Skip to content

Instantly share code, notes, and snippets.

Embed
What would you like to do?

Workshop PyConf Hyderabad

Time Series Analysis with Python

With Applications of Machine Learning Algorithms

Session by Dr. Yves J. Hilpisch | The Python Quants GmbH

Hyderabad, 07. October 2017

(short link to this Gist: https://goo.gl/Dvwhe8)

Quote

"Pichai said that as an 'AI first' company, this is a 'unique moment in time' for Google to combine hardware, software and artificial intelligence. 'It's radically rethinking how computing should work', he said."

Business Standard, "Google Ramps up Hardware Business", 06. October 2017.

Resources

PyConf Hyderabad 50% Special under http://hydpy.tpq.io

Slides

You find the introductory & overview slides under http://hilpisch.com/hydpy_workshop.pdf

Python

If you have either Miniconda or Anaconda already installed, there is no need to install anything new.

We are using Python 3.6. Download and install Miniconda 3.6 from https://conda.io/miniconda.html if you do not have conda already installed.

In any case, you should execute the following lines on the shell/command prompt to create a new environment with the needed packages:

conda create -n hydpy python=3.6
(source) activate hydpy
conda install numpy pandas=0.19 scikit-learn matplotlib
conda install ipython jupyter
jupyter notebook

Read more about the management of environments under https://conda.io/docs/using/envs.html

Agenda

We are going to cover the following topics:

  • Reading Financial Time Series Data with pandas
  • Working with pandas DataFrame objects
  • Formulating a Financial Trading Strategy
  • Vectorized Backtesting of the Trading Strategy
  • Getting More Realistic by Considering Bid-Ask Spread
  • Random Walk Hypothesis
  • Prediction based on Classification Algorithm
  • Out-of-Sample Performance of Fitted Model

Data

You find the data set used under http://hilpisch.com/eurusd.csv (as provided by FXCM Forex Capital Markets Ltd.).

Cloud

Use this link to get a 10 USD starting credit on DigitalOcean when signing up for a new account.

Books

Good book about everything important in Python data analysis: Python Data Science Handbook, O'Reilly

Good book covering object-oriented programming in Python: Fluent Python, O'Reilly

