{"id":1467,"date":"2008-09-25T00:38:04","date_gmt":"2008-09-25T04:38:04","guid":{"rendered":"http:\/\/spacingmontreal.ca\/2008\/09\/25\/mapping-the-commute-income-and-driving-to-work\/"},"modified":"2013-01-21T11:59:47","modified_gmt":"2013-01-21T16:59:47","slug":"mapping-the-commute-income-and-driving-to-work","status":"publish","type":"post","link":"https:\/\/spacing.ca\/montreal\/2008\/09\/25\/mapping-the-commute-income-and-driving-to-work\/","title":{"rendered":"Mapping the Commute: Income and Driving to work"},"content":{"rendered":"<p>In the spirit of Monday\u2019s car-free day, this post asks the question: are those who earn higher incomes more likely to drive to work?\u00a0 Using 2006 Canadian Census tract data for the island of Montreal, I\u2019ve created a map showing the city\u2019s distribution of median personal income (after-tax), along with a map showing the percentage of workers who commute by walking, biking, or public transit.\u00a0 The third map merges the two&#8230;<\/p>\n<p>Generally, higher income is significantly associated with higher percentages of car-commuters (no surprise there).\u00a0 However, there are areas within Montreal where both low median incomes and low percentages of non-car commuters are found.\u00a0 Basically, a few neighbourhoods with lower median incomes have residents who are likely to rely upon personal cars for commuting to work- a costly expense.<\/p>\n<p>The following map shows the median personal income level (in dollars) of each census tract according to the 2006 census.\u00a0 For example, the neighbourhoods of Westmount and Beaconsfield have predictably higher median incomes, while St. Michel and North Montreal show a lower amount.\u00a0 The areas in green are either parks or tracts with no data.<\/p>\n<p>Click on the maps to enlarge them.<br \/>\n<a href=\"http:\/\/farm4.static.flickr.com\/3045\/2885563195_be3556a13f_o.jpg\"><br \/>\n<img decoding=\"async\" src=\"http:\/\/farm4.static.flickr.com\/3045\/2885563195_2aecd1dbe2.jpg\" alt=\"Income in Montreal\" \/><\/a><\/p>\n<p>Next, this map shows the percentage of residents per census tract who walk, bike, or ride public transport to work.\u00a0 As expected, people who reside in areas away from the central business district and metro lines (I&#8217;ll show the metros next time) are more likely to drive to work.<\/p>\n<p><a href=\"http:\/\/farm4.static.flickr.com\/3083\/2886023825_3103a8e048_o.jpg\"><img decoding=\"async\" src=\"http:\/\/farm4.static.flickr.com\/3083\/2886023825_929f3fa645.jpg\" alt=\"Non-car commuting\" \/><\/a><\/p>\n<p>In the following map, I use a spatial statistic (a local spatial autocorrelation) to find interactive clusters of median personal income and non-car commuting.\u00a0 Red areas show where high income is matched with high levels of non-car commuting.\u00a0 Red census tracts in Westmount and parts of the Plateau show areas with relatively high median incomes near downtown, and where people often do not drive to work.\u00a0 The light red areas are where higher incomes are paired with higher usage of cars, and as expected are at both ends of the island.\u00a0 The light blue areas show where lower levels of income are matched with low car usage.\u00a0 The white areas have no statistically significant clustering.<\/p>\n<p>Noteworthy areas on this map are the dark blue pockets: these census tracts have lower median incomes and also show low percentages of non-car commuters.\u00a0 While the general trend is for higher-income census tracts to have higher levels of car commuters unless directly downtown, these areas have lower median incomes and yet rely upon automobiles.<\/p>\n<p>Essentially, there is a possibility that these areas are not adequately serviced by public transit, or that other forms of non-car commuting are not readily accessible.