late Date'}, xlabel='Timestamp'>"
      ]
     },
     "execution_count": 162,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "profit_per_trade_late.plot(figsize=(10, 7), title=\"Profit Per Trade - Late Date\", color=\"green\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Calculating the potential arbitrage profits that you can make on each day."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 163,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "14147.169999999998"
      ]
     },
     "execution_count": 163,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "profit_per_trade_early.sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 164,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "330.0699999999997"
      ]
     },
     "execution_count": 164,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "profit_per_trade_middle.sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 165,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.0"
      ]
     },
     "execution_count": 165,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "profit_per_trade_late.sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Using `cumsum` function to plot the cumulative sum of each of the three DataFrames to be used for identifying patterns or trends in the profits across the three time periods."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [],
   "source": [
    "cumulative_profit_early = profit_per_trade_early.cumsum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [],
   "source": [
    "cumulative_profit_middle = profit_per_trade_middle.cumsum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [],
   "source": [
    "cumulative_profit_late = profit_per_trade_late.cumsum()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Plotting the cumulative sum of profits for the early profit per trade DataFrame."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 166,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'Cumulative Early Bitcoin Profits'}, xlabel='Timestamp'>"
      ]
     },
     "execution_count": 166,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "cumulative_profit_early.plot(figsize=(10, 7), title=\"Cumulative Early Bitcoin Profits\", color=\"green\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Plotting the cumulative sum of profits for the middle profit per trade DataFrame."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'Cumulative Middle Bitcoin Profits'}, xlabel='Timestamp'>"
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAl0AAAGpCAYAAAC3aYO5AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAAsTAAALEwEAmpwYAABBr0lEQVR4nO3dd5xc9XX//9fZot57R73uADKiCBAIBAgBQgIhaXfyc4sTnOI4tnElsQ12sI2NW+yEfJ04sZ1wVwWJInox3fQ6o15R771vOb8/5mpZZJUd7e7cmdn38/HYx87cuXfm7NGs5r33c+/9mLsjIiIiIo2rIOoCRERERJoChS4RERGRDFDoEhEREckAhS4RERGRDFDoEhEREckAhS4RERGRDFDoEmnCzOwOM/u/emy/0MzGN1xFDff6ZjbezNafYtvfmdm/1GXdetb4F2b2VCM87+1m9l8N/bxnUEd3M3vRzPaZ2U+zpS6RbKTQJRIBM4ub2Vtmtt/MNpnZ42Z2adR1nUrtkHKMu49y9+cb+HX6m5mb2TvHLe9iZkfNbE1jvn66wr4cDf8t95nZ22Z2+bHH3f0+d7+m1vpuZoPr+7ru/gN3/6sGqHmnmT1tZsPPsJRbge1AO3e/rXZdtf4ti87wuUXyikKXSIaZ2VeAXwA/ALoD/YB/B6ZEWFY2am1mJbXux4HVURVzGj929zZAe+BeYL6ZFUZc0+kcq7kPsBX43fErWMrpPifOAha5rrQtcloKXSIZZGbtge8Bf+/u8939gLtXuPsCd/9auM7H9igdP/RlZmvM7Gtm9oGZHTCz34ZDPI+He1qeMbOOJ9q21vZXnaS+uWa22cz2hENGo8LltwJ/AXw93DuyoPZzmVkvMztkZp1qPddoM9tuZsXh/b80s8VmtsvMnjSzs07Trv8FPl3r/qeAP5zsZzGzlmHvdpnZIuD849YdbWbvhD2aDbQ42QuHP888M9tmZqvN7IunqRUAd68GAqATqUCNmX3GzF4Ob78Yrvp+2MeZ4fIpZvaeme01s5Vmdm2tOh4O90atMLO/rlVjzdBwrT1KnzaztWHf/6mONR8May4Jn+t5M7vLzF4BDgIDzexiM3szfF+8aWYXh+v+jtS/0bH3xVX28SHrYz/v7vDxsWY22MxeCJ9re/hvIdIkKHSJZNZYUh/2D9TzeaYBVwNDgcnA48DtQBdSv9d1Cgkn8DgwBOgGvAPcB+Duvwlv/9jd27j75NobuftG4NWwrmPiwP3uXmFmU8P6bga6Ai8B5aep5f+AUjMrNLMRQFvg9VOs/11gUPg1kVqBzcyaAQ+SCnKdgLnH1UqtdQuABcD7QG9gAvAlM5t4mnoJ9259itQeuS3HP+7ul4U3zwn7ONvMLiAVJr8GdAAuA9aE65UD64FewC3AD8xswilKuBQYFtb8nbBvp6u5DalA/W6txZ8kNWzYFtgHPAr8K9AZ+BnwqJl1dvfP8PH3xTPHPf2xn7dD+PirwPeBp4COpPay/ep0NYrkC4UukczqDGx398p6Ps+v3H2Lu28gFWBed/d33f0IqUA3+kye1N3/2933hc9zB3BOuHeuLgKgDFLDUkBpuAzg88AP3X1x+LP/ADj3NHu71gNLgatIBag/nGJdgBnAXe6+093XkQoJx1wEFAO/CPcs3g+8eZLnOR/o6u7fc/ej7r4K+M/w5zmZr5rZbuAAqaHjb7t71WnqPeZzwH+7+9PuXu3uG9x9iZn1JRWivuHuh939PeC/SAWik7nT3Q+5+/ukQuM5dah5BdAG+Eytx37n7gvDf6trgOXu/r/uXunu5cASUmH/TFSQGpLsFf5cL5/h84jkHIUukczaAXSx+h9YXHsvyqET3G+T7hOGe5R+FA5v7eWjvS1d6vgU9wNjzawXqT0cTioQQupD9pdmtjv8oN8JGKk9SafyB1JhoIzUnq9T6QWsq3X/w+Me23DccUe1H6/tLKDXsVrDem8nHC48iXvcvQPQEhgD/MTMJp2m3mP6AitPsLwXsNPd9x1X86l6trnW7YOc+n1wj7t3cPce7n6ju9euoXYfe/HnvTpdHafydVL/9m9Y6uzTvzzD5xHJOQpdIpn1KnAYmHqKdQ4ArWrd71GP1/vYc4XDX11Psm6c1MH8V5E6ILz/sc3C76c8UNrdd5MaNpoRPld5rZCzDvh8+CF/7Kulu//pNPXPA64HVrn7yULSMZtIBZhj+h33WO9wD9yJHq9tHbD6uFrbuvt1p3l9PCUJvBLWXRfrSA2JHm