{"id":827,"date":"2020-04-26T13:54:42","date_gmt":"2020-04-26T06:54:42","guid":{"rendered":"https:\/\/arikuncoro.xyz\/blog\/?p=827"},"modified":"2020-04-27T15:26:52","modified_gmt":"2020-04-27T08:26:52","slug":"trend-of-mobility-changes-due-to-outbreak","status":"publish","type":"post","link":"https:\/\/arikuncoro.xyz\/blog\/data-science\/data-visualization\/trend-of-mobility-changes-due-to-outbreak\/","title":{"rendered":"Trend of Mobility Changes due to Pandemic"},"content":{"rendered":"\n<p>How Indonesians are moving around differently due to COVID-19 Pandemic? How their mobility trends changed for trip to workplaces, groceries and pharmacy, restaurants, parks, transit stations, or just staying at home? <\/p>\n\n\n\n<p>Well, under the <a href=\"https:\/\/www.linkedin.com\/feed\/hashtag\/?highlightedUpdateUrns=urn%3Ali%3Aactivity%3A6656485836860817408&amp;keywords=%23covid19&amp;originTrackingId=FamxfXX5RMaYx3OvwrQ%2BSw%3D%3D\">#covid19<\/a> pandemic, it\u2019s time for us to work from home, study from home and worship at home. That advice was announced by Pak Jokowi for Indonesians (esp. Jabodetabek) on March 15, 2020. Look at this &#8216;spaghetti&#8217; graph with the data sourced from <a href=\"https:\/\/www.linkedin.com\/company\/google\/\">Google<\/a> Community Mobility Report below. Start from 15 March 2020, around +15% mobility trend changes for places of residences. (Note: mobility changes means two parameters how visits and length of stay at the places.) Around -15% mobility trend changes for places of work. <\/p>\n\n\n\n<!--more-->\n\n\n\n<p>Tool: Python (Thank <a href=\"https:\/\/www.linkedin.com\/in\/ACoAAAAcVDgBMh2Oltf7sSRruT3b8rqS9c_1P84\/\">Guido van Rossum<\/a> for your cool programming language), package: plotly, numpy, and pandas. Thank <a href=\"https:\/\/www.linkedin.com\/in\/ACoAABnIgxYBhjozs7Xnwp9y7JEO6yxeCRc0cV0\/\">Guoqiang Lan<\/a> who &#8216;ETL&#8217; the data from the pdf report to csv on <a href=\"https:\/\/www.linkedin.com\/company\/kaggle\/\">Kaggle<\/a> to make data scientists easier to analyze. <\/p>\n\n\n\n<p>PS. I have discussed and explained thedetail this data during TalksON and HandsON virtual meeting with <a href=\"https:\/\/www.linkedin.com\/in\/ACoAAAqIHTIB-NhkI3-qCTaMZQqtiIL1cRdBO2Y\/\">Endiyan Rakhmanda<\/a><a href=\"https:\/\/www.linkedin.com\/company\/iykra\/\">IYKRA <\/a>in Bahasa Indonesia on April 23 and 24, 2020. <\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/media-exp1.licdn.com\/dms\/image\/C5122AQE1zdQi2zDnFw\/feedshare-shrink_2048_1536\/0?e=1590624000&amp;v=beta&amp;t=nSG2bGpjI70PgizRDN5rZic2hQzn1RuE-qRevEDeIwE\" alt=\"\"\/><figcaption>Python Plotly Output using Google Mobility Changes Data (<a href=\"https:\/\/www.google.com\/covid19\/mobility\/\">https:\/\/www.google.com\/covid19\/mobility\/<\/a>)<\/figcaption><\/figure>\n\n\n\n<p>Check my final dashboard <a href=\"https:\/\/public.tableau.com\/views\/TrendofMobilityChangesduetoCOVID-19\/Globaltrend?:display_count=y&amp;publish=yes&amp;:origin=viz_share_link\">HERE<\/a>. You may also create your own.  <\/p>\n\n\n\n<p>For you who missed the webinar of HandsONStream, don&#8217;t worry! <\/p>\n\n\n\n<p>Here the tutorial for Tableau Public is. <\/p>\n\n\n\n<iframe loading=\"lazy\" width=\"560\" height=\"315\" src=\"https:\/\/www.youtube.com\/embed\/mHObqTJpU5E\" frameborder=\"0\" allow=\"accelerometer; autoplay; encrypted-media; gyroscope; picture-in-picture\" allowfullscreen=\"\"><\/iframe>\n","protected":false},"excerpt":{"rendered":"<p>How Indonesians are moving around differently due to COVID-19 Pandemic? How their mobility trends changed for trip to workplaces, groceries &#8230;<\/p>\n","protected":false},"author":1,"featured_media":830,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[205,118,83],"tags":[221,206,134,88,89,225,142,157,223,222,226,114,224,207],"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/arikuncoro.xyz\/blog\/wp-json\/wp\/v2\/posts\/827"}],"collection":[{"href":"https:\/\/arikuncoro.xyz\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/arikuncoro.xyz\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/arikuncoro.xyz\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/arikuncoro.xyz\/blog\/wp-json\/wp\/v2\/comments?post=827"}],"version-history":[{"count":7,"href":"https:\/\/arikuncoro.xyz\/blog\/wp-json\/wp\/v2\/posts\/827\/revisions"}],"predecessor-version":[{"id":837,"href":"https:\/\/arikuncoro.xyz\/blog\/wp-json\/wp\/v2\/posts\/827\/revisions\/837"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/arikuncoro.xyz\/blog\/wp-json\/wp\/v2\/media\/830"}],"wp:attachment":[{"href":"https:\/\/arikuncoro.xyz\/blog\/wp-json\/wp\/v2\/media?parent=827"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/arikuncoro.xyz\/blog\/wp-json\/wp\/v2\/categories?post=827"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/arikuncoro.xyz\/blog\/wp-json\/wp\/v2\/tags?post=827"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}