{"id":16084,"date":"2020-11-06T09:44:24","date_gmt":"2020-11-06T04:14:24","guid":{"rendered":"https:\/\/iihs.co.in\/knowledge-gateway\/?p=16084"},"modified":"2022-09-09T10:25:34","modified_gmt":"2022-09-09T04:55:34","slug":"an-open-source-tool-to-extract-natural-continuity-and-hierarchy-of-urban-street-networks","status":"publish","type":"post","link":"https:\/\/iihs.co.in\/knowledge-gateway\/an-open-source-tool-to-extract-natural-continuity-and-hierarchy-of-urban-street-networks\/","title":{"rendered":"An Open-Source Tool to Extract Natural Continuity and Hierarchy of Urban Street Networks"},"content":{"rendered":"<div id='full_slider_1'  class='avia-fullwidth-slider main_color avia-shadow   avia-builder-el-0  el_before_av_layout_row  avia-builder-el-first   container_wrap sidebar_right'  ><div  class='avia-slideshow av-54oshec-5f466ffcd1ac85564b52ea71711ca158 avia-slideshow-featured av_slideshow_full avia-fade-slider av-slideshow-ui av-control-hidden av-no-slider-navigation av-hide-nav-arrows av-slideshow-manual av-loop-once av-loop-manual-endless av-default-height-applied   avia-slideshow-1' data-slideshow-options=\"{&quot;animation&quot;:&quot;fade&quot;,&quot;autoplay&quot;:false,&quot;loop_autoplay&quot;:&quot;once&quot;,&quot;interval&quot;:5,&quot;loop_manual&quot;:&quot;manual-endless&quot;,&quot;autoplay_stopper&quot;:false,&quot;noNavigation&quot;:true,&quot;bg_slider&quot;:false,&quot;keep_padding&quot;:false,&quot;hoverpause&quot;:false,&quot;show_slide_delay&quot;:0}\"  itemprop=\"image\" itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/ImageObject\" ><ul class='avia-slideshow-inner ' style='padding-bottom: 23.333333333333%;'><li  class='avia-slideshow-slide av-54oshec-5f466ffcd1ac85564b52ea71711ca158__0  av-single-slide slide-1 slide-odd'><div data-rel='slideshow-1' class='avia-slide-wrap '   ><img decoding=\"async\" fetchpriority=\"high\" class=\"wp-image-9141 avia-img-lazy-loading-not-9141\"  src=\"https:\/\/iihs.co.in\/knowledge-gateway\/wp-content\/uploads\/layerslider\/IIHS-Cityscapes-copy\/temple-1500x350.jpg\" width=\"1500\" height=\"350\" title='temple' alt=''  itemprop=\"thumbnailUrl\" srcset=\"https:\/\/iihs.co.in\/knowledge-gateway\/wp-content\/uploads\/layerslider\/IIHS-Cityscapes-copy\/temple.jpg 1500w, https:\/\/iihs.co.in\/knowledge-gateway\/wp-content\/uploads\/layerslider\/IIHS-Cityscapes-copy\/temple-300x70.jpg 300w, https:\/\/iihs.co.in\/knowledge-gateway\/wp-content\/uploads\/layerslider\/IIHS-Cityscapes-copy\/temple-1030x240.jpg 1030w, https:\/\/iihs.co.in\/knowledge-gateway\/wp-content\/uploads\/layerslider\/IIHS-Cityscapes-copy\/temple-705x165.jpg 705w, https:\/\/iihs.co.in\/knowledge-gateway\/wp-content\/uploads\/layerslider\/IIHS-Cityscapes-copy\/temple-450x105.jpg 450w\" sizes=\"(max-width: 1500px) 100vw, 1500px\" \/><\/div><\/li><\/ul><\/div><\/div>\n<div id='av-layout-grid-1'  class='av-layout-grid-container av-488satw-ffb0da47b3c0f0c22e3c351662564741 entry-content-wrapper main_color av-flex-cells  avia-builder-el-1  el_after_av_slideshow_full  avia-builder-el-last  grid-row-not-first  container_wrap sidebar_right'  >\n\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-40i3ak4-d80c1bcfb2b6fae8bde7bc23cdf571d4\">\n.flex_cell.av-40i3ak4-d80c1bcfb2b6fae8bde7bc23cdf571d4{\nvertical-align:top;\nbackground-color:#dfdfdf;\n}\n.responsive #top #wrap_all .flex_cell.av-40i3ak4-d80c1bcfb2b6fae8bde7bc23cdf571d4{\npadding:30px 30px 30px 30px !important;\n}\n<\/style>\n<div class='flex_cell av-40i3ak4-d80c1bcfb2b6fae8bde7bc23cdf571d4 av-gridrow-cell av_one_fifth no_margin  avia-builder-el-2  el_before_av_cell_three_fifth  avia-builder-el-first  content-align-top'  ><div class='flex_cell_inner'><div  class='avia-builder-widget-area clearfix  avia-builder-el-3  avia-builder-el-no-sibling '><div id=\"nav_menu-3\" class=\"widget clearfix widget_nav_menu\"><div class=\"menu-knowledge-gateway-container\"><ul