{"id":102817,"date":"2021-09-13T13:23:51","date_gmt":"2021-09-13T17:23:51","guid":{"rendered":"https:\/\/ibkrcampus.com\/?p=102817"},"modified":"2024-05-17T15:02:22","modified_gmt":"2024-05-17T19:02:22","slug":"how-to-install-ta-lib-in-python-part-v","status":"publish","type":"post","link":"https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/how-to-install-ta-lib-in-python-part-v\/","title":{"rendered":"How to Install Ta-Lib in Python \u2013 Part V"},"content":{"rendered":"\n<p><em>Ishan Shah, Rekhit Pachanekar and Gaurav Singh demonstrate how to install Ta-Lib across platforms using Anaconda prompt in\u00a0<a href=\"\/campus\/ibkr-quant-news\/how-to-install-ta-lib-in-python\/\">Part I<\/a>, and showcase how to install it on Windows PC in\u00a0<a href=\"\/campus\/ibkr-quant-news\/how-to-install-ta-lib-in-python-part-ii\/\">Part II<\/a><\/em>, <em>on\u00a0<em>MacOS<\/em>\u00a0in\u00a0<a href=\"\/campus\/ibkr-quant-news\/how-to-install-ta-lib-in-python-part-iii\/\">Part III<\/a><\/em> <em>and in Linux in <a href=\"\/campus\/ibkr-quant-news\/how-to-install-ta-lib-in-python-part-iv\/\">Part IV<\/a>.<\/em><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"technical-indicators-using-python-ta-lib\"><strong>Technical Indicators using Python Ta-Lib<\/strong><\/h2>\n\n\n\n<p>We will first import the Python Ta-Lib library since we are using it to work out different indicators. Along with that, we use the python matplotlib to draw their graphs for analysis. Since we are going to be working on the stock prices, we will import the data from Yahoo Finance.<\/p>\n\n\n\n<p>Thus, the code will be as follows:<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>import talib as ta import matplotlib.pyplot as plt plt.style.use('bmh')\nimport yfinance as yf aapl = yf.download('AAPL', '2019-1-1','2019-12-27')<\/code><\/pre>\n\n\n\n<p>In the above example, we have imported the stock price data of Apple from 1 January 2019 to 27 December 2019.<\/p>\n\n\n\n<p>Let us start off with something simple. We will find the Simple Moving Average and the Exponential Moving Average of Apple stock data. We will use the following code:<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>aapl&#91;'Simple MA'] = ta.SMA(aapl&#91;'Close'],14)\naapl&#91;'EMA'] = ta.EMA(aapl&#91;'Close'], timeperiod = 14)\n\n# Plot aapl\n&#91;&#91;'Close','Simple MA','EMA']].plot(figsize=(15,15)) plt.show()<\/code><\/pre>\n\n\n\n<p>The output is as follows:<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"896\" height=\"794\" data-src=\"\/campus\/wp-content\/uploads\/sites\/2\/2021\/09\/talib_sma_ema-quantinsti.png\" alt=\"\" class=\"wp-image-102826 lazyload\" data-srcset=\"https:\/\/ibkrcampus.com\/campus\/wp-content\/uploads\/sites\/2\/2021\/09\/talib_sma_ema-quantinsti.png 896w, https:\/\/ibkrcampus.com\/campus\/wp-content\/uploads\/sites\/2\/2021\/09\/talib_sma_ema-quantinsti-700x620.png 700w, https:\/\/ibkrcampus.com\/campus\/wp-content\/uploads\/sites\/2\/2021\/09\/talib_sma_ema-quantinsti-300x266.png 300w, https:\/\/ibkrcampus.com\/campus\/wp-content\/uploads\/sites\/2\/2021\/09\/talib_sma_ema-quantinsti-768x681.png 768w\" data-sizes=\"(max-width: 896px) 100vw, 896px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 896px; aspect-ratio: 896\/794;\" \/><\/figure>\n\n\n\n<p>That was simple, wasn\u2019t it?<\/p>\n\n\n\n<p>Recall that at the start of this tutorial on Installing Python Ta-Lib, we talked about Bollinger Bands. Well, let\u2019s try that one now.