{"id":6810,"date":"2024-01-02T14:24:31","date_gmt":"2024-01-02T14:24:31","guid":{"rendered":"https:\/\/www.garysieling.com\/blog\/?p=6810"},"modified":"2024-01-02T14:24:32","modified_gmt":"2024-01-02T14:24:32","slug":"r-code-to-summarize-dept-of-ed-civil-rights-data-by-school-district-lea","status":"publish","type":"post","link":"https:\/\/www.garysieling.com\/blog\/r-code-to-summarize-dept-of-ed-civil-rights-data-by-school-district-lea\/","title":{"rendered":"R Code to summarize Dept of Ed, Civil Rights Data by school district \/ LEA"},"content":{"rendered":"\n<p>Notes:<\/p>\n\n\n\n<ul>\n<li>Takes the data from <a href=\"https:\/\/civilrightsdata.ed.gov\/\">Civil Rights Data | U.S. Department of Education<\/a><\/li>\n\n\n\n<li>This rolls it up to the school district level by summing numeric columns and &#8220;or&#8221;ing boolean columns<\/li>\n\n\n\n<li>Filters to a specific state (PA)<\/li>\n\n\n\n<li>Source data is 733mb and result is 3.7mb<\/li>\n\n\n\n<li>Data definitions are here: <a href=\"https:\/\/data.nysed.gov\/files\/essa\/19-20\/crdcGlossaryAndGuide.pdf\">crdcGlossaryAndGuide.pdf (nysed.gov)<\/a><\/li>\n<\/ul>\n\n\n\n<pre class=\"wp-block-code\"><code>library(dplyr)\n\ncrdc &lt;- \"C:\\\\data\\\\CRDC\\\\CRDC\\\\School\"\nload_csv_files &lt;- function(folder_path) {\n  csv_files &lt;- list.files(folder_path, pattern = \"\\\\.csv$\", full.names = TRUE)\n  \n  loaded_dataframes &lt;- list()\n  \n  for (csv_file in csv_files) {\n    dataframe &lt;- read.csv(csv_file) \n    pa_data &lt;- dataframe %>% filter(LEA_STATE == 'PA')\n    \n    loaded_dataframes&#91;&#91;basename(csv_file)]] &lt;- pa_data\n  }\n  \n  return(loaded_dataframes)\n}\n\nall_data &lt;- load_csv_files(crdc)\n\ngroup_and_summarize &lt;- function(data_frame) {\n  grouped_data &lt;- data_frame %>%\n    group_by(LEA_STATE, LEA_STATE_NAME, LEAID, LEA_NAME) %>%\n    select(-SCHID, -SCH_NAME, -COMBOKEY, -JJ)\n\n  grouped_data&#91;grouped_data&lt;0] &lt;- NA\n\n  return (grouped_data %>% summarise_all(function(x) {\r\n      if (is.numeric(x)) {\r\n        sum(x, na.rm = TRUE)\r\n      } else if (is.logical(x)) {\r\n        any(x)\r\n      } else {\r\n        first(x)\r\n      }\r\n    }))\n}\n\nsummarize_all_dfs &lt;- function(all_data) {\n  summarized_dataframes &lt;- list()\n\n  for (name in names(all_data)) {\n    summarized_dataframes&#91;&#91;name]] &lt;- group_and_summarize(all_data&#91;&#91;name]])\n  }\n\n  return (summarized_dataframes)\n}\n\nall_summarized &lt;- summarize_all_dfs(all_data)\n\nwrite_dataframes_to_csv &lt;- function(dataframes_list, output_folder) {\r\n  if (!file.exists(output_folder)) {\r\n    dir.create(output_folder)\r\n  }\r\n  \r\n  for (csv_name in names(dataframes_list)) {\r\n    output_path &lt;- file.path(output_folder, csv_name)\r\n    \r\n    write.csv(dataframes_list&#91;&#91;csv_name]], file = output_path, row.names = FALSE)\r\n  }\r\n}\n\nwrite_dataframes_to_csv (all_summarized, \"C:\\\\data\\\\CRDC\\\\CRDC\\\\School\\\\summarized\")<\/code><\/pre>\n","protected":false},"excerpt":{"rendered":"<p>Notes:<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"om_disable_all_campaigns":false,"_monsterinsights_skip_tracking":false,"footnotes":""},"categories":[6],"tags":[450],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO 4.9.9 - aioseo.com -->\n\t<meta name=\"description\" content=\"Notes: Takes the data from Civil Rights Data | U.S. Department of Education This rolls it up to the school district level by summing numeric columns and &quot;or&quot;ing boolean