<\/p>\n<p><a href=\"http:\/\/farm4.static.flickr.com\/3195\/2886023619_702d73e067_o.jpg\"><img decoding=\"async\" src=\"http:\/\/farm4.static.flickr.com\/3195\/2886023619_4b674573ea.jpg\" alt=\"LISA Map\" \/><\/a><\/p>\n<p>These maps are largely descriptive, in that there are many factors involved as to whether one drives to work or not.\u00a0 Furthermore this data is at the census tract level and does not describe individuals or households directly, and can only give a general percentage or statistic for a small urban area.\u00a0 This publicly available data is compiled from <a href=\"www.statcan.ca\">Statistics Canada<\/a> through the University of Toronto&#8217;s <a href=\"http:\/\/www.chass.utoronto.ca\/cgi-bin\/chassnew\/display.pl?page=index\">CHASS <\/a>system, and the geographic files are provided by the <a href=\"http:\/\/www.mcgill.ca\/edrs\/\">EDRS <\/a>at McGill.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>In the spirit of Monday\u2019s car-free day, this post asks the question: are those who earn higher incomes more likely to drive to work?\u00a0 Using 2006 Canadian Census tract data for the island of Montreal, I\u2019ve created a map showing the city\u2019s distribution of median personal income (after-tax), along with a map showing the percentage<a href=\"https:\/\/spacing.ca\/montreal\/2008\/09\/25\/mapping-the-commute-income-and-driving-to-work\/\">Continue reading <span class=\"sr-only\">&#8220;Mapping the Commute: Income and Driving to work&#8221;<\/span><\/a><\/p>\n","protected":false},"author":5044,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_ef_editorial_meta_paragraph_assignment":"","_ef_editorial_meta_date_first-draft-date":"","_ef_editorial_meta_checkbox_needs-photo":"","_ef_editorial_meta_number_word-count":"","footnotes":""},"categories":[7828,15,7839,7841,33,7842,103],"tags":[3078,3027,6,3079,125,17,3080,3081,20,5,68,2422],"class_list":["post-1467","post","type-post","status-publish","format-standard","hentry","category-bikes","category-housing","category-neighbourhoods","category-services","category-transit","category-urban-design","category-walking","tag-car-commuters","tag-car-free-day","tag-cycling","tag-low-car-usage","tag-montreal","tag-neighbourhood","tag-non-car-commuters","tag-non-car-commuting","tag-pedestrian","tag-planning","tag-public-services","tag-university-of-toronto"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Mapping the Commute: Income and Driving to work - Spacing Montreal<\/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:\/\/spacing.ca\/montreal\/2008\/09\/25\/mapping-the-commute-income-and-driving-to-work\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Mapping the Commute: Income and Driving to work - Spacing Montreal\" \/>\n<meta property=\"og:description\" content=\"In the spirit of Monday\u2019s car-free day, this post asks the question: are those who earn higher incomes more likely to drive to work?\u00a0 Using 2006 Canadian Census tract data for the island of Montreal, I\u2019ve created a map showing the city\u2019s distribution of median personal income (after-tax), along with a map showing the percentageContinue reading &quot;Mapping the Commute: Income and Driving to work&quot;\" \/>\n<meta property=\"og:url\" content=\"https:\/\/spacing.ca\/montreal\/2008\/09\/25\/mapping-the-commute-income-and-driving-to-work\/\" \/>\n<meta property=\"og:site_name\" content=\"Spacing Montreal\" \/>\n<meta property=\"article:published_time\" content=\"2008-09-25T04:38:04+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2013-01-21T16:59:47+00:00\" \/>\n<meta property=\"og:image\" content=\"http:\/\/farm4.static.flickr.com\/3045\/2885563195_2aecd1dbe2.jpg\" \/>\n<meta name=\"author\" content=\"KC Bolton\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@Spacing\" \/>\n<meta name=\"twitter:site\" content=\"@Spacing\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"KC