{"id":27764,"date":"2021-12-01T17:56:25","date_gmt":"2021-12-01T22:56:25","guid":{"rendered":"https:\/\/studentwork.prattsi.org\/infovis\/?p=27764"},"modified":"2021-12-20T10:43:21","modified_gmt":"2021-12-20T15:43:21","slug":"new-york-city-sidewalk-cafe-map-2","status":"publish","type":"post","link":"https:\/\/studentwork.prattsi.org\/infovis\/visualization\/new-york-city-sidewalk-cafe-map-2\/","title":{"rendered":"New York City Sidewalk Caf\u00e9 Map"},"content":{"rendered":"\n<figure class=\"wp-block-image size-full\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"840\" height=\"462\" src=\"https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/12\/Screen-Shot-2021-12-02-at-13.50.50.png?resize=840%2C462&#038;ssl=1\" alt=\"\" class=\"wp-image-28056\" srcset=\"https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/12\/Screen-Shot-2021-12-02-at-13.50.50.png?w=995&amp;ssl=1 995w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/12\/Screen-Shot-2021-12-02-at-13.50.50.png?resize=300%2C165&amp;ssl=1 300w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/12\/Screen-Shot-2021-12-02-at-13.50.50.png?resize=768%2C422&amp;ssl=1 768w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/12\/Screen-Shot-2021-12-02-at-13.50.50.png?resize=800%2C440&amp;ssl=1 800w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/12\/Screen-Shot-2021-12-02-at-13.50.50.png?resize=327%2C180&amp;ssl=1 327w\" sizes=\"auto, (max-width: 840px) 100vw, 840px\" \/><\/figure>\n\n\n\n<h1 class=\"wp-block-heading\">Introduction<\/h1>\n\n\n\n<p class=\"has-text-align-justify\"><span class=\"has-inline-color has-dark-gray-color\">Maps are the most effective geo infographic to communicate multiple information in a single graph. People can quickly absorb information such as regional weather forecasts, distribution of facilities, natural resources, and natural disasters through one glance. I\u2019m exuberant about building my own reference map with this map project as I am a coffee connoisseur and food savvy. So what is a sidewalk caf\u00e9? According to <a href=\"https:\/\/www1.nyc.gov\/site\/planning\/zoning\/districts-tools\/sidewalk-cafes.page\">NYC planning<\/a>, there are three types of sidewalk caf\u00e9: <em><strong>enclosed sidewalk cafe, unenclosed sidewalk cafe, and<\/strong> <strong>small unenclosed sidewalk cafe<\/strong><\/em>.<strong> <\/strong>For this report, I would like to delve into the distribution of sidewalk caf\u00e9s in 5 boroughs of New York City, to discover which neighborhood has the densest sidewalk caf\u00e9s, and potentially unveil the hidden patterns.<\/span><\/p>\n\n\n\n<h1 class=\"wp-block-heading\">Visual References and Inspiration<\/h1>\n\n\n\n<figure class=\"wp-block-jetpack-image-compare\"><div class=\"juxtapose\" data-mode=\"horizontal\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" id=\"27765\" src=\"https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/12\/Screen-Shot-2021-12-01-at-16.11.08.png?resize=840%2C437&#038;ssl=1\" alt=\"\" width=\"840\" height=\"437\" class=\"image-compare__image-before\" \/><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" id=\"27766\" src=\"https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/12\/Screen-Shot-2021-12-01-at-16.13.25.png?resize=840%2C436&#038;ssl=1\" alt=\"\" width=\"840\" height=\"436\" class=\"image-compare__image-after\" \/><\/div><figcaption>Sidewalk Caf\u00e9 Search Result Comparison<\/figcaption><\/figure>\n\n\n\n<p class=\"has-text-align-justify\"><span class=\"has-inline-color has-dark-gray-color\">I saw this interesting interactive <a href=\"https:\/\/www1.nyc.gov\/assets\/dca\/SidewalkCafeMap\/index.html#home\">sidewalk caf\u00e9s map<\/a>(Left) for New York City. It allows visitors to explore all the local operating licensed businesses. Especially in this critical period of time, it is quite helpful for consumers to find out if their favorite local dining joints are still up and running. A lot of restaurants and bars were forced to shut down their businesses due to the COVID impact. Sadly, I found the information is not up to date, right after I matched the search result