{"id":198375,"date":"2023-10-30T11:04:32","date_gmt":"2023-10-30T15:04:32","guid":{"rendered":"https:\/\/ibkrcampus.com\/?p=198375"},"modified":"2023-11-01T10:45:59","modified_gmt":"2023-11-01T14:45:59","slug":"stock-market-data-obtaining-data-visualization-analysis-in-python","status":"publish","type":"post","link":"https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/stock-market-data-obtaining-data-visualization-analysis-in-python\/","title":{"rendered":"Stock Market Data: Obtaining Data, Visualization &amp; Analysis in Python"},"content":{"rendered":"\n<p><em>The article &#8220;Stock Market Data: Obtaining Data, Visualization &amp; Analysis in Python&#8221; first appeared on <a href=\"https:\/\/blog.quantinsti.com\/stock-market-data-analysis-python\/\">QuantInsti<\/a> blog.<\/em><\/p>\n\n\n\n<p>Are you looking to get stock market data and analyse the historical data in Python? You have come to right place.<\/p>\n\n\n\n<p><strong>After reading this, you will be able to:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Get historical data for stocks<\/li>\n\n\n\n<li>Plot the stock market data and analyse the performance<\/li>\n\n\n\n<li>Get the fundamental, futures and options data<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"yahoo-finance\"><strong>Yahoo Finance<\/strong><\/h3>\n\n\n\n<p>One of the first sources from which you can get historical daily price-volume stock market data is Yahoo finance. You can use&nbsp;<code>pandas_datareader<\/code>&nbsp;or&nbsp;<code>yfinance<\/code>&nbsp;module to get the data and then can download or store in a csv file by using pandas.to_csv method.<\/p>\n\n\n\n<p>If yfinance is not installed on your computer, then run the below line of code from your Jupyter Notebook to install yfinance.<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">!pip install yfinance<\/pre>\n\n\n\n<p><a href=\"https:\/\/gist.github.com\/quantra-go-algo\/c568a4e09187a9e62f054747165be54f#file-install-yfinance-py\">install yfinance.py&nbsp;<\/a>hosted with \u2764 by&nbsp;<a href=\"https:\/\/github.com\/\">GitHub<\/a><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1100\" height=\"692\" data-src=\"\/campus\/wp-content\/uploads\/sites\/2\/2023\/10\/installing-yfinance-1-quantinsti-1100x692.png\" alt=\"\" class=\"wp-image-198380 lazyload\" data-srcset=\"https:\/\/ibkrcampus.com\/campus\/wp-content\/uploads\/sites\/2\/2023\/10\/installing-yfinance-1-quantinsti-1100x692.png 1100w, https:\/\/ibkrcampus.com\/campus\/wp-content\/uploads\/sites\/2\/2023\/10\/installing-yfinance-1-quantinsti-700x441.png 700w, https:\/\/ibkrcampus.com\/campus\/wp-content\/uploads\/sites\/2\/2023\/10\/installing-yfinance-1-quantinsti-300x189.png 300w, https:\/\/ibkrcampus.com\/campus\/wp-content\/uploads\/sites\/2\/2023\/10\/installing-yfinance-1-quantinsti-768x483.png 768w, https:\/\/ibkrcampus.com\/campus\/wp-content\/uploads\/sites\/2\/2023\/10\/installing-yfinance-1-quantinsti.png 1260w\" data-sizes=\"(max-width: 1100px) 100vw, 1100px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 1100px; aspect-ratio: 1100\/692;\" \/><\/figure>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\"># Import yfinance package\nimport yfinance as yf\n\n# Set the start and end date\nstart_date = '1990-01-01'\nend_date = '2021-07-12'\n\n# Set the ticker\nticker = 'AMZN'\n\n# Get the data\ndata = yf.download(ticker, start_date, end_date)\n\n# Print 5 rows\ndata.tail()<\/pre>\n\n\n\n<p><a href=\"https:\/\/gist.github.com\/quantra-go-algo\/4b5be3d6c52c9d614ef5bedd08dd969f#file-amazon_data-py\">amazon_data.py&nbsp;<\/a>hosted with \u2764 by&nbsp;<a href=\"https:\/\/github.com\/\">GitHub<\/a><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"717\" height=\"287\" data-src=\"\/campus\/wp-content\/uploads\/sites\/2\/2023\/10\/data-using-yfinance-quantinsti.png\" alt=\"\" class=\"wp-image-198382 lazyload\" data-srcset=\"https:\/\/ibkrcampus.com\/campus\/wp-content\/uploads\/sites\/2\/2023\/10\/data-using-yfinance-quantinsti.png 717w, https:\/\/ibkrcampus.com\/campus\/wp-content\/uploads\/sites\/2\/2023\/10\/data-using-yfinance-quantinsti-700x280.png 700w, https:\/\/ibkrcampus.com\/campus\/wp-content\/uploads\/sites\/2\/2023\/10\/data-using-yfinance-quantinsti-300x120.png 300w\" data-sizes=\"(max-width: 717px) 100vw, 717px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 717px; aspect-ratio: 717\/287;\" \/><\/figure>\n\n\n\n<p>To visualize the adjusted close price data, you can use the matplotlib library and plot method as shown below.