columns Filters to a specific state (PA) Source data is 733mb and result is 3.7mb Data definitions are here: crdcGlossaryAndGuide.pdf (nysed.gov) library(dplyr) crdc\" \/>\n\t<meta name=\"robots\" content=\"max-image-preview:large\" \/>\n\t<meta name=\"author\" content=\"gary\"\/>\n\t<link rel=\"canonical\" href=\"https:\/\/www.garysieling.com\/blog\/r-code-to-summarize-dept-of-ed-civil-rights-data-by-school-district-lea\/\" \/>\n\t<meta name=\"generator\" content=\"All in One SEO (AIOSEO) 4.9.9\" \/>\n\t\t<meta property=\"og:locale\" content=\"en_US\" \/>\n\t\t<meta property=\"og:site_name\" content=\"Gary Sieling - Software Engineer\" \/>\n\t\t<meta property=\"og:type\" content=\"article\" \/>\n\t\t<meta property=\"og:title\" content=\"R Code to summarize Dept of Ed, Civil Rights Data by school district \/ LEA - Gary Sieling\" \/>\n\t\t<meta property=\"og:description\" content=\"Notes: Takes the data from Civil Rights Data | U.S. Department of Education This rolls it up to the school district level by summing numeric columns and &quot;or&quot;ing boolean columns Filters to a specific state (PA) Source data is 733mb and result is 3.7mb Data definitions are here: crdcGlossaryAndGuide.pdf (nysed.gov) library(dplyr) crdc\" \/>\n\t\t<meta property=\"og:url\" content=\"https:\/\/www.garysieling.com\/blog\/r-code-to-summarize-dept-of-ed-civil-rights-data-by-school-district-lea\/\" \/>\n\t\t<meta property=\"article:published_time\" content=\"2024-01-02T14:24:31+00:00\" \/>\n\t\t<meta property=\"article:modified_time\" content=\"2024-01-02T14:24:32+00:00\" \/>\n\t\t<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n\t\t<meta name=\"twitter:title\" content=\"R Code to summarize Dept of Ed, Civil Rights Data by school district \/ LEA - Gary Sieling\" \/>\n\t\t<meta name=\"twitter:description\" content=\"Notes: Takes the data from Civil Rights Data | U.S. Department of Education This rolls it up to the school district level by summing numeric columns and &quot;or&quot;ing boolean columns Filters to a specific state (PA) Source data is 733mb and result is 3.7mb Data definitions are here: crdcGlossaryAndGuide.pdf (nysed.gov) library(dplyr) crdc\" \/>\n\t\t<script type=\"application\/ld+json\" class=\"aioseo-schema\">\n\t\t\t{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"BlogPosting\",\"@id\":\"https:\\\/\\\/www.garysieling.com\\\/blog\\\/r-code-to-summarize-dept-of-ed-civil-rights-data-by-school-district-lea\\\/#blogposting\",\"name\":\"R Code to summarize Dept of Ed, Civil Rights Data by school district \\\/ LEA - Gary Sieling\",\"headline\":\"R Code to summarize Dept of Ed, Civil Rights Data by school district \\\/ LEA\",\"author\":{\"@id\":\"https:\\\/\\\/www.garysieling.com\\\/blog\\\/author\\\/gary\\\/#author\"},\"publisher\":{\"@id\":\"https:\\\/\\\/www.garysieling.com\\\/blog\\\/#organization\"},\"datePublished\":\"2024-01-02T14:24:31+00:00\",\"dateModified\":\"2024-01-02T14:24:32+00:00\",\"inLanguage\":\"en-US\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/www.garysieling.com\\\/blog\\\/r-code-to-summarize-dept-of-ed-civil-rights-data-by-school-district-lea\\\/#webpage\"},\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.garysieling.com\\\/blog\\\/r-code-to-summarize-dept-of-ed-civil-rights-data-by-school-district-lea\\\/#webpage\"},\"articleSection\":\"Data