id=\"menu-knowledge-gateway\" class=\"menu\"><li id=\"menu-item-18382\" class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-home menu-item-18382\"><a href=\"https:\/\/iihs.co.in\/knowledge-gateway\">PUBLICATIONS<\/a><\/li>\n<li id=\"menu-item-18383\" class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-18383\"><a href=\"https:\/\/iihs.co.in\/knowledge-gateway\/?page_id=9472\">PAPERS AND ARTICLES<\/a><\/li>\n<li id=\"menu-item-18384\" class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-18384\"><a href=\"https:\/\/iihs.co.in\/knowledge-gateway\/books-and-monographs\/\">BOOKS, BOOK CHAPTERS AND MONOGRAPHS<\/a><\/li>\n<li id=\"menu-item-18385\" class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-18385\"><a href=\"https:\/\/iihs.co.in\/knowledge-gateway\/conference-proceedings\/\">CONFERENCE PROCEEDINGS<\/a><\/li>\n<li id=\"menu-item-18386\" class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-18386\"><a href=\"https:\/\/iihs.co.in\/knowledge-gateway\/reports\/\">REPORTS<\/a><\/li>\n<li id=\"menu-item-18389\" class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-18389\"><a href=\"https:\/\/iihs.co.in\/knowledge-gateway\/policy-papers\/\">POLICY PAPERS<\/a><\/li>\n<li id=\"menu-item-18388\" class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-18388\"><a href=\"https:\/\/iihs.co.in\/knowledge-gateway\/cases\/\">CASES<\/a><\/li>\n<li id=\"menu-item-18387\" class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-18387\"><a href=\"https:\/\/iihs.co.in\/knowledge-gateway\/policy-briefs\/\">POLICY BRIEFS<\/a><\/li>\n<li id=\"menu-item-19935\" class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-19935\"><a href=\"https:\/\/iihs.co.in\/knowledge-gateway\/glossaries\/\">GLOSSARIES<\/a><\/li>\n<li id=\"menu-item-18390\" class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-18390\"><a href=\"https:\/\/iihs.co.in\/knowledge-gateway\/opinion-and-editorial\/\">OPINION AND EDITORIAL<\/a><\/li>\n<li id=\"menu-item-18391\" class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-18391\"><a href=\"https:\/\/iihs.co.in\/knowledge-gateway\/maps-and-data\/\">MAPS AND DATA<\/a><\/li>\n<\/ul><\/div><\/div><\/div>\n<\/div><\/div>\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-2w4q1qs-9fd3ff4f1166a77c5a19aeeaa3f93683\">\n.flex_cell.av-2w4q1qs-9fd3ff4f1166a77c5a19aeeaa3f93683{\nvertical-align:top;\n}\n.responsive #top #wrap_all .flex_cell.av-2w4q1qs-9fd3ff4f1166a77c5a19aeeaa3f93683{\npadding:30px 30px 30px 30px !important;\n}\n<\/style>\n<div class='flex_cell av-2w4q1qs-9fd3ff4f1166a77c5a19aeeaa3f93683 av-gridrow-cell av_three_fifth no_margin  avia-builder-el-4  el_after_av_cell_one_fifth  el_before_av_cell_one_fifth  content-align-top'  ><div class='flex_cell_inner'><p>\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-wc32dw-69ed57ea5c18f8046d5ccbae239dbfeb\">\n#top .av-special-heading.av-wc32dw-69ed57ea5c18f8046d5ccbae239dbfeb{\npadding-bottom:10px;\n}\nbody .av-special-heading.av-wc32dw-69ed57ea5c18f8046d5ccbae239dbfeb .av-special-heading-tag .heading-char{\nfont-size:25px;\n}\n.av-special-heading.av-wc32dw-69ed57ea5c18f8046d5ccbae239dbfeb .av-subheading{\nfont-size:15px;\n}\n<\/style>\n<div  class='av-special-heading av-wc32dw-69ed57ea5c18f8046d5ccbae239dbfeb av-special-heading-h3  avia-builder-el-5  el_before_av_textblock  avia-builder-el-first '><h3 class='av-special-heading-tag '  itemprop=\"headline\"  >An Open-Source Tool to Extract Natural Continuity and Hierarchy of Urban Street Networks<\/h3><div class=\"special-heading-border\"><div class=\"special-heading-inner-border\"><\/div><\/div><\/div><br \/>\n<section  class='av_textblock_section av-kh5qlspm-2ca77c5c6638b38d4c7970dfe45b9ec1 '   itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/BlogPosting\" itemprop=\"blogPost\" ><div class='avia_textblock'  itemprop=\"text\" ><p><span style=\"font-size: 