Bolton\" \/>\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\":\"WebPage\",\"@id\":\"https:\/\/spacing.ca\/montreal\/2008\/09\/25\/mapping-the-commute-income-and-driving-to-work\/\",\"url\":\"https:\/\/spacing.ca\/montreal\/2008\/09\/25\/mapping-the-commute-income-and-driving-to-work\/\",\"name\":\"Mapping the Commute: Income and Driving to work - Spacing Montreal\",\"isPartOf\":{\"@id\":\"https:\/\/spacing.ca\/montreal\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/spacing.ca\/montreal\/2008\/09\/25\/mapping-the-commute-income-and-driving-to-work\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/spacing.ca\/montreal\/2008\/09\/25\/mapping-the-commute-income-and-driving-to-work\/#primaryimage\"},\"thumbnailUrl\":\"http:\/\/farm4.static.flickr.com\/3045\/2885563195_2aecd1dbe2.jpg\",\"datePublished\":\"2008-09-25T04:38:04+00:00\",\"dateModified\":\"2013-01-21T16:59:47+00:00\",\"author\":{\"@id\":\"https:\/\/spacing.ca\/montreal\/#\/schema\/person\/534068c04110cd2b326ca1e00f35228e\"},\"breadcrumb\":{\"@id\":\"https:\/\/spacing.ca\/montreal\/2008\/09\/25\/mapping-the-commute-income-and-driving-to-work\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/spacing.ca\/montreal\/2008\/09\/25\/mapping-the-commute-income-and-driving-to-work\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/spacing.ca\/montreal\/2008\/09\/25\/mapping-the-commute-income-and-driving-to-work\/#primaryimage\",\"url\":\"http:\/\/farm4.static.flickr.com\/3045\/2885563195_2aecd1dbe2.jpg\",\"contentUrl\":\"http:\/\/farm4.static.flickr.com\/3045\/2885563195_2aecd1dbe2.jpg\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/spacing.ca\/montreal\/2008\/09\/25\/mapping-the-commute-income-and-driving-to-work\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/spacing.ca\/montreal\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Mapping the Commute: Income and Driving to work\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/spacing.ca\/montreal\/#website\",\"url\":\"https:\/\/spacing.ca\/montreal\/\",\"name\":\"Spacing Montreal\",\"description\":\"Canadian Urbanism Uncovered  |  Montreal Architecture, Urban Design, Public Transit, City Hall, Parks, Walking, Bikes, Streetscape, History, Waterfront, Maps, Public Spaces\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/spacing.ca\/montreal\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/spacing.ca\/montreal\/#\/schema\/person\/534068c04110cd2b326ca1e00f35228e\",\"name\":\"KC Bolton\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/spacing.ca\/montreal\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/c313d9b43de50f04659eb1cd91aeda03?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/c313d9b43de50f04659eb1cd91aeda03?s=96&d=mm&r=g\",\"caption\":\"KC Bolton\"},\"sameAs\":[\"http:\/\/\"],\"url\":\"https:\/\/spacing.ca\/montreal\/author\/kcbolton\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Mapping the Commute: Income and Driving to work - Spacing Montreal","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:\/\/spacing.ca\/montreal\/2008\/09\/25\/mapping-the-commute-income-and-driving-to-work\/","og_locale":"en_US","og_type":"article","og_title":"Mapping the Commute: Income and Driving to work - Spacing Montreal","og_description":"In the spirit of Monday\u2019s car-free day, this post asks the question: are those who earn higher incomes more likely to drive to work?\u00a0 Using 2006 Canadian Census tract data for the island of Montreal, I\u2019ve created a map showing the city\u2019s distribution of median personal income (after-tax), along with a map showing the percentageContinue reading \"Mapping the Commute: Income and Driving to work\"","og_url":"https:\/\/spacing.ca\/montreal\/2008\/09\/25\/mapping-the-commute-income-and-driving-to-work\/","og_site_name":"Spacing Montreal","article_published_time":"2008-09-25T04:38:04+00:00","article_modified_time":"2013-01-21T16:59:47+00:00","og_image":[{"url":"http:\/\/farm4.static.flickr.com\/3045\/2885563195_2aecd1dbe2.jpg","type":"","width":"","height":""}],"author":"KC