{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#Data Project - Stock Market Analysis "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Welcome to your second data project! In this portfolio project we will be looking at data from the stock market, particularly some technology stocks. We will learn how to use pandas to get stock information, visualize different aspects of it, and finally we will look at a few ways of analyzing the risk of a stock, based on its previous performance history. We will also be predicting future stock prices through a Monte Carlo method!\n",
"\n",
"We'll be answering the following questions along the way:\n",
"\n",
" 1.) What was the change in price of the stock over time?\n",
" 2.) What was the daily return of the stock on average?\n",
" 3.) What was the moving average of the various stocks?\n",
" 4.) What was the correlation between different stocks' closing prices?\n",
" 4.) What was the correlation between different stocks' daily returns?\n",
" 5.) How much value do we put at risk by investing in a particular stock?\n",
" 6.) How can we attempt to predict future stock behavior?"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"####Basic Analysis of Stock Information\n",
"\n",
"In this section we'll go over how to handle requesting stock information with pandas, and how to analyze basic attributes of a stock."
]
},
{
"cell_type": "code",
"execution_count": 80,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"#Let's go ahead and start with some imports\n",
"import pandas as pd\n",
"from pandas import Series,DataFrame\n",
"import numpy as np\n",
"\n",
"# For Visualization\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"sns.set_style('whitegrid')\n",
"%matplotlib inline\n",
"\n",
"# For reading stock data from yahoo\n",
"from pandas.io.data import DataReader\n",
"\n",
"# For time stamps\n",
"from datetime import datetime\n",
"\n",
"# For division\n",
"from __future__ import division"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's use Yahoo and pandas to grab some data for some tech stocks."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"# The tech stocks we'll use for this analysis\n",
"tech_list = ['AAPL','GOOG','MSFT','AMZN']\n",
"\n",
"# Set up End and Start times for data grab\n",
"end = datetime.now()\n",
"start = datetime(end.year - 1,end.month,end.day)\n",
"\n",
"\n",
"#For loop for grabing yahoo finance data and setting as a dataframe\n",
"\n",
"for stock in tech_list: \n",
" # Set DataFrame as the Stock Ticker\n",
" globals()[stock] = DataReader(stock,'yahoo',start,end)\n",
" "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Quick note: Using globals() is a sloppy way of setting the DataFrame names, but its simple"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's go ahead and play aorund with the AAPL DataFrame to get a feel for the data"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"
\n",
" \n",
" \n",
" \n",
" Open \n",
" High \n",
" Low \n",
" Close \n",
" Volume \n",
" Adj Close \n",
" \n",
" \n",
" \n",
" \n",
" count \n",
" 252.000000 \n",
" 252.000000 \n",
" 252.000000 \n",
" 252.000000 \n",
" 2.520000e+02 \n",
" 252.000000 \n",
" \n",
" \n",
" mean \n",
" 192.191905 \n",
" 193.834008 \n",
" 190.688413 \n",
" 192.401905 \n",
" 5.776950e+07 \n",
" 102.697817 \n",
" \n",
" \n",
" std \n",
" 182.130756 \n",
" 183.650776 \n",
" 181.165264 \n",
" 182.732488 \n",
" 2.409724e+07 \n",
" 14.860106 \n",
" \n",
" \n",
" min \n",
" 90.210000 \n",
" 90.700000 \n",
" 89.650000 \n",
" 90.280000 \n",
" 1.447960e+07 \n",
" 72.620000 \n",
" \n",
" \n",
" 25% \n",
" 99.390000 \n",
" 100.672500 \n",
" 98.527500 \n",
" 99.620000 \n",
" 4.220820e+07 \n",
" 92.690000 \n",
" \n",
" \n",
" 50% \n",
" 111.045000 \n",
" 112.475000 \n",
" 109.190000 \n",
" 110.300000 \n",
" 5.325340e+07 \n",
" 100.360000 \n",
" \n",
" \n",
" 75% \n",
" 127.242500 \n",
" 128.130000 \n",
" 125.677500 \n",
" 126.777500 \n",
" 6.793232e+07 \n",
" 113.480000 \n",
" \n",
" \n",
" max \n",
" 649.900000 \n",
" 651.260000 \n",
" 644.470000 \n",
" 647.350000 \n",
" 1.899779e+08 \n",
" 133.000000 \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Open High Low Close Volume \\\n",
"count 252.000000 252.000000 252.000000 252.000000 2.520000e+02 \n",
"mean 192.191905 193.834008 190.688413 192.401905 5.776950e+07 \n",
"std 182.130756 183.650776 181.165264 182.732488 2.409724e+07 \n",
"min 90.210000 90.700000 89.650000 90.280000 1.447960e+07 \n",
"25% 99.390000 100.672500 98.527500 99.620000 4.220820e+07 \n",
"50% 111.045000 112.475000 109.190000 110.300000 5.325340e+07 \n",
"75% 127.242500 128.130000 125.677500 126.777500 6.793232e+07 \n",
"max 649.900000 651.260000 644.470000 647.350000 1.899779e+08 \n",
"\n",
" Adj Close \n",
"count 252.000000 \n",
"mean 102.697817 \n",
"std 14.860106 \n",
"min 72.620000 \n",
"25% 92.690000 \n",
"50% 100.360000 \n",
"75% 113.480000 \n",
"max 133.000000 "
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Summary Stats\n",
"AAPL.describe()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"DatetimeIndex: 252 entries, 2014-04-03 00:00:00 to 2015-04-02 00:00:00\n",
"Data columns (total 6 columns):\n",
"Open 252 non-null float64\n",
"High 252 non-null float64\n",
"Low 252 non-null float64\n",
"Close 252 non-null float64\n",
"Volume 252 non-null int64\n",
"Adj Close 252 non-null float64\n",
"dtypes: float64(5), int64(1)\n",
"memory usage: 13.8 KB\n"
]
}
],
"source": [
"# General Info\n",
"AAPL.info()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now that we've seen the DataFrame, let's go ahead and plot out the volume and closing price of the stocks"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
},
{
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"QmCC\n"
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Let's see a historical view of the closing price\n",
"AAPL['Adj Close'].plot(legend=True,figsize=(10,4))"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Now let's plot the total volume of stock being traded each day over the past 5 years\n",
