etherium_follow_up.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Imports\n",
    "%matplotlib inline\n",
    "import quandl\n",
    "import math\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import random\n",
    "from backtesters import MABacktester"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Get ETH prices for GDAX exchange\n",
    "eth = quandl.get(\"GDAX/ETH_BTC\")  # GDAX/ETH_USD\n",
    "eth = eth.shift(-1).dropna() # GDAX has daily OPEN, shift to get daily CLOSE\n",
    "eth.columns = [u'Last', u'High', u'Low', u'Volume'] # rename columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'Current_stance': 1,\n",
       " 'Market': -57.65,\n",
       " 'Market_pa': -91.22,\n",
       " 'Market_sharpe': -4.34,\n",
       " 'Sharpe': 1.57,\n",
       " 'Strategy': 35.33,\n",
       " 'Strategy_pa': 135.52,\n",
       " 'Trades': 14,\n",
       " 'Trades_per_month': 3.3,\n",
       " 'Unrealised': -2.56,\n",
       " 'Years': 0.35}"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "prices = eth.loc['2018-05-16':,'Last'] \n",
    "follow_up = MABacktester(prices,ms=1,ml=18)\n",
    "follow_up.results()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'Current_stance': 1,\n",
       " 'Market': -57.65,\n",
       " 'Market_pa': -91.22,\n",
       " 'Market_sharpe': -4.34,\n",
       " 'Sharpe': -5.31,\n",
       " 'Strategy': -21.05,\n",
       " 'Strategy_pa': -48.8,\n",
       " 'Trades': 13,\n",
       " 'Trades_per_month': 3.07,\n",
       " 'Unrealised': -2.56,\n",
       " 'Years': 0.35}"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Long only\n",
    "MABacktester(prices,ms=1,ml=18, long_only=True).results()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a27676b10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "follow_up.plot(figsize=(14,8));"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "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>Type</th>\n",
       "      <th>Entry</th>\n",
       "      <th>Exit</th>\n",
       "      <th>Days</th>\n",
       "      <th>Return%</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2018-06-02</th>\n",
       "      <td>Short</td>\n",
       "      <td>0.07769</td>\n",
       "      <td>0.08012</td>\n",
       "      <td>1</td>\n",
       "      <td>-3.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-06-03</th>\n",
       "      <td>Long</td>\n",
       "      <td>0.08012</td>\n",
       "      <td>0.07584</td>\n",
       "      <td>7</td>\n",
       "      <td>-5.34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-06-10</th>\n",
       "      <td>Short</td>\n",
       "      <td>0.07584</td>\n",
       "      <td>0.07802</td>\n",
       "      <td>4</td>\n",
       "      <td>-2.79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-06-14</th>\n",
       "      <td>Long</td>\n",
       "      <td>0.07802</td>\n",
       "      <td>0.07615</td>\n",
       "      <td>1</td>\n",
       "      <td>-2.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-06-15</th>\n",
       "      <td>Short</td>\n",
       "      <td>0.07615</td>\n",
       "      <td>0.07963</td>\n",
       "      <td>4</td>\n",
       "      <td>-4.37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-06-19</th>\n",
       "      <td>Long</td>\n",
       "      <td>0.07963</td>\n",
       "      <td>0.07635</td>\n",
       "      <td>3</td>\n",
       "      <td>-4.12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-06-22</th>\n",
       "      <td>Short</td>\n",
       "      <td>0.07635</td>\n",
       "      <td>0.07270</td>\n",
       "      <td>16</td>\n",
       "      <td>5.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-07-08</th>\n",
       "      <td>Long</td>\n",
       "      <td>0.07270</td>\n",
       "      <td>0.07128</td>\n",
       "      <td>1</td>\n",
       "      <td>-1.95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-07-09</th>\n",
       "      <td>Short</td>\n",
       "      <td>0.07128</td>\n",
       "      <td>0.07063</td>\n",
       "      <td>6</td>\n",
       "      <td>0.92</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-07-15</th>\n",
       "      <td>Long</td>\n",
       "      <td>0.07063</td>\n",
       "      <td>0.06832</td>\n",
       "      <td>2</td>\n",
       "      <td>-3.27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-07-17</th>\n",
       "      <td>Short</td>\n",
       "      <td>0.06832</td>\n",
       "      <td>0.05840</td>\n",
       "      <td>19</td>\n",
       "      <td>16.99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-08-05</th>\n",
       "      <td>Long</td>\n",
       "      <td>0.05840</td>\n",
       "      <td>0.05632</td>\n",
       "      <td>1</td>\n",
       "      <td>-3.56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-08-06</th>\n",
       "      <td>Short</td>\n",
       "      <td>0.05632</td>\n",
       "      <td>0.03672</td>\n",
       "      <td>46</td>\n",
       "      <td>53.38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-09-21</th>\n",
       "      <td>Long</td>\n",
       "      <td>0.03672</td>\n",
       "      <td>0.03578</td>\n",
       "      <td>1</td>\n",
       "      <td>-2.56</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             Type    Entry     Exit  Days  Return%\n",
       "Date                                              \n",
       "2018-06-02  Short  0.07769  0.08012     1    -3.03\n",
       "2018-06-03   Long  0.08012  0.07584     7    -5.34\n",
       "2018-06-10  Short  0.07584  0.07802     4    -2.79\n",
       "2018-06-14   Long  0.07802  0.07615     1    -2.40\n",
       "2018-06-15  Short  0.07615  0.07963     4    -4.37\n",
       "2018-06-19   Long  0.07963  0.07635     3    -4.12\n",
       "2018-06-22  Short  0.07635  0.07270    16     5.02\n",
       "2018-07-08   Long  0.07270  0.07128     1    -1.95\n",
       "2018-07-09  Short  0.07128  0.07063     6     0.92\n",
       "2018-07-15   Long  0.07063  0.06832     2    -3.27\n",
       "2018-07-17  Short  0.06832  0.05840    19    16.99\n",
       "2018-08-05   Long  0.05840  0.05632     1    -3.56\n",
       "2018-08-06  Short  0.05632  0.03672    46    53.38\n",
       "2018-09-21   Long  0.03672  0.03578     1    -2.56"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "follow_up.trades()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1109991d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "follow_up.plot_heatmap(figsize=(14,12));"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.14"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}