{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<img src=\"http://hilpisch.com/tpq_logo.png\" alt=\"The Python Quants\" width=\"35%\" align=\"right\" border=\"0\"><br>"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Time Series Analysis in Python\n",
"\n",
"## With Applications of Machine Learning Algorithms"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**_PyConf Hyderabad_**\n",
"\n",
"Dr. Yves J. Hilpisch\n",
"\n",
"The Python Quants GmbH\n",
"\n",
"**07. October 2017**"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<img src=\"http://hilpisch.com/images/tpq_bootcamp.png\" width=50% align=left>"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## The Imports"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": true
},
"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": "markdown",
"metadata": {},
"source": [
"## The Data"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"data = pd.read_csv('http://hilpisch.com/eurusd.csv')"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Date</th>\n",
" <th>Time</th>\n",
" <th>OpenBid</th>\n",
" <th>HighBid</th>\n",
" <th>LowBid</th>\n",
" <th>CloseBid</th>\n",
" <th>OpenAsk</th>\n",
" <th>HighAsk</th>\n",
" <th>LowAsk</th>\n",
" <th>CloseAsk</th>\n",
" <th>TotalTicks</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>6/3/2007</td>\n",
" <td>21:00:00</td>\n",
" <td>1.34456</td>\n",
" <td>1.34986</td>\n",
" <td>1.34316</td>\n",
" <td>1.34886</td>\n",
" <td>1.34474</td>\n",
" <td>1.35004</td>\n",
" <td>1.34334</td>\n",
" <td>1.34904</td>\n",
" <td>5259</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>6/4/2007</td>\n",
" <td>21:00:00</td>\n",
" <td>1.34886</td>\n",
" <td>1.35536</td>\n",
" <td>1.34876</td>\n",
" <td>1.35226</td>\n",
" <td>1.34904</td>\n",
" <td>1.35554</td>\n",
" <td>1.34894</td>\n",
" <td>1.35244</td>\n",
" <td>6110</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>6/5/2007</td>\n",
" <td>21:00:00</td>\n",
" <td>1.35226</td>\n",
" <td>1.35376</td>\n",
" <td>1.34846</td>\n",
" <td>1.35026</td>\n",
" <td>1.35244</td>\n",
" <td>1.35394</td>\n",
" <td>1.34864</td>\n",
" <td>1.35044</td>\n",
" <td>5875</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>6/6/2007</td>\n",
" <td>21:00:00</td>\n",
" <td>1.35026</td>\n",
" <td>1.35116</td>\n",
" <td>1.34216</td>\n",
" <td>1.34326</td>\n",
" <td>1.35044</td>\n",
" <td>1.35134</td>\n",
" <td>1.34234</td>\n",
" <td>1.34344</td>\n",
" <td>7361</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>6/7/2007</td>\n",
" <td>21:00:00</td>\n",
" <td>1.34326</td>\n",
" <td>1.34356</td>\n",
" <td>1.33196</td>\n",
" <td>1.33676</td>\n",
" <td>1.34344</td>\n",
" <td>1.34374</td>\n",
" <td>1.33214</td>\n",
" <td>1.33694</td>\n",
" <td>8238</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Date Time OpenBid HighBid LowBid CloseBid OpenAsk HighAsk \\\n",
"0 6/3/2007 21:00:00 1.34456 1.34986 1.34316 1.34886 1.34474 1.35004 \n",
"1 6/4/2007 21:00:00 1.34886 1.35536 1.34876 1.35226 1.34904 1.35554 \n",
"2 6/5/2007 21:00:00 1.35226 1.35376 1.34846 1.35026 1.35244 1.35394 \n",
"3 6/6/2007 21:00:00 1.35026 1.35116 1.34216 1.34326 1.35044 1.35134 \n",
"4 6/7/2007 21:00:00 1.34326 1.34356 1.33196 1.33676 1.34344 1.34374 \n",
"\n",
" LowAsk CloseAsk TotalTicks \n",
"0 1.34334 1.34904 5259 \n",
"1 1.34894 1.35244 6110 \n",
"2 1.34864 1.35044 5875 \n",
"3 1.34234 1.34344 7361 \n",
"4 1.33214 1.33694 8238 "
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data.head()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"data = pd.read_csv('http://hilpisch.com/eurusd.csv',\n",
" index_col=0, parse_dates=True)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Time</th>\n",
" <th>OpenBid</th>\n",
" <th>HighBid</th>\n",
" <th>LowBid</th>\n",
" <th>CloseBid</th>\n",
" <th>OpenAsk</th>\n",
" <th>HighAsk</th>\n",
" <th>LowAsk</th>\n",
" <th>CloseAsk</th>\n",
" <th>TotalTicks</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",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2017-05-27</th>\n",
" <td>21:00:00</td>\n",
" <td>1.11784</td>\n",
" <td>1.11784</td>\n",
" <td>1.11677</td>\n",
" <td>1.11681</td>\n",
" <td>1.11808</td>\n",
" <td>1.11808</td>\n",
" <td>1.11743</td>\n",
" <td>1.11788</td>\n",
" <td>48</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2017-05-28</th>\n",
" <td>21:00:00</td>\n",