Science, R\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/www.garysieling.com\\\/blog\\\/r-code-to-summarize-dept-of-ed-civil-rights-data-by-school-district-lea\\\/#breadcrumblist\",\"itemListElement\":[{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/www.garysieling.com\\\/blog#listItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/www.garysieling.com\\\/blog\",\"nextItem\":{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/www.garysieling.com\\\/blog\\\/category\\\/data-science\\\/#listItem\",\"name\":\"Data Science\"}},{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/www.garysieling.com\\\/blog\\\/category\\\/data-science\\\/#listItem\",\"position\":2,\"name\":\"Data Science\",\"item\":\"https:\\\/\\\/www.garysieling.com\\\/blog\\\/category\\\/data-science\\\/\",\"nextItem\":{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/www.garysieling.com\\\/blog\\\/r-code-to-summarize-dept-of-ed-civil-rights-data-by-school-district-lea\\\/#listItem\",\"name\":\"R Code to summarize Dept of Ed, Civil Rights Data by school district \\\/ LEA\"},\"previousItem\":{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/www.garysieling.com\\\/blog#listItem\",\"name\":\"Home\"}},{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/www.garysieling.com\\\/blog\\\/r-code-to-summarize-dept-of-ed-civil-rights-data-by-school-district-lea\\\/#listItem\",\"position\":3,\"name\":\"R Code to summarize Dept of Ed, Civil Rights Data by school district \\\/ LEA\",\"previousItem\":{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/www.garysieling.com\\\/blog\\\/category\\\/data-science\\\/#listItem\",\"name\":\"Data Science\"}}]},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/www.garysieling.com\\\/blog\\\/#organization\",\"name\":\"Gary Sieling\",\"description\":\"Software Engineer\",\"url\":\"https:\\\/\\\/www.garysieling.com\\\/blog\\\/\"},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/www.garysieling.com\\\/blog\\\/author\\\/gary\\\/#author\",\"url\":\"https:\\\/\\\/www.garysieling.com\\\/blog\\\/author\\\/gary\\\/\",\"name\":\"gary\",\"image\":{\"@type\":\"ImageObject\",\"@id\":\"https:\\\/\\\/www.garysieling.com\\\/blog\\\/r-code-to-summarize-dept-of-ed-civil-rights-data-by-school-district-lea\\\/#authorImage\",\"url\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/0be925276d848ffe98a6a9dc8cf33e67?s=96&d=identicon&r=g\",\"width\":96,\"height\":96,\"caption\":\"gary\"}},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/www.garysieling.com\\\/blog\\\/r-code-to-summarize-dept-of-ed-civil-rights-data-by-school-district-lea\\\/#webpage\",\"url\":\"https:\\\/\\\/www.garysieling.com\\\/blog\\\/r-code-to-summarize-dept-of-ed-civil-rights-data-by-school-district-lea\\\/\",\"name\":\"R Code to summarize Dept of Ed, Civil Rights Data by school district \\\/ LEA - Gary Sieling\",\"description\":\"Notes: Takes the data from Civil Rights Data | U.S. Department of Education This rolls it up to the school district level by summing numeric columns and \\\"or\\\"ing boolean columns Filters to a specific state (PA) Source data is 733mb and result is 3.7mb Data definitions are here: crdcGlossaryAndGuide.pdf (nysed.gov) library(dplyr) crdc\",\"inLanguage\":\"en-US\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.garysieling.com\\\/blog\\\/#website\"},\"breadcrumb\":{\"@id\":\"https:\\\/\\\/www.garysieling.com\\\/blog\\\/r-code-to-summarize-dept-of-ed-civil-rights-data-by-school-district-lea\\\/#breadcrumblist\"},\"author\":{\"@id\":\"https:\\\/\\\/www.garysieling.com\\\/blog\\\/author\\\/gary\\\/#author\"},\"creator\":{\"@id\":\"https:\\\/\\\/www.garysieling.com\\\/blog\\\/author\\\/gary\\\/#author\"},\"datePublished\":\"2024-01-02T14:24:31+00:00\",\"dateModified\":\"2024-01-02T14:24:32+00:00\"},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/www.garysieling.com\\\/blog\\\/#website\",\"url\":\"https:\\\/\\\/www.garysieling.com\\\/blog\\\/\",\"name\":\"Gary Sieling\",\"description\":\"Software Engineer\",\"inLanguage\":\"en-US\",\"publisher\":{\"@id\":\"https:\\\/\\\/www.garysieling.com\\\/blog\\\/#organization\"}}]}\n\t\t<\/script>\n\t\t<!