{"id":67,"date":"2021-03-28T13:10:29","date_gmt":"2021-03-28T17:10:29","guid":{"rendered":"https:\/\/seniordesign.digitalscholar.rochester.edu\/ds2021\/?p=67"},"modified":"2022-04-13T10:30:17","modified_gmt":"2022-04-13T14:30:17","slug":"rmsc-1","status":"publish","type":"post","link":"https:\/\/www.hajim.rochester.edu\/senior-design-day\/rmsc-1\/","title":{"rendered":"Analyze Membership Trends at RMSC"},"content":{"rendered":"\n<div class=\"wp-block-coblocks-accordion\">\n<div class=\"wp-block-coblocks-accordion-item\"><details><summary class=\"wp-block-coblocks-accordion-item__title\">About Rochester Museum &amp; Science Center<\/summary><div class=\"wp-block-coblocks-accordion-item__content\">\n<p>This project is sponsored by Rochester Museum and Science Center (RMSC). RMSC is a Rochester local museum that includes three parts: Science Museum, Strasenburgh Planetarium, and Cumming Nature Center. The mission of the RMSC is to inspire a better future for all through curiosity, exploration, and participation in science, culture, and the natural world.<\/p>\n<\/div><\/details><\/div>\n\n\n\n<div class=\"wp-block-coblocks-accordion-item\"><details><summary class=\"wp-block-coblocks-accordion-item__title\">Project Vision<\/summary><div class=\"wp-block-coblocks-accordion-item__content\">\n<p>To spur museum membership growth, encourage donations from members, and increase overall museum revenue<\/p>\n<\/div><\/details><\/div>\n\n\n\n<div class=\"wp-block-coblocks-accordion-item\"><details><summary class=\"wp-block-coblocks-accordion-item__title\">Project Objectives<\/summary><div class=\"wp-block-coblocks-accordion-item__content\">\n<p>1) Data visualization showing patterns of membership transactions and renewals<\/p>\n\n\n\n<p>2) Create a program that can use new CSV transaction file inputs to output a list of members who may be likely to renew or donate<\/p>\n\n\n\n<p>3) An education module to explain to non-data-scientists how the conclusions were achieved&nbsp;<\/p>\n<\/div><\/details><\/div>\n\n\n\n<div class=\"wp-block-coblocks-accordion-item\"><details><summary class=\"wp-block-coblocks-accordion-item__title\">Findings &amp; Next Steps<\/summary><div class=\"wp-block-coblocks-accordion-item__content\">\n<p>From the membership transaction table, we have the following conclusions. First, the cumulative member count increases within 2015-2018, but it decreases a little bit in 2019. Besides, for each year, both the join count and the renewal count are relatively large in the first and fourth quarter. And members renew their membership on average after 477 days.<\/p>\n\n\n\n<p>From the earned revenue table, we investigated the relationship between days between membership renewals and the number of visits made and we can draw the following conclusions that 50 percent of people visit 1-2 times, 30 percent of people visit 3-5 times and the rest visit 6-10 times.<\/p>\n\n\n\n<p>From the complete journey table, we can draw the following conclusions. First, the renewal and join count both increase during 2015-2019. People are mostly like to join and renew in February and December, which are around the spring break and winter break. Second, people would like to visit the museum most frequently in their first join and first renew. Third, members of different memberships have varying preferences when choosing activities to participate in RMSC could target specific membership level visitors to their most frequent program.<\/p>\n\n\n\n<p>From exploratory analysis of the donation table, we can see the following trends. First, people usually make donations at the beginning of their membership journey, for instance, when they first join. Second, member donation amount goes down as time goes on. Third, the average donation amount of grandparents is the highest among all membership levels.<\/p>\n\n\n\n<p>We encountered some challenges in dealing with the donation table. First, we have very limited donation records of around only 300 records, so we went for visualization graphs instead of predictive modeling.<\/p>\n\n\n\n<p><br>Second, we tried to predict the amount of donation through linear regression model but it turned out that donation cannot be well predicted by a linear model.Third, there is significant class imbalance for people who donated versus those who didn&#8217;t. If we had more time for this project, we would work on finding a better fit model to predict donations from members.<\/p>\n\n\n\n<p>In the next step, our team is going to present the findings to the Rochester Museum and Science Center board committee. We are hoping to gain constructive feedback from the museum administrators to further improve our data analysis and ensure it caters to the analytical needs of the museum. Due to significant class imbalance and limitation on the number of records, we were not able to construct useful predictive models on the donation table. The analysis would have been more interesting if it had included these predictive models and this task could be a potential step for our future analysis.