{"id":23341,"date":"2021-04-21T18:05:26","date_gmt":"2021-04-21T22:05:26","guid":{"rendered":"http:\/\/studentwork.prattsi.org\/infovis\/?p=23341"},"modified":"2021-04-21T18:05:30","modified_gmt":"2021-04-21T22:05:30","slug":"philadelphias-crime-stats-of-2020","status":"publish","type":"post","link":"https:\/\/studentwork.prattsi.org\/infovis\/visualization\/philadelphias-crime-stats-of-2020\/","title":{"rendered":"Philadelphia&#8217;s Crime Stats of 2020"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\">Introduction <\/h2>\n\n\n\n<p>For this article, I focused on showing Police Incident data of 2020 for Philadelphia. Using the Ring Neighbor App, I have recently noticed many incidents such as package thieves or gunshots in the City of Philadelphia, and I got concerned about the ongoing crimes in the city. Philadelphia has marked 2020 as its most violent year in three decades, reported by Philly Trib.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"840\" height=\"323\" src=\"https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/image-1-1024x394.png?resize=840%2C323&#038;ssl=1\" alt=\"\" class=\"wp-image-23342\" srcset=\"https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/image-1.png?resize=1024%2C394&amp;ssl=1 1024w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/image-1.png?resize=300%2C115&amp;ssl=1 300w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/image-1.png?resize=768%2C295&amp;ssl=1 768w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/image-1.png?resize=1536%2C590&amp;ssl=1 1536w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/image-1.png?resize=2048%2C787&amp;ssl=1 2048w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/image-1.png?resize=800%2C307&amp;ssl=1 800w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/image-1.png?resize=400%2C154&amp;ssl=1 400w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/image-1.png?w=1680 1680w\" sizes=\"auto, (max-width: 840px) 100vw, 840px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">Inspiration<\/h2>\n\n\n\n<p>I looked into our blog to see past examples and found several that are inspirational for this article. I would like to show a map with incidents and also showing other data such as police districts or tourist attractions. <\/p>\n\n\n\n<ol class=\"wp-block-list\"><li>DRUG-RELATED ARRESTS IN CHICAGO by Sofia Ni <a rel=\"noreferrer noopener\" href=\"https:\/\/studentwork.prattsi.org\/infovis\/visualization\/drug-related-arrests-in-chicago\/\" target=\"_blank\">https:\/\/studentwork.prattsi.org\/infovis\/visualization\/drug-related-arrests-in-chicago\/<\/a><\/li><li>SCHOOL IMPROVEMENT PROJECTS IN NYC by Anna Size <a rel=\"noreferrer noopener\" href=\"https:\/\/studentwork.prattsi.org\/infovis\/visualization\/school-improvement-projects-in-nyc\/\" target=\"_blank\">https:\/\/studentwork.prattsi.org\/infovis\/visualization\/school-improvement-projects-in-nyc\/<\/a><\/li><\/ol>\n\n\n\n<h2 class=\"wp-block-heading\">Process<\/h2>\n\n\n\n<h4 class=\"wp-block-heading\">Step 1 Data Gathering and Setup<\/h4>\n\n\n\n<p>All of my data were download from\u00a0<a rel=\"noreferrer noopener\" target=\"_blank\" href=\"https:\/\/www.opendataphilly.org\/\">OpenDataPhilly<\/a>. I have downloaded the\u00a0<a rel=\"noreferrer noopener\" target=\"_blank\" href=\"https:\/\/www.opendataphilly.org\/dataset\/crime-incidents\">Crime Incident<\/a>\u00a0dataset,\u00a0<a rel=\"noreferrer noopener\" target=\"_blank\" href=\"https:\/\/www.opendataphilly.org\/dataset\/police-districts\">Police Districts<\/a>\u00a0dataset, and\u00a0<a rel=\"noreferrer noopener\" target=\"_blank\" href=\"https:\/\/www.opendataphilly.org\/dataset\/city-landmarks\">City Landmark<\/a>\u00a0dataset. The primary dataset I used is the Crime Incident dataset, and I used the other two as complementary data. The Crime Incident dataset has 138,780 rows of crime incident records, including homicide, rape, Aggravated Assault with\/without firearms, theft, burglary, and other Assaults.<\/p>\n\n\n\n<p>I Imported the files(CSV files) to Carto. The Crime Incident dataset was easy to connect, and all data show up on the map. I had a difficult time with City Landmark; the nodes or boundaries did not show up.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"840\" height=\"517\" src=\"https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/image-3-1024x630.png?resize=840%2C517&#038;ssl=1\" alt=\"\" class=\"wp-image-23345\" srcset=\"https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/image-3.png?resize=1024%2C630&amp;ssl=1 1024w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/image-3.png?resize=300%2C185&amp;ssl=1 300w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/image-3.png?resize=768%2C473&amp;ssl=1 768w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/image-3.png?resize=1536%2C945&amp;ssl=1 1536w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/image-3.png?resize=800%2C492&amp;ssl=1 800w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/image-3.png?resize=292%2C180&amp;ssl=1 292w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/image-3.png?w=1930&amp;ssl=1 1930w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/image-3.png?w=1680 1680w\" sizes=\"auto, (max-width: 840px) 100vw, 840px\" \/><figcaption>Crime Incident dataset<\/figcaption><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"840\" height=\"509\" src=\"https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/image-4-1024x620.png?resize=840%2C509&#038;ssl=1\" alt=\"\" class=\"wp-image-23346\" srcset=\"https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/image-4.png?resize=1024%2C620&amp;ssl=1 