{"id":127414,"date":"2022-03-07T11:45:07","date_gmt":"2022-03-07T16:45:07","guid":{"rendered":"https:\/\/ibkrcampus.com\/?p=127414"},"modified":"2023-02-23T12:19:05","modified_gmt":"2023-02-23T17:19:05","slug":"rvspython-6-linkedin-has-spoken","status":"publish","type":"post","link":"https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/rvspython-6-linkedin-has-spoken\/","title":{"rendered":"RvsPython #6: LinkedIn has\u00a0spoken!"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\" id=\"h-introduction\">Introduction<\/h2>\n\n\n\n<p>Over the past while with my time on LinkedIn, I got to have exposure to many people from many different lines of work. I also managed to have carved a space for myself there where I can post about Data Science topics and share my blogs along the way. There have always been posts and polls comparing R and Python as well as the subsequent debates among users of the languages as far as which one is superior for doing Data Science. While these sort of arguments will never end and I am far from innocent of engaging in them, I chose to take to task understanding why Data Science practioners preferred one language over another by \u201ccontrolling\u201d for exposure to the other language.<\/p>\n\n\n\n<p>In this blog I am going to share my results from my LinkedIn polls comparing respondents preferences. The polls asked for respondents preferences for:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>Using&nbsp;<code>dplyr<\/code>&nbsp;in R vs&nbsp;<code>pandas<\/code>&nbsp;in Python for data wrangling,<\/li>\n\n\n\n<li>Using&nbsp;<code>ggplot2<\/code>&nbsp;in R vs&nbsp;<code>matplotlib<\/code>&nbsp;and&nbsp;<code>seaborn<\/code>&nbsp;in Python for data visualization, and<\/li>\n\n\n\n<li>Using Jupyter notebooks vs RMarkdown for writing reports.<\/li>\n<\/ol>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-disclaimer\">Disclaimer<\/h2>\n\n\n\n<p>This is by no means a formal study, its more of just me sharing my findings in blog form. Social media platforms come and go, but having a blog where I can share my findings (albeit less popular) offers a place where I can post my curated content. Likely due to LinkedIn\u2019s algorithms, my first and second questions got more traction with over 132,000 views combined and over 1600 and 1300 votes respectively, while my last question only got a little more than 4000 views and over 106 votes at the time of writing.<\/p>\n\n\n\n<p>To quote a comment on one of my polls:<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"549\" height=\"127\" data-src=\"\/campus\/wp-content\/uploads\/sites\/2\/2022\/03\/linkedin-bennstats.png\" alt=\"\" class=\"wp-image-127423 lazyload\" data-srcset=\"https:\/\/ibkrcampus.com\/campus\/wp-content\/uploads\/sites\/2\/2022\/03\/linkedin-bennstats.png 549w, https:\/\/ibkrcampus.com\/campus\/wp-content\/uploads\/sites\/2\/2022\/03\/linkedin-bennstats-300x69.png 300w\" data-sizes=\"(max-width: 549px) 100vw, 549px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 549px; aspect-ratio: 549\/127;\" \/><\/figure>\n\n\n\n<p>With this in mind, lets share the results of these polls.<\/p>\n\n\n\n<p>(Visuals were made with&nbsp;<code>ggplot2<\/code>&nbsp;and the&nbsp;<code>ggtech<\/code>&nbsp;package for the theme)<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">1. dplyr vs pandas<\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" data-src=\"\/campus\/wp-content\/uploads\/sites\/2\/2022\/03\/linkedin-bennstats-2.png\" alt=\"\" class=\"wp-image-127425 lazyload\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" \/><\/figure>\n\n\n\n<p>As expected, most users who were pro-pandas never used&nbsp;<code>dplyr<\/code>&nbsp;before. However, when controlling for prior experience, it was pretty much a 50-50 split among respondents between using&nbsp;<code>pandas<\/code>&nbsp;in Python and&nbsp;<code>dplyr<\/code>&nbsp;in R. There were some comments recommending that I check out the&nbsp;<a href=\"https:\/\/cran.r-project.org\/web\/packages\/data.table\/vignettes\/datatable-intro.html\"><code>data.table<\/code><\/a>&nbsp;and&nbsp;<a href=\"https:\/\/www.tidyverse.org\/blog\/2019\/11\/dtplyr-1-0-0\/\"><code>dtplyr<\/code><\/a>&nbsp;packages in R; while I don\u2019t have much exposure to using those packages presently, I hope to check them out in the future.<\/p>\n\n\n\n<p>For my closest experience to&nbsp;<code>dplyr<\/code>&nbsp;in Python, check out&nbsp;<a href=\"https:\/\/bensstats.wordpress.com\/2021\/09\/14\/pythonmusings-6-dplyr-in-python-first-impressions-of-the-siuba-%E5%B0%8F%E5%B7%B4-module\/\">my review on the&nbsp;<code>siuba<\/code>&nbsp;module<\/a>.