{"id":80347,"date":"2021-03-18T14:56:00","date_gmt":"2021-03-18T18:56:00","guid":{"rendered":"https:\/\/ibkrcampus.com\/?p=80347"},"modified":"2022-11-21T09:47:14","modified_gmt":"2022-11-21T14:47:14","slug":"financial-data-manipulation-in-dplyr-for-quant-traders-part-iii","status":"publish","type":"post","link":"https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/financial-data-manipulation-in-dplyr-for-quant-traders-part-iii\/","title":{"rendered":"Financial Data Manipulation in dplyr for Quant Traders \u2013 Part III"},"content":{"rendered":"\n<p><em>See&nbsp;<a href=\"\/campus\/ibkr-quant-news\/financial-data-manipulation-in-dplyr-for-quant-traders\/\">Part I<\/a>&nbsp;and <a href=\"\/campus\/ibkr-quant-news\/financial-data-manipulation-in-dplyr-for-quant-traders-part-ii\/\">Part II<\/a> to &nbsp;set up and load the data<\/em>.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-the-arrange-dplyr-verb\"><strong>The&nbsp;<code>arrange()<\/code>&nbsp;dplyr verb.<\/strong><\/h2>\n\n\n\n<p><img decoding=\"async\" data-src=\"\/campus\/wp-content\/uploads\/sites\/2\/2021\/03\/dplyr-arrange-robot-wealth.png\" alt=\"Financial Data Manipulation\" class=\"wp-image-80380 lazyload\" width=\"430\" height=\"129\" data-srcset=\"https:\/\/ibkrcampus.com\/campus\/wp-content\/uploads\/sites\/2\/2021\/03\/dplyr-arrange-robot-wealth.png 430w, https:\/\/ibkrcampus.com\/campus\/wp-content\/uploads\/sites\/2\/2021\/03\/dplyr-arrange-robot-wealth-300x90.png 300w\" data-sizes=\"(max-width: 430px) 100vw, 430px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 430px; aspect-ratio: 430\/129;\" \/><\/p>\n\n\n\n<p>Arrange reorders the rows in your data by one or more criteria.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-reordering-rows-in-order-of-volume-traded-ascending-with-arrange\">Reordering rows in order of volume traded ascending with&nbsp;<code>arrange()<\/code><\/h4>\n\n\n\n<p style=\"background-color:#fcfcdb;font-size:11px\" class=\"has-background\">   \nprices %&gt;%<br>\n  arrange(desc(volume))\n<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1100\" height=\"287\" data-src=\"\/campus\/wp-content\/uploads\/sites\/2\/2021\/03\/dplyr-arrange-robot-wealth-2-1-1100x287.png\" alt=\"\" class=\"wp-image-80399 lazyload\" data-srcset=\"https:\/\/ibkrcampus.com\/campus\/wp-content\/uploads\/sites\/2\/2021\/03\/dplyr-arrange-robot-wealth-2-1-1100x287.png 1100w, https:\/\/ibkrcampus.com\/campus\/wp-content\/uploads\/sites\/2\/2021\/03\/dplyr-arrange-robot-wealth-2-1-700x183.png 700w, https:\/\/ibkrcampus.com\/campus\/wp-content\/uploads\/sites\/2\/2021\/03\/dplyr-arrange-robot-wealth-2-1-300x78.png 300w, https:\/\/ibkrcampus.com\/campus\/wp-content\/uploads\/sites\/2\/2021\/03\/dplyr-arrange-robot-wealth-2-1-768x201.png 768w, https:\/\/ibkrcampus.com\/campus\/wp-content\/uploads\/sites\/2\/2021\/03\/dplyr-arrange-robot-wealth-2-1.png 1283w\" data-sizes=\"(max-width: 1100px) 100vw, 1100px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 1100px; aspect-ratio: 1100\/287;\" \/><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\">Reordering rows in order of date descending, then volume ascending with&nbsp;<code>arrange()<\/code><\/h4>\n\n\n\n<p>We can sort by multiple variables using&nbsp;<code>arrange()<\/code>. Here we sort by date descending then volume ascending.<\/p>\n\n\n\n<p style=\"background-color:#fcfcdb;font-size:11px\" class=\"has-background\">prices %&gt;%<br>\n  arrange(desc(date), volume)\n<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1100\" height=\"283\" data-src=\"\/campus\/wp-content\/uploads\/sites\/2\/2021\/03\/dplyr-arrange-robot-wealth-3-1100x283.png\" alt=\"\" class=\"wp-image-80395 lazyload\" data-srcset=\"https:\/\/ibkrcampus.com\/campus\/wp-content\/uploads\/sites\/2\/2021\/03\/dplyr-arrange-robot-wealth-3-1100x283.png 1100w, https:\/\/ibkrcampus.com\/campus\/wp-content\/uploads\/sites\/2\/2021\/03\/dplyr-arrange-robot-wealth-3-700x180.png 700w, https:\/\/ibkrcampus.com\/campus\/wp-content\/uploads\/sites\/2\/2021\/03\/dplyr-arrange-robot-wealth-3-300x77.png 300w, https:\/\/ibkrcampus.com\/campus\/wp-content\/uploads\/sites\/2\/2021\/03\/dplyr-arrange-robot-wealth-3-768x198.png 768w, https:\/\/ibkrcampus.com\/campus\/wp-content\/uploads\/sites\/2\/2021\/03\/dplyr-arrange-robot-wealth-3.png 1277w\" data-sizes=\"(max-width: 1100px) 100vw, 1100px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 1100px; aspect-ratio: 1100\/283;\" \/><\/figure>\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><code>select()<\/code>&nbsp;dplyr verb<\/code>.<\/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 reorder rows in order of volume traded ascending with arrange().<\/p>\n","protected":false},"author":421,"featured_media":80349,"comment_status":"closed","ping_status":"open","sticky":true,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[339,343,338,350,341,344,342],"tags":[9390,9188,6591,508],"contributors-categories":[13676],"class_list":{"0":"post-80347","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-ibkr-quant-news","10":"category-quant-asia-pacific","11":"category-quant-development","12":"category-quant-regions","13":"category-r-development","14":"tag-arrange-dplyr-verb","15":"tag-filter-dplyr-verb","16":"tag-rstats","17":"tag-rstudio","18":"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 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