13px; text-transform: none; color: #8a0000;\"><em>Pratyush Tripathy, <a href=\"https:\/\/iihs.co.in\/iihs-people\/team\/pooja-rao\/\" target=\"_blank\" rel=\"noopener\">Pooja Rao<\/a>, <a href=\"https:\/\/iihs.co.in\/iihs-people\/team\/krishnachandran-balakrishnan\/\" target=\"_blank\" rel=\"noopener\">Krishnachandran Balakrishnan<\/a>, Teja Malladi\u00a0 <\/em>| 2020<\/span><\/p>\n<\/div><\/section><br \/>\n<section  class='av_textblock_section av-kh5qmhi2-5892b7678e813a25c586c105f018cd35 '   itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/BlogPosting\" itemprop=\"blogPost\" ><div class='avia_textblock'  itemprop=\"text\" ><p class=\"p2\">Abstract<\/p>\n<p class=\"p4\">Urban streets exhibit a hierarchical structure. From a network analysis perspective, continuity of streets based on the interior angle between street segments can be used to define \u2018natural streets\u2019 or \u2018strokes\u2019. The length of these \u2018strokes\u2019 can then be used to generate a hierarchy of street network. While researchers have described methods for defining such strokes and released tools that enable such analysis, the existing tools are dependent on proprietary applications and only an outline of the algorithm is available in the literature. This paper addresses these limitations and advances past approaches by (a) describing an efficient algorithm \u2018COINS\u2019 for conducting street continuity and hierarchy analysis and (b) releasing the python script and QGIS plugin which will enable users to implement this analysis independent of proprietary software and enable automation to process multiple datasets. The paper demonstrates the application of this tool using street network data from OpenStreetMap for 10 Indian cities and two international ones. Results indicate that our algorithm can detect the skeletal structure of a city which is visually very similar to the OpenStreetMap user-generated hierarchy, both at the city level and at the neighbourhood level. Analysing the results from 10 Indian cities using log\u2013log plots of stroke length and stroke rank, we find that the strokes appear to follow Zipf\u2019s law, but only in the mid-range of stroke lengths. Consistent with existing literature, we see that in our sample of Indian cities also there is a strong deviation from Zipf\u2019s law for strokes that are approximately 100\u2009m or lower.<\/p>\n<\/div><\/section><br \/>\n<div  class='avia-button-wrap av-kh5qmyjj-4fbebedf83260cdbe83a1ad17ef3ec42-wrap avia-button-left  avia-builder-el-8  el_after_av_textblock  el_before_av_hr '><a href='https:\/\/journals.sagepub.com\/doi\/full\/10.1177\/2399808320967680'  class='avia-button av-kh5qmyjj-4fbebedf83260cdbe83a1ad17ef3ec42 av-link-btn avia-icon_select-yes-left-icon avia-size-medium avia-position-left avia-color-theme-color'  target=\"_blank\"  rel=\"noopener noreferrer\"  aria-label=\"Access Paper\"><span class='avia_button_icon avia_button_icon_left avia-iconfont avia-font-entypo-fontello' data-av_icon='\ue82d' data-av_iconfont='entypo-fontello' ><\/span><span class='avia_iconbox_title' >Access Paper<\/span><\/a><\/div><br \/>\n\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-2mx5qyc-351d8076fb2b4c8318fb4fe96629c82a\">\n#top .hr.hr-invisible.av-2mx5qyc-351d8076fb2b4c8318fb4fe96629c82a{\nheight:30px;\n}\n<\/style>\n<div  class='hr av-2mx5qyc-351d8076fb2b4c8318fb4fe96629c82a hr-invisible  avia-builder-el-9  el_after_av_button  el_before_av_social_share '><span class='hr-inner '><span class=\"hr-inner-style\"><\/span><\/span><\/div><br \/>\n<div  class='av-social-sharing-box av-21eksxg-cf831b6142c8330c0c2d0bfa3497cbee av-social-sharing-box-minimal  avia-builder-el-10  el_after_av_hr  avia-builder-el-last  av-social-sharing-box-fullwidth'><div class=\"av-share-box\"><h5 class='av-share-link-description av-no-toc '>Share this entry<\/h5><ul