<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># Bollinger Bands aapl&#91;'upper_band'], aapl&#91;'middle_band'], aapl&#91;'lower_band'] = ta.BBANDS(aapl&#91;'Close'], timeperiod =20)\n\n# Plot aapl&#91;&#91;'Close','upper_band','middle_band','lower_band']].plot(figsize=(15,15)) plt.show()<\/code><\/pre>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"890\" height=\"794\" data-src=\"\/campus\/wp-content\/uploads\/sites\/2\/2021\/09\/talib_bollinger_bands-quantinsti.png\" alt=\"\" class=\"wp-image-102831 lazyload\" data-srcset=\"https:\/\/ibkrcampus.com\/campus\/wp-content\/uploads\/sites\/2\/2021\/09\/talib_bollinger_bands-quantinsti.png 890w, https:\/\/ibkrcampus.com\/campus\/wp-content\/uploads\/sites\/2\/2021\/09\/talib_bollinger_bands-quantinsti-700x624.png 700w, https:\/\/ibkrcampus.com\/campus\/wp-content\/uploads\/sites\/2\/2021\/09\/talib_bollinger_bands-quantinsti-300x268.png 300w, https:\/\/ibkrcampus.com\/campus\/wp-content\/uploads\/sites\/2\/2021\/09\/talib_bollinger_bands-quantinsti-768x685.png 768w\" data-sizes=\"(max-width: 890px) 100vw, 890px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 890px; aspect-ratio: 890\/794;\" \/><\/figure>\n\n\n\n<p>Wasn\u2019t it easy? We are sure you are getting it but let us break down the line and see how Python Ta-Lib worked out the Bollinger Bands.<\/p>\n\n\n\n<p>To create the\u00a0<a href=\"https:\/\/blog.quantinsti.com\/bollinger-bands\/\">Bollinger Bands<\/a>, we simply passed the Closing Price ie the \u201cClose\u201d column and defined a time period of 20 for the moving average. This is done using the \u201cta.BBANDS()\u201d function.<\/p>\n\n\n\n<p>As the Bollinger Bands consist of three bands, we store the data in the following three columns, \u201cupper_band\u201d, \u201cmiddle_band\u201d and \u201clower_band.<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>aapl&#91;'upper_band'], aapl&#91;'middle_band'], aapl&#91;'lower_band'] = ta.BBANDS(aapl&#91;'Close'], timeperiod =20)<\/code><\/pre>\n\n\n\n<p>Now, can you figure out from the code below, what are the parameters passed?<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>aapl&#91;'RSI'] = ta.RSI(aapl&#91;'Close'],14) aapl&#91;'RSI'].plot(figsize=(15,15)) plt.show()\n<\/code><\/pre>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"886\" height=\"792\" data-src=\"\/campus\/wp-content\/uploads\/sites\/2\/2021\/09\/talib_rsi-quantinsti.png\" alt=\"\" class=\"wp-image-102839 lazyload\" data-srcset=\"https:\/\/ibkrcampus.com\/campus\/wp-content\/uploads\/sites\/2\/2021\/09\/talib_rsi-quantinsti.png 886w, https:\/\/ibkrcampus.com\/campus\/wp-content\/uploads\/sites\/2\/2021\/09\/talib_rsi-quantinsti-700x626.png 700w, https:\/\/ibkrcampus.com\/campus\/wp-content\/uploads\/sites\/2\/2021\/09\/talib_rsi-quantinsti-300x268.png 300w, https:\/\/ibkrcampus.com\/campus\/wp-content\/uploads\/sites\/2\/2021\/09\/talib_rsi-quantinsti-768x687.png 768w\" data-sizes=\"(max-width: 886px) 100vw, 886px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 886px; aspect-ratio: 886\/792;\" \/><\/figure>\n\n\n\n<p>As a bonus, we plotted the\u00a0<a href=\"https:\/\/blog.quantinsti.com\/stochastic-oscillator\/\">Stochastic Oscillators<\/a>\u00a0as well, the code is given