<\/p>\n<\/div><\/details><\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-file\"><a href=\"https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2021\/05\/RMSC-1-Final-Presentation-1.pdf\">RMSC-1-Final-Presentation-1<\/a><a href=\"https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2021\/05\/RMSC-1-Final-Presentation-1.pdf\" class=\"wp-block-file__button\" download>Download<\/a><\/div>\n\n\n\n<div class=\"wp-block-file\"><a href=\"https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2021\/05\/RMSC-1-Final-Report-1.pdf\">RMSC-1-Final-Report-1<\/a><a href=\"https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2021\/05\/RMSC-1-Final-Report-1.pdf\" class=\"wp-block-file__button\" download>Download<\/a><\/div>\n\n\n\n<div class=\"wp-block-coblocks-author\"><figure class=\"wp-block-coblocks-author__avatar\"><img decoding=\"async\" class=\"wp-block-coblocks-author__avatar-img\" src=\"https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2021\/03\/ZY-headshot.jpg\" alt=\"Ziyi You\"\/><\/figure><div class=\"wp-block-coblocks-author__content\"><span class=\"wp-block-coblocks-author__name\">Ziyi You<\/span><p class=\"wp-block-coblocks-author__biography\">Double majoring in Data Science and Business Analytics <\/p>\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link\">Product manager<\/a><\/div>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-coblocks-author\"><figure class=\"wp-block-coblocks-author__avatar\"><img decoding=\"async\" class=\"wp-block-coblocks-author__avatar-img\" src=\"https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2021\/03\/1550443494016.jpeg\" alt=\"Shengyang (Shawn) Wu\"\/><\/figure><div class=\"wp-block-coblocks-author__content\"><span class=\"wp-block-coblocks-author__name\">Shengyang (Shawn) Wu<\/span><p class=\"wp-block-coblocks-author__biography\">Double majoring in Data Science and Business<\/p>\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link\">PROJECT MANAGER<\/a><\/div>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-coblocks-author\"><figure class=\"wp-block-coblocks-author__avatar\"><img decoding=\"async\" class=\"wp-block-coblocks-author__avatar-img\" src=\"https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2021\/03\/WechatIMG408.jpeg\" alt=\"Ruiyu Zhou\"\/><\/figure><div class=\"wp-block-coblocks-author__content\"><span class=\"wp-block-coblocks-author__name\">Ruiyu Zhou<\/span><p class=\"wp-block-coblocks-author__biography\">Triple majoring in Physics, Data Science, and Applied Mathematics<\/p>\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link\">Visualization manager<\/a><\/div>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-coblocks-author\"><figure class=\"wp-block-coblocks-author__avatar\"><img decoding=\"async\" class=\"wp-block-coblocks-author__avatar-img\" src=\"https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2021\/03\/Photo-scaled-1.jpg\" alt=\"Ruqin Chang\"\/><\/figure><div class=\"wp-block-coblocks-author__content\"><span class=\"wp-block-coblocks-author__name\">Ruqin Chang<\/span><p class=\"wp-block-coblocks-author__biography\">Double majoring in Data Science and Business Analytics<\/p>\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link\">DATA ANALYST<\/a><\/div>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-coblocks-author\"><figure class=\"wp-block-coblocks-author__avatar\"><img decoding=\"async\" class=\"wp-block-coblocks-author__avatar-img\" src=\"https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2021\/03\/WechatIMG2.jpeg\" alt=\"Valerie Tam\"\/><\/figure><div class=\"wp-block-coblocks-author__content\"><span class=\"wp-block-coblocks-author__name\">Valerie Tam<\/span><p class=\"wp-block-coblocks-author__biography\">Majoring in Data Science<\/p>\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link\">DATA ANALYST<\/a><\/div>\n<\/div><\/div>\n","protected":false},"excerpt":{"rendered":"<p>To spur museum membership growth, encourage donations from members, and increase overall museum revenue<\/p>\n","protected":false},"author":6242,"featured_media":60472,"comment_status":"closed","ping_status":"open","sticky":false,"template":"templates\/template-full-width.php","format":"standard","meta":{"_coblocks_attr":"","_coblocks_dimensions":"","_coblocks_responsive_height":"","_coblocks_accordion_ie_support":"","_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"footnotes":""},"categories":[2996,106,3006],"tags":[],"coauthors":[8612],"class_list":["post-67","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-community-engagement-archive","category-dsc-archive","category-machine-learning-archive"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.5 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Analyze Membership Trends at RMSC - Senior