Bolton","twitter_card":"summary_large_image","twitter_creator":"@Spacing","twitter_site":"@Spacing","twitter_misc":{"Written by":"KC Bolton","Est. reading time":"3 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/spacing.ca\/montreal\/2008\/09\/25\/mapping-the-commute-income-and-driving-to-work\/","url":"https:\/\/spacing.ca\/montreal\/2008\/09\/25\/mapping-the-commute-income-and-driving-to-work\/","name":"Mapping the Commute: Income and Driving to work - Spacing Montreal","isPartOf":{"@id":"https:\/\/spacing.ca\/montreal\/#website"},"primaryImageOfPage":{"@id":"https:\/\/spacing.ca\/montreal\/2008\/09\/25\/mapping-the-commute-income-and-driving-to-work\/#primaryimage"},"image":{"@id":"https:\/\/spacing.ca\/montreal\/2008\/09\/25\/mapping-the-commute-income-and-driving-to-work\/#primaryimage"},"thumbnailUrl":"http:\/\/farm4.static.flickr.com\/3045\/2885563195_2aecd1dbe2.jpg","datePublished":"2008-09-25T04:38:04+00:00","dateModified":"2013-01-21T16:59:47+00:00","author":{"@id":"https:\/\/spacing.ca\/montreal\/#\/schema\/person\/534068c04110cd2b326ca1e00f35228e"},"breadcrumb":{"@id":"https:\/\/spacing.ca\/montreal\/2008\/09\/25\/mapping-the-commute-income-and-driving-to-work\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/spacing.ca\/montreal\/2008\/09\/25\/mapping-the-commute-income-and-driving-to-work\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/spacing.ca\/montreal\/2008\/09\/25\/mapping-the-commute-income-and-driving-to-work\/#primaryimage","url":"http:\/\/farm4.static.flickr.com\/3045\/2885563195_2aecd1dbe2.jpg","contentUrl":"http:\/\/farm4.static.flickr.com\/3045\/2885563195_2aecd1dbe2.jpg"},{"@type":"BreadcrumbList","@id":"https:\/\/spacing.ca\/montreal\/2008\/09\/25\/mapping-the-commute-income-and-driving-to-work\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/spacing.ca\/montreal\/"},{"@type":"ListItem","position":2,"name":"Mapping the Commute: Income and Driving to work"}]},{"@type":"WebSite","@id":"https:\/\/spacing.ca\/montreal\/#website","url":"https:\/\/spacing.ca\/montreal\/","name":"Spacing Montreal","description":"Canadian Urbanism Uncovered  |  Montreal Architecture, Urban Design, Public Transit, City Hall, Parks, Walking, Bikes, Streetscape, History, Waterfront, Maps, Public Spaces","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/spacing.ca\/montreal\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Person","@id":"https:\/\/spacing.ca\/montreal\/#\/schema\/person\/534068c04110cd2b326ca1e00f35228e","name":"KC Bolton","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/spacing.ca\/montreal\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/c313d9b43de50f04659eb1cd91aeda03?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/c313d9b43de50f04659eb1cd91aeda03?s=96&d=mm&r=g","caption":"KC Bolton"},"sameAs":["http:\/\/"],"url":"https:\/\/spacing.ca\/montreal\/author\/kcbolton\/"}]}},"_links":{"self":[{"href":"https:\/\/spacing.ca\/montreal\/wp-json\/wp\/v2\/posts\/1467","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/spacing.ca\/montreal\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/spacing.ca\/montreal\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/spacing.ca\/montreal\/wp-json\/wp\/v2\/users\/5044"}],"replies":[{"embeddable":true,"href":"https:\/\/spacing.ca\/montreal\/wp-json\/wp\/v2\/comments?post=1467"}],"version-history":[{"count":5,"href":"https:\/\/spacing.ca\/montreal\/wp-json\/wp\/v2\/posts\/1467\/revisions"}],"predecessor-version":[{"id":21856,"href":"https:\/\/spacing.ca\/montreal\/wp-json\/wp\/v2\/posts\/1467\/revisions\/21856"}],"wp:attachment":[{"href":"https:\/\/spacing.ca\/montreal\/wp-json\/wp\/v2\/media?parent=1467"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/spacing.ca\/montreal\/wp-json\/wp\/v2\/categories?post=1467"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/spacing.ca\/montreal\/wp-json\/wp\/v2\/tags?post=1467"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}