below:<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>aapl&#91;'slowk'], aapl&#91;'slowd'] = ta.STOCH(aapl&#91;'High'], aapl&#91;'Low'], aapl&#91;'Close'], fastk_period=14, slowk_period=3, slowk_matype=0, slowd_period=3, slowd_matype=0) aapl&#91;&#91;'slowk','slowd']].plot(figsize=(15,15)) plt.show()\n<\/code><\/pre>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"876\" height=\"787\" data-src=\"\/campus\/wp-content\/uploads\/sites\/2\/2021\/09\/talib_slow_stochastic-quantinsti.png\" alt=\"\" class=\"wp-image-102844 lazyload\" data-srcset=\"https:\/\/ibkrcampus.com\/campus\/wp-content\/uploads\/sites\/2\/2021\/09\/talib_slow_stochastic-quantinsti.png 876w, https:\/\/ibkrcampus.com\/campus\/wp-content\/uploads\/sites\/2\/2021\/09\/talib_slow_stochastic-quantinsti-700x629.png 700w, https:\/\/ibkrcampus.com\/campus\/wp-content\/uploads\/sites\/2\/2021\/09\/talib_slow_stochastic-quantinsti-300x270.png 300w, https:\/\/ibkrcampus.com\/campus\/wp-content\/uploads\/sites\/2\/2021\/09\/talib_slow_stochastic-quantinsti-768x690.png 768w\" data-sizes=\"(max-width: 876px) 100vw, 876px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 876px; aspect-ratio: 876\/787;\" \/><\/figure>\n\n\n\n<pre class=\"wp-block-code\"><code>aapl&#91;'fastk'], aapl&#91;'fastd'] = ta.STOCHF(aapl&#91;'High'], aapl&#91;'Low'], aapl&#91;'Close'], fastk_period=14, fastd_period=3, fastd_matype=0) aapl&#91;&#91;'fastk','fastd']].plot(figsize=(15,15)) plt.show()\n<\/code><\/pre>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"881\" height=\"793\" data-src=\"\/campus\/wp-content\/uploads\/sites\/2\/2021\/09\/talib_stochastic-quantinsti.png\" alt=\"\" class=\"wp-image-102849 lazyload\" data-srcset=\"https:\/\/ibkrcampus.com\/campus\/wp-content\/uploads\/sites\/2\/2021\/09\/talib_stochastic-quantinsti.png 881w, https:\/\/ibkrcampus.com\/campus\/wp-content\/uploads\/sites\/2\/2021\/09\/talib_stochastic-quantinsti-700x630.png 700w, https:\/\/ibkrcampus.com\/campus\/wp-content\/uploads\/sites\/2\/2021\/09\/talib_stochastic-quantinsti-300x270.png 300w, https:\/\/ibkrcampus.com\/campus\/wp-content\/uploads\/sites\/2\/2021\/09\/talib_stochastic-quantinsti-768x691.png 768w\" data-sizes=\"(max-width: 881px) 100vw, 881px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 881px; aspect-ratio: 881\/793;\" \/><\/figure>\n\n\n\n<p>Visit QuantInsti for additional insight on this topic:<br><a href=\"https:\/\/blog.quantinsti.com\/install-ta-lib-python\/\">https:\/\/blog.quantinsti.com\/install-ta-lib-python\/<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Ishan Shah, Rekhit Pachanekar and Gaurav Singhs demonstrate how to use Python matplotlib to draw graphs for technical indicators.<\/p>\n","protected":false},"author":186,"featured_media":81558,"comment_status":"closed","ping_status":"open","sticky":true,"template":"","format":"standard","meta":{"_acf_changed":true,"footnotes":""},"categories":[339,343,349,338,350,341,344],"tags":[9864,6922,4676,9865,187,4659,595,445,1431,9863,1545,6674],"contributors-categories":[13654],"class_list":{"0":"post-102817","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-asia-pacific","12":"category-quant-development","13":"category-quant-regions","14":"tag-adx","15":"tag-anaconda","16":"tag-bollinger-bands","17":"tag-candlestick-pattern-recognition","18":"tag-macd","19":"tag-matplotlib","20":"tag-python","21":"tag-rsi","22":"tag-stochastic-oscillator","23":"tag-ta-lib","24":"tag-technical-indicators","25":"tag-yfinance","26":"contributors-categories-quantinsti"},"pp_statuses_selecting_workflow":false,"pp_workflow_action":"current","pp_status_selection":"publish","acf":[],"yoast_head":"<!-- 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