class=\"av-share-box-list noLightbox\"><li class='av-share-link av-social-link-facebook avia_social_iconfont' ><a target=\"_blank\" aria-label=\"Share on Facebook\" href='https:\/\/www.facebook.com\/sharer.php?u=https:\/\/iihs.co.in\/knowledge-gateway\/an-open-source-tool-to-extract-natural-continuity-and-hierarchy-of-urban-street-networks\/&#038;t=An%20Open-Source%20Tool%20to%20Extract%20Natural%20Continuity%20and%20Hierarchy%20of%20Urban%20Street%20Networks' data-av_icon='\ue8f3' data-av_iconfont='entypo-fontello'  title='' data-avia-related-tooltip='Share on Facebook'><span class='avia_hidden_link_text'>Share on Facebook<\/span><\/a><\/li><li class='av-share-link av-social-link-twitter avia_social_iconfont' ><a target=\"_blank\" aria-label=\"Share on X\" href='https:\/\/twitter.com\/share?text=An%20Open-Source%20Tool%20to%20Extract%20Natural%20Continuity%20and%20Hierarchy%20of%20Urban%20Street%20Networks&#038;url=https:\/\/iihs.co.in\/knowledge-gateway\/?p=16084' data-av_icon='\ue932' data-av_iconfont='entypo-fontello'  title='' data-avia-related-tooltip='Share on X'><span class='avia_hidden_link_text'>Share on X<\/span><\/a><\/li><li class='av-share-link av-social-link-whatsapp avia_social_iconfont' ><a target=\"_blank\" aria-label=\"Share on WhatsApp\" href='https:\/\/api.whatsapp.com\/send?text=https:\/\/iihs.co.in\/knowledge-gateway\/an-open-source-tool-to-extract-natural-continuity-and-hierarchy-of-urban-street-networks\/' data-av_icon='\uf232' data-av_iconfont='entypo-fontello'  title='' data-avia-related-tooltip='Share on WhatsApp'><span class='avia_hidden_link_text'>Share on WhatsApp<\/span><\/a><\/li><li class='av-share-link av-social-link-pinterest avia_social_iconfont' ><a target=\"_blank\" aria-label=\"Share on Pinterest\" href='https:\/\/pinterest.com\/pin\/create\/button\/?url=https%3A%2F%2Fiihs.co.in%2Fknowledge-gateway%2Fan-open-source-tool-to-extract-natural-continuity-and-hierarchy-of-urban-street-networks%2F&#038;description=An%20Open-Source%20Tool%20to%20Extract%20Natural%20Continuity%20and%20Hierarchy%20of%20Urban%20Street%20Networks&#038;media=https%3A%2F%2Fiihs.co.in%2Fknowledge-gateway%2Fwp-content%2Fuploads%2F2018%2F01%2Fiihs_logo_R_1.png' data-av_icon='\ue8f8' data-av_iconfont='entypo-fontello'  title='' data-avia-related-tooltip='Share on Pinterest'><span class='avia_hidden_link_text'>Share on Pinterest<\/span><\/a><\/li><li class='av-share-link av-social-link-linkedin avia_social_iconfont' ><a target=\"_blank\" aria-label=\"Share on LinkedIn\" href='https:\/\/linkedin.com\/shareArticle?mini=true&#038;title=An%20Open-Source%20Tool%20to%20Extract%20Natural%20Continuity%20and%20Hierarchy%20of%20Urban%20Street%20Networks&#038;url=https:\/\/iihs.co.in\/knowledge-gateway\/an-open-source-tool-to-extract-natural-continuity-and-hierarchy-of-urban-street-networks\/' data-av_icon='\ue8fc' data-av_iconfont='entypo-fontello'  title='' data-avia-related-tooltip='Share on LinkedIn'><span class='avia_hidden_link_text'>Share on LinkedIn<\/span><\/a><\/li><li class='av-share-link av-social-link-tumblr avia_social_iconfont' ><a target=\"_blank\" aria-label=\"Share on Tumblr\" href='https:\/\/www.tumblr.com\/share\/link?url=https%3A%2F%2Fiihs.co.in%2Fknowledge-gateway%2Fan-open-source-tool-to-extract-natural-continuity-and-hierarchy-of-urban-street-networks%2F&#038;name=An%20Open-Source%20Tool%20to%20Extract%20Natural%20Continuity%20and%20Hierarchy%20of%20Urban%20Street%20Networks&#038;description=%3Cem%3EPratyush%20Tripathy%2C%20Pooja%20Rao%2C%20Krishnachandran%20Balakrishnan%2C%20Teja%20Malladi%3C%2Fem%3E%3Cbr%2F%3E%3Chr%2F%3E%20' data-av_icon='\ue8fa' data-av_iconfont='entypo-fontello'  title='' data-avia-related-tooltip='Share on Tumblr'><span class='avia_hidden_link_text'>Share on Tumblr<\/span><\/a><\/li><li class='av-share-link av-social-link-vk avia_social_iconfont' ><a target=\"_blank\" aria-label=\"Share on