" <td>1.11681</td>\n",
" <td>1.11894</td>\n",
" <td>1.11613</td>\n",
" <td>1.11622</td>\n",
" <td>1.11788</td>\n",
" <td>1.11906</td>\n",
" <td>1.11626</td>\n",
" <td>1.11660</td>\n",
" <td>119787</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2017-05-29</th>\n",
" <td>21:00:00</td>\n",
" <td>1.11622</td>\n",
" <td>1.12048</td>\n",
" <td>1.11087</td>\n",
" <td>1.11842</td>\n",
" <td>1.11660</td>\n",
" <td>1.12064</td>\n",
" <td>1.11100</td>\n",
" <td>1.11882</td>\n",
" <td>285165</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2017-05-30</th>\n",
" <td>21:00:00</td>\n",
" <td>1.11842</td>\n",
" <td>1.12517</td>\n",
" <td>1.11638</td>\n",
" <td>1.12418</td>\n",
" <td>1.11882</td>\n",
" <td>1.12530</td>\n",
" <td>1.11651</td>\n",
" <td>1.12434</td>\n",
" <td>293536</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2017-05-31</th>\n",
" <td>21:00:00</td>\n",
" <td>1.12418</td>\n",
" <td>1.12562</td>\n",
" <td>1.11997</td>\n",
" <td>1.12103</td>\n",
" <td>1.12434</td>\n",
" <td>1.12574</td>\n",
" <td>1.12027</td>\n",
" <td>1.12133</td>\n",
" <td>235113</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Time OpenBid HighBid LowBid CloseBid OpenAsk HighAsk \\\n",
"Date \n",
"2017-05-27 21:00:00 1.11784 1.11784 1.11677 1.11681 1.11808 1.11808 \n",
"2017-05-28 21:00:00 1.11681 1.11894 1.11613 1.11622 1.11788 1.11906 \n",
"2017-05-29 21:00:00 1.11622 1.12048 1.11087 1.11842 1.11660 1.12064 \n",
"2017-05-30 21:00:00 1.11842 1.12517 1.11638 1.12418 1.11882 1.12530 \n",
"2017-05-31 21:00:00 1.12418 1.12562 1.11997 1.12103 1.12434 1.12574 \n",
"\n",
" LowAsk CloseAsk TotalTicks \n",
"Date \n",
"2017-05-27 1.11743 1.11788 48 \n",
"2017-05-28 1.11626 1.11660 119787 \n",
"2017-05-29 1.11100 1.11882 285165 \n",
"2017-05-30 1.11651 1.12434 293536 \n",
"2017-05-31 1.12027 1.12133 235113 "
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data.tail()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"DatetimeIndex(['2007-06-03', '2007-06-04', '2007-06-05', '2007-06-06',\n",
" '2007-06-07', '2007-06-10', '2007-06-11', '2007-06-12',\n",
" '2007-06-13', '2007-06-14',\n",
" ...\n",
" '2017-05-21', '2017-05-22', '2017-05-23', '2017-05-24',\n",
" '2017-05-25', '2017-05-27', '2017-05-28', '2017-05-29',\n",
" '2017-05-30', '2017-05-31'],\n",
" dtype='datetime64[ns]', name='Date', length=2820, freq=None)"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data.index"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAlEAAAFqCAYAAAA6KQ8tAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\niIiISBb+P9k2UNt70sxzAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10adc4128>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"data['CloseAsk'].plot(figsize=(10, 6), title='EUR/USD');"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## SMA-Based Strategy &mdash; Mid Points"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"data = data[['CloseAsk', 'CloseBid']]"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>CloseAsk</th>\n",
" <th>CloseBid</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Date</th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2007-06-03</th>\n",
" <td>1.34904</td>\n",
" <td>1.34886</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2007-06-04</th>\n",
" <td>1.35244</td>\n",
" <td>1.35226</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2007-06-05</th>\n",
" <td>1.35044</td>\n",
" <td>1.35026</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2007-06-06</th>\n",
" <td>1.34344</td>\n",
" <td>1.34326</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2007-06-07</th>\n",
" <td>1.33694</td>\n",
" <td>1.33676</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" CloseAsk CloseBid\n",
"Date \n",
"2007-06-03 1.34904 1.34886\n",
"2007-06-04 1.35244 1.35226\n",
"2007-06-05 1.35044 1.35026\n",
"2007-06-06 1.34344 1.34326\n",
"2007-06-07 1.33694 1.33676"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data.head()"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"data['Mid'] = data.mean(axis=1)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# data['Mid'] = (data['CloseAsk'] + data['CloseBid']) / 2 "
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>CloseAsk</th>\n",
" <th>CloseBid</th>\n",
" <th>Mid</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Date</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2007-06-03</th>\n",