-- All in One SEO -->\n\n","aioseo_head_json":{"title":"R Code to summarize Dept of Ed, Civil Rights Data by school district \/ LEA - Gary Sieling","description":"Notes: Takes the data from Civil Rights Data | U.S. Department of Education This rolls it up to the school district level by summing numeric columns and \"or\"ing boolean columns Filters to a specific state (PA) Source data is 733mb and result is 3.7mb Data definitions are here: crdcGlossaryAndGuide.pdf (nysed.gov) library(dplyr) crdc","canonical_url":"https:\/\/www.garysieling.com\/blog\/r-code-to-summarize-dept-of-ed-civil-rights-data-by-school-district-lea\/","robots":"max-image-preview:large","keywords":"","webmasterTools":{"miscellaneous":""},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"BlogPosting","@id":"https:\/\/www.garysieling.com\/blog\/r-code-to-summarize-dept-of-ed-civil-rights-data-by-school-district-lea\/#blogposting","name":"R Code to summarize Dept of Ed, Civil Rights Data by school district \/ LEA - Gary Sieling","headline":"R Code to summarize Dept of Ed, Civil Rights Data by school district \/ LEA","author":{"@id":"https:\/\/www.garysieling.com\/blog\/author\/gary\/#author"},"publisher":{"@id":"https:\/\/www.garysieling.com\/blog\/#organization"},"datePublished":"2024-01-02T14:24:31+00:00","dateModified":"2024-01-02T14:24:32+00:00","inLanguage":"en-US","mainEntityOfPage":{"@id":"https:\/\/www.garysieling.com\/blog\/r-code-to-summarize-dept-of-ed-civil-rights-data-by-school-district-lea\/#webpage"},"isPartOf":{"@id":"https:\/\/www.garysieling.com\/blog\/r-code-to-summarize-dept-of-ed-civil-rights-data-by-school-district-lea\/#webpage"},"articleSection":"Data Science, R"},{"@type":"BreadcrumbList","@id":"https:\/\/www.garysieling.com\/blog\/r-code-to-summarize-dept-of-ed-civil-rights-data-by-school-district-lea\/#breadcrumblist","itemListElement":[{"@type":"ListItem","@id":"https:\/\/www.garysieling.com\/blog#listItem","position":1,"name":"Home","item":"https:\/\/www.garysieling.com\/blog","nextItem":{"@type":"ListItem","@id":"https:\/\/www.garysieling.com\/blog\/category\/data-science\/#listItem","name":"Data Science"}},{"@type":"ListItem","@id":"https:\/\/www.garysieling.com\/blog\/category\/data-science\/#listItem","position":2,"name":"Data Science","item":"https:\/\/www.garysieling.com\/blog\/category\/data-science\/","nextItem":{"@type":"ListItem","@id":"https:\/\/www.garysieling.com\/blog\/r-code-to-summarize-dept-of-ed-civil-rights-data-by-school-district-lea\/#listItem","name":"R Code to summarize Dept of Ed, Civil Rights Data by school district \/ LEA"},"previousItem":{"@type":"ListItem","@id":"https:\/\/www.garysieling.com\/blog#listItem","name":"Home"}},{"@type":"ListItem","@id":"https:\/\/www.garysieling.com\/blog\/r-code-to-summarize-dept-of-ed-civil-rights-data-by-school-district-lea\/#listItem","position":3,"name":"R Code to summarize Dept of Ed, Civil Rights Data by school district \/ LEA","previousItem":{"@type":"ListItem","@id":"https:\/\/www.garysieling.com\/blog\/category\/data-science\/#listItem","name":"Data