8j0MnM2h5X84Y6Pm991P633kgqiNZW1zr+7D3j7pvd/a/dvRepPaD/bg1wNqdILlDoEskgd98DfAf4NzObamatzKzYzCaZ2Y/D1d4DrjOzTmbWA/hSPV5yGdDCzK4PD2j/Z6D5SdZtCxwhtTeuFakhwNq2AANP83oBqWOapvHR0CLAfwDfso8OzG9vZtNPV7y7HwCuBOpyaYQ54Wt0NLM+wD/UeuxVoBL4opkVmdnNwAUneZ43gL1m9o3w4PxCMysxs/NPsv7HWOrSC5cCC0+yyvF9/C3wWTObYGYFZtbbzIaHQ6R/An5oZi3M7GxSQ5H31aWOBvQYMNRSlzkpCg/+Hwk8UodttwHV1Pp5zWx6+O8DsItUMKvrUKxITlPoEskwd/8Z8BVSAWgbqT0dXyB1oDekDvZ+n9Tw3lPAGZ/dFYa8vyN1LNAGUnu+TnYR0D+QGjbaACwCXjvu8d8CI8Mhtwc5sYdJHYi/JTyu6FgdDwB3A7PCocskUKfhN3d/67ihr5O5M6x/Nam+/W+t5zhK6iD+z5D6oJ8JzD/J61WROl7p3PC5tpPq36mObTt29t6B8LX/B/h/J1n3DuD3YR9nuPsbwGeBnwN7gBf4aM9SGak9jhtJHav3XXd/+hR1NDh33wHcANxGKpB/HbjB3bfXYduDwF3AK+HPexGpY+ZeN7P9pN4v/+ju2XopEJEGZbq0ioiIiEjj054uERERkQxQ6BIRERHJAIUuERERkQxQ6BIRERHJAIUuERERkQyo71WxM6JLly7ev3//qMsQEREROa233357u7v/2YWocyJ09e/fn7feeivqMkREREROy8xOOIOGhhdFREREMkChS0RERCQDFLpEREREMkChS0RERCQDFLpEREREMkChS0RERCQDFLpEREREMkChS0RERCQDFLpEREREMkChS0RERCQDFLpEREREMkChS0RERCQDFLpEREQk7+0+vJs9h/dEWoNCl4iIiOS9e9+8l+73dGf7we2R1aDQJSIiInmvPFnOJ3p+gi6tukRWg0KXiIiI5LXk1iSJrQnisXikdSh0iYiISF4rT5RTYAVMHzk90joUukRERCRvuTuzFs5iwoAJdG/TPdJaFLpEREQkb72x4Q1W7VoV+dAiKHSJiIhIHgsSAc0Lm3PT8JuiLkWhS0RERPJTVXUVcxbN4boh19G+Rfuoy1HoEhERkfz0/Jrn2bx/c1YMLYJCl4iIiOSpIBHQtllbrh9yfdSlAApdIiIikoeOVB5h3uJ5TB0+lZbFLaMuB1DoEhERkTz0xIon2HNkT9YMLYJCl4iIiOShIBnQpVUXJgyYEHUpNRS6REREJK/sP7qfBUsXMH3kdIoLi6Mup4ZCl4iIiOSVh5Y8xKHKQ1k1tAgKXSIiIpJngmRA33Z9ubjvxVGX8jEKXSIiIpI3dhzcwVMrn6K0pJQCy66Yk13ViIiIiNTD/Yvup7K6MuuGFkGhS0RERPJIkAwY3mU453Q/J+pS/oxCl4iIiOSF9XvX89KHL1FWUoaZRV3On1HoEhERkbwwOzkbxykrKYu6lBNS6BIREZG8ECQDxvQaw5DOQ6Iu5YQUukRERCTnLd2+lHc2vZO1e7lAoUtERETyQHmyHMOYOWpm1KWclEKXiIiI5DR3pzxZzuX9L6d3u95Rl3NSCl0iIiKS097d/C7LdizL6qFFUOgSERGRHBckAooLipk2YlrUpZySQpeIiIjkrGqvZvbC2UwcPJHOrTpHXc4pKXSJiIhIznp57cus37s+64cWQaFLREREcliQCGhV3Iobh90YdSmnpdAlIiIiOamiqoL7F93PjcNupE2zNlGXc1oKXSIiIpKTnl71NDsO7ciJoUVQ6BIREZEcFSQCOrboyLWDr426lDpR6BIREZGcc7DiIA8ueZBpI6bRrLBZ1OXUiUKXiIiI5JxHlj3CgYoDxGPxqEupM4UuERERyTlBIqBnm55cdtZlUZdSZwpdIiIiklN2H97N4yseZ+aomRQWFEZdTp0pdImIiEhOmb94PkerjubU0CIodImIiEiOCRIBgzoOYkyvMVGXkhaFLhEREckZm/dv5rk1z1FWUoaZRV1OWhS6REREJGfMWTiHaq/OuaFFUOgSERGRHBIkAs7pfg4juo6IupS01St0mVkLM3vDzN43s4Vmdme4vJOZPW1my8PvHWtt8y0zW2FmS81sYn1/ABEREWkaVu1axesbXs+ZaX+OV989XUeAK939HOBc4Fozuwj4JvCsuw8Bng3vY2YjgVJgFHAt8O9mljvneoqIiEhkZiVnAVBaUhpxJWemXqHLU/aHd4vDLwemAL8Pl/8emBrengLMcvcj7r4aWAFcUJ8aREREpGkIEgGX9L2EszqcFXUpZ6Tex3SZWaGZvQdsBZ5299eB7u6+CSD83i1cvTewrtbm68NlIiIiIieV2JJg4baFOTu0CA0Quty9yt3PBfoAF5hZySlWP9G5nX7CFc1uNbO3zOytbdu21bdMERERyWHlyXIKrZDpo6ZHXcoZa7CzF919N/A8qWO1tphZT4Dw+9ZwtfVA31qb9QE2nuT5fuPuY9x9TNeuXRuqTBEREckx7k55spyrBl5Ft9bdTr9Blqrv2YtdzaxDeLslcBWwBHgY+HS42qeBh8LbDwOlZtbczAYAQ4A36lODiIiI5LfX1r/Gmt1rcnpoEaContv3BH4fnoFYAMxx90fM7FVgjpl9DlgLTAdw94VmNgdYBFQCf+/uVfWsQURERPJYebKc5oXNuWnETVGXUi/1Cl3u/gEw+gTLdwATTrLNXcBd9XldERERaRoqqyuZvXA2Nwy9gXbN20VdTr3oivQiIiKStZ5b/RxbD2zN+aFFUOgSERGRLBYkA9o1b8d1Q66LupR6U+gSERGRrHS48jDzF8/npuE30bK4ZdTl1JtCl4iIiGSlx5c/zt4je/NiaBEUukRERCRLBcmArq26MmHgCc/NyzkKXSIiIpJ19h7ZyyPLHmHGqBkUFdT3ClfZQaFLREREss5DSx7icOXhvBlaBIUuERERyUJBMuCs9mcxtu/YqEtpMApdIiIiklW2HdjG0yufprSklALLn6iSPz+JiIiI5IX7F91PlVfl1dAiKHSJiIhIlgmSASO7juTs7mdHXUqDUugSERGRrLF2z1peXvsyZSVlmFnU5TQohS4RERHJGrOTswEoLSmNuJKGp9AlIiIiWSNIBlzQ+wIGdxocdSkNTqFLREREssKS7Ut4b/N7eXcA/TEKXSIiIpIVyhPlGMaMUTOiLqVRKHSJiIhI5NydIBlwxYAr6NW2V9TlNAqFLhEREYnc25veZsXOFXk7tAgKXSIiIpIFyhPlFBcUM23EtKhLaTQKXSIiIhKpquoqZi2cxaQhk+jYsmPU5TQahS4RERGJ1EtrX2Ljvo15PbQICl0iIiISsfJEOa2KWzF56OSoS2lUCl0iIiISmaNVR5m7aC5Th0+ldbPWUZfTqBS6REREJDJPrXyKXYd35f3QIih0iYiISITKk+V0bNGRawZdE3UpjU6hS0RERCJx4OgBHlzyINNHTqdZYbOoy2l0Cl0iIiISiQXLFnCw4iBlsfwfWgSFLhEREYlIebKcXm17Ma7fuKhLyQiFLhEREcm4nYd28vjyxykdVUphQWHU5WSEQpeIiIhk3PzF86mormgyQ4ug0CUiIiIRCBIBgzsN5rye50VdSsYodImIiEhGbdy3kefXPE+8JI6ZRV1Oxih0iYiISEbNWTgHx5vU0CIodImIiEiGBYmA0T1GM7zL8KhLySiFLhEREcmYFTtX8ObGN5vEtD/HU+gSERGRjJmVnAXAzJKZEVeSeQpdIiIikhHuTpAIGNdvHP3a94u6nIxT6BIREZGM+GDLByzevrhJDi2CQpeIiIhkSHmynEIr5JaRt0RdSiQUukRERKTRVXs15clyrhl0DV1bd426nEgodImIiEije3Xdq6zds7bJDi2CQpeIiIhkQHmynBZFLZg6fGrUpURGoUtEREQaVWV1JXMWzmHy0Mm0bd426nIio9AlIiIijerZVc+y7eC2Jj20CApdIiIi0sjKk+W0a96OSUMmRV1KpBS6REREpNEcqjjE/MXzmTZiGi2KWkRdTqQUukRERKTRPLb8MfYd3dfkhxZBoUtEREQaUXmynG6tu3HFgCuiLiVyCl0iIiLSKPYc3sMjyx5h5qiZFBUURV1O5BS6REREpFE8uORBjlQd0dBiSKFLREREGkV5spz+HfpzUZ+Loi4lKyh0iYiISIPbemArz6x6hrKSMsws6nKygkKXiIiINLi5C+dS5VUaWqxFoUtEREQaXHmynFFdRxHrHou6lKyh0CUiIiIN6sPdH/LKuleIx+JRl5JVFLpERESkQc1KzgKgtKQ04kqyi0KXiIiINKjyZDkX9r6QgR0HRl1KVlHoEhERkQazaNsi3t/yvoYWT0ChS0RERBpMeaKcAitgxqgZUZeSdRS6REREpEG4O0Ey4Ir+V9CjTY+oy8k6Cl0iIiLSIN7c+Cardq3S0OJJKHSJiIhIgyhPlNOssBk3j7g56lKykkKXiIiI1FtVdRWzFs5i0uBJdGjRIepyspJCl4iIiNTbCx++wOb9mzW0eAoKXSIiIlJv5Yly2jRrww1Db4i6lKxVr9BlZn3N7DkzW2xmC83sH8Pld5jZBjN7L/y6rtY23zKzFWa21Mwm1vcHEBERkWgdqTzC/YvvZ8qwKbQqbhV1OVmrqJ7bVwK3ufs7ZtYWeNvMng4f+7m731N7ZTMbCZQCo4BewDNmNtTdq+pZh4iIiETkyZVPsvvwbg0tnka99nS5+yZ3fye8vQ9YDPQ+xSZTgFnufsTdVwMrgAvqU4OIiIhEqzxZTueWnbl64NVRl5LVGuyYLjPrD4wGXg8XfcHMPjCz/zazjuGy3sC6Wput59QhTURERLLY/qP7eWjJQ9wy8haKC4ujLierNUjoMrM2wDzgS+6+F7gXGAScC2wCfnps1RNs7id5zlvN7C0ze2vbtm0NUaaIiIg0sIeXPsyhykMaWqyDeocuMysmFbjuc/f5AO6+xd2r3L0a+E8+GkJcD/SttXkfYOOJntfdf+PuY9x9TNeuXetbpoiIiDSC8mQ5fdr14dJ+l0ZdStar79mLBvwWWOzuP6u1vGet1W4CkuHth4FSM2tuZgOAIcAb9alBREREorHj4A6eWPEEM0fNpMB0FarTqe/Zi5cAnwQSZvZeuOx2oMzMziU1dLgG+DyAuy80sznAIlJnPv69zlwUERHJTfMWz6OyulJDi3VUr9Dl7i9z4uO0HjvFNncBd9XndUVERCR65clyhnYeyugeo6MuJSdoX6CIiIikbcPeDbyw5gXKSspIHW0kp6PQJSIiImmbvXA2jlNWUhZ1KTlDoUtERETSVp4s5xM9P8GwLsOiLiVnKHSJiIhIWpbvWM5bG9/SXq40KXSJiIhIWsqT5RhGaUlp1KXkFIUuERERqTN3J0gEjDtrHH3a9Ym6nJyi0CUiIiJ19t7m91i6YynxEl2bK10KXSIiIlJn5clyigqKuGXkLVGXknMUukRERKROqr2aWclZXDPoGjq36hx1OTlHoUtERETq5JW1r7Bu7zoNLZ4hhS4RERGpk/JkOS2LWjJl+JSoS8lJCl0iIiJyWhVVFcxdNJfJwybTplmbqMvJSQpdIiIiclrPrHqG7Qe3a2ixHhS6RERE5LTKk+V0aNGBawdfG3UpOUuhS0RERE7pYMVBHljyADcPv5nmRc2jLidnKXSJiIjIKT267FH2H91PPKahxfpQ6BIREZFTKk+W06NND8b3Hx91KTlNoUtEREROavfh3Ty6/FFmjJxBYUFh1OXkNIUuEREROakHFj/A0aqjGlpsAApdIiIiclLlyXIGdhzIBb0viLqUnKfQJSIiIie0ef9mnl39LKWjSjGzqMvJeQpdIiIickJzF86l2qs1tNhAFLpERETkhMqT5cS6xRjVbVTUpeQFhS4RERH5M6t3rebV9a9SVlIWdSl5Q6FLRERE/sys5CwASktKI64kfyh0iYiIyJ8pT5Yzts9YBnQcEHUpeUOhS0RERD4muTVJYmtCQ4sNrCjqAkRERCR6ldWVPLvqWYJkwPzF8ykuKGbGqBlRl5VXFLpERESaKHfntfWvESQCZi+czbaD22jfvD0zRs7g1vNupXub7lGXmFcUukRERJqYhVsXEiQCgmTAmt1raFHUgslDJxOPxZk0eBLNi5pHXWJeUugSERFpAj7c/SGzkrMIkgEfbPmAAivg6oFXc+f4O5k6fCrtmreLusS8p9AlIiKSp7Yf3M7chXMJkgEvr30ZgLF9xvKrSb9i+sjpGj7MMIUuERGRPLL/6H4eWvIQQTLgqZVPUVldyciuI7nryrsoLSllYMeBUZfYZCl0iYiI5LijVUd5csWTBMmAh5Y8xKHKQ/Rt15fbxt5GPBYn1i2mCauzgEKXiIhIDqr2al768CWCRMDcRXPZdXgXnVt25jPnfoZ4LM7FfS+mwHQ5zmyi0CUiIpIj3J33Nr9HkAgoT5azYd8GWhe3ZurwqcRjca4eeDXFhcVRlyknodAlIiKS5VbsXEF5opwgGbBk+xKKCoqYNHgS91xzD5OHTqZ1s9ZRlyh1oNAlIiKShTbt28SchXMIkgFvbHgDgMvPupwvX/Rlpo2YRudWnSOuUNKl0CUiIpIl9hzew/zF8wmSAX9c/UeqvZrRPUbzk6t/wsxRM+nbvm/UJUo9KHSJiIhE6FDFIR5b/hhBMuDRZY9ypOoIgzoO4p/G/RNlJWWM6Doi6hKlgSh0iYiIZFhldSXPrX6uZnLpvUf20r11d/5mzN8Qj8U5v9f5usRDHlLoEhERyQB3540Nb9RMLr3lwBbaNW/HtBHTiMfijO8/nqICfSznM/3rioiINKLF2xbXTC69atcqmhc254ahNxCPxbluyHW0KGoRdYmSIQpdIiIiDWzdnnU1k0u/t/k9CqyACQMm8O3Lvs1Nw2+ifYv2UZcoEVDoEhERaQA7Du7g/kX3EyQDXvzwRQAu7H0hv7z2l8wYNYMebXpEXKFETaFLRETkDB04eoCHlz5MkAx4YsUTVFZXMrzLcL5/xfcpLSllcKfBUZcoWUShS0REJA0VVRU8tfIpgmTAg0se5GDFQfq068OXL/oy8Vicc7qfozMP5YQUukRERE6j2qt5Ze0rNZNL7zi0g04tO/HJsz9JPBbn0n6XanJpOS2FLhERkRNwd97f8j5BImBWchbr9q6jVXErpgybQjwW55pB19CssFnUZUoOUegSERGpZeXOlZQnywkSAYu3L6aooIiJgybyo6t+xI3DbqRNszZRlyg5SqFLRESavC37tzB74WyCRMDrG14HYFy/cdx7/b3cMvIWurTqEnGFkg8UukREpEnae2QvDyx+gCAZ8MyqZ6j2as7pfg53X3U3pSWl9GvfL+oSJc8odImISJNxuPIwjy9/nCAZsGDpAo5UHWFAhwF869JvUVZSxqhuo6IuUfKYQpeIiOS1quoqnlvzHEEiNbn0niN76Na6G7eedyvxWJwLe1+oSzxIRih0iYhI3nF33tz4Zs3k0pv3b6Zts7bcPOJm4rE4Vw64UpNLS8bpHSciInljyfYlqcmlEwErd62kWWEzrh9yPfFYnOuHXE/L4pZRlyhNmEKXiIjktPV71zM7OZv7Evfx7uZ3MYwrB1zJ7eNu5+YRN9OhRYeoSxQBFLpERCQH7Ty0k3mL5hEkA15Y8wKOc36v8/n5xJ8zY9QMerXtFXWJIn9GoUtERHLCgaMHWLBsAUEiNbl0RXUFQzsP5Y7xd1BWUsaQzkOiLlHklBS6REQka1VUVfD0qqcJEqnJpQ9UHKBX21588cIvEo/FGd1jtM48lJyh0CUiIlml2qv507o/ESQC5iycw45DO+jQogPxWJx4LM64fuMoLCiMukyRtCl0iYhIVvhgywcEiYDyZDlr96ylZVFLbhx2I/FYnImDJtK8qHnUJYrUi0KXiIhEZvWu1cxKziJIBiS3Jim0Qq4ZdA13XXkXU4ZNoW3ztlGXKNJgFLpERCSjth7YypyFcwgSAa+ufxWAS/pewr9d929MHzmdrq27RlyhSONQ6BIRkUa398heHlzyIEEiNbl0lVcR6xbjhxN+SGlJKf079I+6RJFGp9AlIiKN4kjlER5f8ThBImDBsgUcrjzMWe3P4uuXfJ2ykjJi3WNRlyiSUfUKXWbWF/gD0AOoBn7j7r80s07AbKA/sAaY4e67wm2+BXwOqAK+6O5P1qcGERHJHlXVVbzw4QsEiYB5i+ex+/BuurTqwudGf454LM7YPmN1iQdpsuq7p6sSuM3d3zGztsDbZvY08BngWXf/kZl9E/gm8A0zGwmUAqOAXsAzZjbU3avqWYeIiETE3Xln0zvcl7iPWclZbNq/iTbN2nDT8JuIx+JMGDCB4sLiqMsUiVy9Qpe7bwI2hbf3mdlioDcwBRgfrvZ74HngG+HyWe5+BFhtZiuAC4BX61OHiIhk3rIdy2oml16+cznFBcVcN+Q64rE4Nwy9gVbFraIuUSSrNNgxXWbWHxgNvA50DwMZ7r7JzLqFq/UGXqu12fpwmYiI5IANezcwe+FsgkTA25vexjDG9x/P1y/5OtNGTKNjy45RlyiStRokdJlZG2Ae8CV333uK8foTPeAnec5bgVsB+vXr1xBliojIGdh1aBfzFs8jSAQ8v+Z5HOe8nufx02t+ysxRM+ndTn87i9RFvUOXmRWTClz3ufv8cPEWM+sZ7uXqCWwNl68H+tbavA+w8UTP6+6/AX4DMGbMmBMGMxERaRwHKw7yyLJHCBIBjy1/jIrqCoZ0GsJ3Lv8OZSVlDOsyLOoSRXJOfc9eNOC3wGJ3/1mthx4GPg38KPz+UK3lgZn9jNSB9EOAN+pTg4iINIzK6kqeWfUMQSLggSUPsP/ofnq26ckXLvgC8Vic83qepzMPReqhvnu6LgE+CSTM7L1w2e2kwtYcM/scsBaYDuDuC81sDrCI1JmPf68zF0VEouPuvLr+1ZrJpbcd3Eb75u2ZOWom8Vicy8+6XJNLizSQ+p69+DInPk4LYMJJtrkLuKs+rysiIvWT3JqsmVx6ze41tChqweShk4nH4kwaPEmTS4s0Al2RXkSkifhw94eUJ8sJEgGJrQkKrICrB17NnePvZOrwqbRr3i7qEkXymkKXiEge23ZgG3MXzSVIBLyy7hUAxvYZy68m/YrpI6fTvU33iCsUaToUukRE8sy+I/t4aOlDBImAp1Y+RZVXMbLrSO668i5KS0oZ2HFg1CWKNEkKXSIieeBo1VGeWPEEQSLg4aUPc6jyEP3a9+OrF3+VeCxOrFtMZx6KREyhS0QkR1V7NS9++CJBIuD+Rfez6/AuOrfszGfO/QzxWJyL+15MgRVEXaaIhBS6RERyiLvz7uZ3CRIBs5Kz