{"id":3735,"date":"2016-05-05T16:26:01","date_gmt":"2016-05-05T20:26:01","guid":{"rendered":"https:\/\/www.bloomberg.com\/company\/press\/bloomberg-engineers-tackle-san-francisco-civic-challenges-with-bayes-impact\/"},"modified":"2016-05-05T16:26:01","modified_gmt":"2016-05-05T20:26:01","slug":"bloomberg-engineers-tackle-san-francisco-civic-challenges-with-bayes-impact","status":"publish","type":"press","link":"https:\/\/www.bloomberg.com\/company\/press\/bloomberg-engineers-tackle-san-francisco-civic-challenges-with-bayes-impact\/","title":{"rendered":"Bloomberg Engineers Tackle San Francisco Civic Challenges with Bayes Impact"},"content":{"rendered":"<div class='bbg-row bbg-bg--white ' data-anchor='row-69fe2f270300d'>\n  \n\t\n\t\n\t<div class=\"bbg-row--content\">\n\t\t\n\t\t\t<div class='bbg-column bbg-column--width-8 bbg-column--offset-2'>\n\t<div class='bb-wysiwyg'>\n    \n    <p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-33074\" src=\"https:\/\/data.bloomberglp.com\/company\/sites\/2\/2016\/05\/Bayes.jpg\" alt=\"Bayes\" width=\"1220\" height=\"1220\" srcset=\"https:\/\/data.bloomberglp.com\/company\/sites\/2\/2016\/05\/Bayes.jpg 1220w, https:\/\/data.bloomberglp.com\/company\/sites\/2\/2016\/05\/Bayes-150x150.jpg 150w, https:\/\/data.bloomberglp.com\/company\/sites\/2\/2016\/05\/Bayes-194x194.jpg 194w, https:\/\/data.bloomberglp.com\/company\/sites\/2\/2016\/05\/Bayes-397x397.jpg 397w, https:\/\/data.bloomberglp.com\/company\/sites\/2\/2016\/05\/Bayes-100x100.jpg 100w\" sizes=\"(max-width: 1220px) 100vw, 1220px\" \/><\/p>\n<p>This month, engineers from Bloomberg\u2019s Quant and Software Infrastructure teams <a href=\"https:\/\/github.com\/bayeshack2016\/quant-hack\">built a toolkit<\/a> that allows policy makers to study the communities of San Francisco and identify the types of investments that could have the greatest impact on a given neighborhood. The data used for the toolkit was provided by the U.S. Department of Housing and Urban Development (HUD) through the Bloomberg Philanthropies <a href=\"https:\/\/whatworkscities.bloomberg.org\/\">What Works Cities<\/a> program.<\/p>\n<p>The work was part of a 24-hour hackathon hosted by <a href=\"https:\/\/www.bayesimpact.org\/\">Bayes Impact<\/a> where more than 300 San Francisco-based data scientists, software engineers, and designers, as well as undergraduate and graduate students at UC Berkeley and Stanford, spent their weekend using data to address civic challenges like housing and transportation. The event provided a unique opportunity for participants engage with government leaders enthusiastic about using data and technology to solve some of the biggest challenges they face.<\/p>\n<p>The San Francisco toolkit aims at <a href=\"https:\/\/github.com\/bayeshack2016\/quant-hack\">characterizing the livability of neighborhoods<\/a> in two principal ways. First, by providing meaningful metrics for each neighborhood including data on crime, transportation and access to restaurants. Second, by investigating the relationship between those metrics and an overall satisfaction for each neighborhood.<\/p>\n<p>The teams utilized bqplot, an <a href=\"https:\/\/github.com\/bloomberg\/bqplot\">open source library<\/a> that Bloomberg recently released, to provide a unified framework for 2d visualizations with a pythonic API.<\/p>\n<p>The Bayes Hackathon winning team, <a href=\"https:\/\/github.com\/bayeshack2016\/go-bot-chat\">\u2018go-bot,\u2019<\/a> focused on using the Facebook Messenger platform to help the U.S. Department of the Interior provide State Park recommendations based on a user\u2019s activity preference, geolocation and method of transportation.<\/p>\n<p>All of the hackathon\u2019s work is open sourced and available on <a href=\"https:\/\/github.com\/bayeshack2016\/\">GitHub<\/a>.<\/p>\n<p><em>Bloomberg is a strong advocate of using data to solve problems at the core of society. Join our next <\/em><a href=\"https:\/\/www.bloomberg.com\/company\/d4gx\/\"><em>Data for Good Exchange<\/em><\/a><em> taking place on September 25, 2016 in NYC.<\/em><\/p>\n\n<\/div>\n\n\n<\/div>\n\n\n\t\t\n\t<\/div>\n<\/div>\n\n","protected":false},"excerpt":{"rendered":"<p>New toolkit available on GitHub allows policy makers to study the communities of San Francisco and identify the types of investments that could have the greatest impact on a given neighborhood. <\/p>\n","protected":false},"featured_media":3700,"template":"","format":"standard","categories":[17,88],"press_tag":[453,444],"class_list":["post-3735","press","type-press","status-publish","format-standard","has-post-thumbnail","hentry","category-press-announcement","category-technology","press_tag-bayes-impact","press_tag-open-source"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v19.11 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Bloomberg Engineers Tackle San Francisco Civic 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