1024w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/image-4.png?resize=300%2C182&amp;ssl=1 300w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/image-4.png?resize=768%2C465&amp;ssl=1 768w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/image-4.png?resize=1536%2C930&amp;ssl=1 1536w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/image-4.png?resize=800%2C485&amp;ssl=1 800w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/image-4.png?resize=297%2C180&amp;ssl=1 297w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/image-4.png?w=1938&amp;ssl=1 1938w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/image-4.png?w=1680 1680w\" sizes=\"auto, (max-width: 840px) 100vw, 840px\" \/><figcaption>Police District, I added district number<\/figcaption><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"840\" height=\"370\" src=\"https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/image-2-1024x451.png?resize=840%2C370&#038;ssl=1\" alt=\"\" class=\"wp-image-23344\" srcset=\"https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/image-2.png?resize=1024%2C451&amp;ssl=1 1024w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/image-2.png?resize=300%2C132&amp;ssl=1 300w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/image-2.png?resize=768%2C338&amp;ssl=1 768w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/image-2.png?resize=1536%2C676&amp;ssl=1 1536w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/image-2.png?resize=2048%2C901&amp;ssl=1 2048w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/image-2.png?resize=800%2C352&amp;ssl=1 800w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/image-2.png?resize=400%2C176&amp;ssl=1 400w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/image-2.png?w=1680 1680w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/image-2.png?w=2520 2520w\" sizes=\"auto, (max-width: 840px) 100vw, 840px\" \/><figcaption>This dataset is very similar to Police District Dataset. I tried using Polygon and manually add in the data, still did not work.<\/figcaption><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\">Step 2 Visualization  <\/h4>\n\n\n\n<p>The Crime Incidents map was hectic due to the amount of data it contained. I started to work with style to distinguish the incidents and added a filter to filter the incidents.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"840\" height=\"340\" src=\"https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/image-7-1024x415.png?resize=840%2C340&#038;ssl=1\" alt=\"\" class=\"wp-image-23349\" srcset=\"https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/image-7.png?resize=1024%2C415&amp;ssl=1 1024w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/image-7.png?resize=300%2C122&amp;ssl=1 300w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/image-7.png?resize=768%2C312&amp;ssl=1 768w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/image-7.png?resize=1536%2C623&amp;ssl=1 1536w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/image-7.png?resize=2048%2C831&amp;ssl=1 2048w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/image-7.png?resize=800%2C325&amp;ssl=1 800w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/image-7.png?resize=400%2C162&amp;ssl=1 400w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/image-7.png?w=1680 1680w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/image-7.png?w=2520 2520w\" sizes=\"auto, (max-width: 840px) 100vw, 840px\" \/><figcaption><em>Adjusted the style. Crime incidents by color<\/em><\/figcaption><\/figure>\n\n\n\n<p>I added widget to show summary for the crimes within the whole city. <\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"840\" height=\"363\" src=\"https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/image-10-1024x443.png?resize=840%2C363&#038;ssl=1\" alt=\"\" class=\"wp-image-23352\" srcset=\"https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/image-10.png?resize=1024%2C443&amp;ssl=1 1024w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/image-10.png?resize=300%2C130&amp;ssl=1 300w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/image-10.png?resize=768%2C332&amp;ssl=1 768w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/image-10.png?resize=1536%2C664&amp;ssl=1 1536w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/image-10.png?resize=2048%2C886&amp;ssl=1 2048w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/image-10.png?resize=800%2C346&amp;ssl=1 800w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/image-10.png?resize=400%2C173&amp;ssl=1 400w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/image-10.png?w=1680 1680w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/image-10.png?w=2520 2520w\" sizes=\"auto, (max-width: 840px) 100vw, 840px\" \/><\/figure>\n\n\n\n<p>Next, I incorporated the Police District dataset with the Crime Incidents dataset. I added a filter to the Crime Incident data to only show homicide so it&#8217;s easier to read and a filter for Police District to narrow down the location. With this map, you can analyze each district&#8217;s safety and incident data.