2LBvA62LWzN1+FTisThXD7xak0uLZCmFLhGRHLB8x/KaMw+X7lhKUUERkwZP4p5r7mHy0Mm0btY66hJF5DQUukREstSmfZtqJpd+c+ObAFx+1uV8ZexXmDZiGp1bdY64QhFJh0KXiEgW2X14N/MXzydIBDy35jmqvZrRPUbzk6t/wsxRM+nbvu/pn0REspJCl4hIxA5VHOLR5Y8SJAIeXf4oR6uOMqjjIP5p3D9RVlLGiK4joi5RRBqAQpeISAQqqyv54+o/EiQC5i+ez76j++jeujt/O+ZvicfinN/rfF3iQSTPKHSJiGSIu/P6htcJEgGzF85m64GttGvejltG3kI8Fmd8//EUFei/ZZF8pd9uEZFGtmjboprJpVftWkXzwubcMPQG4rE41w25jhZFLaIuUUQyQKFLRKQRrN2zllnJWQSJgPe3vE+BFTBhwAS+fdm3uWn4TbRv0T7qEkUkwxS6REQayPaD27l/0f0EiYCX1r4EwIW9L+SX1/6SGaNm0KNNj4grFJEoKXSJiNTD/qP7eXjpwwSJgCdXPklldSXDuwzn+1d8n7KSMgZ1GhR1iSKSJRS6RETSdLTqKE+tfIogEfDQ0oc4WHGQPu368OWLvkw8Fuec7ufozEMR+TMKXSIidVDt1by89mWCRMDcRXPZeWgnnVp24pNnf5J4LM6l/S7V5NIickoKXSIiJ+HuvL/l/ZozD9fvXU+r4lZMGTaFeCzONYOuoVlhs6jLFJEcodAlInKclTtX1kwuvXj7YooKipg4aCJ3X3U3Nw67kTbN2kRdoojkIIUuERFg8/7NzFk4hyAR8PqG1wEY128c915/L7eMvIUurbpEXKGI5DqFLhFpsvYc3sMDSx4gSAQ8u/pZqr2ac7qfw91X3U1pSSn92veLukQRySMKXSLSpByuPMxjyx8jSAQ8suwRjlQdYUCHAXzr0m9RVlLGqG6joi5RRPKUQpeI5L2q6iqeW/McQSJg3uJ57D2yl26tu3HrebcSj8W5sPeFusSDiDQ6hS4RyUvuzpsb36yZXHrz/s20bdaWm0fcTDwW58oBV2pyaRHJKP2PIyJ5Zcn2JQSJgCARsHLXSpoVNuP6IdcTj8W5fsj1tCxuGXWJItJEKXSJSM5bv3d9zeTS725+F8O4csCV3D7udm4ecTMdWnSIukQREYUuEclNOw/trJlc+sUPX8Rxzu91Pj+f+HNmjppJz7Y9oy5RRORjFLpEJGccOHqABcsWECQCnljxBBXVFQzrPIw7xt9BWUkZQzoPibpEEZGTUugSkaxWUVXB06ueJkgEPLjkQQ5UHKBX21588cIvEo/FGd1jtM48FJGcoNAlIlmn2qv507o/ESQC5iycw45DO+jQogPxWJx4LM64fuMoLCiMukwRkbQodIlIVnB3ElsTNZNLr92zlpZFLblx2I3EY3EmDppI86LmUZcpInLGFLpEJFKrd62umVx64baFFFoh1wy6hruuvIspw6bQtnnbqEsUEWkQCl0iknFbD2ytmVz61fWvAnBJ30v4t+v+jekjp9O1ddeIKxQRaXgKXSKSEXuP7OXBJQ8SJAKeWfUMVV5FrFuMH074IaUlpfTv0D/qEkVEGpVCl4g0miOVR3h8xeMEiYAFyxZwuPIwZ7U/i69f8nXKSsqIdY9FXaKISMYodIlIg6qqruKFD18gSATcv+h+9hzZQ9dWXfnc6M8Rj8UZ22esLvEgIk2SQpeI1Ju78/amtwkSAbOSs9i0fxNtmrXhpuE3EY/FmTBgAsWFxVGXKSISKYUuETljS7cvrTnzcPnO5RQXFHPdkOuIx+LcMPQGWhW3irpEEZGsodAlImnZsHcDsxfOJkgEvL3pbQxjfP/xfP2SrzNtxDQ6tuwYdYkiIllJoUtETmvXoV3MWzyPIBHw/JrncZzzep7HT6/5KTNHzaR3u95RlygikvUUukTkhA5WHOSRZY8QJAIeW/4YFdUVDOk0hO9c/h3KSsoY1mVY1CWKiOQUhS4RqVFRVcGzq58lSAQ8sOQB9h/dT882PfnCBV8gHotzXs/zdOahiMgZUugSaeLcnVfXv1ozufS2g9to37w9M0fNJB6Lc/lZl2tyaRGRBqDQJdJEJbcmayaXXrN7DS2KWjB56GTisTiTBk/S5NIiIg1MoUukCVmzew2zkrMIEgGJrQkKrZCrBl7FnePvZOrwqbRr3i7qEkVE8pZCl0ie23ZgG3MXzSVIBLyy7hUAxvYZy68m/YrpI6fTvU33iCsUEWkaFLpE8tC+I/t4aOlDBImAp1Y+RZVXMbLrSO668i7KSsoY0HFA1CWKiDQ5Cl0ieeJo1VGeWPEEQSLg4aUPc6jyEP3a9+OrF3+VeCxOrFtMZx6KiERIoUskh1V7NS9++GLN5NK7Du+ic8vOfObczxCPxbm478UUWEHUZYqICApdIjnH3Xl387s1k0tv2LeB1sWtmTp8KvFYnKsHXq3JpUVEspBCl0iOWL5jec3k0kt3LKW4oJhrB1/LPdfcw+Shk2ndrHXUJYqIyCkodIlksU37NtVMLv3mxjcxjMvOuozbxt7GtJHT6NSyU9QliohIHSl0iWSZ3Yd3M3/xfIJEwB9X/xHHGd1jND+5+ifMHDWTvu37Rl2iiIicAYUukSxwqOIQjy5/lCAR8OjyRzladZRBHQfxz5f9M2UlZYzoOiLqEkVEpJ4UukQiUlldyR9X/5EgETB/8Xz2Hd1H99bd+dsxf0s8Fuf8XufrEg8iInlEoUskg9yd1ze8TpAImL1wNlsPbKVd83bcMvIW4rE4V/S/QpNLi4jkKYUukQxYtG0RQSIgSASs3r2a5oXNmTxsMvGSOJOGTKJFUYuoSxQRkUam0CXSSNbuWVszufT7W96nwAqYMGAC37n8O9w0/Cbat2gfdYkiIpJBCl0iDWj7we3cv+h+gkTAS2tfAuDC3hfyy2t/yYxRM+jRpkfEFYqISFQUukTqaf/R/Ty89GGCRMCTK5+ksrqS4V2G8/0rvk9ZSRmDOg2KukQREckCCl0iZ+Bo1VGeWvkUQSLgoaUPcbDiIH3b9eXLF32ZeCzOOd3P0ZmHIiLyMQpdInVU7dW8vPZlgkTA3EVz2XloJ51aduJTZ3+KeCzOJf0u0eTSIiJyUgpdIqfg7ry/5X2CREB5spz1e9fTqrhVanLpkjhXD7qaZoXNoi5TRERygEKXyAms3LmyZnLpxdsXU1RQxMRBE7n7qru5cdiNtGnWJuoSRUQkxyh0iYQ279/MnIVzCBIBr294HYBx/cZx7/X3csvIW+jSqkvEFYqISC6rd+gys/8GbgC2untJuOwO4K+BbeFqt7v7Y+Fj3wI+B1QBX3T3J+tbg8iZ2nN4T2py6WRqculqr+bcHudy91V3U1pSSr/2/aIuUURE8kRD7On6HfBr4A/HLf+5u99Te4GZjQRKgVFAL+AZMxvq7lUNUIdInRyuPMxjyx8jSAQ8suwRjlQdYWDHgdx+6e2UxcoY2XVk1CWKiEgeqnfocvcXzax/HVefAsxy9yPAajNbAVwAvFrfOkROpaq6iufWPEeQCJi3eB57j+ylW+tufP68zxOPxbmg9wW6xIOIiDSqxjym6wtm9ingLeA2d98F9AZeq7XO+nDZnzGzW4FbAfr10xCPpM/deXPjmwSJgFnJWWw5sIW2zdpy84ib+YvYX3DFgCsoKtBhjSIikhmN9YlzL/B9wMPvPwX+EjjRrgQ/0RO4+2+A3wCMGTPmhOuInMjibYtrzjxcuWslzQqbcf2Q64nH4lw/5HpaFreMukQREWmCGiV0ufuWY7fN7D+BR8K764G+tVbtA2xsjBqkaVm3Z11qculkwHub36PACrhywJXcPu52bh5xMx1adIi6RBERaeIaJXSZWU933xTevQlIhrcfBgIz+xmpA+mHAG80Rg2S/3Yc3MG8xfO4L3EfL374IgAX9L6AX0z8BTNGzaBn254RVygiIvKRhrhkRDkwHuhiZuuB7wLjzexcUkOHa4DPA7j7QjObAywCKoG/15mLko4DRw+wYNkCgkTAEyueoKK6gmGdh/G98d+jLFbG4E6Doy5RRETkhMw9+w+XGjNmjL/11ltRlyERqaiq4OlVTxMkAh5c8iAHKg7Qu21vykrKiMfinNvjXJ15KCIiWcPM3nb3Mccv16lbkpWqvZpX1r5CebKcOQvnsOPQDjq26Eg8Ficei3PZWZdpcmkREckpCl2SNdydD7Z8UDO59Lq962hZ1JIpw6dQVlLGxEETaV7UPOoyRUREzohCl0Ru1a5VlCfKCZIBi7YtotAKmTh4Ij+c8EOmDJ+iyaVFRCQvKHRJJLbs38LcRXMJEgGvrk9NSHBpv0v59+v+nVtG3kLX1l0jrlBERKRhKXRJxuw9spcHlzxIkAh4ZtUzVHkVZ3c/mx9N+BGlJaWc1eGsqEsUERFpNApd0qgOVx7m8eWPEyRTk0sfrjxM/w79+cYl36AsVkZJt5KoSxQREckIhS5pcFXVVTy/5vmayaX3HNlD11Zd+avRf0U8FueiPhfpEg8iItLkKHRJg3B33tr4FkEiYPbC2Wzav4k2zdpw84ibiZfEmTBwgiaXFhGRJk2fglIvS7cvJUgEBMmAFTtX0KywGdcNuY54SZzrh15Pq+JWUZcoIiKSFRS6JG0b9m6omVz6nU3vYBhXDLiCb17yTW4ecTMdW3aMukQREZGso9AldbLz0E7mLZpHkAx4Yc0LOM6YXmP42TU/Y8aoGfRu1zvqEkVERLKaQpec1MGKgyxYuoAgGfD48sepqK5gSKchfPfy71IWK2No56FRlygiIpIzFLrkYyqqKnhm1TMEydTk0vuP7qdnm578wwX/QDwW5xM9P6EzD0VERM6AQpdQ7dW8uu5VgkTAnEVz2H5wOx1adKB0VGnN5NKFBYVRlykiIpLTFLqasMSWRM3k0h/u+ZAWRS24cdiNxEviXDv4Wk0uLSIi0oAUupqYNbvX1EwundyapNAKuXrQ1Xz/iu8zZfgU2jVvF3WJIiIieUmhqwnYemArcxfOJUgG/GndnwC4uO/F/HrSr5k+ajrdWneLuEIREZH8p9CVp/Yd2ZeaXDoZ8PTKp6nyKkZ1HcUPrvwBpSWlDOg4IOoSRUREmhSFrjxypPIIT6x4giAZsGDpAg5VHqJf+3587eKvEY/FiXWPRV2iiIhIk6XQleOqqqt48cMXCRIB9y++n92Hd9OlVRc+e+5nicfijO07lgIriLpMERGRJk+hKwe5O+9seocgETBr4Sw27ttI6+LW3DTiJuIlca4aeBXFhcVRlykiIiK1KHTlkOU7ltdMLr1sxzKKC4qZNGQS8ZI4Nwy9gdbNWkddooiIiJyEQleW27hvI7OTswmSAW9tfAvDuLz/5Xx17FeZNnIanVp2irpEERERqQOFriy0+/Dumsmln1v9HI7ziZ6f4J6r72FmyUz6tOsTdYkiIiKSJoWuLHGo4hCPLHuEIBnw2PLHOFp1lEEdB/Hty75NWayM4V2GR12iiIiI1INCV4Qqqyt5dtWzBMmABxY/wL6j++jRpgd/N+bviMfijOk1RpNLi4iI5AmFrgxzd15b/1rN5NJbD2ylffP2TB85nXgszvj+4zW5tIiISB5S6MqQhVsX1kwuvXr3apoXNmfysMnES+JMGjKJFkUtoi5RREREGpFCVyP6cPeHzErOIkgGfLDlAwqsgKsGXsV3L/8uU4dPpX2L9lGXKCIiIhmi0NXAth/cXjO59MtrXwbgoj4X8a/X/iszRs2ge5vuEVcoIiIiUVDoagD7j+7noSUPESQDnlr5FJXVlYzoMoJ/ueJfKC0pZVCnQVGXKCIiIhFT6DpDR6uO8uSKJwmSAQ8teYhDlYfo264vX7noK8Rjcc7ufrbOPBQREZEaCl1pqPZqXvrwJYJEwNxFc9l1eBedWnbi0+d8mngsziX9LtHk0iIiInJCCl2n4e68t/m9msml1+9dT6viVkwdPpV4SZyrB11Ns8JmUZcpIiIiWU6h6yRW7FxBeaKcIBmwZPsSigqKuHbwtfz4qh9z47AbNbm0iIiIpEWhq5bN+zfXTC79xoY3ALjsrMv40oVf4paRt9C5VeeIKxQREZFcpdAF/O/7/8sfPvgDf1z9R6q9mnN7nMuPr/oxM0tm0q99v6jLExERkTyg0AXcl7iPVbtWcfult1MWK2Nk15FRlyQiIiJ5RqELKJ9WTocWHXSJBxEREWk0Cl1Ax5Ydoy5BRERE8pwuKiUiIiKSAQpdIiIiIhmg0CUiIiKSAQpdIiIiIhmg0CUiIiKSAQpdIiIiIhmg0CUiIiKSAQpdIiIiIhmg0CUiIiKSAQpdIiIiIhmg0CUiIiKSAQpdIiIiIhmg0CUiIiKSAebuUddwWma2DfiwDqt2AbY3cjn5RP2qO/UqPepXetSvulOv0qN+paeh+nWWu3c9fmFOhK66MrO33H1M1HXkCvWr7tSr9Khf6VG/6k69So/6lZ7G7peGF0VEREQyQKFLREREJAPyLXT9JuoCcoz6VXfqVXrUr/SoX3WnXqVH/UpPo/Yrr47pEhEREclW+banS0RERCQr5VToMrO2UdeQS9Sv9KhfdadepUf9So/6VXfqVXqi7ldOhC4za21mvwbmmVnczAZEXVM2U7/So37VnXqVHvUrPepX3alX6cmWfuVE6AK+B7QD/gUYDfwo2nKynvqVHvWr7tSr9Khf6VG/6k69Sk9W9CtrQ5eZWfi9NdAW+KG7vwjcBRSY2T9HWV+2MbM2tb63Qf06JTPrHn5Xv+oo7JV+F+vAzArNrCV6b9WZ3l+np8/F9GTj52LWhS4zG2xm/w/4qpn1cvcDQA+gFMDddwN3A7eYWY/oKo2epTQ3s/uBu8ys2N33A71Qv07IzAaa2SzgB2ZWEParO+rXnzGz4Wb2H2b2j2bWLuxVFyAO6tXxzGyQmX0WwN2r3P0Q+r/rpMxsiJn90sz+xsw66nfx5PS5WHfZ/rmYVaHLzO4A5gHLgKHAfeFD3wVKzaxLeP8D4Hng+gyXmFU85QjQNfyaHj6kfp2Amf0AeAp4wd0/5+7V4UN3on59THi8w/8BK4FzgP8ws6HA7cAMMzs2p1iT7xWAmf0d8DbwZTObVush/S6egJl9E3gA2ACMB34bPnQH6tfH6HMxPdn+uZhVoQtYCExy958CtwHbw7+w3yXVnJ8BuPtRoArYFlWh2cLMBgH7gWeAS82sj7u/A7yI+nW8ZsAud78XwMx6hH8FvQs8h/pV23Bgu7v/BPg8sAT4FLAHWIB6dbyVwF8B3wbiZtYCwN3fA/4I/DS83+T7FQ6N7QdmuvuPgc8Aw83s3Fq/i+rXR/S5mKZs/lzMqtDl7nPdfaOZfQJYCnQAvh+e4vkl4JJwV/RE4DKg+qRP1nRsJPVLuRTYB1xjZh2AfwAuNrPPN/V+mVkhgLt/FehmZnea2QLgX4H7wr02X0bvr5pjRoAkcNjMhrt7BfAY0BIYRypY6L0FmFkBgLs/SWpvxHvATuBva612GzBO/apxEJjn7gvNrLm7HwbeBQrDx7+C+lVDn4tnJGs/FyMJXWbW/jSrNAO+6u5Xh7e/GR4f8SlS//HfCfzC3R9p3Eqzw2n6NQw4y91fAdaQ2oV6X/gf2V8BrWji/XL3qlp3/5lUwPod8P+R+gD4x6b6/jKzVrXv+0dTVBSTGs64NFz+FrAeKAl79Vma5nvr+H5V17rtpIbL5gNXmdmQcPlB4JNAa5p4v6Bm+GdTePtI+EfRaFJhtcn260S9Oo4+F2s5Tb+y93PR3TP6RepD731SB7FNDZcZqQPcCk6w/mggAbTJdK3Z8HW6fgE9gR8Avyb15noR+F7UdWdhv8qAwvB+1xO8v1pFXXsEvbqD1B6sTwIjw2WFwPTw9mdJDfNcFN6/CEhEXXeW9avg+P+7SB3g/EPgn8P7QwmnXGtKX2n061LgkfC2AT2irj1be1Vr/ab+uXjKfmXz52JG93SZ2V3AyLBRG4EJ4V85PUntMm1xgs2GAm8CTW6SyNP0q2O4WldSu0jbAmOBbwD9zOzcjBccsdP0qz3h+8vda4/hjwDeyHCpkTOz75H63bqTVG++Fx5g2pJUaIDUsTWbge+Ep1z3B96ow1/keecU/WoFdAZaHBuadffNpPakftrMDgA3kAoTTUYd+3VsOLED8Hp4AsJCYGKtYe68V5denWCzpvy5eLp+QTZ/LmYgkR6bVLsN8AQwKLz/NeC2k2zTnlSjngOeBc6POp1mMMGfSb/61LrdGegd9c+R5f1qAXyC1EGoTeb9dVyvXgL6hff7Aa8Bd59gmwLgHuBBUsd5XRD1z5Hl/SokddmD18N1xkX9c2Rzv8LH/4vUcTVzm0q/zvC9pc/F9PqVlZ+Ljbany8y6WOqS+7eZ2WBPXSdjHfBLM3sS+DvgIjN7wMwuqLVdc3ffA3QC/sfdJ7j7m41VZ7aoR79auft6Mysws0J33+HuGyL6MTKmHv1q4alx/fbAfzeF99dJerWE1HEOkDqD531SB5uOrrVda08ds/R14K/dvcTd836vYD361dJTxw/uBe5x94vc/aVM159p9Xl/hTdfB/7S3afne7/q0St9LqbXr6z9XGyU0GVmnYFy4BCpy+7/h5ld6O5/DfwTsBsY6O7TSaXW74Tb9QR+bWa93f1Rd/9DY9SXberZr1+YWV93r/aPHzCet+rZr1+F76/nmsL76wS9utfMLiG1u32cmf0nqb+aXyZ19l0s3K4X8HMz6xe+t5rEaej17Ncvzay/ux9y97mR/AAZVs9+/cLMerr7f7r776KoP5Pq2St9Lqb/3srOz8VG2hVYArxR6/5twI9JHW8zGlhQ67GxpA52KyJ1PEmHqHf/Zfqrnv1qH3X9OdavJvX+Okmvfgr0IXUMxIV8NCT7P8CN4W29t9Svxu5Xh6jrV6+y9ytffxcba3hxBbDBzMaF9x8ktRtwPKldg/3M7O8sddXr7wJ73b3SU38h7m6kmrJZffq1J4qCI6b3V92dqFdHgSlAhbu/7u4rzewsUscibQHQe0v9qqP69Gt3BPVGSb1KT17+LtYrdJlZSwuvvHycdqQuEniBmRW5+0pgMTDYU9cV+SqpiyzOJ3Wq8O31qSNXqF/pUb/q7gx6NSC1mbU0s68BjwLPuvvrGSs6QupXetSvulOv0tPk+lWPXX/dSV0I8FcneXw68HPguvB+N2AV0DG83wJoFvWuvkx9qV/qVxb2qkN4/0Ka0HXK1C/1S73Kjq+m2K/67OkqJHXA8pVmNuLYQrOa66s8AywHvmCpKzMPIpVaiwDc/bCn5j5qKtSv9KhfdXemvWoG4Knd9AczWXDE1K/0qF91p16lp8n169i1L06/Yuq0y6rwdgHQG5hIalff2e4++STbfYXUFYdjwNfc/cEGqDvrqV/pUb/qTr1Kj/qVHvWr7tSr9KhfdQhdZlYEfI9UIn3G3Z8