{"id":75537,"date":"2021-02-11T10:30:41","date_gmt":"2021-02-11T15:30:41","guid":{"rendered":"https:\/\/ibkrcampus.com\/?p=75537"},"modified":"2022-11-21T09:47:06","modified_gmt":"2022-11-21T14:47:06","slug":"financial-data-manipulation-in-dplyr-for-quant-traders-part-ii","status":"publish","type":"post","link":"https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/financial-data-manipulation-in-dplyr-for-quant-traders-part-ii\/","title":{"rendered":"Financial Data Manipulation in dplyr for Quant Traders &#8211; Part II"},"content":{"rendered":"\n<p><em>See <a href=\"\/campus\/ibkr-quant-news\/financial-data-manipulation-in-dplyr-for-quant-traders\/\">Part I<\/a> to &nbsp;set up and load the data<\/em>.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-the-filter-dplyr-verb\">The&nbsp;<code>filter()<\/code>&nbsp;dplyr verb<\/h3>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter\"><img decoding=\"async\" data-src=\"https:\/\/robotwealth.com\/wp-content\/uploads\/sites\/2\/2020\/04\/dplyr-filter.png\" alt=\"\" class=\"wp-image-22757 lazyload\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" \/><\/figure><\/div>\n\n\n\n<p>Filter returns only those observations (rows) which satisfy certain criteria.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-filtering-rows-for-a-single-stock-with-filter-and\">Filtering rows for a single stock with&nbsp;<code>filter()<\/code>&nbsp;and&nbsp;<code>==<\/code><\/h4>\n\n\n\n<p>Here we use&nbsp;<code>filter<\/code>&nbsp;to just pull out prices for XOM.<\/p>\n\n\n\n<p>A common mistake is to use&nbsp;<code>=<\/code>&nbsp;instead of&nbsp;<code>==<\/code><\/p>\n\n\n\n<p style=\"background-color:#fcfcdb;font-size:11px\" class=\"has-background\">\t\nprices %&gt;%<br>\n  filter(ticker == &#8216;XOM&#8217;)<br>\n<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter\"><img decoding=\"async\" data-src=\"https:\/\/robotwealth.com\/wp-content\/uploads\/sites\/2\/2020\/04\/dplyr-for-traders-2.png\" alt=\"\" class=\"wp-image-22732 lazyload\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" \/><\/figure><\/div>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-filtering-rows-for-multiple-stocks-with-filter-and-in\">Filtering rows for multiple stocks with&nbsp;<code>filter()<\/code>&nbsp;and&nbsp;<code>%in%<\/code><\/h4>\n\n\n\n<p>Here we use %in% to match to multiple criteria. We pick out records for XOM and CVX.<\/p>\n\n\n\n<p style=\"background-color:#fcfcdb;font-size:11px\" class=\"has-background\">\t\nprices %&gt;%<br>\n  filter(ticker %in% c(&#8216;XOM&#8217;,&#8217;CVX&#8217;))\n<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter\"><img decoding=\"async\" data-src=\"https:\/\/robotwealth.com\/wp-content\/uploads\/sites\/2\/2020\/04\/dplyr-for-traders-3.png\" alt=\"Robot Wealth\" class=\"wp-image-22733 lazyload\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" \/><\/figure><\/div>\n\n\n\n<p id=\"h-stay-tuned-for-the-next-installment-in-which-the-author-will-demonstrate-the-arrange-dplyr-verb\"><em>Stay tuned for the next installment in which the author will demonstrate the&nbsp;<code>arrange()<\/code>&nbsp;dplyr verb.<\/em><\/p>\n\n\n\n<p><em>Visit Robot Wealth website to read the full article and download code:&nbsp;<a href=\"https:\/\/robotwealth.com\/financial-data-manipulation-in-dplyr-for-quant-traders\/\">https:\/\/robotwealth.com\/financial-data-manipulation-in-dplyr-for-quant-traders\/<\/a><\/em><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Join Robot James for a tutorial on how to filter rows for multiple stocks with filter() and %in%.<\/p>\n","protected":false},"author":421,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":true,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[343,338,350,341,344,342],"tags":[9188,6591,508],"contributors-categories":[13676],"class_list":{"0":"post-75537","1":"post","2":"type-post","3":"status-publish","4":"format-standard","6":"category-programing-languages","7":"category-ibkr-quant-news","8":"category-quant-asia-pacific","9":"category-quant-development","10":"category-quant-regions","11":"category-r-development","12":"tag-filter-dplyr-verb","13":"tag-rstats","14":"tag-rstudio","15":"contributors-categories-robot-wealth"},"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 v27.5) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ 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