with Google Map. Also, the visualization has more to improve. The interface design is a bit stale which reminds me of Gephi. The use of color is dull and not attractive. When you hover over the dot, it shows the documented info of the caf\u00e9 but not seems to be relevant information for the most eaters. Also there is no visual cue. I wonder who their target audiences are. On the other hand, I used Google Map for the same search \u201c Caf\u00e9 Kitsun\u00e9 \u201d, it(Right) immediately pops up a picture that was most likely contributed by the local guide which helps users decide if this place is worth visiting. It reveals information like review, price range, location and operation hour.&nbsp;<\/span><\/p>\n\n\n\n<h1 class=\"wp-block-heading\">Process and Visualization Methodology<\/h1>\n\n\n\n<h3 class=\"wp-block-heading\">The Datasets<\/h3>\n\n\n\n<p class=\"has-text-align-justify\"><span class=\"has-inline-color has-dark-gray-color\">To design the map, I utilized 5 data sources,<a href=\"https:\/\/www1.nyc.gov\/site\/planning\/data-maps\/open-data\/census-download-metadata.page\"> 2020 Census Tracts (Clipped to Shoreline)<\/a> and<a href=\"https:\/\/www1.nyc.gov\/site\/planning\/data-maps\/city-neighborhoods.page\"> Neighborhood Name<\/a> datasets from<a href=\"https:\/\/www1.nyc.gov\/site\/planning\/index.page\"> NYC Planning<\/a> official data library;<a href=\"https:\/\/data.cityofnewyork.us\/City-Government\/Sidewalk-Caf%C3%A9-Regulations-GIS-Shapefile\/qsuf-mgjh\"> Sidewalk Caf\u00e9 Regulations GIS: Shapefile<\/a>,<a href=\"https:\/\/data.cityofnewyork.us\/Business\/Sidewalk-Caf-Licenses-and-Applications\/qcdj-rwhu\"> Sidewalk Caf\u00e9 Licenses and Applications<\/a>, and<a href=\"https:\/\/data.cityofnewyork.us\/Business\/FRESH-Food-Stores-Zoning-Boundaries\/w9uz-8epq\"> FRESH Food Stores Zoning Boundaries<\/a> from<a href=\"https:\/\/opendata.cityofnewyork.us\/\"> NYC OpenData<\/a>. I thought it&#8217;s essential to understand the definition of three types of sidewalk caf\u00e9, it might have affected where they are situated due to zoning constraints. <strong><em>Enclosed sidewalk cafe<\/em>:<\/strong> an enclosed area on the public sidewalk in front of the restaurant that is constructed predominantly of light materials such as glass, plastic, or lightweight metal. <strong><em>Unenclosed sidewalk cafe<\/em>: <\/strong>An outdoor area on the public sidewalk in front of the restaurant that contains removable tables and chairs. <strong><em>Small unenclosed sidewalk cafe<\/em>:<\/strong> An unenclosed sidewalk caf\u00e9 containing no more than a single row of tables and chairs next to the building. The tables and chairs can occupy no more than 4 feet, 6 inches of the public sidewalk.<\/span><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Tools<\/h3>\n\n\n\n<p class=\"has-text-align-justify\"><span class=\"has-inline-color has-dark-gray-color\"><a href=\"https:\/\/carto.com\/\">CARTO<\/a> is a cloud-based computing platform that processes GIS, web-mapping, and spatial data. It is powerful in creating layers of maps and customized data filters before migrating to the current platform. I have seen a plethora of map examples made out of Carto and I really liked how it makes interaction with maps so intuitive and easy. Though the new platform has a lot of restrictions, such as limited imported file formats, hidden design features and the platform froze a couple times while I was playing around with the filters and color options.<\/span><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Method and Colors<\/h3>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:33.33%\">\n<p><span style=\"color:#404f82\" class=\"has-inline-color\">BASE LAYER<\/span><\/p>\n\n\n\n<p><span class=\"has-inline-color has-dark-gray-color\">I chose the darker matter from Carto. Not just for the aesthetic matter but also because the dark background makes a strong contrast for my final visualization results. Also, it&#8217;s potentially less harmful to the viewer&#8217;s eyes.