" <td>1.34904</td>\n",
" <td>1.34886</td>\n",
" <td>1.34895</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2007-06-04</th>\n",
" <td>1.35244</td>\n",
" <td>1.35226</td>\n",
" <td>1.35235</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2007-06-05</th>\n",
" <td>1.35044</td>\n",
" <td>1.35026</td>\n",
" <td>1.35035</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2007-06-06</th>\n",
" <td>1.34344</td>\n",
" <td>1.34326</td>\n",
" <td>1.34335</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2007-06-07</th>\n",
" <td>1.33694</td>\n",
" <td>1.33676</td>\n",
" <td>1.33685</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" CloseAsk CloseBid Mid\n",
"Date \n",
"2007-06-03 1.34904 1.34886 1.34895\n",
"2007-06-04 1.35244 1.35226 1.35235\n",
"2007-06-05 1.35044 1.35026 1.35035\n",
"2007-06-06 1.34344 1.34326 1.34335\n",
"2007-06-07 1.33694 1.33676 1.33685"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data.head()"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"data['SMA1'] = data['Mid'].rolling(10).mean()"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"data['SMA2'] = data['Mid'].rolling(60).mean()"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>CloseAsk</th>\n",
" <th>CloseBid</th>\n",
" <th>Mid</th>\n",
" <th>SMA1</th>\n",
" <th>SMA2</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>2007-06-03</th>\n",
" <td>1.34904</td>\n",
" <td>1.34886</td>\n",
" <td>1.34895</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2007-06-04</th>\n",
" <td>1.35244</td>\n",
" <td>1.35226</td>\n",
" <td>1.35235</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2007-06-05</th>\n",
" <td>1.35044</td>\n",
" <td>1.35026</td>\n",
" <td>1.35035</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2007-06-06</th>\n",
" <td>1.34344</td>\n",
" <td>1.34326</td>\n",
" <td>1.34335</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2007-06-07</th>\n",
" <td>1.33694</td>\n",
" <td>1.33676</td>\n",
" <td>1.33685</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" CloseAsk CloseBid Mid SMA1 SMA2\n",
"Date \n",
"2007-06-03 1.34904 1.34886 1.34895 NaN NaN\n",
"2007-06-04 1.35244 1.35226 1.35235 NaN NaN\n",
"2007-06-05 1.35044 1.35026 1.35035 NaN NaN\n",
"2007-06-06 1.34344 1.34326 1.34335 NaN NaN\n",
"2007-06-07 1.33694 1.33676 1.33685 NaN NaN"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data.head()"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>CloseAsk</th>\n",
" <th>CloseBid</th>\n",
" <th>Mid</th>\n",
" <th>SMA1</th>\n",
" <th>SMA2</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>2017-05-27</th>\n",
" <td>1.11788</td>\n",
" <td>1.11681</td>\n",
" <td>1.117345</td>\n",
" <td>1.118674</td>\n",
" <td>1.086009</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2017-05-28</th>\n",
" <td>1.11660</td>\n",
" <td>1.11622</td>\n",
" <td>1.116410</td>\n",
" <td>1.118721</td>\n",
" <td>1.086715</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2017-05-29</th>\n",
" <td>1.11882</td>\n",
" <td>1.11842</td>\n",
" <td>1.118620</td>\n",
" <td>1.119559</td>\n",
" <td>1.087340</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2017-05-30</th>\n",
" <td>1.12434</td>\n",
" <td>1.12418</td>\n",
" <td>1.124260</td>\n",
" <td>1.119908</td>\n",
" <td>1.088081</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2017-05-31</th>\n",
" <td>1.12133</td>\n",
" <td>1.12103</td>\n",
" <td>1.121180</td>\n",
" <td>1.120058</td>\n",
" <td>1.088793</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" CloseAsk CloseBid Mid SMA1 SMA2\n",
"Date \n",
"2017-05-27 1.11788 1.11681 1.117345 1.118674 1.086009\n",
"2017-05-28 1.11660 1.11622 1.116410 1.118721 1.086715\n",
"2017-05-29 1.11882 1.11842 1.118620 1.119559 1.087340\n",
"2017-05-30 1.12434 1.12418 1.124260 1.119908 1.088081\n",
"2017-05-31 1.12133 1.12103 1.121180 1.120058 1.088793"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data.tail()"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAlEAAAFcCAYAAADoCuudAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10bfc17b8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"data[['Mid', 'SMA1', 'SMA2']].plot(figsize=(10, 6));"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAlcAAAFqCAYAAAA3N39qAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10add62e8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"data[['Mid', 'SMA1', 'SMA2']].iloc[-50:].plot(figsize=(10, 6));"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# long position = +1 | short position = -1\n",