Ol18IfMXdZ5rZ+6QOWN7s7q+d4Dk6u/uOBq8+C6lf6VG/6k69So/6lR71q+7Uq/SoXx855fCimV0OvE1qypllwF1mdln48D7glfD2+6QOWv5Urd2CNfKhUXWhfqVH/ao79So96ld61K+6U6/So359XNFpHq8mdWXl/wUws7OB60hNHtme1FVip5E6Xf8t4H2v63hlflK/0qN+1Z16lR71Kz3qV92pV+lRv2o53YH0bwNz7KOJSV8DCsIU+j7wR+D37n4l8NekJnhtcpPh1qJ+pUf9qjv1Kj3qV3rUr7pTr9KjftVS5wPpAczsd8A77v6vxy23fE6mZ0r9So/6VXfqVXrUr/SoX3WnXqWnqferTpeMMLNCS51p0J3Uhcgws1H20YSlUov6lR71q+7Uq/SoX+lRv+pOvUqP+pVS1+t0VQPFwHbgHDNbQOqq38UATSGdpkn9So/6VXfqVXrUr/SoX3WnXqVH/SK963RdBPwp/Pofd/9tYxaW69Sv9KhfdadepUf9So/6VXfqVXrUr/RCVx/gk8DP3P1Io1aVB9Sv9KhfdadepUf9So/6VXfqVXrUrzQPpBcRERGRM1OfuRdFREREpI4UukREREQyQKFLREREJAMUukREREQyQKFLREREJAMUukQka5hZZzN7L/zabGYbwtv7zezfG/F1x5vZxY31/CIiAEVRFyAicoy77wDOBTCzO4D97n5PBl56PLCf1EUbRUQahfZ0iUjWC/dEPRLevsPMfm9mT5nZGjO72cx+bGYJM3vCzIrD9c4zsxfM7G0ze9LMeobLv2hmi8zsAzObZWb9gb8BvhzuVRtnZpPN7HUze9fMnjGz7mm+9hozu9vM3gi/BkfSOBHJKgpdIpKLBgHXA1OA/wOec/cYcAi4Pgw/vwJucffzgP8G7gq3/SYw2t3PBv7G3dcA/wH83N3PdfeXgJeBi9x9NDAL+HpdX7vWenvd/QLg18AvGvjnF5EcpOFFEclFj7t7hZklgELgiXB5AugPDANKgKfNjHCdTeE6HwD3mdmDwIMnef4+wOxw71gzYHUar31Mea3vP0/7JxSRvKM9XSKSi44AuHs1UOEfzWdWTeqPSQMWhnuuznX3mLtfE65zPfBvwHnA22Z2oj8+fwX8OtyD9XmgRRqvfYyf5LaINFEKXSKSj5YCXc1sLICZFZvZKDMrAPq6+3Okhgw7AG2AfUDbWtu3BzaEtz99hjXMrPX91TN8DhHJIxpeFJG84+5HzewW4F/NrD2p/+t+ASwD/i9cZqSO49ptZguA+81sCvAPwB3AXDPbALwGDDiDMpqb2euk/rgtq+/PJCK5zz7aMy4iIg3BzNYAY9x9e9S1iEj20PCiiIiISAZoT5eIiIhIBmhPl4iIiEgGKHSJiIiIZIBCl4iIiEgGKHSJiIiIZIBCl4iIiEgGKHSJiIiIZMD/D3Dz7HtSvdayAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 720x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "cumulative_profit_middle.plot(figsize=(10, 7), title=\"Cumulative Middle Bitcoin Profits\", color=\"green\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Plotting the cumulative sum of profits for the late profit per trade DataFrame **(NONE)**."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'Cumulative Late Bitcoin Profits'}, xlabel='Timestamp'>"
      ]
     },
     "execution_count": 75,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAmIAAAGiCAYAAABEVqrPAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAAsTAAALEwEAmpwYAAAgEklEQVR4nO3debxdVX338c+XhEmhgBKZMdTGampl8JaKrcNTpBKQoX1aBfURhzZipbVVS1E7UJ/WOlWtQkFqaaFacHgEgwYRhz6KChJQoBTRiCiBgAFlcoLIr3/sfeVwe5Pc5NzcdYfP+/W6r3vOXmvv/Tt35eZ8z9rrnJuqQpIkSVNvi9YFSJIkzVUGMUmSpEYMYpIkSY0YxCRJkhoxiEmSJDViEJMkSWrEICZpQpKcnOR9Q+x/bZJnTF5F01uSC5MctxmOOy1+jkl+K8lNSe5Nsv90qUuaaQxi0jSX5HlJVvRPeKv7J/hfb13X+iT51yR/M7itqn6pqv5jks+zMEklmb8J+1aSXxji3JXkB/243J7knCQ7jrZX1ZKqOqvv+6Ikl2zquQYN83McU/PNSd6eZN4mlvI24ISq2q6qvjJY17ChXZpLDGLSNJbkVcA7gTcCuwB7A/8IHNWwLD1o36raDvh5YCfg5LblTMhozQcDzwN+f2yHCQbbRwPXTnJt0pxjEJOmqSQ7AG8AXlFVH6mqH1TV/VV1QVX9ad/nITNPSZ6RZNXA/RuT/GmSq/uZkH9Osks/q3ZPkk8l2Wm8fQf2f+Y66vtQkluT3JXkc0l+qd++FHg+cGI/83LB4LGS7J7kR0keMXCs/ftZpS37+y9Jcl2S7ye5KMmjN+Hnd2CSLyW5s59JPCXJVn3b5/puV/U1Prff/uwkX+33+WKSJ07kXFV1N7AMWDxw/v9I8ntJHg+cDhzUn+vOvn3bJH+f5Nv9z/CSJNv2bUf2l/ru7I/z+IHj/mxM+pmnDyY5ux/Pa5OMTLDmrwGfB54wMLP40iTfAT6TZIskf97X993+HDsk2TrJvcC8/uf3zcG6khwKvA54bv94r+rbX5Tkhr7ObyV5/kTqlGY7g5g0fR0EbAOcN+Rx/jdwCPBY4AjgQronyp3p/g/4o0087oXAIuBRwJXA+wGq6oz+9lv6y1ZHDO5UVbcAX+rrGvU84MNVdX+So/v6fhtYQBcWztmE+n4K/And4zyIbgboD/oantb32bev8QNJDgDOBF4GPBJ4D7AsydYbOlEfZo8GLh3bVlXXAccDX+rPtWPf9DbgScBTgEcAJwIPJHls/3j/mO7xLwcuGA2R4zgSOBfYkS4MnrKhevuaFwNPBb4ysPnpwOOBZwEv6r/+F92M33bAKVX1k35GDbqf32PGPN5P0M3gfqB/vPsmeTjwLmBJVW3fP+avTqROabYziEnT1yOB26tq7ZDHeXdV3VZVN9OFmsv6NT0/oQt5+2/KQavqzKq6pz/OycC+/SzeRPw7cCxAkgDH9NugC0J/V1XX9Y/9jcB+GzsrVlVXVNWlVbW2qm6kC1ZPX88uvw+8p6ouq6qf9uu7fgI8eT37XNnPcN1Od9n4PROpLckWwEuAV1bVzf35vtj/LJ8LfLyqLq6q++kC27Z04WU8l1TV8qr6KfBvwL4bOP2VSb4PXAC8F/iXgbaT+5nXH9HNar69qm6oqnuB1wLHTPCy5XgeoJt927aqVleVlzUlDGLSdHYHsPMQT3yjbhu4/aNx7m/HRkoyL8mbknwzyd3AjX3TzhM8xIfpLtXtDjwNKLqQCN3ao3/oL8vdCXwPCLDHRtb42CQf6y+f3k0X6NZX36OBV4+etz/3XsDu69nngH6GaxvgNODzSbaZQHk79/t8c5y23YFvj96pqgeAm1j347914PYPgW028G/mgKraqaoeU1V/3h9/1E3rqqO/PZ9ureJGqaof0AXM44HVST6e5HEbexxpNjKISdPXl4Af013yWpcfAA8buL/rEOd7yLHSvZtuwTr6Po/uDQPPBHYAFo7u1n+v9Z2oqu4EPgk8pz/WOVU1us9NwMuqaseBr22r6osb+XhOA74GLKqqn6O73Jn19L8J+Nsx531YVW3wsmg/c/VeYB/gCeN1GXP/drqxfcw4fW+hC4XAz2YM9wJu3lAdk2CwzofUQTfjt5aHBvmJHKfbUHVRVR0C7EY3Lv80RJ3SrGEQk6apqroL+Evg1CRHJ3lYki2TLEnylr7bV4HDkjwiya5064o21dfpZlMO7xfN/zmwrvVR29NdtruDLry9cUz7bXTritbn34EX0q0V+/eB7acDr82Di/93SPK7GzjW1km2Gfjaoq/xbuDefvbl5Ruo8Z+A45P8ajoP738W22/g3KOh9cV0M4w3jNPlNmDP0XVe/SzUmcDb0715YV6Sg/r1aB8EDk9ycD8Or6b7WW9sEB3WOcCfJNknyXY8uO5rIpfKbwMW9uNAujeIHNmvFfsJcC/dGj5pzjOISdNYVb0deBVdKFpDN2tzAnB+3+XfgKvoLg1+EvjAEOe6i24x+3vpZl9+AKxaR/ez6S5V3Qz8F/9zkfo/A4v7S3znM75ldIv9b6uqqwbqOA94M3Buf0nxP4ElGyj/XroQNPr1G8Br6Gbb7qELWWN/NicDZ/U1PqeqVtCtEzsF+D6wkm6x+vpc1b+D8PvAccBvVdX3xun3GbqPerg1ye39ttcA1wCX011+fTOwRVVdD7wAeDfdzNkRwBFVdd8GaplsZ9L9+/oc8C26Gbw/nOC+H+q/35HkSrrnmlfTzbJ9j26t3