<\/span><\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:66.66%\">\n<figure class=\"wp-block-image size-large\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"840\" height=\"442\" src=\"https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/12\/Screen-Shot-2021-12-02-at-12.24.35-1.png?resize=840%2C442\" alt=\"\" class=\"wp-image-28097\" srcset=\"https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/12\/Screen-Shot-2021-12-02-at-12.24.35-1.png?resize=1024%2C539&amp;ssl=1 1024w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/12\/Screen-Shot-2021-12-02-at-12.24.35-1.png?resize=300%2C158&amp;ssl=1 300w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/12\/Screen-Shot-2021-12-02-at-12.24.35-1.png?resize=768%2C404&amp;ssl=1 768w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/12\/Screen-Shot-2021-12-02-at-12.24.35-1.png?resize=800%2C421&amp;ssl=1 800w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/12\/Screen-Shot-2021-12-02-at-12.24.35-1.png?resize=342%2C180&amp;ssl=1 342w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/12\/Screen-Shot-2021-12-02-at-12.24.35-1.png?w=1280&amp;ssl=1 1280w\" sizes=\"auto, (max-width: 840px) 100vw, 840px\" \/><\/figure>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:66.66%\">\n<figure class=\"wp-block-image size-large\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"840\" height=\"439\" src=\"https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/12\/Screen-Shot-2021-12-02-at-10.50.42.png?resize=840%2C439\" alt=\"\" class=\"wp-image-28103\" srcset=\"https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/12\/Screen-Shot-2021-12-02-at-10.50.42.png?resize=1024%2C535&amp;ssl=1 1024w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/12\/Screen-Shot-2021-12-02-at-10.50.42.png?resize=300%2C157&amp;ssl=1 300w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/12\/Screen-Shot-2021-12-02-at-10.50.42.png?resize=768%2C401&amp;ssl=1 768w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/12\/Screen-Shot-2021-12-02-at-10.50.42.png?resize=800%2C418&amp;ssl=1 800w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/12\/Screen-Shot-2021-12-02-at-10.50.42.png?resize=344%2C180&amp;ssl=1 344w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/12\/Screen-Shot-2021-12-02-at-10.50.42.png?w=1280&amp;ssl=1 1280w\" sizes=\"auto, (max-width: 840px) 100vw, 840px\" \/><\/figure>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:33.33%\">\n<p><span style=\"color:#404f82\" class=\"has-inline-color\">FIRST LAYER-Borough Name<\/span><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"116\" height=\"121\" src=\"https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/12\/Screen-Shot-2021-12-02-at-10.56.49.png?resize=116%2C121\" alt=\"\" class=\"wp-image-28104\" \/><\/figure>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:100%\">\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:33.33%\">\n<p><span style=\"color:#404f82\" class=\"has-inline-color\">SECOND LAYER-Sidewalk Caf\u00e9s Shapefile(Caf\u00e9 Type)<\/span><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"270\" height=\"141\" src=\"https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/12\/Screen-Shot-2021-12-03-at-07.09.34.png?resize=270%2C141&#038;ssl=1\" alt=\"\" class=\"wp-image-28110\" \/><\/figure>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:66.66%\">\n<figure class=\"wp-block-image size-large\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"840\" height=\"440\" src=\"https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/12\/Screen-Shot-2021-12-02-at-11.17.18.png?resize=840%2C440\" alt=\"\" class=\"wp-image-28101\" srcset=\"https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/12\/Screen-Shot-2021-12-02-at-11.17.18.png?resize=1024%2C536&amp;ssl=1 1024w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/12\/Screen-Shot-2021-12-02-at-11.17.18.png?resize=300%2C157&amp;ssl=1 300w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/12\/Screen-Shot-2021-12-02-at-11.17.18.png?resize=768%2C402&amp;ssl=1 768w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/12\/Screen-Shot-2021-12-02-at-11.17.18.png?resize=800%2C419&amp;ssl=1 