"data['SMAPosition'] = np.where(data['SMA1'] > data['SMA2'], 1, -1) "
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>CloseAsk</th>\n",
" <th>CloseBid</th>\n",
" <th>Mid</th>\n",
" <th>SMA1</th>\n",
" <th>SMA2</th>\n",
" <th>SMAPosition</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",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2017-05-27</th>\n",
" <td>1.11788</td>\n",
" <td>1.11681</td>\n",
" <td>1.117345</td>\n",
" <td>1.118674</td>\n",
" <td>1.086009</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2017-05-28</th>\n",
" <td>1.11660</td>\n",
" <td>1.11622</td>\n",
" <td>1.116410</td>\n",
" <td>1.118721</td>\n",
" <td>1.086715</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2017-05-29</th>\n",
" <td>1.11882</td>\n",
" <td>1.11842</td>\n",
" <td>1.118620</td>\n",
" <td>1.119559</td>\n",
" <td>1.087340</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2017-05-30</th>\n",
" <td>1.12434</td>\n",
" <td>1.12418</td>\n",
" <td>1.124260</td>\n",
" <td>1.119908</td>\n",
" <td>1.088081</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2017-05-31</th>\n",
" <td>1.12133</td>\n",
" <td>1.12103</td>\n",
" <td>1.121180</td>\n",
" <td>1.120058</td>\n",
" <td>1.088793</td>\n",
" <td>1</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" CloseAsk CloseBid Mid SMA1 SMA2 SMAPosition\n",
"Date \n",
"2017-05-27 1.11788 1.11681 1.117345 1.118674 1.086009 1\n",
"2017-05-28 1.11660 1.11622 1.116410 1.118721 1.086715 1\n",
"2017-05-29 1.11882 1.11842 1.118620 1.119559 1.087340 1\n",
"2017-05-30 1.12434 1.12418 1.124260 1.119908 1.088081 1\n",
"2017-05-31 1.12133 1.12103 1.121180 1.120058 1.088793 1"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data.tail()"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"data.dropna(inplace=True)"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"data = data[data.index > '2014-1-1']"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAncAAAFjCAYAAABfZS1yAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\noVBUUW5ZKAAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10c0d3be0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"data[['Mid', 'SMA1', 'SMA2', 'SMAPosition']].plot(figsize=(10, 6),\n",
" secondary_y='SMAPosition');"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"data['Returns'] = np.log(data['Mid'] / data['Mid'].shift(1))"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>CloseAsk</th>\n",
" <th>CloseBid</th>\n",
" <th>Mid</th>\n",
" <th>SMA1</th>\n",
" <th>SMA2</th>\n",
" <th>SMAPosition</th>\n",
" <th>Returns</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",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2014-01-02</th>\n",
" <td>1.35931</td>\n",
" <td>1.35886</td>\n",
" <td>1.359085</td>\n",
" <td>1.370810</td>\n",
" <td>1.361908</td>\n",
" <td>1</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2014-01-04</th>\n",
" <td>1.35965</td>\n",
" <td>1.35905</td>\n",
" <td>1.359350</td>\n",
" <td>1.370015</td>\n",
" <td>1.361563</td>\n",
" <td>1</td>\n",
" <td>0.000195</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2014-01-05</th>\n",
" <td>1.36286</td>\n",
" <td>1.36270</td>\n",
" <td>1.362780</td>\n",
" <td>1.369332</td>\n",
" <td>1.361270</td>\n",
" <td>1</td>\n",
" <td>0.002520</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2014-01-06</th>\n",
" <td>1.36163</td>\n",
" <td>1.36148</td>\n",
" <td>1.361555</td>\n",
" <td>1.368733</td>\n",
" <td>1.360950</td>\n",
" <td>1</td>\n",
" <td>-0.000899</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2014-01-07</th>\n",
" <td>1.35755</td>\n",
" <td>1.35748</td>\n",
" <td>1.357515</td>\n",
" <td>1.367574</td>\n",
" <td>1.360600</td>\n",
" <td>1</td>\n",
" <td>-0.002972</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" CloseAsk CloseBid Mid SMA1 SMA2 SMAPosition \\\n",
"Date \n",
"2014-01-02 1.35931 1.35886 1.359085 1.370810 1.361908 1 \n",
"2014-01-04 1.35965 1.35905 1.359350 1.370015 1.361563 1 \n",
"2014-01-05 1.36286 1.36270 1.362780 1.369332 1.361270 1 \n",
"2014-01-06 1.36163 1.36148 1.361555 1.368733 1.360950 1 \n",
"2014-01-07 1.35755 1.35748 1.357515 1.367574 1.360600 1 \n",