Vk\" href='https:\/\/vk.com\/share.php?url=https:\/\/iihs.co.in\/knowledge-gateway\/an-open-source-tool-to-extract-natural-continuity-and-hierarchy-of-urban-street-networks\/' data-av_icon='\ue926' data-av_iconfont='entypo-fontello'  title='' data-avia-related-tooltip='Share on Vk'><span class='avia_hidden_link_text'>Share on Vk<\/span><\/a><\/li><li class='av-share-link av-social-link-reddit avia_social_iconfont' ><a target=\"_blank\" aria-label=\"Share on Reddit\" href='https:\/\/reddit.com\/submit?url=https:\/\/iihs.co.in\/knowledge-gateway\/an-open-source-tool-to-extract-natural-continuity-and-hierarchy-of-urban-street-networks\/&#038;title=An%20Open-Source%20Tool%20to%20Extract%20Natural%20Continuity%20and%20Hierarchy%20of%20Urban%20Street%20Networks' data-av_icon='\ue927' data-av_iconfont='entypo-fontello'  title='' data-avia-related-tooltip='Share on Reddit'><span class='avia_hidden_link_text'>Share on Reddit<\/span><\/a><\/li><li class='av-share-link av-social-link-mail avia_social_iconfont' ><a  aria-label=\"Share by Mail\" href='mailto:?subject=An%20Open-Source%20Tool%20to%20Extract%20Natural%20Continuity%20and%20Hierarchy%20of%20Urban%20Street%20Networks&#038;body=https:\/\/iihs.co.in\/knowledge-gateway\/an-open-source-tool-to-extract-natural-continuity-and-hierarchy-of-urban-street-networks\/' data-av_icon='\ue805' data-av_iconfont='entypo-fontello'  title='' data-avia-related-tooltip='Share by Mail'><span class='avia_hidden_link_text'>Share by Mail<\/span><\/a><\/li><\/ul><\/div><\/div><\/p>\n<\/div><\/div>\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-1sekpis-fb5d83cb9a3358423837f57e5c668dfb\">\n.flex_cell.av-1sekpis-fb5d83cb9a3358423837f57e5c668dfb{\nvertical-align:top;\nbackground-color:#cfcfcf;\n}\n.responsive #top #wrap_all .flex_cell.av-1sekpis-fb5d83cb9a3358423837f57e5c668dfb{\npadding:30px 30px 30px 30px !important;\n}\n<\/style>\n<div class='flex_cell av-1sekpis-fb5d83cb9a3358423837f57e5c668dfb av-gridrow-cell av_one_fifth no_margin  avia-builder-el-11  el_after_av_cell_three_fifth  avia-builder-el-last  content-align-top'  ><div class='flex_cell_inner'><p><div  class='avia-builder-widget-area clearfix  avia-builder-el-12  el_before_av_sidebar  avia-builder-el-first '><div id=\"search-2\" class=\"widget clearfix widget_search\"><h3 class=\"widgettitle\">Search<\/h3>\n<search>\n\t<form action=\"https:\/\/iihs.co.in\/knowledge-gateway\/\" id=\"searchform\" method=\"get\" class=\"av_disable_ajax_search\">\n\t\t<div>\n<span class='av_searchform_search avia-svg-icon avia-font-svg_entypo-fontello' data-av_svg_icon='search' data-av_iconset='svg_entypo-fontello'><svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"25\" height=\"32\" viewBox=\"0 0 25 32\" preserveAspectRatio=\"xMidYMid meet\" aria-labelledby='av-svg-title-1' aria-describedby='av-svg-desc-1' role=\"graphics-symbol\" aria-hidden=\"true\">\n<title id='av-svg-title-1'>Search<\/title>\n<desc id='av-svg-desc-1'>Search<\/desc>\n<path d=\"M24.704 24.704q0.96 1.088 0.192 1.984l-1.472 1.472q-1.152 1.024-2.176 0l-6.080-6.080q-2.368 1.344-4.992 1.344-4.096 0-7.136-3.040t-3.040-7.136 2.88-7.008 6.976-2.912 7.168 3.040 3.072 7.136q0 2.816-1.472 5.184zM3.008 13.248q0 2.816 2.176 4.992t4.992 2.176 4.832-2.016 2.016-4.896q0-2.816-2.176-4.96t-4.992-2.144-4.832 2.016-2.016 4.832z\"><\/path>\n<\/svg><\/span>\t\t\t<input type=\"submit\" value=\"\" id=\"searchsubmit\" class=\"button\" title=\"Click to start search\" \/>\n\t\t\t<input type=\"search\" id=\"s\" name=\"s\" value=\"\" aria-label='Search' placeholder='Search' required \/>\n\t\t<\/div>\n\t<\/form>\n<\/search>\n<\/div><\/div><br \/>\n<div  class='avia-builder-widget-area clearfix  avia-builder-el-13  el_after_av_sidebar  avia-builder-el-last '><div id=\"tag_cloud-3\" class=\"widget clearfix widget_tag_cloud\"><h3 class=\"widgettitle\">Tags<\/h3><div class=\"tagcloud\"><a