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Forked from yhilpisch/01_bc_day_03.md
Created December 1, 2017 16:56
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<img src='http://hilpisch.com/tpq_logo.png' width=\"300px\" align=\"right\">"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# FPQ Bootcamp &mdash; Day 3"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Object-Oriented Programming (OOP)**"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Financial Data"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import pandas as pd\n",
"from pylab import plt\n",
"plt.style.use('seaborn')\n",
"%matplotlib inline"
]
},
{
"cell_type": "raw",
"metadata": {},
"source": [
"raw = pd.read_csv('http://hilpisch.com/tr_eikon_eod_data.csv',\n",
" index_col=0, parse_dates=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## ScikitBacktester"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import ml_backtester as mlb"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"from importlib import reload"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<module 'ml_backtester' from '/Users/yves/Dropbox/Program/fpq/bc3/ml_backtester.py'>"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"reload(mlb)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"bt = mlb.ScikitBacktester()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'http://hilpisch.com/tr_eikon_eod_data.csv'"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"bt.data_url"
]
},
{
"cell_type": "raw",
"metadata": {},
"source": [
"bt.raw_data.info()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Returns 5.529093\n",
"Strategy 9.627959\n",
"Name: 2017-10-31 00:00:00, dtype: float64"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"bt.run_strategy('AAPL.O', '2010-1-5', '2017-10-31', 'LogisticRegression', 5)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"<class 'pandas.core.frame.DataFrame'>\n",
"DatetimeIndex: 1971 entries, 2010-01-05 to 2017-10-31\n",
"Data columns (total 9 columns):\n",
"AAPL.O 1971 non-null float64\n",
"Returns 1971 non-null float64\n",
"lag_1 1971 non-null int64\n",
"lag_2 1971 non-null int64\n",
"lag_3 1971 non-null int64\n",
"lag_4 1971 non-null int64\n",
"lag_5 1971 non-null int64\n",
"Prediction 1971 non-null float64\n",
"Strategy 1971 non-null float64\n",
"dtypes: float64(4), int64(5)\n",
"memory usage: 154.0 KB\n"
]
}
],
"source": [
"bt.data.info()"
]
},
{
"cell_type": "code",
"execution_count": 9,
"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>AAPL.O</th>\n",
" <th>Returns</th>\n",
" <th>lag_1</th>\n",
" <th>lag_2</th>\n",
" <th>lag_3</th>\n",
" <th>lag_4</th>\n",
" <th>lag_5</th>\n",
" <th>Prediction</th>\n",
" <th>Strategy</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Date</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2010-01-05</th>\n",
" <td>30.625684</td>\n",
" <td>0.001727</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1.0</td>\n",
" <td>0.001727</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2010-01-06</th>\n",
" <td>30.138541</td>\n",
" <td>-0.016034</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1.0</td>\n",
" <td>-0.016034</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2010-01-07</th>\n",
" <td>30.082827</td>\n",
" <td>-0.001850</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1.0</td>\n",
" <td>-0.001850</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2010-01-08</th>\n",
" <td>30.282827</td>\n",
" <td>0.006626</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>-1.0</td>\n",
" <td>-0.006626</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2010-01-11</th>\n",
" <td>30.015684</td>\n",
" <td>-0.008861</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>1.0</td>\n",
" <td>-0.008861</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" AAPL.O Returns lag_1 lag_2 lag_3 lag_4 lag_5 \\\n",
"Date \n",
"2010-01-05 30.625684 0.001727 0 0 0 0 0 \n",
"2010-01-06 30.138541 -0.016034 1 0 0 0 0 \n",
"2010-01-07 30.082827 -0.001850 0 1 0 0 0 \n",
"2010-01-08 30.282827 0.006626 0 0 1 0 0 \n",
"2010-01-11 30.015684 -0.008861 1 0 0 1 0 \n",
"\n",
" Prediction Strategy \n",
"Date \n",
"2010-01-05 1.0 0.001727 \n",
"2010-01-06 1.0 -0.016034 \n",
"2010-01-07 1.0 -0.001850 \n",
"2010-01-08 -1.0 -0.006626 \n",
"2010-01-11 1.0 -0.008861 "
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"bt.data.head(5)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
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AP8BDj4FdeiGEEEIMCM9sexkAg25ghx4Du/RCCCGE6Pfc3XQARv3AnpcmgZMQQgghepXN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\nAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1a14fc9da0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"bt.plot_results()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Doing More Backtests"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"bt = mlb.ScikitBacktester()"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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Yvr+a/aUN3dW8TpE8SUIIIYTosnpvA8nWJIrSC1ky8iSONJRiNVk79SyPLwCAw27uziZ2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\nvX/GkQzIrWwAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1a15bc78d0>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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AAWhuDWM/6ImSIEoIIYTogkZvjlOiOYHzx53NYUM9lbt/HdAjNCq1EIs32bus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\nJ4JHw5LhpzAhwVc9e9fBUhoa7WSmxRAdHsTQ5AgOFlQxNTO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