Design Day<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.hajim.rochester.edu\/senior-design-day\/rmsc-1\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Analyze Membership Trends at RMSC - Senior Design Day\" \/>\n<meta property=\"og:description\" content=\"To spur museum membership growth, encourage donations from members, and increase overall museum revenue\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.hajim.rochester.edu\/senior-design-day\/rmsc-1\/\" \/>\n<meta property=\"og:site_name\" content=\"Senior Design Day\" \/>\n<meta property=\"article:published_time\" content=\"2021-03-28T17:10:29+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2022-04-13T14:30:17+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2021\/03\/RMSC_Image_DOwnload.png\" \/>\n\t<meta property=\"og:image:width\" content=\"200\" \/>\n\t<meta property=\"og:image:height\" content=\"200\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"admin\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"admin\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"3 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/www.hajim.rochester.edu\\\/senior-design-day\\\/rmsc-1\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.hajim.rochester.edu\\\/senior-design-day\\\/rmsc-1\\\/\"},\"author\":{\"name\":\"admin\",\"@id\":\"https:\\\/\\\/www.hajim.rochester.edu\\\/senior-design-day\\\/#\\\/schema\\\/person\\\/351018fbcf84ed8cac6d8072ba5b347c\"},\"headline\":\"Analyze Membership Trends at RMSC\",\"datePublished\":\"2021-03-28T17:10:29+00:00\",\"dateModified\":\"2022-04-13T14:30:17+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/www.hajim.rochester.edu\\\/senior-design-day\\\/rmsc-1\\\/\"},\"wordCount\":633,\"image\":{\"@id\":\"https:\\\/\\\/www.hajim.rochester.edu\\\/senior-design-day\\\/rmsc-1\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/www.hajim.rochester.edu\\\/senior-design-day\\\/wp-content\\\/uploads\\\/2021\\\/03\\\/RMSC_Image_DOwnload.png\",\"articleSection\":[\"Community Engagement Archive\",\"DSC Archive\",\"Machine Learning Archive\"],\"inLanguage\":\"en-US\"},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/www.hajim.rochester.edu\\\/senior-design-day\\\/rmsc-1\\\/\",\"url\":\"https:\\\/\\\/www.hajim.rochester.edu\\\/senior-design-day\\\/rmsc-1\\\/\",\"name\":\"Analyze Membership Trends at RMSC - Senior Design Day\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.hajim.rochester.edu\\\/senior-design-day\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/www.hajim.rochester.edu\\\/senior-design-day\\\/rmsc-1\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/www.hajim.rochester.edu\\\/senior-design-day\\\/rmsc-1\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/www.hajim.rochester.edu\\\/senior-design-day\\\/wp-content\\\/uploads\\\/2021\\\/03\\\/RMSC_Image_DOwnload.png\",\"datePublished\":\"2021-03-28T17:10:29+00:00\",\"dateModified\":\"2022-04-13T14:30:17+00:00\",\"author\":{\"@id\":\"https:\\\/\\\/www.hajim.rochester.edu\\\/senior-design-day\\\/#\\\/schema\\\/person\\\/351018fbcf84ed8cac6d8072ba5b347c\"},\"breadcrumb\":{\"@id\":\"https:\\\/\\\/www.hajim.rochester.edu\\\/senior-design-day\\\/rmsc-1\\\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/www.hajim.rochester.edu\\\/senior-design-day\\\/rmsc-1\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/www.hajim.rochester.edu\\\/senior-design-day\\\/rmsc-1\\\/#primaryimage\",\"url\":\"https:\\\/\\\/www.hajim.rochester.edu\\\/senior-design-day\\\/wp-content\\\/uploads\\\/2021\\\/03\\\/RMSC_Image_DOwnload.png\",\"contentUrl\":\"https:\\\/\\\/www.hajim.rochester.edu\\\/senior-design-day\\\/wp-content\\\/uploads\\\/2021\\\/03\\\/RMSC_Image_DOwnload.png\",\"width\":200,\"height\":200},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/www.hajim.rochester.edu\\\/senior-design-day\\\/rmsc-1\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/www.hajim.rochester.edu\\\/senior-design-day\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Analyze Membership Trends at RMSC\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/www.hajim.rochester.edu\\\/senior-design-day\\\/#website\",\"url\":\"https:\\\/\\\/www.hajim.rochester.edu\\\/senior-design-day\\\/\",\"name\":\"Senior Design Day\",\"description\":\"\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/www.hajim.rochester.edu\\\/senior-design-day\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/www.hajim.rochester.edu\\\/senior-design-day\\\/#\\\/schema\\\/person\\\/351018fbcf84ed8cac6d8072ba5b347c\",\"name\":\"admin\",\"url\":\"https:\\\/\\\/www.hajim.rochester.edu\\\/senior-design-day\\\/author\\\/seniordesign\\\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Analyze Membership Trends at RMSC - Senior Design Day","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.hajim.rochester.edu\/senior-design-day\/rmsc-1\/","og_locale":"en_US","og_type":"article","og_title":"Analyze