<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\"># Import matplotlib for plotting\nimport matplotlib.pyplot as plt\n%matplotlib inline\n\n# Plot adjusted close price data\ndata['Adj Close'].plot()\nplt.show()<\/pre>\n\n\n\n<p><a href=\"https:\/\/gist.github.com\/quantra-go-algo\/29eb6a5614ce8ed6cd415a7a679779eb#file-plot_amazn_data-py\">plot_amazn_data.py&nbsp;<\/a>hosted with \u2764 by&nbsp;<a href=\"https:\/\/github.com\/\">GitHub<\/a><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"381\" height=\"252\" data-src=\"\/campus\/wp-content\/uploads\/sites\/2\/2023\/10\/amazon-data-plot-quantinsti.png\" alt=\"\" class=\"wp-image-198383 lazyload\" data-srcset=\"https:\/\/ibkrcampus.com\/campus\/wp-content\/uploads\/sites\/2\/2023\/10\/amazon-data-plot-quantinsti.png 381w, https:\/\/ibkrcampus.com\/campus\/wp-content\/uploads\/sites\/2\/2023\/10\/amazon-data-plot-quantinsti-300x198.png 300w\" data-sizes=\"(max-width: 381px) 100vw, 381px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 381px; aspect-ratio: 381\/252;\" \/><\/figure>\n\n\n\n<p class=\"has-text-align-center\">Data Source: Yahoo Finance<\/p>\n\n\n\n<p>Let us improve the plot by resizing, giving appropriate labels and adding grid lines for better readability.<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\"># Plot the adjusted close price\ndata['Adj Close'].plot(figsize=(10, 7))\n\n# Define the label for the title of the figure\nplt.title(\"Adjusted Close Price of %s\" % ticker, fontsize=16)\n\n# Define the labels for x-axis and y-axis\nplt.ylabel('Price', fontsize=14)\nplt.xlabel('Year', fontsize=14)\n\n# Plot the grid lines\nplt.grid(which=\"major\", color='k', linestyle='-.', linewidth=0.5)\n\n# Show the plot\nplt.show()<\/pre>\n\n\n\n<p><a href=\"https:\/\/gist.github.com\/quantra-go-algo\/f71519dd2f0500718f9b988de2d7778c#file-plot_amzn_data_with_grids-py\">plot_amzn_data_with_grids.py&nbsp;<\/a>hosted with \u2764 by&nbsp;<a href=\"https:\/\/github.com\/\">GitHub<\/a><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"786\" height=\"538\" data-src=\"\/campus\/wp-content\/uploads\/sites\/2\/2023\/10\/adjusted-close-price-of-amazon-quantinsti.png\" alt=\"\" class=\"wp-image-198385 lazyload\" data-srcset=\"https:\/\/ibkrcampus.com\/campus\/wp-content\/uploads\/sites\/2\/2023\/10\/adjusted-close-price-of-amazon-quantinsti.png 786w, https:\/\/ibkrcampus.com\/campus\/wp-content\/uploads\/sites\/2\/2023\/10\/adjusted-close-price-of-amazon-quantinsti-700x479.png 700w, https:\/\/ibkrcampus.com\/campus\/wp-content\/uploads\/sites\/2\/2023\/10\/adjusted-close-price-of-amazon-quantinsti-300x205.png 300w, https:\/\/ibkrcampus.com\/campus\/wp-content\/uploads\/sites\/2\/2023\/10\/adjusted-close-price-of-amazon-quantinsti-768x526.png 768w\" data-sizes=\"(max-width: 786px) 100vw, 786px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 786px; aspect-ratio: 786\/538;\" \/><\/figure>\n\n\n\n<p class=\"has-text-align-center\">Data Source: Yahoo Finance<\/p>\n\n\n\n<p><strong>Advantages<\/strong><\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>Adjusted close price stock market data is available<\/li>\n\n\n\n<li>Most recent&nbsp;<a href=\"https:\/\/quantra.quantinsti.com\/course\/getting-market-data\">stock market data<\/a>&nbsp;is available<\/li>\n\n\n\n<li>Doesn&#8217;t require API key to fetch the stock market data<\/li>\n<\/ol>\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"how-to-get-stock-market-data-for-different-geographies\">How to get Stock Market Data for different geographies?<\/h2>\n\n\n\n<p>To get stock market data for different geographies, search the ticker symbol on Yahoo finance and use that as the ticker.<\/p>\n\n\n\n<p><strong>Get stock market data for multiple tickers<\/strong><\/p>\n\n\n\n<p>To get the stock market data of multiple stock tickers, you can create a list of tickers and call the&nbsp;<strong>yfinance download method<\/strong>&nbsp;for each stock ticker.<br><br>For simplicity, I have created a dataframe&nbsp;<code>data<\/code>&nbsp;to store the adjusted close price of the stocks.