{ "cells": [ { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# import bread & butter\n", "import pandas as pd\n", "import datetime\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import matplotlib.ticker as mtick\n", "import matplotlib.ticker as ticker\n", "import matplotlib.dates as mdates\n", "from datetime import date\n", "\n", "\n", "\n", "plt.style.use('fivethirtyeight')\n", "plt.rcParams['figure.figsize'] = 20, 10\n", "\n", "\n", "\n", "\n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "\n", "#Get ticker prices using ALPHAVANTAGE API (Note: Tried Quandl first but they haven't updated their data since 03/27/2018. See here for details https://github.com/quantopian/zipline/issues/2145)\n", "apple_api_query = 'https://www.alphavantage.co/query?function=TIME_SERIES_DAILY&symbol=AAPL&outputsize=full&apikey=C4NAJ99Y5APM920K&datatype=csv'\n", "msft_api_query = 'https://www.alphavantage.co/query?function=TIME_SERIES_DAILY&symbol=MSFT&outputsize=full&apikey=C4NAJ99Y5APM920K&datatype=csv'\n", "apple_df = pd.read_csv(apple_api_query,parse_dates=['timestamp'])\n", "msft_df = pd.read_csv(msft_api_query,parse_dates=['timestamp'])\n", "\n", "\n", "#filter the duration we'd like to show\n", "start_date = '2010-01-25'\n", "end_date ='2018-11-28'\n", "apple_df = apple_df[(apple_df.timestamp>=start_date) & (apple_df.timestamp<=end_date)]\n", "msft_df = msft_df[(msft_df.timestamp>=start_date) & (msft_df.timestamp<=end_date)]" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "#Get historical Outstanding shares using https://www.sharesoutstandinghistory.com\n", "apple_hist_os_shares = pd.read_csv('APPLE_OS_SHARES.csv',parse_dates=['DATE'])\n", "msft_hist_os_shares = pd.read_csv('MSFT_OS_SHARES.csv',parse_dates=['DATE'])\n", "\n", "#add end date\n", "apple_hist_os_shares['end_date'] = apple_hist_os_shares['DATE'].shift(-1) + pd.DateOffset(-1)\n", "apple_hist_os_shares.loc[apple_hist_os_shares.DATE == max(apple_hist_os_shares.DATE),'end_date']='2099-12-31 00:00:00'\n", "\n", "msft_hist_os_shares['end_date'] = msft_hist_os_shares['DATE'].shift(-1) + pd.DateOffset(-1)\n", "msft_hist_os_shares.loc[msft_hist_os_shares.DATE == max(msft_hist_os_shares.DATE),'end_date']='2099-12-31 00:00:00'" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "#Get the number of historical outstanding makrket shares based on date\n", "for start_date, end_date,os_shares in zip(apple_hist_os_shares.DATE.values, apple_hist_os_shares.end_date.values,apple_hist_os_shares.AAPL_OS_SHARES):\n", " apple_df.loc[(apple_df.timestamp>=start_date)&(apple_df.timestamp<=end_date),'OS_SHARES'] = os_shares\n", " \n", "for start_date, end_date,os_shares in zip(msft_hist_os_shares.DATE.values, msft_hist_os_shares.end_date.values,msft_hist_os_shares.MSFT_OS_SHARES):\n", " msft_df.loc[(msft_df.timestamp>=start_date)&(msft_df.timestamp<=end_date),'OS_SHARES'] = os_shares \n", " " ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "#account for Apple's 7:1 split on 6/6/2014\n", "apple_df.loc[apple_df.timestamp<='2014-06-06','close'] = apple_df['close']/7" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\sphulse\\AppData\\Local\\Continuum\\anaconda3\\lib\\site-packages\\ipykernel_launcher.py:6: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n", " \n", "C:\\Users\\sphulse\\AppData\\Local\\Continuum\\anaconda3\\lib\\site-packages\\ipykernel_launcher.py:7: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n", " import sys\n" ] } ], "source": [ "#Merge the two together\n", "merged_df = pd.merge(msft_df,apple_df,left_on=['timestamp'],right_on=['timestamp'],how='inner',suffixes=('_MSFT', '_AAPL'))\n", "final_df = merged_df[['timestamp','close_AAPL','OS_SHARES_AAPL','close_MSFT','OS_SHARES_MSFT']]\n", "\n", "#Calculate Mkt_Capital=Number of Outstanding shares * Closing price of share\n", "final_df['MKT_CAP_AAPL']=final_df['close_AAPL'] * final_df['OS_SHARES_AAPL'] \n", "final_df['MKT_CAP_MSFT']=final_df['close_MSFT'] * final_df['OS_SHARES_MSFT'] \n" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "#PLot & save the trend chart\n", "fig, ax = plt.subplots(figsize=(20,10))\n", "ax.xaxis.set_major_locator(mdates.YearLocator())\n", "ax.xaxis.set_major_formatter(mdates.DateFormatter('%Y'))\n", "ax.yaxis.set_major_formatter(ticker.FuncFormatter(lambda x, p: '$%1.fB' % (x*1e-9)))\n", "\n", "plt.plot( 'timestamp', 'MKT_CAP_AAPL', data=final_df, marker=' ', markerfacecolor='blue', markersize=8, color='red', linewidth=1)\n", "plt.plot( 'timestamp', 'MKT_CAP_MSFT', data=final_df, marker=' ', markerfacecolor='red', markersize=8, color='green', linewidth=1)\n", "plt.legend(loc='lower right')\n", "plt.ylabel('Mkt cap in billions')\n", "#plt.xlabel('Years')\n", "\n", "fig.suptitle('Microsoft\\'s decade long catch up for Market Capitalization',ha='center',va='bottom',fontsize=30,fontweight=2)\n", "#plt.savefig('Microsoft Vs Apple.png', bbox_inches='tight')\n", "plt.savefig('destination_path.eps', format='eps', dpi=1000)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "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": "3.5.6" } }, "nbformat": 4, "nbformat_minor": 2 }