href=\"https:\/\/iihs.co.in\/knowledge-gateway\/tag\/1-5c\/\" class=\"tag-cloud-link tag-link-125 tag-link-position-1\" style=\"font-size: 9.5652173913043pt;\" aria-label=\"1.5\u00b0C (2 items)\">1.5\u00b0C<\/a>\n<a href=\"https:\/\/iihs.co.in\/knowledge-gateway\/tag\/adaptation\/\" class=\"tag-cloud-link tag-link-123 tag-link-position-2\" style=\"font-size: 11.478260869565pt;\" aria-label=\"Adaptation (4 items)\">Adaptation<\/a>\n<a href=\"https:\/\/iihs.co.in\/knowledge-gateway\/tag\/area-studies\/\" class=\"tag-cloud-link tag-link-214 tag-link-position-3\" style=\"font-size: 8pt;\" aria-label=\"Area Studies (1 item)\">Area Studies<\/a>\n<a href=\"https:\/\/iihs.co.in\/knowledge-gateway\/tag\/ayurveda\/\" class=\"tag-cloud-link tag-link-213 tag-link-position-4\" style=\"font-size: 8pt;\" aria-label=\"Ayurveda (1 item)\">Ayurveda<\/a>\n<a href=\"https:\/\/iihs.co.in\/knowledge-gateway\/tag\/built-environment\/\" class=\"tag-cloud-link tag-link-215 tag-link-position-5\" style=\"font-size: 8pt;\" aria-label=\"Built Environment (1 item)\">Built Environment<\/a>\n<a href=\"https:\/\/iihs.co.in\/knowledge-gateway\/tag\/capacity-building\/\" class=\"tag-cloud-link tag-link-233 tag-link-position-6\" style=\"font-size: 9.5652173913043pt;\" aria-label=\"Capacity Building (2 items)\">Capacity Building<\/a>\n<a href=\"https:\/\/iihs.co.in\/knowledge-gateway\/tag\/capacity-development\/\" class=\"tag-cloud-link tag-link-141 tag-link-position-7\" style=\"font-size: 9.5652173913043pt;\" aria-label=\"Capacity Development (2 items)\">Capacity Development<\/a>\n<a href=\"https:\/\/iihs.co.in\/knowledge-gateway\/tag\/chronic-disease\/\" class=\"tag-cloud-link tag-link-212 tag-link-position-8\" style=\"font-size: 8pt;\" aria-label=\"Chronic disease (1 item)\">Chronic disease<\/a>\n<a href=\"https:\/\/iihs.co.in\/knowledge-gateway\/tag\/climate-change\/\" class=\"tag-cloud-link tag-link-68 tag-link-position-9\" style=\"font-size: 14.782608695652pt;\" aria-label=\"Climate Change (11 items)\">Climate Change<\/a>\n<a href=\"https:\/\/iihs.co.in\/knowledge-gateway\/tag\/culture\/\" class=\"tag-cloud-link tag-link-107 tag-link-position-10\" style=\"font-size: 14.434782608696pt;\" aria-label=\"Culture (10 items)\">Culture<\/a>\n<a href=\"https:\/\/iihs.co.in\/knowledge-gateway\/tag\/cultures-of-medicine\/\" class=\"tag-cloud-link tag-link-211 tag-link-position-11\" style=\"font-size: 8pt;\" aria-label=\"Cultures of medicine (1 item)\">Cultures of medicine<\/a>\n<a href=\"https:\/\/iihs.co.in\/knowledge-gateway\/tag\/data-and-metrics\/\" class=\"tag-cloud-link tag-link-103 tag-link-position-12\" style=\"font-size: 18.347826086957pt;\" aria-label=\"Data and Metrics (30 items)\">Data and Metrics<\/a>\n<a href=\"https:\/\/iihs.co.in\/knowledge-gateway\/tag\/design\/\" class=\"tag-cloud-link tag-link-145 tag-link-position-13\" style=\"font-size: 11.478260869565pt;\" aria-label=\"Design (4 items)\">Design<\/a>\n<a href=\"https:\/\/iihs.co.in\/knowledge-gateway\/tag\/economic-development\/\" class=\"tag-cloud-link tag-link-99 tag-link-position-14\" style=\"font-size: 18.95652173913pt;\" aria-label=\"Economic Development (35 items)\">Economic Development<\/a>\n<a href=\"https:\/\/iihs.co.in\/knowledge-gateway\/tag\/ecosystem\/\" class=\"tag-cloud-link tag-link-152 tag-link-position-15\" style=\"font-size: 15.826086956522pt;\" aria-label=\"Ecosystem (15 items)\">Ecosystem<\/a>\n<a href=\"https:\/\/iihs.co.in\/knowledge-gateway\/tag\/energy\/\" class=\"tag-cloud-link tag-link-160 tag-link-position-16\" style=\"font-size: 12.173913043478pt;\" aria-label=\"Energy (5 items)\">Energy<\/a>\n<a href=\"https:\/\/iihs.co.in\/knowledge-gateway\/tag\/environment-and-climate\/\" class=\"tag-cloud-link tag-link-104 tag-link-position-17\" style=\"font-size: 22pt;\" aria-label=\"Environment and Climate (80 items)\">Environment and Climate<\/a>\n<a