<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\"># Import packages\nimport yfinance as yf\nimport pandas as pd\n\n# Set the start and end date\nstart_date = '1990-01-01'\nend_date = '2021-07-12'\n\n# Define the ticker list\ntickers_list = ['AAPL', 'IBM', 'MSFT', 'WMT']\n\n# Create placeholder for data\ndata = pd.DataFrame(columns=tickers_list)\n\n# Fetch the data\nfor ticker in tickers_list:\n    data[ticker] = yf.download(ticker, \n                               start_date,\n                               end_date)['Adj Close']\n    \n# Print first 5 rows of the data\ndata.head()<\/pre>\n\n\n\n<p><a href=\"https:\/\/gist.github.com\/quantra-go-algo\/ebebf9175ea7f3b70eeb62f7200e91a6#file-multiple_tickers_data-py\">multiple_tickers_data.py&nbsp;<\/a>hosted with \u2764 by&nbsp;<a href=\"https:\/\/github.com\/\">GitHub<\/a><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"448\" height=\"255\" data-src=\"\/campus\/wp-content\/uploads\/sites\/2\/2023\/10\/multiple-data-tickers-quantinsti.png\" alt=\"\" class=\"wp-image-198389 lazyload\" data-srcset=\"https:\/\/ibkrcampus.com\/campus\/wp-content\/uploads\/sites\/2\/2023\/10\/multiple-data-tickers-quantinsti.png 448w, https:\/\/ibkrcampus.com\/campus\/wp-content\/uploads\/sites\/2\/2023\/10\/multiple-data-tickers-quantinsti-300x171.png 300w\" data-sizes=\"(max-width: 448px) 100vw, 448px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 448px; aspect-ratio: 448\/255;\" \/><\/figure>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\"># Plot all the close prices\ndata.plot(figsize=(10, 7))\n\n# Show the legend\nplt.legend()\n\n# Define the label for the title of the figure\nplt.title(\"Adjusted Close Price\", fontsize=16)\n\n# Define the labels for x-axis and y-axis\nplt.ylabel('Price', fontsize=14)\nplt.xlabel('Year', fontsize=14)\n\n# Plot the grid lines\nplt.grid(which=\"major\", color='k', linestyle='-.', linewidth=0.5)\nplt.show()<\/pre>\n\n\n\n<p><a href=\"https:\/\/gist.github.com\/quantra-go-algo\/b7a834802a177a6626b6d43fa3fe8d93#file-plot_multiple_tickers_data-py\">plot_multiple_tickers_data.py&nbsp;<\/a>hosted with \u2764 by&nbsp;<a href=\"https:\/\/github.com\/\">GitHub<\/a><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"616\" height=\"421\" data-src=\"\/campus\/wp-content\/uploads\/sites\/2\/2023\/10\/adjusted-close-price-plot-quantinsti.png\" alt=\"\" class=\"wp-image-198390 lazyload\" data-srcset=\"https:\/\/ibkrcampus.com\/campus\/wp-content\/uploads\/sites\/2\/2023\/10\/adjusted-close-price-plot-quantinsti.png 616w, https:\/\/ibkrcampus.com\/campus\/wp-content\/uploads\/sites\/2\/2023\/10\/adjusted-close-price-plot-quantinsti-300x205.png 300w\" data-sizes=\"(max-width: 616px) 100vw, 616px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 616px; aspect-ratio: 616\/421;\" \/><\/figure>\n\n\n\n<p class=\"has-text-align-center\">Data Source: Yahoo Finance<\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><em>Visit <a href=\"https:\/\/blog.quantinsti.com\/stock-market-data-analysis-python\/\">QuantInsti<\/a> blog to learn how to retrieve data for S&amp;P 500 stock tickers.<\/em><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Are you looking to get stock market data and analyse the historical data in Python? You have come to right place.<\/p>\n","protected":false},"author":517,"featured_media":66906,"comment_status":"open","ping_status":"closed","sticky":true,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[339,343,349,338,341],"tags":[851,7560,865,4659,595,16185,6674],"contributors-categories":[13654],"class_list":{"0":"post-198375","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-data-science","8":"category-programing-languages","9":"category-python-development","10":"category-ibkr-quant-news","11":"category-quant-development","12":"tag-algo-trading","13":"tag-data-visualization","14":"tag-github","15":"tag-matplotlib","16":"tag-python","17":"tag-stock-market-data","18":"tag-yfinance","19":"contributors-categories-quantinsti"},"pp_statuses_selecting_workflow":false,"pp_workflow_action":"current","pp_status_selection":"publish","acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v26.9 (Yoast SEO v27.4) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Stock Market Data: Obtaining Data, Visualization &amp; Analysis in Python<\/title>\n<meta name=\"description\" content=\"Are you looking to get stock market data and analyse the historical data in Python? 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