"\n",
" Returns \n",
"Date \n",
"2014-01-02 NaN \n",
"2014-01-04 0.000195 \n",
"2014-01-05 0.002520 \n",
"2014-01-06 -0.000899 \n",
"2014-01-07 -0.002972 "
]
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data.head()"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.00019496511841510917"
]
},
"execution_count": 26,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"np.log(1.359350 / 1.359085)"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"data['SMAStrategy'] = data['SMAPosition'].shift(1) * data['Returns'] "
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>CloseAsk</th>\n",
" <th>CloseBid</th>\n",
" <th>Mid</th>\n",
" <th>SMA1</th>\n",
" <th>SMA2</th>\n",
" <th>SMAPosition</th>\n",
" <th>Returns</th>\n",
" <th>SMAStrategy</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",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2014-01-02</th>\n",
" <td>1.35931</td>\n",
" <td>1.35886</td>\n",
" <td>1.359085</td>\n",
" <td>1.370810</td>\n",
" <td>1.361908</td>\n",
" <td>1</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2014-01-04</th>\n",
" <td>1.35965</td>\n",
" <td>1.35905</td>\n",
" <td>1.359350</td>\n",
" <td>1.370015</td>\n",
" <td>1.361563</td>\n",
" <td>1</td>\n",
" <td>0.000195</td>\n",
" <td>0.000195</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2014-01-05</th>\n",
" <td>1.36286</td>\n",
" <td>1.36270</td>\n",
" <td>1.362780</td>\n",
" <td>1.369332</td>\n",
" <td>1.361270</td>\n",
" <td>1</td>\n",
" <td>0.002520</td>\n",
" <td>0.002520</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2014-01-06</th>\n",
" <td>1.36163</td>\n",
" <td>1.36148</td>\n",
" <td>1.361555</td>\n",
" <td>1.368733</td>\n",
" <td>1.360950</td>\n",
" <td>1</td>\n",
" <td>-0.000899</td>\n",
" <td>-0.000899</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2014-01-07</th>\n",
" <td>1.35755</td>\n",
" <td>1.35748</td>\n",
" <td>1.357515</td>\n",
" <td>1.367574</td>\n",
" <td>1.360600</td>\n",
" <td>1</td>\n",
" <td>-0.002972</td>\n",
" <td>-0.002972</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" CloseAsk CloseBid Mid SMA1 SMA2 SMAPosition \\\n",
"Date \n",
"2014-01-02 1.35931 1.35886 1.359085 1.370810 1.361908 1 \n",
"2014-01-04 1.35965 1.35905 1.359350 1.370015 1.361563 1 \n",
"2014-01-05 1.36286 1.36270 1.362780 1.369332 1.361270 1 \n",
"2014-01-06 1.36163 1.36148 1.361555 1.368733 1.360950 1 \n",
"2014-01-07 1.35755 1.35748 1.357515 1.367574 1.360600 1 \n",
"\n",
" Returns SMAStrategy \n",
"Date \n",
"2014-01-02 NaN NaN \n",
"2014-01-04 0.000195 0.000195 \n",
"2014-01-05 0.002520 0.002520 \n",
"2014-01-06 -0.000899 -0.000899 \n",
"2014-01-07 -0.002972 -0.002972 "
]
},
"execution_count": 28,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data.head()"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Returns -0.19243\n",
"SMAStrategy 0.11163\n",
"Name: 2017-05-31 00:00:00, dtype: float64"
]
},
"execution_count": 29,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data[['Returns', 'SMAStrategy']].cumsum().iloc[-1]"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Returns 0.824952\n",
"SMAStrategy 1.118099\n",
"Name: 2017-05-31 00:00:00, dtype: float64"
]
},
"execution_count": 30,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"np.exp(data[['Returns', 'SMAStrategy']].cumsum().iloc[-1])"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAlEAAAFjCAYAAAAdJl7lAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nLrgRZWZmZtaF/wBzIAfU9/q6GgAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10f5bb9b0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"data[['Returns', 'SMAStrategy']].dropna().cumsum().apply(np.exp).plot(\n",
" figsize=(10, 6));"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## SMA-Based Strategy &mdash; Bid & Ask"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Date\n",
"2014-01-02 NaN\n",
"2014-01-04 0.0\n",
"2014-01-05 0.0\n",
"2014-01-06 0.0\n",
"2014-01-07 0.0\n",
"Name: SMAPosition, dtype: float64"
]
},
"execution_count": 32,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data['SMAPosition'].diff().head()"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Date\n",
"2017-05-27 0.0\n",
"2017-05-28 0.0\n",
"2017-05-29 0.0\n",
"2017-05-30 0.0\n",
"2017-05-31 0.0\n",
"Name: SMAPosition, dtype: float64"
]
},