800w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/12\/Screen-Shot-2021-12-02-at-11.17.18.png?resize=344%2C180&amp;ssl=1 344w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/12\/Screen-Shot-2021-12-02-at-11.17.18.png?w=1280&amp;ssl=1 1280w\" sizes=\"auto, (max-width: 840px) 100vw, 840px\" \/><\/figure>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:66.66%\">\n<figure class=\"wp-block-image size-large\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"840\" height=\"441\" src=\"https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/12\/Screen-Shot-2021-12-02-at-18.44.04.png?resize=840%2C441\" alt=\"\" class=\"wp-image-28093\" srcset=\"https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/12\/Screen-Shot-2021-12-02-at-18.44.04.png?resize=1024%2C537&amp;ssl=1 1024w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/12\/Screen-Shot-2021-12-02-at-18.44.04.png?resize=300%2C157&amp;ssl=1 300w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/12\/Screen-Shot-2021-12-02-at-18.44.04.png?resize=768%2C403&amp;ssl=1 768w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/12\/Screen-Shot-2021-12-02-at-18.44.04.png?resize=800%2C419&amp;ssl=1 800w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/12\/Screen-Shot-2021-12-02-at-18.44.04.png?resize=343%2C180&amp;ssl=1 343w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/12\/Screen-Shot-2021-12-02-at-18.44.04.png?w=1280&amp;ssl=1 1280w\" sizes=\"auto, (max-width: 840px) 100vw, 840px\" \/><\/figure>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:33.33%\">\n<p><span style=\"color:#404f82\" class=\"has-inline-color\">THIRD LAYER-Sidewalk Caf\u00e9 Licenses and Application<\/span><\/p>\n\n\n\n<p><span class=\"has-inline-color has-dark-gray-color\">I used heatmap in order to discover the density of sidewalk caf\u00e9s mostly situated in which neighborhoods.<\/span><\/p>\n<\/div>\n<\/div>\n\n\n\n<p><\/p>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:33.33%\">\n<p><span style=\"color:#404f82\" class=\"has-inline-color\">FOURTH LAYER-Fresh Food( <a href=\"http:\/\/www1.nyc.gov\/assets\/planning\/download\/pdf\/plans\/fresh\/fresh.pdf\">zoning incentives<\/a>&nbsp;) <\/span><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"188\" height=\"127\" src=\"https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/12\/Screen-Shot-2021-12-03-at-07.09.58.png?resize=188%2C127&#038;ssl=1\" alt=\"\" class=\"wp-image-28111\" \/><\/figure>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:66.66%\">\n<figure class=\"wp-block-image size-large\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"840\" height=\"441\" src=\"https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/12\/Screen-Shot-2021-12-02-at-12.10.13.png?resize=840%2C441\" alt=\"\" class=\"wp-image-28100\" srcset=\"https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/12\/Screen-Shot-2021-12-02-at-12.10.13.png?resize=1024%2C538&amp;ssl=1 1024w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/12\/Screen-Shot-2021-12-02-at-12.10.13.png?resize=300%2C158&amp;ssl=1 300w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/12\/Screen-Shot-2021-12-02-at-12.10.13.png?resize=768%2C403&amp;ssl=1 768w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/12\/Screen-Shot-2021-12-02-at-12.10.13.png?resize=800%2C420&amp;ssl=1 800w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/12\/Screen-Shot-2021-12-02-at-12.10.13.png?resize=343%2C180&amp;ssl=1 343w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/12\/Screen-Shot-2021-12-02-at-12.10.13.png?w=1280&amp;ssl=1 1280w\" sizes=\"auto, (max-width: 840px) 100vw, 840px\" \/><\/figure>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:66.66%\">\n<figure class=\"wp-block-image size-large\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"840\" height=\"438\" src=\"https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/12\/Screen-Shot-2021-12-02-at-11.12.11.png?resize=840%2C438\" alt=\"\" class=\"wp-image-28105\" srcset=\"https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/12\/Screen-Shot-2021-12-02-at-11.12.11.png?resize=1024%2C534&amp;ssl=1 1024w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/12\/Screen-Shot-2021-12-02-at-11.12.11.png?resize=300%2C157&amp;ssl=1 