"AAPL['Volume'].plot(legend=True,figsize=(10,4))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now that we've seen the visualizations for the closing price and the volume traded each day, let's go ahead and caculate the moving average for the stock."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"For more info on the moving average check out the following links:\n",
"\n",
"1.) http://www.investopedia.com/terms/m/movingaverage.asp\n",
"\n",
"2.) http://www.investopedia.com/articles/active-trading/052014/how-use-moving-average-buy-stocks.asp"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# Luckily pandas has a built-in rolling mean calculator\n",
"\n",
"# Let's go ahead and plot out several moving averages\n",
"ma_day = [10,20,50]\n",
"\n",
"for ma in ma_day:\n",
" column_name = \"MA for %s days\" %(str(ma))\n",
" AAPL[column_name]=pd.rolling_mean(AAPL['Adj Close'],ma)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now let's go ahead and plot all the additional Moving Averages"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"AAPL[['Adj Close','MA for 10 days','MA for 20 days','MA for 50 days']].plot(subplots=False,figsize=(10,4))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Section 2 - Daily Return Analysis"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now that we've done some baseline analysis, let's go ahead and dive a little deeper. We're now going to analyze the risk of the stock. In order to do so we'll need to take a closer look at the daily changes of the stock, and not just its absolute value. Let's go ahead and use pandas to retrieve teh daily returns for the Apple stock."
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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"AAAASUVORK5CYII=\n"
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# We'll use pct_change to find the percent change for each day\n",
"AAPL['Daily Return'] = AAPL['Adj Close'].pct_change()\n",
"# Then we'll plot the daily return percentage\n",
"AAPL['Daily Return'].plot(figsize=(12,4),legend=True,linestyle='--',marker='o')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Great, now let's get an overall look at the average daily return using a histogram. We'll use seaborn to create both a histogram and kde plot on the same figure."
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Note the use of dropna() here, otherwise the NaN values can't be read by seaborn\n",
"sns.distplot(AAPL['Daily Return'].dropna(),bins=100,color='purple')\n",
"\n",
"# Could have also done:\n",
"#AAPL['Daily Return'].hist()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now what if we wanted to analyze the returns of all the stocks in our list? Let's go ahead and build a DataFrame with all the ['Close'] columns for each of the stocks dataframes."
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"# Grab all the closing prices for the tech stock list into one DataFrame\n",
"closing_df = DataReader(['AAPL','GOOG','MSFT','AMZN'],'yahoo',start,end)['Adj Close']"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"\n",
"
\n",
" \n",
" \n",
" \n",
" AAPL \n",
" AMZN \n",
" GOOG \n",
" MSFT \n",
" \n",
" \n",
" Date \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" 2014-04-03 \n",
" 75.54 \n",
" 333.62 \n",
" 569.74 \n",
" 39.93 \n",
" \n",
" \n",
" 2014-04-04 \n",
" 74.56 \n",
" 323.00 \n",
" 543.14 \n",
" 38.82 \n",
" \n",
" \n",
" 2014-04-07 \n",
" 73.39 \n",
" 317.76 \n",
" 538.15 \n",
" 38.75 \n",
" \n",
" \n",
" 2014-04-08 \n",
" 73.38 \n",
" 327.07 \n",
" 554.90 \n",
" 38.77 \n",
" \n",
" \n",
" 2014-04-09 \n",
" 74.35 \n",
" 331.81 \n",
" 564.14 \n",
" 39.41 \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" AAPL AMZN GOOG MSFT\n",
"Date \n",
"2014-04-03 75.54 333.62 569.74 39.93\n",
"2014-04-04 74.56 323.00 543.14 38.82\n",
"2014-04-07 73.39 317.76 538.15 38.75\n",
"2014-04-08 73.38 327.07 554.90 38.77\n",
"2014-04-09 74.35 331.81 564.14 39.41"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Let's take a quick look\n",
"closing_df.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now that we have all the closing prices, let's go ahead and get the daily return for all the stocks, like we did for the Apple stock."
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# Make a new tech returns DataFrame\n",
"tech_rets = closing_df.pct_change()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now we can compare the daily percentage return of two stocks to check how correlated. First let's see a sotck compared to itself."
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
},
{
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],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Comparing Google to itself should show a perfectly linear relationship\n",
"sns.jointplot('GOOG','GOOG',tech_rets,kind='scatter',color='seagreen')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"So now we can see that if two stocks are perfectly (and positivley) correlated with each other a linear relationship bewteen its daily return values should occur. So let's go ahead and compare Google and Microsoft the same way."
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# We'll use joinplot to compare the daily returns of Google and Microsoft\n",
"sns.jointplot('GOOG','MSFT',tech_rets,kind='scatter')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Intersting, the pearsonr value (officially known as the Pearson product-moment correlation coefficient) can give you a sense of how correlated the daily percentage returns are. You can find more information about it at this link:\n",
"\n",
"url - http://en.wikipedia.org/wiki/Pearson_product-moment_correlation_coefficient\n",
"\n",
"But for a quick intuitive sense, check out the picture below."
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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