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"840\" height=\"437\" src=\"https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/image-8-1024x533.png?resize=840%2C437&#038;ssl=1\" alt=\"\" class=\"wp-image-23350\" srcset=\"https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/image-8.png?resize=1024%2C533&amp;ssl=1 1024w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/image-8.png?resize=300%2C156&amp;ssl=1 300w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/image-8.png?resize=768%2C400&amp;ssl=1 768w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/image-8.png?resize=1536%2C799&amp;ssl=1 1536w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/image-8.png?resize=800%2C416&amp;ssl=1 800w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/image-8.png?resize=346%2C180&amp;ssl=1 346w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/image-8.png?w=1976&amp;ssl=1 1976w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/image-8.png?w=1680 1680w\" sizes=\"auto, (max-width: 840px) 100vw, 840px\" \/><figcaption><em>Filter by Column Value, Only showing the crime I am looking for.<\/em> Example: Homicide<\/figcaption><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"840\" height=\"449\" src=\"https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/image-9-1024x547.png?resize=840%2C449&#038;ssl=1\" alt=\"\" class=\"wp-image-23351\" srcset=\"https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/image-9.png?resize=1024%2C547&amp;ssl=1 1024w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/image-9.png?resize=300%2C160&amp;ssl=1 300w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/image-9.png?resize=768%2C411&amp;ssl=1 768w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/image-9.png?resize=1536%2C821&amp;ssl=1 1536w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/image-9.png?resize=2048%2C1095&amp;ssl=1 2048w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/image-9.png?resize=800%2C428&amp;ssl=1 800w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/image-9.png?resize=337%2C180&amp;ssl=1 337w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/image-9.png?w=1680 1680w\" sizes=\"auto, (max-width: 840px) 100vw, 840px\" \/><figcaption>Q: How to only show data within that purple region(District 16)?<\/figcaption><\/figure>\n\n\n\n<p>Finally, I did an animated map\/timeline showing the location crime that happened during 2020. It&#8217;s nice that you can click on a specific crime to filter the map. <\/p>\n\n\n\n<figure class=\"wp-block-embed is-type-rich is-provider-cartodb wp-block-embed-cartodb\"><div class=\"wp-block-embed__wrapper\">\n<iframe width='100%' height='520px' frameborder='0' src='https:\/\/tingwangpratt.carto.com\/viz\/6237ed34-e509-415b-9df8-f70e64737712\/embed_map' allowfullscreen webkitallowfullscreen mozallowfullscreen oallowfullscreen msallowfullscreen><\/iframe>\n<\/div><figcaption>This map showing crime incidents in the Center City of Philadelphia <\/figcaption><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">Reflection<\/h2>\n\n\n\n<p>I did not expect this amount of crimes, and hopefully, it will improve in the future. From my perspective, Carto is an excellent tool to learn, but I think there are some limitations or might be me lacking the knowledge. I ran into trouble when I only want to show data within a district, and the color selection is limited. I would like to figure out how to add the Landmark dataset into this map for further work. I had a hard time trying to make sure all widgets show up at the end. Overall, the Carto learning experience was great; I did watch some Youtube videos that taught me how to use the filter plus the analysis, and Carto&#8217;s instruction was easy to follow.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Introduction For this article, I focused on showing Police Incident data of 2020 for Philadelphia. Using the Ring Neighbor App, I have recently noticed many incidents such as package thieves or gunshots in the City of Philadelphia, and I got concerned about the ongoing crimes in the city. Philadelphia has marked 2020 as its most&hellip;<\/p>\n","protected":false},"author":1998,"featured_media":23359,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"jetpack_post_was_ever_published":false,"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[149,341,1],"tags":[],"coauthors":[1075],"class_list":["post-23341","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-labs","category-maps","category-visualization"],"jetpack_featured_media_url":"https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/City-Hall-011-700x400-1.jpeg?fit=700%2C400&ssl=1","jetpack_sharing_enabled":true,"jetpack_shortlink":"https:\/\/wp.me\/paBdcV-64t","_links":{"self":[{"href":"https:\/\/studentwork.prattsi.org\/infovis\/wp-json\/wp\/v2\/posts\/23341","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/studentwork.prattsi.org\/infovis\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/studentwork.prattsi.org\/infovis\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/studentwork.prattsi.org\/infovis\/wp-json\/wp\/v2\/users\/1998"}],"replies":[{"embeddable":true,"href":"https:\/\/studentwork.prattsi.org\/infovis\/wp-json\/wp\/v2\/comments?post=23341"}],"version-history":[{"count":6,"href":"https:\/\/studentwork.prattsi.org\/infovis\/wp-json\/wp\/v2\/posts\/23341\/revisions"}],"predecessor-version":[{"id":23406,"href":"https:\/\/studentwork.prattsi.org\/infovis\/wp-json\/wp\/v2\/posts\/23341\/revisions\/23406"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/studentwork.prattsi.org\/infovis\/wp-json\/wp\/v2\/media\/23359"}],"wp:attachment":[{"href":"https:\/\/studentwork.prattsi.org\/infovis\/wp-json\/wp\/v2\/media?parent=23341"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/studentwork.prattsi.org\/infovis\/wp-json\/wp\/v2\/categories?post=23341"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/studentwork.prattsi.org\/infovis\/wp-json\/wp\/v2\/tags?post=23341"},{"taxonomy":"author","embeddable":true,"href":"https:\/\/studentwork.prattsi.org\/infovis\/wp-json\/wp\/v2\/coauthors?post=23341"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}