Science"}}]},{"@type":"Organization","@id":"https:\/\/www.garysieling.com\/blog\/#organization","name":"Gary Sieling","description":"Software Engineer","url":"https:\/\/www.garysieling.com\/blog\/"},{"@type":"Person","@id":"https:\/\/www.garysieling.com\/blog\/author\/gary\/#author","url":"https:\/\/www.garysieling.com\/blog\/author\/gary\/","name":"gary","image":{"@type":"ImageObject","@id":"https:\/\/www.garysieling.com\/blog\/r-code-to-summarize-dept-of-ed-civil-rights-data-by-school-district-lea\/#authorImage","url":"https:\/\/secure.gravatar.com\/avatar\/0be925276d848ffe98a6a9dc8cf33e67?s=96&d=identicon&r=g","width":96,"height":96,"caption":"gary"}},{"@type":"WebPage","@id":"https:\/\/www.garysieling.com\/blog\/r-code-to-summarize-dept-of-ed-civil-rights-data-by-school-district-lea\/#webpage","url":"https:\/\/www.garysieling.com\/blog\/r-code-to-summarize-dept-of-ed-civil-rights-data-by-school-district-lea\/","name":"R Code to summarize Dept of Ed, Civil Rights Data by school district \/ LEA - Gary Sieling","description":"Notes: Takes the data from Civil Rights Data | U.S. Department of Education This rolls it up to the school district level by summing numeric columns and \"or\"ing boolean columns Filters to a specific state (PA) Source data is 733mb and result is 3.7mb Data definitions are here: crdcGlossaryAndGuide.pdf (nysed.gov) library(dplyr) crdc","inLanguage":"en-US","isPartOf":{"@id":"https:\/\/www.garysieling.com\/blog\/#website"},"breadcrumb":{"@id":"https:\/\/www.garysieling.com\/blog\/r-code-to-summarize-dept-of-ed-civil-rights-data-by-school-district-lea\/#breadcrumblist"},"author":{"@id":"https:\/\/www.garysieling.com\/blog\/author\/gary\/#author"},"creator":{"@id":"https:\/\/www.garysieling.com\/blog\/author\/gary\/#author"},"datePublished":"2024-01-02T14:24:31+00:00","dateModified":"2024-01-02T14:24:32+00:00"},{"@type":"WebSite","@id":"https:\/\/www.garysieling.com\/blog\/#website","url":"https:\/\/www.garysieling.com\/blog\/","name":"Gary Sieling","description":"Software Engineer","inLanguage":"en-US","publisher":{"@id":"https:\/\/www.garysieling.com\/blog\/#organization"}}]},"og:locale":"en_US","og:site_name":"Gary Sieling - Software Engineer","og:type":"article","og:title":"R Code to summarize Dept of Ed, Civil Rights Data by school district \/ LEA - Gary Sieling","og:description":"Notes: Takes the data from Civil Rights Data | U.S. Department of Education This rolls it up to the school district level by summing numeric columns and &quot;or&quot;ing boolean columns Filters to a specific state (PA) Source data is 733mb and result is 3.7mb Data definitions are here: crdcGlossaryAndGuide.pdf (nysed.gov) library(dplyr) crdc","og:url":"https:\/\/www.garysieling.com\/blog\/r-code-to-summarize-dept-of-ed-civil-rights-data-by-school-district-lea\/","article:published_time":"2024-01-02T14:24:31+00:00","article:modified_time":"2024-01-02T14:24:32+00:00","twitter:card":"summary_large_image","twitter:title":"R Code to summarize Dept of Ed, Civil Rights Data by school district \/ LEA - Gary Sieling","twitter:description":"Notes: Takes the data from Civil Rights Data | U.S. Department of Education This rolls it up to the school district level by summing numeric columns and &quot;or&quot;ing boolean columns Filters to a specific state (PA) Source data is 733mb and result is 3.7mb Data definitions are here: crdcGlossaryAndGuide.pdf (nysed.gov) library(dplyr) crdc"},"aioseo_meta_data":{"post_id":"6810","title":null,"description":null,"keywords":[],"keyphrases":{"focus":{"keyphrase":"","score":0,"analysis":{"keyphraseInTitle":{"score":0,"maxScore":9,"error":1}}},"additional":[]},"primary_term":null,"canonical_url":null,"og_title":null,"og_description":null,"og_object_type":"default","og_image_type":"default","og_image_url":null,"og_image_width":null,"og_image_height":null,"og_image_custom_url":null,"og_image_custom_fields":null,"og_video":"","og_custom_url":null,"og_article_section":null,"og_article_tags":[],"twitter_use_og":false,"twitter_card":"default","twitter_image_type":"default","twitter_image_url":null,"twitter_image_custom_url":null,"twitter_image_custom_fields":null,"twitter_title":null,"twitter_description":null,"schema":{"blockGraphs":[],"customGraphs":[],"default":{"data":{"Article":[],"Course":[],"Dataset":[],"FAQPage":[],"Movie":[],"Person":[],"Product":[],"ProductReview":[],"Car":[],"Recipe":[],"Service":[],"SoftwareApplication":[],"WebPage":[]},"graphName":"BlogPosting","isEnabled":true},"graphs":[]},"schema_type":"default","schema_type_options":null,"pillar_content":false,"robots_default":true,"robots_noindex":false,"robots_noarchive":false,"robots_nosnippet":false,"robots_nofollow":false,"robots_noimageindex":false,"robots_noodp":false,"robots_notranslate":false,"robots_max_snippet":"-1","robots_max_videopreview":"-1","robots_max_imagepreview":"large","priority":null,"frequency":"default","local_seo":null,"limit_modified_date":false,"created":"2024-01-02 13:33:01","updated":"2026-07-06 02:41:39","ai":null,"breadcrumb_settings":null,"seo_analyzer_scan_date":null},"aioseo_breadcrumb":"<div class=\"aioseo-breadcrumbs\"><span class=\"aioseo-breadcrumb\">\n\t\t\t<a href=\"https:\/\/www.garysieling.com\/blog\" title=\"Home\">Home<\/a>\n\t\t<\/span><span class=\"aioseo-breadcrumb-separator\">&raquo;<\/span><span class=\"aioseo-breadcrumb\">\n\t\t\t<a href=\"https:\/\/www.garysieling.com\/blog\/category\/data-science\/\" title=\"Data Science\">Data Science<\/a>\n\t\t<\/span><span class=\"aioseo-breadcrumb-separator\">&raquo;<\/span><span class=\"aioseo-breadcrumb\">\n\t\t\tR Code to summarize Dept of Ed, Civil Rights Data by school district \/ LEA\n\t\t<\/span><\/div>","aioseo_breadcrumb_json":[{"label":"Home","link":"https:\/\/www.garysieling.com\/blog"},{"label":"Data Science","link":"https:\/\/www.garysieling.com\/blog\/category\/data-science\/"},{"label":"R Code to summarize Dept of Ed, Civil Rights Data by school district \/ LEA","link":"https:\/\/www.garysieling.com\/blog\/r-code-to-summarize-dept-of-ed-civil-rights-data-by-school-district-lea\/"}],"amp_enabled":true,"_links":{"self":[{"href":"https:\/\/www.garysieling.com\/blog\/wp-json\/wp\/v2\/posts\/6810"}],"collection":[{"href":"https:\/\/www.garysieling.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.garysieling.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.garysieling.com\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.garysieling.com\/blog\/wp-json\/wp\/v2\/comments?post=6810"}],"version-history":[{"count":2,"href":"https:\/\/www.garysieling.com\/blog\/wp-json\/wp\/v2\/posts\/6810\/revisions"}],"predecessor-version":[{"id":6812,"href":"https:\/\/www.garysieling.com\/blog\/wp-json\/wp\/v2\/posts\/6810\/revisions\/6812"}],"wp:attachment":[{"href":"https:\/\/www.garysieling.com\/blog\/wp-json\/wp\/v2\/media?parent=6810"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.garysieling.com\/blog\/wp-json\/wp\/v2\/categories?post=6810"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.garysieling.com\/blog\/wp-json\/wp\/v2\/tags?post=6810"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}