href=\"https:\/\/iihs.co.in\/knowledge-gateway\/tag\/equity\/\" class=\"tag-cloud-link tag-link-94 tag-link-position-18\" style=\"font-size: 10.608695652174pt;\" aria-label=\"Equity (3 items)\">Equity<\/a>\n<a href=\"https:\/\/iihs.co.in\/knowledge-gateway\/tag\/gender\/\" class=\"tag-cloud-link tag-link-110 tag-link-position-19\" style=\"font-size: 12.173913043478pt;\" aria-label=\"Gender (5 items)\">Gender<\/a>\n<a href=\"https:\/\/iihs.co.in\/knowledge-gateway\/tag\/governance\/\" class=\"tag-cloud-link tag-link-102 tag-link-position-20\" style=\"font-size: 18pt;\" aria-label=\"Governance (27 items)\">Governance<\/a>\n<a href=\"https:\/\/iihs.co.in\/knowledge-gateway\/tag\/health\/\" class=\"tag-cloud-link tag-link-151 tag-link-position-21\" style=\"font-size: 10.608695652174pt;\" aria-label=\"Health (3 items)\">Health<\/a>\n<a href=\"https:\/\/iihs.co.in\/knowledge-gateway\/tag\/housing\/\" class=\"tag-cloud-link tag-link-13 tag-link-position-22\" style=\"font-size: 18pt;\" aria-label=\"Housing (27 items)\">Housing<\/a>\n<a href=\"https:\/\/iihs.co.in\/knowledge-gateway\/tag\/human-development\/\" class=\"tag-cloud-link tag-link-100 tag-link-position-23\" style=\"font-size: 15.652173913043pt;\" aria-label=\"Human Development (14 items)\">Human Development<\/a>\n<a href=\"https:\/\/iihs.co.in\/knowledge-gateway\/tag\/illness-narratives\/\" class=\"tag-cloud-link tag-link-210 tag-link-position-24\" style=\"font-size: 8pt;\" aria-label=\"Illness narratives (1 item)\">Illness narratives<\/a>\n<a href=\"https:\/\/iihs.co.in\/knowledge-gateway\/tag\/industrial-policy\/\" class=\"tag-cloud-link tag-link-80 tag-link-position-25\" style=\"font-size: 9.5652173913043pt;\" aria-label=\"Industrial Policy (2 items)\">Industrial Policy<\/a>\n<a href=\"https:\/\/iihs.co.in\/knowledge-gateway\/tag\/instructional-design\/\" class=\"tag-cloud-link tag-link-150 tag-link-position-26\" style=\"font-size: 9.5652173913043pt;\" aria-label=\"Instructional Design (2 items)\">Instructional Design<\/a>\n<a href=\"https:\/\/iihs.co.in\/knowledge-gateway\/tag\/ipcc\/\" class=\"tag-cloud-link tag-link-126 tag-link-position-27\" style=\"font-size: 9.5652173913043pt;\" aria-label=\"IPCC (2 items)\">IPCC<\/a>\n<a href=\"https:\/\/iihs.co.in\/knowledge-gateway\/tag\/knowledge\/\" class=\"tag-cloud-link tag-link-143 tag-link-position-28\" style=\"font-size: 10.608695652174pt;\" aria-label=\"Knowledge (3 items)\">Knowledge<\/a>\n<a href=\"https:\/\/iihs.co.in\/knowledge-gateway\/tag\/land\/\" class=\"tag-cloud-link tag-link-108 tag-link-position-29\" style=\"font-size: 19.652173913043pt;\" aria-label=\"Land (43 items)\">Land<\/a>\n<a href=\"https:\/\/iihs.co.in\/knowledge-gateway\/tag\/medical-diversity\/\" class=\"tag-cloud-link tag-link-208 tag-link-position-30\" style=\"font-size: 8pt;\" aria-label=\"Medical diversity (1 item)\">Medical diversity<\/a>\n<a href=\"https:\/\/iihs.co.in\/knowledge-gateway\/tag\/migration\/\" class=\"tag-cloud-link tag-link-234 tag-link-position-31\" style=\"font-size: 9.5652173913043pt;\" aria-label=\"migration (2 items)\">migration<\/a>\n<a href=\"https:\/\/iihs.co.in\/knowledge-gateway\/tag\/non-economic-loss\/\" class=\"tag-cloud-link tag-link-194 tag-link-position-32\" style=\"font-size: 8pt;\" aria-label=\"Non-Economic Loss (1 item)\">Non-Economic Loss<\/a>\n<a href=\"https:\/\/iihs.co.in\/knowledge-gateway\/tag\/planning\/\" class=\"tag-cloud-link tag-link-106 tag-link-position-33\" style=\"font-size: 17.565217391304pt;\" aria-label=\"Planning (24 items)\">Planning<\/a>\n<a href=\"https:\/\/iihs.co.in\/knowledge-gateway\/tag\/pluralism\/\" class=\"tag-cloud-link tag-link-209 tag-link-position-34\" style=\"font-size: 8pt;\" aria-label=\"Pluralism (1 item)\">Pluralism<\/a>\n<a href=\"https:\/\/iihs.co.in\/knowledge-gateway\/tag\/policies\/\" class=\"tag-cloud-link tag-link-146 tag-link-position-35\" style=\"font-size: 10.608695652174pt;\" aria-label=\"Policies (3 items)\">Policies<\/a>\n<a href=\"https:\/\/iihs.co.in\/knowledge-gateway\/tag\/poverty-and-inequality\/\" class=\"tag-cloud-link tag-link-101 tag-link-position-36\" style=\"font-size: 17.391304347826pt;\" aria-label=\"Poverty and Inequality (23 items)\">Poverty and Inequality<\/a>\n<a href=\"https:\/\/iihs.co.in\/knowledge-gateway\/tag\/risk\/\" class=\"tag-cloud-link tag-link-97 tag-link-position-37\" style=\"font-size: 16.521739130435pt;\" aria-label=\"Risk (18 items)\">Risk<\/a>\n<a href=\"https:\/\/iihs.co.in\/knowledge-gateway\/tag\/sanitation\/\" class=\"tag-cloud-link tag-link-67 tag-link-position-38\" style=\"font-size: 9.5652173913043pt;\" aria-label=\"Sanitation (2 items)\">Sanitation<\/a>\n<a href=\"https:\/\/iihs.co.in\/knowledge-gateway\/tag\/scholarly-publishing\/\" class=\"tag-cloud-link tag-link-130 tag-link-position-39\" style=\"font-size: 9.5652173913043pt;\" aria-label=\"Scholarly Publishing (2 items)\">Scholarly Publishing<\/a>\n<a href=\"https:\/\/iihs.co.in\/knowledge-gateway\/tag\/science-gaps\/\" class=\"tag-cloud-link tag-link-193 tag-link-position-40\" style=\"font-size: 8pt;\" aria-label=\"Science Gaps (1 item)\">Science Gaps<\/a>\n<a href=\"https:\/\/iihs.co.in\/knowledge-gateway\/tag\/sustainability\/\" class=\"tag-cloud-link tag-link-93 tag-link-position-41\" style=\"font-size: 12.782608695652pt;\" aria-label=\"Sustainability (6 items)\">Sustainability<\/a>\n<a href=\"https:\/\/iihs.co.in\/knowledge-gateway\/tag\/training-manual\/\" class=\"tag-cloud-link tag-link-242 tag-link-position-42\" style=\"font-size: 10.608695652174pt;\" aria-label=\"Training manual (3 items)\">Training manual<\/a>\n<a href=\"https:\/\/iihs.co.in\/knowledge-gateway\/tag\/transport\/\" class=\"tag-cloud-link tag-link-95 tag-link-position-43\" style=\"font-size: 12.173913043478pt;\" aria-label=\"Transport (5 items)\">Transport<\/a>\n<a href=\"https:\/\/iihs.co.in\/knowledge-gateway\/tag\/urbanisation\/\" class=\"tag-cloud-link tag-link-88 tag-link-position-44\" style=\"font-size: 12.782608695652pt;\" aria-label=\"Urbanisation (6 items)\">Urbanisation<\/a>\n<a href=\"https:\/\/iihs.co.in\/knowledge-gateway\/tag\/water-and-sanitation\/\" class=\"tag-cloud-link tag-link-96 tag-link-position-45\" style=\"font-size: 18.086956521739pt;\" aria-label=\"Water and Sanitation (28 items)\">Water and Sanitation<\/a><\/div>\n<\/div><\/div><\/p>\n<\/div><\/div><\/div>\n","protected":false},"excerpt":{"rendered":"<p><em>Pratyush Tripathy, Pooja Rao, Krishnachandran Balakrishnan, Teja Malladi<\/em><\/p>\n<hr\/>\n","protected":false},"author":6,"featured_media":11834,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[71],"tags":[],"class_list":["post-16084","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-paper"],"_links":{"self":[{"href":"https:\/\/iihs.co.in\/knowledge-gateway\/wp-json\/wp\/v2\/posts\/16084","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/iihs.co.in\/knowledge-gateway\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/iihs.co.in\/knowledge-gateway\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/iihs.co.in\/knowledge-gateway\/wp-json\/wp\/v2\/users\/6"}],"replies":[{"embeddable":true,"href":"https:\/\/iihs.co.in\/knowledge-gateway\/wp-json\/wp\/v2\/comments?post=16084"}],"version-history":[{"count":0,"href":"https:\/\/iihs.co.in\/knowledge-gateway\/wp-json\/wp\/v2\/posts\/16084\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/iihs.co.in\/knowledge-gateway\/wp-json\/wp\/v2\/media\/11834"}],"wp:attachment":[{"href":"https:\/\/iihs.co.in\/knowledge-gateway\/wp-json\/wp\/v2\/media?parent=16084"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/iihs.co.in\/knowledge-gateway\/wp-json\/wp\/v2\/categories?post=16084"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/iihs.co.in\/knowledge-gateway\/wp-json\/wp\/v2\/tags?post=16084"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}