300w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/12\/Screen-Shot-2021-12-02-at-11.12.11.png?resize=768%2C401&amp;ssl=1 768w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/12\/Screen-Shot-2021-12-02-at-11.12.11.png?resize=800%2C418&amp;ssl=1 800w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/12\/Screen-Shot-2021-12-02-at-11.12.11.png?resize=345%2C180&amp;ssl=1 345w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/12\/Screen-Shot-2021-12-02-at-11.12.11.png?w=1280&amp;ssl=1 1280w\" sizes=\"auto, (max-width: 840px) 100vw, 840px\" \/><\/figure>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:33.33%\">\n<p><span style=\"color:#404f82\" class=\"has-inline-color\">FIFTH LAYER-Neighborhood Name<\/span><\/p>\n\n\n\n<p><span class=\"has-inline-color has-dark-gray-color\">In order to increase the readability, I highlighted font and put this layer on the top. <\/span><\/p>\n<\/div>\n<\/div>\n\n\n\n<h1 class=\"wp-block-heading\">Results<\/h1>\n\n\n\n<figure class=\"wp-block-embed is-type-video is-provider-youtube wp-block-embed-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<div class=\"video-wrapper\"><span class=\"embed-youtube\" style=\"text-align:center; display: block;\"><iframe loading=\"lazy\" class=\"youtube-player\" width=\"840\" height=\"473\" src=\"https:\/\/www.youtube.com\/embed\/P7qT-mefSlQ?version=3&#038;rel=1&#038;showsearch=0&#038;showinfo=1&#038;iv_load_policy=1&#038;fs=1&#038;hl=en-US&#038;autohide=2&#038;wmode=transparent\" allowfullscreen=\"true\" style=\"border:0;\" sandbox=\"allow-scripts allow-same-origin allow-popups allow-presentation allow-popups-to-escape-sandbox\"><\/iframe><\/span><\/div>\n<\/div><\/figure>\n\n\n\n<div class=\"wp-block-buttons is-content-justification-center is-layout-flex wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button is-style-outline is-style-outline--1\"><a class=\"wp-block-button__link\" href=\"https:\/\/gcp-us-east1.app.carto.com\/map\/561601c3-3db6-4234-8cb6-61daa5380745\">Carto INTERACTIVE MAp<\/a><\/div>\n<\/div>\n\n\n\n<p class=\"has-text-align-justify\"><span class=\"has-inline-color has-dark-gray-color\">I aggregated 5-layer datasets for my final map. My data manipulation reveal some interesting results. From the clustered of the heatmap, Manhattan among 5 other boroughs has densest sidewalk caf\u00e9s. Neighborhoods like Upper East and West Side, Hell\u2019s Kitchen, West Village, SoHo, Little Italy, and Tribeca covered most of sidewalk caf\u00e9 businesses in Manhattan. Also, sidewalk caf\u00e9s seem located in reverse fresh food zoning incentives area.<\/span><\/p>\n\n\n\n<h1 class=\"wp-block-heading\">Reflection<\/h1>\n\n\n\n<p class=\"has-text-align-justify\"><span class=\"has-inline-color has-dark-gray-color\">Maps have been an irreplaceable part of my life, I used to travel frequently for work. Google Maps helped me to get around in a foreign city freely with its comprehensive information built by the worldwide local-guide contributors and I\u2019m proud to be one of them to build the maps community. Throughout this semester, I deeply realized the value of data scientists and am amazed by their data parsing skills. Many times, the limitation for an information visualization project is all about getting the accurate dataset and right data format. Despite how you conceptualized the data in your head the final visual results and interpretation could be varied because the constraints of data. I tried to speculate&nbsp; the correlation of sidewalk caf\u00e9s with other datasets. For one in particular-rat sightings, I tried cleaning data from <a href=\"https:\/\/data.cityofnewyork.us\/Social-Services\/Rat-Sightings\/3q43-55fe\">Rat Sightings<\/a> with OpenRefine. However, I failed to import data to Carto, it kept showing a wrong message. For the future direction, I would like to validate my proposition about the positive correlation between sidewalk caf\u00e9s density and rat sightings. Also, I would love to explore Carto features like temporal and interactive maps and import photos and icons for reference maps.