h9MarXSDJUHrwZIkiRpKjkjJkmS1IhBTJIkqRGDmCRJUiMGMUmSpEYMYpIkSY0M+4ndTey88861cOHC1mVIkiRt0BVXXHF7VY37AdkzMogtXLiQFStWtC5DkiRpg5J8e11tXpqUJElqxCAmSZLUiEFMkiSpEYOYJElSIwYxSZKkRgxikiRJjRjEJEmSGjGISZIkNWIQkyRJasQgJkmS1IhBTJIkqRGDmCRJUiMGMUmSpEYMYpIkSY0YxCRJkhoxiEmSJDViEJMkSWrEICZJktSIQUySJKkRg5gkSVIjBjFJkqRGDGKSJEmNGMQkSZIaMYhJkiQ1YhCTJElqxCAmSZLUiEFMkiSpEYOYJElSIwYxSZKkRgxikiRJjRjEJEmSGjGISZIkNWIQkyRJasQgJkmS1IhBTJIkqRGDmCRJUiMGMUmSpEYMYpIkSY0YxCRJkhoxiEmSJDViEJMkSWpkUoJYkkOTXJ9kZZKTxmlPknf17VcnOWBM+7wkX0nyscmoR5IkaSYYOoglmQecCiwBFgPHJlk8ptsSYFH/tRQ4bUz7K4Hrhq1FkiRpJpmMGbEDgZVVdUNV3QecCxw1ps9RwNnVuRTYMcluAEn2BA4H3jsJtUiSJM0YkxHE9gBuGri/qt820T7vBE4EHpiEWiRJkmaMyQhiGWdbTaRPkmcD362qKzZ4kmRpkhVJVqxZs2ZT6pQkSZpWJiOIrQL2Gri/J3DLBPv8GnBkkhvpLmn+RpL3jXeSqjqjqkaqamTBggWTULYkSVJbkxHELgcWJdknyVbAMcCyMX2WAS/s3z35ZOCuqlpdVa+tqj2ramG/32eq6gWTUJMkSdK0N3/YA1TV2iQnABcB84Azq+raJMf37acDy4HDgJXAD4EXD3teSZKkmS5VY5dzTX8jIyO1YsWK1mVIkiRtUJIrqmpkvDY/WV+SJKkRg5gkSVIjBjFJkqRGDGKSJEmNGMQkSZIaMYhJkiQ1YhCTJElqxCAmSZLUiEFMkiSpEYOYJElSIwYxSZKkRgxikiRJjRjEJEmSGjGISZIkNWIQkyRJasQgJkmS1IhBTJIkqRGDmCRJUiMGMUmSpEYMYpIkSY0YxCRJkhoxiEmSJDViEJMkSWrEICZJktSIQUySJKkRg5gkSVIjBjFJkqRGDGKSJEmNGMQkSZIaMYhJkiQ1YhCTJElqxCAmSZLUiEFMkiSpEYOYJElSIwYxSZKkRgxikiRJjRjEJEmSGjGISZIkNWIQkyRJasQgJkmS1IhBTJIkqRGDmCRJUiMGMUmSpEYMYpIkSY0YxCRJkhoxiEmSJDViEJMkSWrEICZJktSIQUySJKkRg5gkSVIjBjFJkqRGDGKSJEmNGMQkSZIamZQgluTQJNcnWZnkpHHak+RdffvVSQ7ot++V5LNJrktybZJXTkY9kiRJM8HQQSzJPOBUYAmwGDg2yeIx3ZYAi/qvpcBp/fa1wKur6vHAk4FXjLOvJEnSrDQZM2IHAiur6oaqug84FzhqTJ+jgLOrcymwY5Ldqmp1VV0JUFX3ANcBe0xCTZIkSdPeZASxPYCbBu6v4n+GqQ32SbIQ2B+4bBJqkiRJmvYmI4hlnG21MX2SbAf8P+CPq+rucU+SLE2yIsmKNWvWbHKxkiRJ08VkBLFVwF4D9/cEbplonyRb0oWw91fVR9Z1kqo6o6pGqmpkwYIFk1C2JElSW5MRxC4HFiXZJ8lWwDHAsjF9lgEv7N89+WTgrqpanSTAPwPXVdXbJ6EWSZKkGWP+sAeoqrVJTgAuAuYBZ1bVtUmO79tPB5YDhwErgR8CL+53/zXg/wDXJPlqv+11VbV82LokSZKmu1SNXc41/Y2MjNSKFStalyFJkrRBSa6oqpHx2vxkfUmSpEYMYpIkSY0YxCRJkhoxiEmSJDViEJMkSWrEICZJktSIQUySJKkRg5gkSVIjBjFJkqRGDGKSJEmNGMQkSZIaMYhJkiQ1YhCTJElqxCAmSZLUiEFMkiSpEYOYJElSIwYxSZKkRgxikiRJjRjEJEmSGjGISZIkNWIQkyRJasQgJkmS1IhBTJIkqRGDmCRJUiMGMUmSpEYMYpIkSY0YxCRJkhoxiEmSJDViEJMkSWrEICZJktSIQUySJKkRg5gkSVIjBjFJkqRGDGKSJEmNGMQkSZIaMYhJkiQ1YhCTJElqxCAmSZLUiEFMkiSpEYOYJElSIwYxSZKkRgxikiRJjRjEJEmSGjGISZIkNWIQkyRJasQgJkmS1IhBTJIkqRGDmCRJUiMGMUmSpEYMYpIkSY0YxCRJkhoxiEmSJDViEJMkSWrEICZJktTIpASxJIcmuT7JyiQnjdOeJO/q269OcsBE95UkSZqthg5iSeYBpwJLgMXAsUkWj+m2BFjUfy0FTtuIfSVJkmalyZgROxBYWVU3VNV9wLnAUWP6HAWcXZ1LgR2T7DbBfSVJkmalyQhiewA3Ddxf1W+bSJ+J7AtAkqVJViRZsWbNmqGLliRJam0ygljG2VYT7DORfbuNVWdU1UhVjSxYsGAjS5QkSZp+5k/CMVYBew3c3xO4ZYJ9tprAvpIkSbPSZMyIXQ4sSrJPkq2AY4BlY/osA17Yv3vyycBdVbV6gvtKkiTNSkPPiFXV2iQnABcB84Azq+raJMf37acDy4HDgJXAD4EXr2/fYWuSJEmaCVI17pKsaW1kZKRWrFjRugxJkqQNSnJFVY2M1+Yn60uSJDViEJMkSWrEICZJktSIQUySJKkRg5gkSVIjBjFJkqRGDGKSJEmNGMQkSZIaMYhJkiQ1YhCTJElqxCAmSZLUiEFMkiSpEYOYJElSIwYxSZKkRgxikiRJjRjEJEmSGjGISZIkNWIQkyRJasQgJkmS1IhBTJIkqRGDmCRJUiMGMUmSpEYMYpIkSY0YxCRJkhoxiEmSJDViEJMkSWrEICZJktSIQUySJKkRg5gkSVIjBjFJkqRGDGKSJEmNGMQkSZIaMYhJkiQ1YhCTJElqxCAmSZLUiEFMkiSpEYOYJElSIwYxSZKkRgxikiRJjRjEJEmSGjGISZIkNWIQkyRJasQgJkmS1IhBTJIkqRGDmCRJUiMGMUmSpEYMYpIkSY0YxCRJkhoxiEmSJDViEJMkSWrEICZJktSIQUySJKkRg5gkSVIjQwWxJI9IcnGSb/Tfd1pHv0OTXJ9kZZKTBra/NcnXklyd5LwkOw5TjyRJ0kwy7IzYScCnq2oR8On+/kMkmQecCiwBFgPHJlncN18MPKGqngh8HXjtkPVIkiTNGMMGsaOAs/rbZwFHj9PnQGBlVd1QVfcB5/b7UVWfrKq1fb9LgT2HrEeSJGnGGDaI7VJVqwH6748ap88ewE0D91f128Z6CXDhkPVIkiTNGPM31CHJp4Bdx2l6/QTPkXG21ZhzvB5YC7x/PXUsBZYC7L333hM8tSRJ0vS1wSBWVc9cV1uS25LsVlWrk+wGfHecbquAvQbu7wncMnCM44BnAwdXVbEOVXUGcAbAyMjIOvtJkiTNFMNemlwGHNffPg746Dh9LgcWJdknyVbAMf1+JDkU+DPgyKr64ZC1SJIkzSjDBrE3AYck+QZwSH+fJLsnWQ7QL8Y/AbgIuA74YFVd2+9/CrA9cHGSryY5fch6JEmSZowNXppcn6q6Azh4nO23AIcN3F8OLB+n3y8Mc35JkqSZzE/WlyRJasQgJkmS1IhBTJIkqRGDmCRJUiMGMUmSpEYMYpIkSY0YxCRJkhoxiEmSJDViEJMkSWrEICZJktSIQUySJKkRg5gkSVIjBjFJkqRGDGKSJEmNGMQkSZIaMYhJkiQ1YhCTJElqxCAmSZLUiEFMkiSpEYOYJElSIwYxSZKkRgxikiRJjRjEJEmSGjGISZIkNWIQkyRJasQgJkmS1IhBTJIkqRGDmCRJUiMGMUmSpEYMYpIkSY0YxCRJkhoxiEmSJDViEJMkSWrEICZJktSIQUySJKkRg5gkSVIjBjFJkqRGDGKSJEmNGMQkSZIaMYhJkiQ1YhCTJElqxCAmSZLUiEFMkiSpEYOYJElSIwYxSZKkRgxikiRJjRjEJEmSGjGISZIkNWIQkyRJasQgJkmS1IhBTJIkqRGDmCRJUiMGMUmSpEaGCmJJHpHk4iTf6L/vtI5+hya5PsnKJCeN0/6aJJVk52HqkSRJmkmGnRE7Cfh0VS0CPt3ff4gk84BTgSXAYuDYJIsH2vcCDgG+M2QtkiRJM8qwQewo4Kz+9lnA0eP0ORBYWVU3VNV9wLn9fqPeAZwI1JC1SJIkzSjDBrFdqmo1QP/9UeP02QO4aeD+qn4bSY4Ebq6qq4asQ5IkacaZv6EOST4F7DpO0+sneI6Ms62SPKw/xm9O6CDJUmApwN577z3BU0uSJE1fGwxiVfXMdbUluS3JblW1OsluwHfH6bYK2Gvg/p7ALcBjgH2Aq5KMbr8yyYFVdes4dZwBnAEwMjLiZUxJkjTjDXtpchlwXH/7OOCj4/S5HFiUZJ8kWwHHAMuq6pqqelRVLayqhXSB7YDxQpgkSdJsNGwQexNwSJJv0L3z8U0ASXZPshygqtYCJwAXAdcBH6yqa4c8ryRJ0oy3wUuT61NVdwAHj7P9FuCwgfvLgeUbONbCYWqRJEmaafxkfUmSpEYMYpIkSY0YxCRJkhoxiEmSJDViEJMkSWrEICZJktSIQUySJKkRg5gkSVIjBjFJkqRGDGKSJEmNGMQkSZIaMYhJkiQ1YhCTJElqxCAmSZLUiEFMkiSpEYOYJElSIwYxSZKkRgxikiRJjRjEJEmSGjGISZIkNWIQkyRJasQgJkmS1IhBTJIkqRGDmCRJUiMGMUmSpEYMYpIkSY0YxCRJkhoxiEmSJDViEJMkSWrEICZJktSIQUySJKkRg5gkSVIjBjFJkqRGDGKSJEmNGMQkSZIaMYhJkiQ1YhCTJElqxCAmSZLUiEFMkiSpEYOYJElSIwYxSZKkRgxikiRJjaSqWtew0ZKsAb7duo4ZZGfg9tZF6CEck+nJcZl+HJPpyXHZOI+uqgXjNczIIKaNk2RFVY20rkMPckymJ8dl+nFMpifHZfJ4aVKSJKkRg5gkSVIjBrG54YzWBeh/cEymJ8dl+nFMpifHZZK4RkySJKkRZ8QkSZIaMYhJkqRxJUnrGmY7g9gskGTczyZRO0ke3roGPVSSHZP8SpL5rWvRg5LskGTfJFu2rkWdfkx+P8mWVVWGsc3LIDbDJflF4LYkf9jf9xemsSR/CSxPclKSp/fb/F1rKMlS4HrgZOCMJIvbViSAJH8KrAD+Bjgzye6NS1LnjcBbgRc1rmNO8Mlh5tsWuAU4NslO5bsvmkmyMMlyYCHwZ0CA45NsX1UPNC1uDkuyLXAQ8NSqOhy4GVia5Al9uy9eGkjyIuA36MblCODhwFP7NsekgSTz+psrgXcCz07y8/2s2Lx176lhGMRmmNHp+4EZli2AVwHfBP5v3+Z/YlNo4JLKPcB5VfWSqroU+CTwE7onGE2hJLuO/o5U1Y+ApwC79M1nA98Dfrdv98XLFBkcF+Bi4GVVdWt//wvAUeCYTKUxvys/7Tc/DvgO3Wzl741p0yQziM0QSR6Z5DTgjUn2G5hheRzwq8ArgGf1l8Ke2KrOuWTMmBxQVXcAZw080dwGPB64t1mRc0ySLZOcAnweeE+S5/dNZwJHA1TVN4AvAzsl2a9FnXPNmHE5I8nvVtXNVfWdgReOjwAuaVfl3DLO78pzB5rXAJ8G3g/sn+TMJM+Y+irnBoPYDJBkG+BfgB/QXVb5qyQv7Zu/A6yoqrvpLlF+Fji4SaFzyDhj8hdJXlJV9w2E5McCN1aVQWzqHAHsXVWLgPOB1yV5HF3w2i7JIX2/rwO7Az9uUuXcMzgu5wF/3Y8LPPg8tCdw63g7a7MY+7vyV0ke37ftAOwKLAEO7L8MyZuJQWxm2A3YpapeU1XvpLu08itJDqK77PV3SS4D7qJbkHxls0rnjnWNySEDfR5N94RPkkOcfdl8BmZV1gK3A1TVx4GPAy+hC8tXAS9NMr+qbgAeRjeO2kzWMy4XAC/v17WOXvJaAHw2ydOS/HUSx2YzmMCY7E73XPJRulnklwL/CTxnyoudIwxi08x467uq6lvAXUmO7jd9Afga8Nt0iyo/B7yxqo6ke7fLH7iwcvJs5Jg8q58tA9gf+LkkZwInAq6xmESDH0MxsKZoa+COJHv0998CjACPAt5L93/eOUkupHsR8/Wpq3humOC4vBX4ZfplFEn2pVvDdxbwNrpZ/tVTVvQstxFj8gRgL7rLlS+sqkOq6nzgA3TrkLUZGMSmkSRbDS5SHQ0ASbYCPgIcnGTrqvou3av7+cADVfXCqvooQFX9W1U9x4WVk2Mjx+RqujHZtQ9jTwN+E7i8/w/tmql/BLNPkvlJ3gb8fZJnjmn+D7p1k/v143I78BngxKq6D3gB8G7gI1X19Kq6eSprn802YVw+Dbymb9+yb7+4qg6sqgumqu7ZbBPG5LN0vysXVdUn+2Okqs6rqsumtPg5xCA2TaT7HLAvJ3lDkiMH2/onkK/QjdcL+s2XAc+gn2UZnQHzHZOTZxPH5Oldc/2Y7u3fI1V12tRVPbv1/77fRbd+5cvAnyV5RZKtAapqDbAc+C1gv363c4E1Sbbp1/B9rqr+aeqrn702cVw+QDcu8+lmk3epqndPde2z1SaOyTnAnUm2Gn0u8R2sm5+fMD0N9O90fAHdWpbHAn+Z5I6q+kK6Tza+n24G7EK6Ra7X0AWA2+leSf7srcX+0kyOIcdk9D+6f21S/Oy2Pd2TxrOq6p4ktwOH0X0UxfsAquq0JK8HTkzyJeBY4KN9ONbmsanjsqyq1uI7izeHYX5X7mtU85zkjNj0sDPwiaq6sqrOpVvL8o8AVXV//8T/46r6GPAe4OV0aylOqyqv228ew4yJ6442k/7dwTfy4Cd+f4FuZvKgPPRT2f8eeAfdepd/qKo3TGGZc84Q4/LXU1jmnOLvysxhEJsetqBbTwRAVZ0OP/uzLKNP/PP722cAL6+qX6yqj7Qodo5wTKav8+jWtezWfzTI1XQfnLszQJJfA1JVl1TVK6vq7Ia1ziWOy/TjmMwABrGGRtd1VdWH6BZ4P3+g+XV01+5Hr/W/p79chpdYNh/HZEa4BLiD/pV+VV1J9zlH2yT5VWAR4B8qnnqOy/TjmMwArhFroP9Hn9F1XUkeSXfp6w1JPlLdn2RZDVyX7jOP1iZ5VVXd1bDsWc0xmTmqanWS84E3JVkJXA7cB9xfVV+he9OEppjjMv04JjNDXNs9tZLMG3iy3xX4O+BJwDOBNwH3A5+iW1B5d1X9Xqta5wrHZGZKsoRuTJ4CnFJVpzQuSTgu05FjMr0ZxBrp36nyXODDdB/GujbJDsCvAy8Grquqv2hZ41zjmMw86f7gevXvvNM04bhMP47J9GUQm2LpPsX4Y8A1wOuqalW/ffQjER5yW5ufYyJJasUgNsX6tUgHVNUV/f0t6F6lOBCNOCaSpFYMYo0MLA5/oHUt6jgmkqSpZhCTJElqxM8RkyRJasQgJkmS1IhBTJIkqRGDmCRJUiMGMUmSpEYMYpIkSY0YxCRNW0kemeSr/detSW7ub9+b5B8343mfkeQpm+v4kjRqfusCJGldquoOYD+AJCcD91bV26bg1M8A7gW+OAXnkjSHOSMmacbpZ6w+1t8+OclZST6Z5MYkv53kLUmuSfKJ/o8dk+RJSf5/kiuSXJRkt377HyX5ryRXJzk3yULgeOBP+tm3pyY5IsllSb6S5FNJdtnIc9+Y5M1Jvtx//UKTH5ykaccgJmk2eAxwOHAU8D7gs1X1y8CPgMP7QPRu4Heq6knAmcDf9vueBOxfVU8Ejq+qG4HTgXdU1X5V9XngEuDJVbU/cC5w4kTPPdDv7qo6EDgFeOckP35JM5SXJiXNBhdW1f1JrgHmAZ/ot18DLAR+EXgCcHH3J0WZB6zu+1wNvD/J+cD56zj+nsAH+lm0rYBvbcS5R50z8P0dG/0IJc1KzohJmg1+AtD/wfb768E/ovsA3QvOANf2M1z7VdUvV9Vv9n0OB04FngRckWS8F6jvBk7pZ7peBmyzEeceVeu4LWkOM4hJmguuBxYkOQggyZZJfinJFsBeVfVZusuNOwLbAfcA2w/svwNwc3/7uE2s4bkD37+0iceQNMt4aVLSrFdV9yX5HeBdSXag+7/vncDXgff120K3LuzOJBcAH05yFPCHwMnAh5LcDFwK7LMJZWyd5DK6F8DHDvuYJM0OeXAWXZK0OSS5ERipqttb1yJpevHSpCRJUiPOiEmSJDXijJgkSVIjBjFJkqRGDGKSJEmNGMQkSZIaMYhJkiQ1YhCTJElq5L8BAhMBOozSSh4AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 720x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "cumulative_profit_late.plot(figsize=(10, 7), title=\"Cumulative Late Bitcoin Profits\", color=\"green\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Question:** After reviewing the profit information across each date from the different time periods, can you identify any patterns or trends?\n",
    "    \n",
    "**Answer:** There is definitely an identifiable pattern and trend across each time period. As time progressed, both the bitstamp and coinbase DataFrames helped identify that arbitrage opportunities diminished. There were far more opportunities to turn a profit through arbitrage earlier in the datasets in comparison to the middle where the opportunities were still there but minimal; at the very end of the dataset, there were no identifiable profitable arbitrage opportunities which is probably due to more people and firms finding out about this quick way to profit off market price discrepencies."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}