Membership Trends at RMSC - Senior Design Day","og_description":"To spur museum membership growth, encourage donations from members, and increase overall museum revenue","og_url":"https:\/\/www.hajim.rochester.edu\/senior-design-day\/rmsc-1\/","og_site_name":"Senior Design Day","article_published_time":"2021-03-28T17:10:29+00:00","article_modified_time":"2022-04-13T14:30:17+00:00","og_image":[{"url":"https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2021\/03\/RMSC_Image_DOwnload.png","width":200,"height":200,"type":"image\/png"}],"author":"admin","twitter_card":"summary_large_image","twitter_misc":{"Written by":"admin","Est. reading time":"3 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/www.hajim.rochester.edu\/senior-design-day\/rmsc-1\/#article","isPartOf":{"@id":"https:\/\/www.hajim.rochester.edu\/senior-design-day\/rmsc-1\/"},"author":{"name":"admin","@id":"https:\/\/www.hajim.rochester.edu\/senior-design-day\/#\/schema\/person\/351018fbcf84ed8cac6d8072ba5b347c"},"headline":"Analyze Membership Trends at RMSC","datePublished":"2021-03-28T17:10:29+00:00","dateModified":"2022-04-13T14:30:17+00:00","mainEntityOfPage":{"@id":"https:\/\/www.hajim.rochester.edu\/senior-design-day\/rmsc-1\/"},"wordCount":633,"image":{"@id":"https:\/\/www.hajim.rochester.edu\/senior-design-day\/rmsc-1\/#primaryimage"},"thumbnailUrl":"https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2021\/03\/RMSC_Image_DOwnload.png","articleSection":["Community Engagement Archive","DSC Archive","Machine Learning Archive"],"inLanguage":"en-US"},{"@type":"WebPage","@id":"https:\/\/www.hajim.rochester.edu\/senior-design-day\/rmsc-1\/","url":"https:\/\/www.hajim.rochester.edu\/senior-design-day\/rmsc-1\/","name":"Analyze Membership Trends at RMSC - Senior Design Day","isPartOf":{"@id":"https:\/\/www.hajim.rochester.edu\/senior-design-day\/#website"},"primaryImageOfPage":{"@id":"https:\/\/www.hajim.rochester.edu\/senior-design-day\/rmsc-1\/#primaryimage"},"image":{"@id":"https:\/\/www.hajim.rochester.edu\/senior-design-day\/rmsc-1\/#primaryimage"},"thumbnailUrl":"https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2021\/03\/RMSC_Image_DOwnload.png","datePublished":"2021-03-28T17:10:29+00:00","dateModified":"2022-04-13T14:30:17+00:00","author":{"@id":"https:\/\/www.hajim.rochester.edu\/senior-design-day\/#\/schema\/person\/351018fbcf84ed8cac6d8072ba5b347c"},"breadcrumb":{"@id":"https:\/\/www.hajim.rochester.edu\/senior-design-day\/rmsc-1\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.hajim.rochester.edu\/senior-design-day\/rmsc-1\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.hajim.rochester.edu\/senior-design-day\/rmsc-1\/#primaryimage","url":"https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2021\/03\/RMSC_Image_DOwnload.png","contentUrl":"https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2021\/03\/RMSC_Image_DOwnload.png","width":200,"height":200},{"@type":"BreadcrumbList","@id":"https:\/\/www.hajim.rochester.edu\/senior-design-day\/rmsc-1\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/www.hajim.rochester.edu\/senior-design-day\/"},{"@type":"ListItem","position":2,"name":"Analyze Membership Trends at RMSC"}]},{"@type":"WebSite","@id":"https:\/\/www.hajim.rochester.edu\/senior-design-day\/#website","url":"https:\/\/www.hajim.rochester.edu\/senior-design-day\/","name":"Senior Design Day","description":"","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.hajim.rochester.edu\/senior-design-day\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Person","@id":"https:\/\/www.hajim.rochester.edu\/senior-design-day\/#\/schema\/person\/351018fbcf84ed8cac6d8072ba5b347c","name":"admin","url":"https:\/\/www.hajim.rochester.edu\/senior-design-day\/author\/seniordesign\/"}]}},"_links":{"self":[{"href":"https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-json\/wp\/v2\/posts\/67","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-json\/wp\/v2\/users\/6242"}],"replies":[{"embeddable":true,"href":"https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-json\/wp\/v2\/comments?post=67"}],"version-history":[{"count":5,"href":"https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-json\/wp\/v2\/posts\/67\/revisions"}],"predecessor-version":[{"id":60352,"href":"https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-json\/wp\/v2\/posts\/67\/revisions\/60352"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-json\/wp\/v2\/media\/60472"}],"wp:attachment":[{"href":"https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-json\/wp\/v2\/media?parent=67"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-json\/wp\/v2\/categories?post=67"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-json\/wp\/v2\/tags?post=67"},{"taxonomy":"author","embeddable":true,"href":"https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-json\/wp\/v2\/coauthors?post=67"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}