<\/span><\/p>\n\n\n\n<h1 class=\"wp-block-heading\">Sources<\/h1>\n\n\n\n<p class=\"has-text-align-justify\"><span class=\"has-inline-color has-dark-gray-color\">\u201cBytes of the Big Apple\u2122.\u201d <em>BYTES of the BIG APPLE &#8211; DCP<\/em>, https:\/\/www1.nyc.gov\/site\/planning\/data-maps\/open-data.page.<\/span><\/p>\n\n\n\n<p class=\"has-text-align-justify\"><span class=\"has-inline-color has-dark-gray-color\">Carto. \u201cBetter U.S. Boundaries through Shoreline Clipping.\u201d <em>CARTO<\/em>, 7 June 2016, https:\/\/carto.com\/blog\/tiger-shoreline-clip\/.<\/span><\/p>\n\n\n\n<p class=\"has-text-align-justify\"><span class=\"has-inline-color has-dark-gray-color\">\u201cFresh Food Stores Zoning Boundaries.\u201d <em>NYC Open Data<\/em>, https:\/\/data.cityofnewyork.us\/Business\/FRESH-Food-Stores-Zoning-Boundaries\/w9uz-8epq.<\/span><\/p>\n\n\n\n<p class=\"has-text-align-justify\"><span class=\"has-inline-color has-dark-gray-color\">Meyer, David. \u201cCity Planning Approves Permanent Outdoor Dining in NYC; City Council to Vote Next.\u201d <em>New York Post<\/em>, New York Post, 16 Nov. 2021, https:\/\/nypost.com\/2021\/11\/15\/city-planning-approves-permanent-outdoor-dining-in-nyc-council-vote-next\/.<\/span><\/p>\n\n\n\n<p class=\"has-text-align-justify\"><span class=\"has-inline-color has-dark-gray-color\">\u201cNYC Department of Consumer and Worker Protection (DCWP).\u201d <em>NYC Business<\/em>, Consumer Affairs, Department Of, https:\/\/www1.nyc.gov\/nycbusiness\/description\/sidewalk-cafe-license.<\/span><\/p>\n\n\n\n<p class=\"has-text-align-justify\"><span class=\"has-inline-color has-dark-gray-color\">\u201cRules for Special Areas.\u201d <em>Zoning Districts &amp; Tools: Sidewalk Cafes &#8211; DCP<\/em>, https:\/\/www1.nyc.gov\/site\/planning\/zoning\/districts-tools\/sidewalk-cafes.page.<\/span><\/p>\n\n\n\n<p class=\"has-text-align-justify\"><span class=\"has-inline-color has-dark-gray-color\">\u201cSidewalk Caf\u00e9 Regulations GIS: Shapefile.\u201d <em>NYC Open Data<\/em>, https:\/\/data.cityofnewyork.us\/City-Government\/Sidewalk-Caf-Regulations-GIS-Shapefile\/qsuf-mgjh.<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Introduction Maps are the most effective geo infographic to communicate multiple information in a single graph. People can quickly absorb information such as regional weather forecasts, distribution of facilities, natural resources, and natural disasters through one glance. I\u2019m exuberant about building my own reference map with this map project as I am a coffee connoisseur&hellip;<\/p>\n","protected":false},"author":3900,"featured_media":28094,"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":[1669],"class_list":["post-27764","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\/12\/Screen-Shot-2021-12-02-at-13.50.50-1.png?fit=995%2C547&ssl=1","jetpack_sharing_enabled":true,"jetpack_shortlink":"https:\/\/wp.me\/paBdcV-7dO","_links":{"self":[{"href":"https:\/\/studentwork.prattsi.org\/infovis\/wp-json\/wp\/v2\/posts\/27764","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\/3900"}],"replies":[{"embeddable":true,"href":"https:\/\/studentwork.prattsi.org\/infovis\/wp-json\/wp\/v2\/comments?post=27764"}],"version-history":[{"count":50,"href":"https:\/\/studentwork.prattsi.org\/infovis\/wp-json\/wp\/v2\/posts\/27764\/revisions"}],"predecessor-version":[{"id":28539,"href":"https:\/\/studentwork.prattsi.org\/infovis\/wp-json\/wp\/v2\/posts\/27764\/revisions\/28539"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/studentwork.prattsi.org\/infovis\/wp-json\/wp\/v2\/media\/28094"}],"wp:attachment":[{"href":"https:\/\/studentwork.prattsi.org\/infovis\/wp-json\/wp\/v2\/media?parent=27764"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/studentwork.prattsi.org\/infovis\/wp-json\/wp\/v2\/categories?post=27764"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/studentwork.prattsi.org\/infovis\/wp-json\/wp\/v2\/tags?post=27764"},{"taxonomy":"author","embeddable":true,"href":"https:\/\/studentwork.prattsi.org\/infovis\/wp-json\/wp\/v2\/coauthors?post=27764"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}