"execution_count": 33,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data['SMAPosition'].diff().tail()"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"data['Trades'] = data['SMAPosition'].diff()"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [],
"source": [
"data.ix[0, 'Trades'] = data['SMAPosition'].iloc[-1]"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"data.ix[-1, 'Trades'] = -data['SMAPosition'].iloc[-1]"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Date\n",
"2014-01-02 1.0\n",
"2014-01-04 0.0\n",
"2014-01-05 0.0\n",
"2014-01-06 0.0\n",
"2014-01-07 0.0\n",
"Name: Trades, dtype: float64"
]
},
"execution_count": 37,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data['Trades'].head()"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Date\n",
"2017-05-27 0.0\n",
"2017-05-28 0.0\n",
"2017-05-29 0.0\n",
"2017-05-30 0.0\n",
"2017-05-31 -1.0\n",
"Name: Trades, dtype: float64"
]
},
"execution_count": 38,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data['Trades'].tail()"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"data['Portfolio'] = np.nan"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"data['Portfolio'] = np.where(data['Trades'] > 0,\n",
" -data['CloseAsk'] * data['Trades'],\n",
" data['Portfolio'])"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"data['Portfolio'] = np.where(data['Trades'] < 0,\n",
" -data['CloseBid'] * data['Trades'],\n",
" data['Portfolio'])"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Date\n",
"2014-01-02 -1.35931\n",
"2014-01-19 2.71026\n",
"2014-02-17 -2.75210\n",
"2014-05-13 2.74276\n",
"2015-04-29 -2.24498\n",
"2015-05-31 2.18480\n",
"2015-06-02 -2.25512\n",
"2015-07-01 2.21648\n",
"2015-08-18 -2.22496\n",
"2015-10-25 2.21122\n",
"2015-12-15 -2.18292\n",
"2016-03-01 2.17348\n",
"2016-03-10 -2.23020\n",
"2016-05-19 2.24330\n",
"2016-06-13 -2.24214\n",
"2016-06-14 2.25184\n",
"2016-08-15 -2.25602\n",
"2016-10-09 2.22736\n",
"2017-01-18 -2.13316\n",
"2017-02-21 2.11132\n",
"2017-03-16 -2.14828\n",
"2017-04-08 2.11696\n",
"2017-04-20 -2.14538\n",
"2017-05-31 1.12103\n",
"Name: Portfolio, dtype: float64"
]
},
"execution_count": 42,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data['Portfolio'][data['Trades'] != 0]"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"data['Portfolio'].fillna(0, inplace=True)"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAmsAAAFjCAYAAABi90wUAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nhPCY/wsmPUlXvGVa2AAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10c09cda0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"(data['Portfolio'].cumsum() * 100000).plot(figsize=(10, 6)) ;"
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Date\n",
"2017-05-27 -0.98479\n",
"2017-05-28 -0.98479\n",
"2017-05-29 -0.98479\n",
"2017-05-30 -0.98479\n",
"2017-05-31 0.13624\n",
"Name: Portfolio, dtype: float64"
]
},
"execution_count": 45,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data['Portfolio'].cumsum().iloc[-5:]"
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"units = 100000"
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"pl = data['Portfolio'].sum() * units"
]
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"13624.00000000008"
]
},
"execution_count": 48,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pl"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Random Walk Hypothesis"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Simulating a Random Walk "
]
},
{
"cell_type": "code",
"execution_count": 49,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"S0 = 100\n",
"sigma = 0.2\n",
"T = 1.0\n",
"M = 200\n",
"dt = T / M"
]
},
{
"cell_type": "code",
"execution_count": 50,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"rn = np.random.standard_normal((M+1, 10000))"
]
},
{
"cell_type": "code",
"execution_count": 51,
"metadata": {},
"outputs": [],
"source": [
"rn[0] = 0.0"
]
},
{
"cell_type": "code",
"execution_count": 52,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"S = S0 * np.exp(((-0.5 * sigma ** 2) * dt +\n",
" sigma * rn * dt ** 0.5).cumsum(axis=0))\n",
"S[0] = S0"
]
},
{
"cell_type": "code",
"execution_count": 53,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAlQAAAFkCAYAAADmCqUZAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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