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">2. ggplot2 vs matplotlib and seaborn<\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" data-src=\"\/campus\/wp-content\/uploads\/sites\/2\/2022\/03\/linkedin-bennstats-3.png\" alt=\"\" class=\"wp-image-127427 lazyload\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" data-src=\"\/campus\/wp-content\/uploads\/sites\/2\/2022\/03\/linkedin-bennstats-4.png\" alt=\"\" class=\"wp-image-127428 lazyload\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" \/><\/figure>\n\n\n\n<p>In the case of comparing&nbsp;<code>ggplot2<\/code>&nbsp;to&nbsp;<code>matplotlib<\/code>&nbsp;and&nbsp;<code>seaborn<\/code>&nbsp;among users who had experience with both packages,&nbsp;<code>ggplot2<\/code>&nbsp;is preferred by 56% of users. Most users of&nbsp;<code>matplotlib<\/code>&nbsp;and&nbsp;<code>seaborn<\/code>&nbsp;don\u2019t have experience with&nbsp;<code>ggplot2<\/code>&nbsp;and vice-versa.<\/p>\n\n\n\n<p>I was told to check out the&nbsp;<a href=\"https:\/\/plotly.com\/graphing-libraries\/\"><code>plotly<\/code>&nbsp;library<\/a>&nbsp;which is compatible in R and Python and it really looks like a great library to have for building interactive dashboards and applications. While I don\u2019t have much experience with it now, I do hope to check it out when time allows for it.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">3. Using Jupyter notebooks vs RMarkdown for writing reports.<\/h2>\n\n\n\n<p>The results from this poll are questionable as I only got 106 replies to this poll. With this in mind these are the results:<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" data-src=\"\/campus\/wp-content\/uploads\/sites\/2\/2022\/03\/linkedin-bennstats-5.png\" alt=\"\" class=\"wp-image-127434 lazyload\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" data-src=\"\/campus\/wp-content\/uploads\/sites\/2\/2022\/03\/linkedin-bennstats-6.png\" alt=\"\" class=\"wp-image-127435 lazyload\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" \/><\/figure>\n\n\n\n<p>Of users with experience with using both RMarkdown and Jupyter notebooks for writing their reports, 63% of users prefer using RMarkdown over Jupyter notebooks, however there are more users who have experienced Jupyter notebooks than RMarkdown.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Conclusion<\/h2>\n\n\n\n<p>With all being said, using&nbsp;<code>dplyr<\/code>&nbsp;in R or&nbsp;<code>pandas<\/code>&nbsp;Python for doing data wrangling seems like a toss up among users with experience with both languages. For data visualization,&nbsp;<code>ggplot2<\/code>&nbsp;seems to be preferred over&nbsp;<code>matplotlib<\/code>&nbsp;or&nbsp;<code>seaborn<\/code>&nbsp;and if you trust the sample size, RMarkdown is preferred over Jupyter notebook among users with experience with both.<\/p>\n\n\n\n<p>In general, apparent that R is still the underdog in terms of it being a language used for Data Science and programming- but by no means does that make me intend on stopping from using it any time soon.<\/p>\n\n\n\n<p>When I get the time, I look forward to giving&nbsp;<code>data.table<\/code>&nbsp;and&nbsp;<code>plotly<\/code>&nbsp;a spin!<\/p>\n\n\n\n<p>Thank you for reading!<\/p>\n\n\n\n<p>Visit Bensstats Blog for additional insight on this topic and subscribe to his newsletter: <a href=\"https:\/\/bensstats.wordpress.com\/category\/rvspython\/\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/bensstats.wordpress.com\/category\/rvspython\/<\/a>.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>In this blog I am going to share my results from my LinkedIn polls comparing respondents preferences.<\/p>\n","protected":false},"author":776,"featured_media":67841,"comment_status":"closed","ping_status":"open","sticky":true,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[339,343,349,338,342],"tags":[806,7560,2535,2533,11202,7375,4659,1224,595,487,6132,4580],"contributors-categories":[13739],"class_list":{"0":"post-127414","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-r-development","12":"tag-data-science","13":"tag-data-visualization","14":"tag-dplyr","15":"tag-ggplot2","16":"tag-ggtech","17":"tag-jupyter","18":"tag-matplotlib","19":"tag-pandas","20":"tag-python","21":"tag-r","22":"tag-rmarkdown","23":"tag-seaborn","24":"contributors-categories-bensstats"},"pp_statuses_selecting_workflow":false,"pp_workflow_action":"current","pp_status_selection":"publish","acf":[],"yoast_head":"<!-- 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